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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 175 of 1230
Brothers, India is dirty only because people of all types of communities live there, that is why there are only a few selected communities who like to live in filth. ❤India is dirty only because …
Brothers, India is dirty only because people of all types of communities live there, that is why there are only a few selected communities who like to live in filth. ❤India is dirty only because of the wrong community people there.
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4196762
Profanity0.30866358
Threat0.03407705
Severe Toxicity0.14916596
Moderate 0.5140397 Constructive 0.503 Identity Attack Unverified_Claim
Feb 11, 2026 Inside Canada's Indian Invasion...
Khalistan is crazy, they colonized Canada. So sad.
Khalistan is crazy, they colonized Canada. So sad.
Inside Canada's Indian Invasion... · 362: Cluster #361
Close reading → Discourse → Video sentiment →
Identity Attack0.5051593
Insult0.5130944
Profanity0.12551236
Threat0.009981008
Severe Toxicity0.023076924
Moderate 0.5140397 Low Con 0.244 Identity Attack Insult Fear_Threat
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Ur a goat for covering this issuewe have in canada
Ur a goat for covering this issuewe have in canada
Inside Canada's Indian Invasion... · 171: Cluster #170
Close reading → Discourse → Video sentiment →
Identity Attack0.07425626
Insult0.56997263
Profanity0.2664882
Threat0.011586283
Severe Toxicity0.023076924
Moderate 0.5140397 Low Con 0.225 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
If they can take your job it’s on you bruhhh )))) don’t be a loser with all the advantages we get in US and Canada
If they can take your job it’s on you bruhhh )))) don’t be a loser with all the advantages we get in US and Canada
Inside Canada's Indian Invasion... · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.022188433
Insult0.5739874
Profanity0.10425757
Threat0.007081157
Severe Toxicity0.010681152
Moderate 0.5140397 Low Con 0.199 Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh Jason Kenny the cuck bye
Oh Jason Kenny the cuck bye
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.48484445
Profanity0.4370703
Threat0.0116639575
Severe Toxicity0.045767322
Moderate 0.5140397 Low Con 0.223 Meta_Commentary
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Yeh thanks Canada for flooding us with trash
Yeh thanks Canada for flooding us with trash
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.12374964
Threat0.0084793
Severe Toxicity0.022064678
Moderate 0.5140397 Low Con 0.269 Insult Identity_Assertion
Oct 15, 2025 IRCC Names India in Study …
"TAQIYAH & TAQIYYA" Muslims ☪️ are the enemy within our country fooling Western Woke Liberals that Muslims are the VICTIMS! its written so in their Playbook the QURAN! To take over Politics & make North …
"TAQIYAH & TAQIYYA" Muslims ☪️ are the enemy within our country fooling Western Woke Liberals that Muslims are the VICTIMS! its written so in their Playbook the QURAN! To take over Politics & make North America Sharia Law!
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.4339631
Profanity0.19524631
Threat0.091630474
Severe Toxicity0.19761463
Moderate 0.5140397 Low Con 0.212 Identity Attack Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Wait & see when the "White" Citizens stop cleaning up after these people... It will become like their homelands. FILTH EVERYWHERE.
Wait & see when the "White" Citizens stop cleaning up after these people... It will become like their homelands. FILTH EVERYWHERE.
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.46327567
Profanity0.17987521
Threat0.025098583
Severe Toxicity0.024678862
Moderate 0.5140397 Low Con 0.165 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
5:42 this guy has a barely functioning brain while masquerading as an intelligent guy.
5:42 this guy has a barely functioning brain while masquerading as an intelligent guy.
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.21132572
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.5140397 Low Con 0.123 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
why are the highly paid public servants always so useless?
why are the highly paid public servants always so useless?
IRCC Names India in Study Permit Fraud | … · 274: Cluster #273
Close reading → Video sentiment →
Identity Attack0.048737846
Insult0.5723624
Profanity0.13432594
Threat0.008375733
Severe Toxicity0.0127685545
Moderate 0.5140397 Low Con 0.179 Insult
Oct 2, 2025 1 likes IRCC Names India in Study …
As Indian, indian Brahmin believe west is hell in middle age and late middle age, now they invet west and criticize their culture they are disgusting
As Indian, indian Brahmin believe west is hell in middle age and late middle age, now they invet west and criticize their culture they are disgusting
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.49855098
Insult0.5497792
Profanity0.357228
Threat0.10696311
Severe Toxicity0.16960317
Moderate 0.5140397 Low Con 0.297 Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Ur very brave bro damn be careful with these things...
Ur very brave bro damn be careful with these things...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.025806036
Insult0.25404143
Profanity0.6242122
Threat0.01187109
Severe Toxicity0.023129508
Moderate 0.5140397 Moderate Con 0.475 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, …
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, its simply vetting and screening the applicants and tracking them. Its that simple. Mismanagement costs canadians, and these people are all paid 100k+ to Mismanage? So theyre not doing jack shit lol why am I paying taxes? Give me the money so I can go buy a house
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.2028587
Insult0.4339631
Profanity0.4798129
Threat0.010990778
Severe Toxicity0.02430326
Moderate 0.5140397 Moderate Con 0.497
Oct 1, 2025 1 likes IRCC Names India in Study …
Modis BJP killed millions of Muslims in Gujarat. To say Hindu respect all religions is BS 😂. Some due but majority of Hindus are racist. Believe in the Cast system
Modis BJP killed millions of Muslims in Gujarat. To say Hindu respect all religions is BS 😂. Some due but majority of Hindus are racist. Believe in the Cast system
Inside Canada's Indian Metropolis (Brampton) · 111: Cluster #110
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.3320008
Threat0.42133212
Severe Toxicity0.34977677
Moderate 0.5140397 Moderate Con 0.314 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so …
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again.”
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.47384647
Profanity0.32120174
Threat0.042662576
Severe Toxicity0.07805709
Moderate 0.5140397 Constructive 0.553 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.073429056
Insult0.37052566
Profanity0.44133487
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.5140397 Moderate Con 0.39 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Many of them have come to the country under false pretence of being students and when they get there they never step foot in class. Make them accountable, kick them out World famous cheats for …
Many of them have come to the country under false pretence of being students and when they get there they never step foot in class. Make them accountable, kick them out World famous cheats for cheating, disgusting behaviour
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.5130944
Profanity0.12903778
Threat0.44942492
Severe Toxicity0.023974609
Moderate 0.5140397 Moderate Con 0.337 Insult Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
This shi was boring ngl
This shi was boring ngl
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.044612918
Insult0.26957804
Profanity0.58072567
Threat0.010990778
Severe Toxicity0.070156105
Moderate 0.5140397 Low Con 0.288 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians are an invasive species.
Indians are an invasive species.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.41767508
Profanity0.24147889
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.5140397 Low Con 0.203 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
9:00 guy himself is naked on the street and he is concerned about guys walking in their home naked😂😂 BS
9:00 guy himself is naked on the street and he is concerned about guys walking in their home naked😂😂 BS
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.073429056
Insult0.2469859
Profanity0.32965264
Threat0.047835086
Severe Toxicity0.0394905
Moderate 0.5140397 Low Con 0.224
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is going to turn corrupt like India most racist how many
Canada is going to turn corrupt like India most racist how many
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4794537
Profanity0.10982819
Threat0.014911477
Severe Toxicity0.023505108
Moderate 0.5140397 Low Con 0.196 Identity Attack Fear_Threat
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay …
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay for canadian degree and now canada deny work permit. Also prosecute those politicians and university owners who did this legalized human trafficking.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.5739874
Profanity0.1654338
Threat0.018710058
Severe Toxicity0.017868511
Moderate 0.5140397 Moderate Con 0.361 Insult Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
hate thst voice, attitude bs.
hate thst voice, attitude bs.
IRCC Names India in Study Permit Fraud | … · 125: Cluster #124
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.36798462
Profanity0.3051381
Threat0.03649433
Severe Toxicity0.02416241
Moderate 0.5140397 Low Con 0.282
Sep 29, 2025 IRCC Names India in Study …
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.