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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 101 of 189
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Our government fk’d up big time!!! Those officials should be shipped out with the garbage!!!
Why Canadians Are Turning Against Immigrants. · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.047706615
Insult0.57566804
Profanity0.44431314
Threat0.019746035
Severe Toxicity0.03590374
Moderate 0.63782936 Low Con 0.125 Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by …
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by NOT STANDING UP For THEIR race. Being a Racist is only Self Preservation!
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.6261769
Profanity0.0961592
Threat0.011793415
Severe Toxicity0.041283876
Moderate 0.63782936 Low Con 0.228 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
socialism is like a garbage dump it draws a lot of rats
socialism is like a garbage dump it draws a lot of rats
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.34000012
Insult0.62169385
Profanity0.3866461
Threat0.011353259
Severe Toxicity0.042180564
Moderate 0.63782936 Low Con 0.139 Insult
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Saying words like slashing, makes you sound stupid and biased
Saying words like slashing, makes you sound stupid and biased
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.027011903
Insult0.6336687
Profanity0.4242778
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.63782936 Low Con 0.136 Insult
Jan 4, 2026 New rules, regulations take effect …
Immigration has killed Canada, and its God dame disgusting
Immigration has killed Canada, and its God dame disgusting
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.22663295
Threat0.18597278
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.206 Identity Attack Insult
Aug 29, 2025 Why Canadians Are Turning Against …
they don’t like eating poops like their own country hahahha 😂
they don’t like eating poops like their own country hahahha 😂
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.36798462
Profanity0.44249827
Threat0.020091362
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.142 Humor_Satire
Feb 15, 2026 Inside Canada's Indian Invasion...
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.25205973
Profanity0.8089582
Threat0.009799767
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.298 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
From Western Sydney to Sacramento California fuq the invasion it's Western Culture
From Western Sydney to Sacramento California fuq the invasion it's Western Culture
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.39773783
Insult0.42367843
Profanity0.6242122
Threat0.016465442
Severe Toxicity0.19149859
Moderate 0.6342749 Low Con 0.292
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They eat poop and drink urine
They eat poop and drink urine
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.04693319
Insult0.39743927
Profanity0.47771472
Threat0.018537397
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.217 Unverified_Claim
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Kick Muslims out than we r in surplus
Kick Muslims out than we r in surplus
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.37733194
Profanity0.2761231
Threat0.556283
Severe Toxicity0.4379392
Moderate 0.6342749 Low Con 0.19 Identity Attack Threat
Sep 11, 2025 Why Canadians Are Turning Against …
Liberal elbows up did all this sh!t to Canada there crazy immigration laws and to all the boomers you wanted this government
Liberal elbows up did all this sh!t to Canada there crazy immigration laws and to all the boomers you wanted this government
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Video sentiment →
Identity Attack0.2808415
Insult0.5208188
Profanity0.541926
Threat0.012854968
Severe Toxicity0.112294696
Moderate 0.6342749 Low Con 0.285 Insult
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5739874
Profanity0.43272525
Threat0.015947454
Severe Toxicity0.05473421
Moderate 0.6342749 Low Con 0.163 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Do Not Come To America. Go back to your sphit country and Raid your capital. No english, get outta here. Graduated from what?
Do Not Come To America. Go back to your sphit country and Raid your capital. No english, get outta here. Graduated from what?
Canada's tighter immigration policy divides the country • … · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.5588244
Profanity0.46460027
Threat0.08856395
Severe Toxicity0.21290472
Moderate 0.6342749 Low Con 0.095 Identity Attack Insult Fear_Threat
Feb 11, 2026 Canada's tighter immigration policy divides …
that white dude hella racist lmao
that white dude hella racist lmao
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57957685
Insult0.49389273
Profanity0.33453682
Threat0.019228047
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.309 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Deport all Indians from Canada
Deport all Indians from Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.344702
Profanity0.19032755
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.227 Identity Attack Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of …
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of people.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.61794597
Profanity0.29209393
Threat0.03373172
Severe Toxicity0.024678862
Moderate 0.6342749 Low Con 0.259 Insult
Oct 1, 2025 2 likes IRCC Names India in Study …
You became disgusting MR TYLER
You became disgusting MR TYLER
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.028628819
Insult0.65231085
Profanity0.22703624
Threat0.009100696
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.19 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam is to enter Canada on fraudulent student visas just to shamelessly claim asylum. So disgusting!!! these people all need to be deported back where they came from and where they belong!
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6109131
Profanity0.17752954
Threat0.06755528
Severe Toxicity0.112294696
Moderate 0.6342749 Moderate Con 0.334 Identity Attack Insult Unverified_Claim
Sep 28, 2025 2 likes IRCC Names India in Study …
daammmit! we worked our arse off to get a pr and paid taxes, filling millions of forms to make everything legal, try to be good but these people are coming to canada easily! they are …
daammmit! we worked our arse off to get a pr and paid taxes, filling millions of forms to make everything legal, try to be good but these people are coming to canada easily! they are getting privilages!
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10409598
Insult0.4596616
Profanity0.6528205
Threat0.011353259
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.447
Nov 22, 2025 1 likes Thousands of refugees allowed into …
Shithole
Shithole
Inside Canada's Indian Metropolis (Brampton) · 201: Cluster #200
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.48484445
Profanity0.67055607
Threat0.013372798
Severe Toxicity0.23225488
Moderate 0.6342749 Moderate Con 0.35
Sep 20, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that …
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that they targeted Sikhs, and then got beaten to pulp , and cried victim .................just like their mentor and Idol , Israel !!!!!! Brampton is a RSS Hindu Right Wing ghetto
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.5739874
Profanity0.29984993
Threat0.3526302
Severe Toxicity0.35368225
Moderate 0.6342749 Low Con 0.265 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2949366
Insult0.5130944
Profanity0.6242122
Threat0.010343489
Severe Toxicity0.052044146
Moderate 0.6342749 Constructive 0.501 Insult Policy_Critique
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …
Shameless racists
Shameless racists
Inside Canada's Indian Metropolis (Brampton) · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.6149945
Profanity0.2963245
Threat0.014911477
Severe Toxicity0.13863131
Moderate 0.6342749 Low Con 0.292 Insult Meta_Commentary
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6099415
Profanity0.26603898
Threat0.011819307
Severe Toxicity0.049354076
Moderate 0.6342749 Low Con 0.206 Identity Attack Insult Humor_Satire
Mar 1, 2026 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.