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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 187 of 1230
Stop mixing cultures through political gentle "wokeness"... "Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain.... Awful... Naive....
Stop mixing cultures through political gentle "wokeness"... "Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain.... Awful... Naive....
Inside Canada's Indian Metropolis (Brampton) · 338: Cluster #337
Close reading → Discourse → Video sentiment →
Identity Attack0.35624164
Insult0.5208188
Profanity0.06646215
Threat0.010576514
Severe Toxicity0.019611536
Moderate 0.5024724 Moderate Con 0.309 Insult Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is beyond screwed already, this ship is sinking fast...
Canada is beyond screwed already, this ship is sinking fast...
New rules, regulations take effect across Canada · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.316
Insult0.49151286
Profanity0.352205
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.19
Jan 8, 2026 New rules, regulations take effect …
2:31 shows how racist the guy is. If people showed Canada a land of junkies, I think that would be mor apt than moriane lake 😂😂😂😂😂
2:31 shows how racist the guy is. If people showed Canada a land of junkies, I think that would be mor apt than moriane lake 😂😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.4794537
Profanity0.11477985
Threat0.00951496
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.22
Jan 27, 2026 Inside Canada's Indian Invasion...
1:14 IMMIGRANTS ARE VERY WELL FED BY THE PERVERSE GOVERNMENT WHICH ABANDONED CANADIANS! FMK
1:14 IMMIGRANTS ARE VERY WELL FED BY THE PERVERSE GOVERNMENT WHICH ABANDONED CANADIANS! FMK
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4453683
Insult0.43450394
Profanity0.29209393
Threat0.014393489
Severe Toxicity0.038593806
Moderate 0.5024724 Low Con 0.286
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
You have a huge misconception about African people ...do your due diligence It shows how low key your IQ is
You have a huge misconception about African people ...do your due diligence It shows how low key your IQ is
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.29951343
Insult0.5130944
Profanity0.17148167
Threat0.008893564
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.239 Insult Moral_Argument
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
This minister should be deported she is a shame to the country
This minister should be deported she is a shame to the country
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.07921951
Insult0.5145894
Profanity0.14578357
Threat0.06755528
Severe Toxicity0.02116089
Moderate 0.5024724 Low Con 0.224 Insult Call_To_Action
Dec 9, 2025 Thousands of refugees allowed into …
Proof they are only here for what they can get they don't want to be here and have no respect for this country!!! then they will go back to their country and eat poo...... Ants …
Proof they are only here for what they can get they don't want to be here and have no respect for this country!!! then they will go back to their country and eat poo...... Ants bring in one and you then own all of them same as here.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.47384647
Profanity0.26603898
Threat0.015602129
Severe Toxicity0.02411546
Moderate 0.5024724 Low Con 0.263 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
WHO CARES? INDIAN?
WHO CARES? INDIAN?
2.9 million Canadian temporary visas expire in 2025-2026 · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.3388922
Profanity0.23857519
Threat0.014911477
Severe Toxicity0.08332442
Moderate 0.5024724 Low Con 0.194 Identity Attack
Jan 15, 2026 2.9 million Canadian temporary visas …
the most ODOROUS and the dirtiest city in whole canada.
the most ODOROUS and the dirtiest city in whole canada.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.25140062
Insult0.5130944
Profanity0.057944927
Threat0.007754337
Severe Toxicity0.02258113
Moderate 0.5024724 Low Con 0.246 Insult
Sep 22, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
How dare those Muslims block of streets because they want to pray. It's all deliberate to show Canadians they won't be told what to do by kafirs. You don't need to treat them with respect …
How dare those Muslims block of streets because they want to pray. It's all deliberate to show Canadians they won't be told what to do by kafirs. You don't need to treat them with respect when you know they hate whites, Christians and anyone else who won't bow down to Islamists.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.36798462
Profanity0.1413768
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.36 Identity Attack Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
white people complain too much, also they feel entitled just because of their skin color SMH
white people complain too much, also they feel entitled just because of their skin color SMH
Inside Canada's Indian Invasion... · 129: Cluster #128
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.3416952
Profanity0.21564959
Threat0.010964886
Severe Toxicity0.023974609
Moderate 0.5024724 Low Con 0.256 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
IRCC Names India in Study Permit Fraud | … · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.048480038
Insult0.54471385
Profanity0.1067334
Threat0.011353259
Severe Toxicity0.013414118
Moderate 0.5024724 Low Con 0.298 Insult Policy_Critique
Oct 1, 2025 267 likes IRCC Names India in Study …
Wow tyler, u tryin to pull the somalian issue in canada now. Why dont u fak off.
Wow tyler, u tryin to pull the somalian issue in canada now. Why dont u fak off.
Inside Canada's Indian Invasion... · 276: Cluster #275
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.48399165
Profanity0.41194582
Threat0.024753258
Severe Toxicity0.023645958
Moderate 0.5024724 Low Con 0.195 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
So sick of not assimilating. SO SICK OF THE RUDE CUSTOMER SERVICE.
So sick of not assimilating. SO SICK OF THE RUDE CUSTOMER SERVICE.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.02721288
Insult0.5130944
Profanity0.10240069
Threat0.008090926
Severe Toxicity0.018191293
Moderate 0.5024724 Moderate Con 0.311 Insult
Aug 25, 2025 372 likes Why Canadians Are Turning Against …
13:44 then why left your so called own home town at first place! why you had to make it at a new place???? I'm s i c k of these people
13:44 then why left your so called own home town at first place! why you had to make it at a new place???? I'm s i c k of these people
Inside Canada's Indian Metropolis (Brampton) · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.06795148
Insult0.36798462
Profanity0.37352943
Threat0.017846745
Severe Toxicity0.02420936
Moderate 0.5024724 Moderate Con 0.451 Fear_Threat
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Si bauk 💩👎🏿
Si bauk 💩👎🏿
Inside Canada's Indian Invasion... · 69: Cluster #68
Close reading → Video sentiment →
Identity Attack0.05089863
Insult0.5543018
Profanity0.39670458
Threat0.014911477
Severe Toxicity0.16960317
Moderate 0.5024724 Low Con 0.187 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx but trudeau government opened the gates during the pandemic and now we are in major trouble but leftoes likes to pretend theres no issues. They are in power , we have no say so therefore the country is being invaded by hordes of non skilled migration which is absolutely devastating for our beautiful nation
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.39677486
Insult0.5393265
Profanity0.25915453
Threat0.01254427
Severe Toxicity0.023880709
Moderate 0.5024724 Moderate Con 0.485 Insult
Nov 8, 2025 Why Canadians Are Turning Against …
Wow he hates African -
Wow he hates African -
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.27969417
Profanity0.18049006
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.244 Identity Attack Meta_Commentary
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people …
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people who want to come here and make money, I don't get why so many people have to shit on them for it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18235919
Insult0.36021477
Profanity0.5188411
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.5024724 Constructive 0.639 Moral_Argument
Jan 29, 2026 7 likes Inside Canada's Indian Invasion...
Why would Canadians be upset?! They bring plane loads of unvetted immigrants here, give them free housing, free medial, free dental, free housing, free food, money for expenses, easy bail for crimes, allow them to …
Why would Canadians be upset?! They bring plane loads of unvetted immigrants here, give them free housing, free medial, free dental, free housing, free food, money for expenses, easy bail for crimes, allow them to infiltrate key employment then restrict regular Canadians from being employed!! Silly us!! Thank you Liberal voters!
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.5270482
Profanity0.089370176
Threat0.010239923
Severe Toxicity0.019611536
Moderate 0.5024724 Moderate Con 0.369 Insult Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I hate my country.
I hate my country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.20434737
Profanity0.26098207
Threat0.016810767
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.39
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada, close your borders, you kuntz ...too many Indians 😊
Canada, close your borders, you kuntz ...too many Indians 😊
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46923602
Profanity0.26189584
Threat0.03373172
Severe Toxicity0.08332442
Moderate 0.5024724 Low Con 0.18 Identity Attack Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I wanted you to get smuggled
I wanted you to get smuggled
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.04177703
Insult0.26957804
Profanity0.26555094
Threat0.5195707
Severe Toxicity0.056527592
Moderate 0.5024724 Moderate Con 0.41 Threat Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I only make under $40,000 year and 1/3 goes to the taxman, meanwhile a refugee family gets $50,000 a year? This is just ridiculous
I only make under $40,000 year and 1/3 goes to the taxman, meanwhile a refugee family gets $50,000 a year? This is just ridiculous
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.068465814
Insult0.5270482
Profanity0.15938593
Threat0.007909686
Severe Toxicity0.011138916
Moderate 0.5024724 Moderate Con 0.407 Insult
Oct 14, 2018 51 likes How much do refugees and …
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit …
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit India 🇮🇳
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.42743355
Profanity0.077731855
Threat0.020436687
Severe Toxicity0.028730227
Moderate 0.5024724 Low Con 0.268 Identity Attack
Oct 5, 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.