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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 136 of 1230
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.39297962
Profanity0.18909787
Threat0.05430072
Severe Toxicity0.16960317
Moderate 0.5779532 Moderate Con 0.441 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.3802808
Insult0.4596616
Profanity0.2347036
Threat0.025271246
Severe Toxicity0.03590374
Moderate 0.5779532 Low Con 0.255 Moral_Argument
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Disgusting. SEND THEM BACK NOW
Disgusting. SEND THEM BACK NOW
Inside Canada's Indian Invasion... · 166: Cluster #165
Close reading → Discourse → Video sentiment →
Identity Attack0.04280826
Insult0.5678696
Profanity0.19770569
Threat0.07093142
Severe Toxicity0.023076924
Moderate 0.5779532 Low Con 0.174 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
Simple straight forward questions. Nothing but the usual dumb non answers from the liberals.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.105836816
Insult0.6308392
Profanity0.18663849
Threat0.007573096
Severe Toxicity0.014447021
Moderate 0.5779532 Low Con 0.126 Insult Policy_Critique
Nov 3, 2025 IRCC Names India in Study …
Absolutely appalling..this should be an example of wht u don't want to happen in ur community...Orangeville shelburne...soon owen sound Medford even saubles beach might be next if we don't stop it....shelbourne was beautiful now its …
Absolutely appalling..this should be an example of wht u don't want to happen in ur community...Orangeville shelburne...soon owen sound Medford even saubles beach might be next if we don't stop it....shelbourne was beautiful now its a shithole too...
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06522302
Insult0.49389273
Profanity0.4756165
Threat0.01508414
Severe Toxicity0.045767322
Moderate 0.5779532 Moderate Con 0.483 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.5678696
Profanity0.26555094
Threat0.0347677
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.119 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've …
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've moved to...🙄
Inside Canada's Indian Metropolis (Brampton) · 319: Cluster #318
Close reading → Video sentiment →
Identity Attack0.104676254
Insult0.33154017
Profanity0.61633086
Threat0.009437286
Severe Toxicity0.072789766
Moderate 0.57271194 Moderate Con 0.387
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's so many Indians and Somali they vote NDP to keep their BS social programs.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.48627716
Profanity0.541926
Threat0.009566744
Severe Toxicity0.07805709
Moderate 0.57271194 Constructive 0.554 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians have ruined all of North America
Indians have ruined all of North America
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.35505778
Profanity0.25824076
Threat0.09316374
Severe Toxicity0.14126498
Moderate 0.57271194 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Everywhere I travel around Edmonton now I see completely useless hijab africans ALL OVER THE CITY in four years when their $80,000 a year free taxpayer dollars runs out WHAT ARE THEY GOING TO DO
Everywhere I travel around Edmonton now I see completely useless hijab africans ALL OVER THE CITY in four years when their $80,000 a year free taxpayer dollars runs out WHAT ARE THEY GOING TO DO
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.54471385
Profanity0.13873272
Threat0.01119791
Severe Toxicity0.035007052
Moderate 0.57271194 Low Con 0.294 Identity Attack Insult
Jun 18, 2025 3 likes How Canada broke its immigration …
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
You're a brave man for doing that! I'd be nervous as fuck in that "safe house."
Inside Canada's Indian Invasion... · 302: Cluster #301
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.26395
Profanity0.7092837
Threat0.011094344
Severe Toxicity0.023176458
Moderate 0.57271194 Constructive 0.574 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Attention all Muslims - THIS IS HOW YOU REACT TO CRITICISM!!! So you don't look like a Group than needs to get kicked out ASAP
Attention all Muslims - THIS IS HOW YOU REACT TO CRITICISM!!! So you don't look like a Group than needs to get kicked out ASAP
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.36798462
Profanity0.22429734
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.205 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The problem with Humans is that the lower the intelligence, the higher the reproduction rate. Dumb people literally drown the smart ones
The problem with Humans is that the lower the intelligence, the higher the reproduction rate. Dumb people literally drown the smart ones
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1808059
Insult0.6308392
Profanity0.36230123
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.57271194 Low Con 0.081 Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You got Indians from Kenya n Uganda when they were ousted by Kennyatta n Idi Ameen.These Indians were from marginalised fsmily no education at all. The way their relatives keeping India same way they are …
You got Indians from Kenya n Uganda when they were ousted by Kennyatta n Idi Ameen.These Indians were from marginalised fsmily no education at all. The way their relatives keeping India same way they are converting Canada into filthy India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.563347
Profanity0.21564959
Threat0.014393489
Severe Toxicity0.072789766
Moderate 0.57271194 Moderate Con 0.371 Identity Attack Insult
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.026007013
Insult0.24493282
Profanity0.6069483
Threat0.022163315
Severe Toxicity0.055630904
Moderate 0.57271194 Moderate Con 0.361 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA …
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA THAT WE DID NOT PUT THROUGH THE PROPER CHANNELS IM SURE. BUT NOT TO WORRY THE GIA IS GOING TO ROUND YOU ALL UP AND SEND YOU HOME...THEY WILL HAVE NO WHERE TO HIDE VERY SOON!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37507164
Insult0.58196646
Profanity0.24818924
Threat0.04524883
Severe Toxicity0.026936848
Moderate 0.57271194 Moderate Con 0.371 Insult
Oct 12, 2025 IRCC Names India in Study …
Dear Canada , why did you let this happen ? You should have let in only the brightest immigrants. Not random clowns.
Dear Canada , why did you let this happen ? You should have let in only the brightest immigrants. Not random clowns.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6308392
Profanity0.10054382
Threat0.008259222
Severe Toxicity0.01573815
Moderate 0.57271194 Low Con 0.182 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Just a few days more and you'll see how these pests are going to ban Christians and Muslims from entering Brampton.
Just a few days more and you'll see how these pests are going to ban Christians and Muslims from entering Brampton.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.47273466
Profanity0.2298641
Threat0.13650303
Severe Toxicity0.16496792
Moderate 0.57271194 Low Con 0.256 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
you are the worst journalist
you are the worst journalist
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.2637234
Threat0.011974656
Severe Toxicity0.023076924
Moderate 0.57271194 Low Con 0.246 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩 I am not renting or giving any jobs to Indians. 🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦
💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩🇮🇳💩 I am not renting or giving any jobs to Indians. 🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.4196762
Profanity0.28249276
Threat0.13448004
Severe Toxicity0.35368225
Moderate 0.57271194 Low Con 0.253 Identity Attack
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Europe’s trash taking about invasion 😂😂
Europe’s trash taking about invasion 😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.36230123
Threat0.013165667
Severe Toxicity0.051147457
Moderate 0.57271194 Low Con 0.113 Insult Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
The don't seem to be eating poo 💩 😂😂😂😂
The don't seem to be eating poo 💩 😂😂😂😂
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.054763943
Insult0.3486032
Profanity0.4185329
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.167 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
What did Muslims do here ? And why is a re*** Turd talking about Africans IQ ? 😂😂 the level of hatred! We(Africans and Muslims ) also come into the conversation even if it is …
What did Muslims do here ? And why is a re*** Turd talking about Africans IQ ? 😂😂 the level of hatred! We(Africans and Muslims ) also come into the conversation even if it is not about us.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.48313886
Profanity0.4401715
Threat0.029587816
Severe Toxicity0.19149859
Moderate 0.57271194 Moderate Con 0.311 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Indians - if you don't allow us to take over your country u are racist
Indians - if you don't allow us to take over your country u are racist
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.45758462
Profanity0.21997347
Threat0.013372798
Severe Toxicity0.09649272
Moderate 0.57271194 Low Con 0.228 Identity Attack
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes 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.