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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
Active: Tox: 0.5 – 1 4,704 comments · Page 175 of 189
Personally disgusted ,angered etc.I feel like a minority in my own country... I work hard AND I pay my taxes....the immigration scene from South Asia is so disturbing they don't pay taxes, supposed Universities, colleges...BS …
Personally disgusted ,angered etc.I feel like a minority in my own country... I work hard AND I pay my taxes....the immigration scene from South Asia is so disturbing they don't pay taxes, supposed Universities, colleges...BS ..... its a cover... the free loading HAS TO DAMN WELL STOP.
Inside Canada's Indian Metropolis (Brampton) · 58: Cluster #57
Close reading → Video sentiment →
Identity Attack0.39870077
Insult0.4125297
Profanity0.42709363
Threat0.01187109
Severe Toxicity0.03590374
Moderate 0.5140397 Constructive 0.528
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
It's disgusting, im sick of it. Shut down the borders and immigration already..
It's disgusting, im sick of it. Shut down the borders and immigration already..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.47384647
Profanity0.17380778
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.5140397 Moderate Con 0.335 Call_To_Action
Jan 29, 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...
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...
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 …
Scamming hell hole. Over populated poopy lake poop beach services crashing everywhere
Scamming hell hole. Over populated poopy lake poop beach services crashing everywhere
How Canada broke its immigration system · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.027011903
Insult0.40243408
Profanity0.4242778
Threat0.021127338
Severe Toxicity0.13073033
Moderate 0.5140397 Low Con 0.175
Aug 15, 2025 1 likes How Canada broke its immigration …
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)
We are going to start sending the blacks from America to Canada!! Haha
We are going to start sending the blacks from America to Canada!! Haha
Why Canadians Are Turning Against Immigrants. · 87: Cluster #86
Close reading → Video sentiment →
Identity Attack0.5983441
Insult0.34101152
Profanity0.19770569
Threat0.08089764
Severe Toxicity0.037697118
Moderate 0.5140397 Low Con 0.201 Identity Attack
Sep 15, 2025 Why Canadians Are Turning Against …
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.5130944
Profanity0.39409557
Threat0.18913531
Severe Toxicity0.45895407
Moderate 0.5140397 Low Con 0.279 Identity Attack Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men …
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men who do no parenting and also speak no English. You can't argue with them or it's a "hate crime." Local Canadians live in fear of the government protecting these worthless people.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.53014356
Profanity0.07999486
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.608 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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...
No more Indians. They are not becoming Canadian. They are effectively colonizers.
No more Indians. They are not becoming Canadian. They are effectively colonizers.
Why Canadians Are Turning Against Immigrants. · 124: Cluster #123
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.38406035
Profanity0.085167445
Threat0.024580594
Severe Toxicity0.043077253
Moderate 0.5140397 Low Con 0.163 Identity Attack
Sep 7, 2025 Why Canadians Are Turning Against …
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...
Rebel reporter of Somalian background her parents were refugees and through the good graces of the progressive liberals got the start up goody package that most Canadians would never receive ... A Somalian refugee recipient …
Rebel reporter of Somalian background her parents were refugees and through the good graces of the progressive liberals got the start up goody package that most Canadians would never receive ... A Somalian refugee recipient talking about refugees little hypocritical 😂😂😂😂 okie dokie😂😂😂😂😂 you need to keep her on the indigenous bashing demonizing routine I like the Nipsey Russell Sideshow on t her indigenous bashing. Having her talk about refugees is asinine 😂😂😂
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.38185352
Insult0.54525656
Profanity0.11911256
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.5140397 Moderate Con 0.423 Insult
Nov 21, 2025 Thousands of refugees allowed into …
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing …
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing in criminals and not adequately checking those who arrive - you've got a clear indication that the entire system is complete garbage.
How Canada broke its immigration system · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.21075934
Insult0.5678696
Profanity0.17055123
Threat0.0072235605
Severe Toxicity0.014382465
Moderate 0.5140397 Moderate Con 0.483 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
What a braindead biker. Reinforcing the stereotype
What a braindead biker. Reinforcing the stereotype
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09328204
Insult0.5723624
Profanity0.13785136
Threat0.009023022
Severe Toxicity0.021031776
Moderate 0.5140397 Low Con 0.188 Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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...
As an Indian why is Tyler always portraying our culture to be bad. Playing spot the white person is ridiculous! Portraying our country as bad.
As an Indian why is Tyler always portraying our culture to be bad. Playing spot the white person is ridiculous! Portraying our country as bad.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.5129801
Profanity0.22713706
Threat0.009747985
Severe Toxicity0.022839356
Moderate 0.5140397 Constructive 0.532 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Brooo you are crazy lmao
Brooo you are crazy lmao
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.025806036
Insult0.5130944
Profanity0.2980872
Threat0.009411395
Severe Toxicity0.023076924
Moderate 0.5140397 Moderate Con 0.382 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem of Indian people is the gases and bad smell. thanks God
The problem of Indian people is the gases and bad smell. thanks God
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.40189892
Profanity0.22105443
Threat0.13397428
Severe Toxicity0.18844056
Moderate 0.5140397 Moderate Con 0.361 Identity Attack Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Atleast we are peacefull not like follower of a 6 year old girl rapist 😢
Atleast we are peacefull not like follower of a 6 year old girl rapist 😢
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.16993292
Insult0.40243408
Profanity0.3424554
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5140397 Moderate Con 0.33 Unverified_Claim
Dec 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
FIRST OF ALL WHO SAYS USA IS THE GGREATEST COUNTRY IN THE WORLD?. ITS ONE OF THE WORST COUNTRY TO LIVE IN. EVEN UR APPROACH TO MAKE THIS VIDEO IS ONLY TO GET VIRAL.
FIRST OF ALL WHO SAYS USA IS THE GGREATEST COUNTRY IN THE WORLD?. ITS ONE OF THE WORST COUNTRY TO LIVE IN. EVEN UR APPROACH TO MAKE THIS VIDEO IS ONLY TO GET VIRAL.
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.37012735
Insult0.3470427
Profanity0.21348765
Threat0.02682521
Severe Toxicity0.04397394
Moderate 0.5140397 Low Con 0.233 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys wanna blame the immigrants but why dont you blame canadian born citizens that dont give a rats ass about getting a job? Its not the immigrants fault all those homeless people are white …
You guys wanna blame the immigrants but why dont you blame canadian born citizens that dont give a rats ass about getting a job? Its not the immigrants fault all those homeless people are white Canadians. They didnt make them homeless why are you rilling up the Canadians and giving them a bad impression of brampton and not give the counter argument? Seems very facetious.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.5072643
Profanity0.40558428
Threat0.020091362
Severe Toxicity0.051147457
Moderate 0.5140397 Constructive 0.52 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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 …
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.