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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 62 of 1230
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...
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 …
More USA owned Toronto Sun propaganda and deplorable advice to Canada while the USA is morally bankrupt and run by a clown who's making fools out of everyone!! Pathetic!!
More USA owned Toronto Sun propaganda and deplorable advice to Canada while the USA is morally bankrupt and run by a clown who's making fools out of everyone!! Pathetic!!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.755201
Profanity0.1308005
Threat0.00899713
Severe Toxicity0.023076924
Toxic 0.73663366 Low Con 0.153 Insult Comparative_Framing
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
this is so stupid. did the british assimilate to native or french canadian culture when they came to Canada?
this is so stupid. did the british assimilate to native or french canadian culture when they came to Canada?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2877625
Insult0.68668073
Profanity0.36230123
Threat0.00780612
Severe Toxicity0.02416241
Toxic 0.73663366 Low Con 0.237 Insult Comparative_Framing
Mar 2, 2026 Inside Canada's Indian Invasion...
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'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...
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.7497506
Profanity0.33453682
Threat0.06432246
Severe Toxicity0.070156105
Toxic 0.73663366 Low Con 0.282 Insult
Jun 18, 2025 1 likes How Canada broke its immigration …
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...
@pwila blocked me 🖕🏻🖕🏻 I brutallyfuck and grep pwila and his mom open her sareey then tearHer vagnee then open pwila grep his brownhole then hos intestines churnOut😂
@pwila blocked me 🖕🏻🖕🏻 I brutallyfuck and grep pwila and his mom open her sareey then tearHer vagnee then open pwila grep his brownhole then hos intestines churnOut😂
Inside Canada's Indian Invasion... · 396: Cluster #395
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.5208188
Profanity0.6528205
Threat0.4738685
Severe Toxicity0.61260825
Toxic 0.73663366 Moderate Con 0.332 Insult Unverified_Claim
Jan 29, 2026 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...
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...
This is so disgusting. Its largely why we have to shut the border down with Canada. So many parasites.
This is so disgusting. Its largely why we have to shut the border down with Canada. So many parasites.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.34000012
Insult0.72756535
Profanity0.22542313
Threat0.010809537
Severe Toxicity0.02416241
Toxic 0.73663366 Moderate Con 0.312 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
bro really had to top the video off about indians with a scam ass sponsor 🤣
bro really had to top the video off about indians with a scam ass sponsor 🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.5130944
Profanity0.5188411
Threat0.04718852
Severe Toxicity0.25624833
Toxic 0.73663366 Low Con 0.179 Insult Meta_Commentary
Jan 27, 2026 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 …
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...
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
I live in Alberta and Canada has fallen. We are completely taken over at this point and I'm voting to leave Canada while we still can. Canada is complete and utter socialist shit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.5678696
Profanity0.70864636
Threat0.009722093
Severe Toxicity0.16960317
Toxic 0.73663366 Moderate Con 0.422 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...
Bike guy is a fuckin Chad 🤣 holy based
Bike guy is a fuckin Chad 🤣 holy based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09410924
Insult0.47020787
Profanity0.7809412
Threat0.012647836
Severe Toxicity0.23225488
Toxic 0.7308154 Low Con 0.248 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Calling africans low iq? This man proved already why hes considered white trash
Calling africans low iq? This man proved already why hes considered white trash
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.65129566
Profanity0.39409557
Threat0.015947454
Severe Toxicity0.20067264
Toxic 0.7308154 Low Con 0.196 Identity Attack Insult Identity_Assertion
Feb 14, 2026 1 likes Inside Canada's Indian Invasion...
lena diab is easily the dumbest of them all
lena diab is easily the dumbest of them all
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.054763943
Insult0.7298119
Profanity0.40878695
Threat0.011172019
Severe Toxicity0.02406851
Toxic 0.7308154 Low Con 0.127 Insult Meta_Commentary
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
WTF IMMIGRATION LOOK INTO THIS MATTER HARDCORE. HOW COME THE STAFF,CAME OUT TOLD THESE ANIMALS FROM OVERSEAS (CHINESE),ASKED THEM TO NOT LOUDNESS BE QUITE, LASTED 25 SECONDS,THEN LOUDNESS STARTS AGAIN, NO (RESPECT, IGNORANCE ALL THESE …
WTF IMMIGRATION LOOK INTO THIS MATTER HARDCORE. HOW COME THE STAFF,CAME OUT TOLD THESE ANIMALS FROM OVERSEAS (CHINESE),ASKED THEM TO NOT LOUDNESS BE QUITE, LASTED 25 SECONDS,THEN LOUDNESS STARTS AGAIN, NO (RESPECT, IGNORANCE ALL THESE ANIMALS FROM OVERSEAS LAUGH AT CANADA 🍁 WTF WTF😂).
How Canada broke its immigration system · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.541926
Threat0.02371728
Severe Toxicity0.34966052
Toxic 0.7308154 Moderate Con 0.319 Insult
Jul 21, 2025 1 likes How Canada broke its immigration …
India is a crap hole. They are a pagan society that is the reason why that country is in that current situation. Yet they refuse to change their ways when they enter other countries. Good …
India is a crap hole. They are a pagan society that is the reason why that country is in that current situation. Yet they refuse to change their ways when they enter other countries. Good luck Canadians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.65129566
Profanity0.5013569
Threat0.011146127
Severe Toxicity0.2322566
Toxic 0.7308154 Moderate Con 0.339 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
most of people arreted and in shelters are white trash. Indians, Africans etc they work hard...
most of people arreted and in shelters are white trash. Indians, Africans etc they work hard...
Inside Canada's Indian Invasion... · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.7063701
Insult0.6407567
Profanity0.357228
Threat0.012337137
Severe Toxicity0.22513679
Toxic 0.7308154 Moderate Con 0.348 Identity Attack Insult Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
The GTA has gone to crap
The GTA has gone to crap
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10293542
Insult0.5130944
Profanity0.64657205
Threat0.008945347
Severe Toxicity0.05742428
Toxic 0.7308154 Low Con 0.156 Insult Fear_Threat
Feb 9, 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.