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
Active: Tox: 0.5 – 1 4,704 comments · Page 167 of 189
The indians and Africans have brought pure chaos to the roads of every city in canada
The indians and Africans have brought pure chaos to the roads of every city in canada
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.37279442
Profanity0.14049543
Threat0.022681303
Severe Toxicity0.044870634
Moderate 0.52007306 Low Con 0.224 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They went home. Collecting our money. Scammers.
They went home. Collecting our money. Scammers.
IRCC Names India in Study Permit Fraud | … · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.01656105
Insult0.58196646
Profanity0.14225815
Threat0.008686432
Severe Toxicity0.013478675
Moderate 0.52007306 Low Con 0.295 Insult Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.3958119
Insult0.5678696
Profanity0.13785136
Threat0.0078449575
Severe Toxicity0.020127986
Moderate 0.52007306 Low Con 0.234 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
She's incompetent and a DEI,perfect Liberal MP!
She's incompetent and a DEI,perfect Liberal MP!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.6149945
Profanity0.10549548
Threat0.00823333
Severe Toxicity0.016190045
Moderate 0.52007306 Low Con 0.206 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because they do all the fk ups and people actually came here to have a good career and life get marginalized and targeted. It's a very terrifying situation rn.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39207554
Insult0.54471385
Profanity0.4001375
Threat0.010654188
Severe Toxicity0.023364257
Moderate 0.52007306 Constructive 0.692 Insult Personal_Narrative
Sep 11, 2025 4 likes Why Canadians Are Turning Against …
You're a puppet for scam apps good job. Everyone knows how much money you can make off that garbage. About 25 bucks for probably a hundred hours of gaming. Then you never earn quick enough …
You're a puppet for scam apps good job. Everyone knows how much money you can make off that garbage. About 25 bucks for probably a hundred hours of gaming. Then you never earn quick enough for anything.
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Video sentiment →
Identity Attack0.008953481
Insult0.5678696
Profanity0.22663295
Threat0.007573096
Severe Toxicity0.016125489
Moderate 0.52007306 Low Con 0.287 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are the raciest people
Indians are the raciest people
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.4196762
Profanity0.22792831
Threat0.01187109
Severe Toxicity0.13073033
Moderate 0.52007306 Low Con 0.193 Identity Attack Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
Damn. I'm from Montréal. I didn't know that they smuggle from here 😮
Damn. I'm from Montréal. I didn't know that they smuggle from here 😮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.3388922
Profanity0.58072567
Threat0.011456826
Severe Toxicity0.024350211
Moderate 0.52007306 Constructive 0.53 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.15945168
Insult0.5678696
Profanity0.114160895
Threat0.011638066
Severe Toxicity0.02258113
Moderate 0.52007306 Low Con 0.166 Insult Fear_Threat
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Those "experts" you spoke to are liars. Refugees cost Canadian billions every year.
Those "experts" you spoke to are liars. Refugees cost Canadian billions every year.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.17070955
Insult0.6051471
Profanity0.0741757
Threat0.008039144
Severe Toxicity0.012962224
Moderate 0.52007306 Low Con 0.289 Insult
Sep 26, 2019 How much do refugees and …
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate them
I hate them
Inside Canada's Indian Invasion... · 369: Cluster #368
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.26957804
Profanity0.29209393
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.4 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.34203702
Profanity0.1765991
Threat0.114629425
Severe Toxicity0.13599765
Moderate 0.51980776 Low Con 0.175 Identity Attack Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
Disgusting , this new india. Soon canada will became 3rd world, there's no reason to move here.
Disgusting , this new india. Soon canada will became 3rd world, there's no reason to move here.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.08807703
Threat0.009385503
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.256 Insult
Sep 29, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
if you are white and this doesn't make your blood boil, you need psychiatric help.
if you are white and this doesn't make your blood boil, you need psychiatric help.
Inside Canada's Indian Metropolis (Brampton) · 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.5498214
Insult0.42743355
Profanity0.2263305
Threat0.060443077
Severe Toxicity0.024772761
Moderate 0.51980776 Low Con 0.201 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Unlike her, my/others concern is that it doesn't ramp up and a 'don't let the door hit you in the ass on your way out' clause for temp foreign workers should be added to that …
Unlike her, my/others concern is that it doesn't ramp up and a 'don't let the door hit you in the ass on your way out' clause for temp foreign workers should be added to that bill. 80 million though, apparently they're sending them back in 1st class.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.12440576
Insult0.40189892
Profanity0.47435758
Threat0.12076248
Severe Toxicity0.02373986
Moderate 0.51980776 Constructive 0.695
Dec 28, 2025 Deportations From Canada at Their …
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
Why Canadians Are Turning Against Immigrants. · 32: Cluster #31
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.46774593
Profanity0.12639372
Threat0.44185185
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.298 Identity Attack
Sep 9, 2025 Why Canadians Are Turning Against …
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾‍♂️ 👳🏾‍♂️ extortionists / scam artists
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾‍♂️ 👳🏾‍♂️ extortionists / scam artists
Inside Canada's Indian Invasion... · 141: Cluster #140
Close reading → Discourse → Video sentiment →
Identity Attack0.27759558
Insult0.48675314
Profanity0.18786818
Threat0.051067904
Severe Toxicity0.042180564
Moderate 0.51980776 Low Con 0.135 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Illegal Junk is destroying Canada
Illegal Junk is destroying Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.45610145
Insult0.5130944
Profanity0.22562476
Threat0.027170537
Severe Toxicity0.02378681
Moderate 0.51980776 Low Con 0.221 Insult
Sep 19, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
4:51 "im as racist as the next guy.." hahah 😂😂😂
4:51 "im as racist as the next guy.." hahah 😂😂😂
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.29855028
Profanity0.20700185
Threat0.053654157
Severe Toxicity0.026936848
Moderate 0.51980776 Low Con 0.277 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
White race is 8% of the worlds population these darkies are going after the minority like pack animals they know how to get the fasted and biggest feed.
White race is 8% of the worlds population these darkies are going after the minority like pack animals they know how to get the fasted and biggest feed.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5680164
Insult0.4555076
Profanity0.3033754
Threat0.08856395
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.186 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
deport the pest of Canada They ruin the Count they follow the rules and the law of Canada!!
deport the pest of Canada They ruin the Count they follow the rules and the law of Canada!!
IRCC Names India in Study Permit Fraud | … · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.4887047
Insult0.5130944
Profanity0.108590275
Threat0.057856824
Severe Toxicity0.02411546
Moderate 0.51980776 Low Con 0.163 Insult Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
Indian scammers? No way.....
Indian scammers? No way.....
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.15459715
Threat0.009825659
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.219 Identity Attack Insult Humor_Satire
Sep 30, 2025 IRCC Names India in Study …
Ur fucking awesome for this thanks tyler
Ur fucking awesome for this thanks tyler
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.16809943
Profanity0.7246992
Threat0.009048914
Severe Toxicity0.03680043
Moderate 0.51980776 Moderate Con 0.451 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
He lied when he said "we don't negate anybody"...... the reality is that Hindus are the most racists when it comes to dealing with other religions....
He lied when he said "we don't negate anybody"...... the reality is that Hindus are the most racists when it comes to dealing with other religions....
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.44464502
Profanity0.09098661
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.307 Identity Attack
Oct 5, 2025 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.