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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 57 of 1230
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Brampton is a sh*thole. Shouldn't even be considered a part of Canada.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.6677319
Profanity0.64080805
Threat0.05430072
Severe Toxicity0.23225488
Toxic 0.7510937 Low Con 0.23 Insult Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Get rid of the third world browns from the first world country they are all leeches
Get rid of the third world browns from the first world country they are all leeches
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6336687
Profanity0.3938786
Threat0.3630133
Severe Toxicity0.39194742
Toxic 0.7510937 Low Con 0.181 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
He should come to Thunder Bay and find out why we are so fucked up
He should come to Thunder Bay and find out why we are so fucked up
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.028886627
Insult0.3388922
Profanity0.8117245
Threat0.011379151
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.313 Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.050671257
Insult0.7775208
Profanity0.25184435
Threat0.010731863
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.206 Insult
Sep 29, 2025 IRCC Names India in Study …
Y'ALL DID NOT VOTE FORMARK CARNEY Y'ALL CAN KICK HIS ASS OUT. HAVE A NICE DAY😅
Y'ALL DID NOT VOTE FORMARK CARNEY Y'ALL CAN KICK HIS ASS OUT. HAVE A NICE DAY😅
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.05976611
Insult0.4710501
Profanity0.570067
Threat0.5195707
Severe Toxicity0.21596274
Toxic 0.7510937 Low Con 0.264 Threat Call_To_Action
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Even the Indian living here for 50 years 5:00 minutes into the video is a lying ignorant racist moron with the very little knowledge, and no empathy for all the poor immigrants that are struggling …
Even the Indian living here for 50 years 5:00 minutes into the video is a lying ignorant racist moron with the very little knowledge, and no empathy for all the poor immigrants that are struggling so hard.
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.42019588
Threat0.018192071
Severe Toxicity0.22513679
Toxic 0.7510937 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.6798578
Profanity0.36302176
Threat0.108496375
Severe Toxicity0.26766825
Toxic 0.7510937 Low Con 0.289 Identity Attack Insult Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5075293
Insult0.6120431
Profanity0.6321197
Threat0.4326697
Severe Toxicity0.29050803
Toxic 0.7510937 Low Con 0.282 Identity Attack Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This bastard is smuggling humans into our country??? Someine needs to turn him into the BORDER PATROL.
This bastard is smuggling humans into our country??? Someine needs to turn him into the BORDER PATROL.
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.22935481
Insult0.72756535
Profanity0.4840093
Threat0.12689553
Severe Toxicity0.19455661
Toxic 0.7510937 Low Con 0.194 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians have had enough. We're losing our identity and are called racists if we try and talk about it. Fck that! Get out! Civil war is coming. You're not welcomed here anymore 🖕
Canadians have had enough. We're losing our identity and are called racists if we try and talk about it. Fck that! Get out! Civil war is coming. You're not welcomed here anymore 🖕
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.6370159
Threat0.146441
Severe Toxicity0.349738
Toxic 0.7510937 Moderate Con 0.391 Insult
Nov 15, 2025 1 likes Why Canadians Are Turning Against …
"give no taxes" they literally are taken in for paying taxes ,I can't with brain-dead morons man
"give no taxes" they literally are taken in for paying taxes ,I can't with brain-dead morons man
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.7804726
Profanity0.3547165
Threat0.010705971
Severe Toxicity0.023692908
Toxic 0.7510937 Low Con 0.261 Insult
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Inside Canada's Indian Invasion... · 346: Cluster #345
Close reading → Discourse → Video sentiment →
Identity Attack0.06294931
Insult0.46625584
Profanity0.77181685
Threat0.027170537
Severe Toxicity0.18232453
Toxic 0.7510937 Moderate Con 0.379 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Sick and tired of this country. Damn you, Trudeau!!!
Sick and tired of this country. Damn you, Trudeau!!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.14019285
Insult0.6677319
Profanity0.55356324
Threat0.039602257
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.324 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.104676254
Insult0.5130944
Profanity0.70864636
Threat0.11769595
Severe Toxicity0.35368225
Toxic 0.7510937 Constructive 0.569 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Damn, those temples should be demolished, and those people should be evicted. Canadian men have no balls. This would never happen in Poland or Hungary.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5543018
Profanity0.6321197
Threat0.1954604
Severe Toxicity0.23224801
Toxic 0.7510937 Low Con 0.161 Identity Attack Insult Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
she, is retard and bad for real Canadians
she, is retard and bad for real Canadians
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.7497506
Profanity0.39409557
Threat0.012854968
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.229 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
What is up with Indians and sh*t?
What is up with Indians and sh*t?
Inside Canada's Indian Invasion... · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.4986907
Profanity0.70864636
Threat0.0130621
Severe Toxicity0.2322463
Toxic 0.7510937 Low Con 0.226 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Just fucking ship them back, ALL of them o/
Just fucking ship them back, ALL of them o/
Inside Canada's Indian Invasion... · 166: Cluster #165
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.35333878
Profanity0.8086746
Threat0.17016006
Severe Toxicity0.2281948
Toxic 0.7510937 Low Con 0.184 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
that bike dude is a brainwashed pig
that bike dude is a brainwashed pig
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.15303208
Insult0.755201
Profanity0.39409557
Threat0.010887212
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.217 Insult Identity_Assertion
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
"I came from India" No shit bro
"I came from India" No shit bro
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.34203702
Profanity0.8326356
Threat0.009126588
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.361 Humor_Satire
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport them all. And put that traitor Trudeau in Prison for the rest of his miserable pathetic life.
Deport them all. And put that traitor Trudeau in Prison for the rest of his miserable pathetic life.
How Canada broke its immigration system · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.04925346
Insult0.7775208
Profanity0.17241211
Threat0.13815513
Severe Toxicity0.02416241
Toxic 0.7510937 Low Con 0.172 Insult Call_To_Action
Jun 21, 2025 How Canada broke its immigration …
Kick them all the fk out, end of story, get the fk OUT!!!!!!!!!!
Kick them all the fk out, end of story, get the fk OUT!!!!!!!!!!
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.09162762
Insult0.47357693
Profanity0.54024357
Threat0.5940531
Severe Toxicity0.35368225
Toxic 0.7510937 Low Con 0.157 Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
@3:13 "... The new Canadians, live amongst themselves, sell amongst themselves, pay no taxes, and they abuse every system this beautiful country has to offer... It's bullshit"
@3:13 "... The new Canadians, live amongst themselves, sell amongst themselves, pay no taxes, and they abuse every system this beautiful country has to offer... It's bullshit"
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.54525656
Profanity0.70864636
Threat0.009955117
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.325 Insult
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.7065844
Profanity0.3290656
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.18 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I'll watch this shit tomorrow when i'm ready to not get angry before bed.
I'll watch this shit tomorrow when i'm ready to not get angry before bed.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.019274252
Insult0.2659317
Profanity0.83974665
Threat0.019228047
Severe Toxicity0.06011435
Toxic 0.7510937 Moderate Con 0.325
Oct 10, 2025 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.