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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 44 of 1230
Um the guy on the bike was a POS I know not to take my black ass to Canada
Um the guy on the bike was a POS I know not to take my black ass to Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.50440645
Profanity0.6643082
Threat0.021645326
Severe Toxicity0.18844056
Toxic 0.78207105 Moderate Con 0.389 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian …
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian brainwash system. The birth rate is at 1.4 it needs to be at 2.1 thats why they NEED indians, INDIANS have MASSIVE FAMILIES thats exactly what the government is after., AND whites saying they are a minority? THEY make up 70% of canada Indians make up 7% THE hell you imbeciles talking about minority LMAO.
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.5498214
Insult0.6336687
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.44787344
Toxic 0.78207105 Moderate Con 0.334 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
They stink and shit on the road, throw trash all over the place live 10 people in a 2 bedroom apt driving up the cost of rent work all the low skill jobs so the …
They stink and shit on the road, throw trash all over the place live 10 people in a 2 bedroom apt driving up the cost of rent work all the low skill jobs so the kids cant gain any experience .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.060220852
Insult0.5678696
Profanity0.70864636
Threat0.018192071
Severe Toxicity0.23224458
Toxic 0.78207105 Moderate Con 0.37 Insult Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
It's a shame that they turned to Canada into a shithole.
It's a shame that they turned to Canada into a shithole.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.6308392
Profanity0.70864636
Threat0.009359611
Severe Toxicity0.17926651
Toxic 0.78207105 Low Con 0.288 Identity Attack Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
A Scam which Canada was a stupid Victim!🥲😤🇨🇦🍁..They are very aggressive,no English,stinky.
A Scam which Canada was a stupid Victim!🥲😤🇨🇦🍁..They are very aggressive,no English,stinky.
Inside Canada's Indian Metropolis (Brampton) · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.7782364
Profanity0.29209393
Threat0.012492486
Severe Toxicity0.13863131
Toxic 0.78207105 Moderate Con 0.34 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.33675182
Insult0.6099415
Profanity0.77181685
Threat0.011405042
Severe Toxicity0.16960317
Toxic 0.78207105 Moderate Con 0.371 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
INDIANS. YOU ARE NOT WELCOME. WE WILL REMOVE YOU AND TAKE EVERYTHING YOU HAVE. AND WE WILL CELEBRATE.
INDIANS. YOU ARE NOT WELCOME. WE WILL REMOVE YOU AND TAKE EVERYTHING YOU HAVE. AND WE WILL CELEBRATE.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7426507
Insult0.489133
Profanity0.33453682
Threat0.5996607
Severe Toxicity0.49764585
Toxic 0.78207105 Low Con 0.227 Identity Attack Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Dangerous and stupid.
Dangerous and stupid.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.010729378
Insult0.7298119
Profanity0.39409557
Threat0.010964886
Severe Toxicity0.023076924
Toxic 0.78207105 Low Con 0.255 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Thank God I don't live in that shithole.
Thank God I don't live in that shithole.
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.4555076
Profanity0.8326356
Threat0.009281937
Severe Toxicity0.16496792
Toxic 0.78207105 Moderate Con 0.378 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadas a shithole now.
Canadas a shithole now.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.5274064
Insult0.6308392
Profanity0.70864636
Threat0.013113883
Severe Toxicity0.24482845
Toxic 0.78207105 Low Con 0.228 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.045901958
Insult0.42881694
Profanity0.764141
Threat0.023026628
Severe Toxicity0.34997055
Toxic 0.78207105 Low Con 0.235 Meta_Commentary
Feb 7, 2026 7 likes Inside Canada's Indian Invasion...
Lily Allen F*%k YOU = Presidency of George W. Bush *** M.I.A. Borders -track *** | This Is America: by Donald Glover ... ( European union and England Brexit) / Foreign relations of Portugal . …
Lily Allen F*%k YOU = Presidency of George W. Bush *** M.I.A. Borders -track *** | This Is America: by Donald Glover ... ( European union and England Brexit) / Foreign relations of Portugal . . . forget antiquity definition and live todays moderation @thought of antiquity. . . ( Alberta -German- the three Netherlands *** immigration*** (Discrimination) ***partition** . . .
Inside Canada's Indian Metropolis (Brampton) · 43: Cluster #42
Close reading → Video sentiment →
Identity Attack0.31015682
Insult0.5723624
Profanity0.70384485
Threat0.05721026
Severe Toxicity0.45895407
Toxic 0.78207105 Moderate Con 0.307 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Blackburn uk or Brampton Canada same shit
Blackburn uk or Brampton Canada same shit
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.45758462
Profanity0.8186401
Threat0.010938995
Severe Toxicity0.22513679
Toxic 0.78207105 Low Con 0.281 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
5:27 bro said Africans are dumber then down syndrome
5:27 bro said Africans are dumber then down syndrome
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.7207808
Insult0.6675394
Profanity0.41436642
Threat0.028379176
Severe Toxicity0.34938923
Toxic 0.78207105 Low Con 0.207 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadindia ... F*ck that!
Canadindia ... F*ck that!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2869935
Insult0.4596616
Profanity0.7809412
Threat0.014738814
Severe Toxicity0.23223943
Toxic 0.78207105 Low Con 0.237 Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
What a lieing reporter you are, any 5 yr old can see what a falsified report this is, give us honest stats!!! Fkn liers
What a lieing reporter you are, any 5 yr old can see what a falsified report this is, give us honest stats!!! Fkn liers
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.058856625
Insult0.6831271
Profanity0.55356324
Threat0.016810767
Severe Toxicity0.2322463
Toxic 0.78207105 Low Con 0.156 Insult
Aug 18, 2019 How much do refugees and …
It's like Ireland Indians are flooding in..1.5 billion Indian population 5.2 million Irelands population with about a million of that foreigners most likely..we are fucked
It's like Ireland Indians are flooding in..1.5 billion Indian population 5.2 million Irelands population with about a million of that foreigners most likely..we are fucked
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.44802538
Profanity0.7246992
Threat0.021472665
Severe Toxicity0.349583
Toxic 0.78207105 Moderate Con 0.349 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 …
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 IQ white people I know. Tyler trying to $$ in on hate as usual. Tyler the vulture 😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.7298119
Profanity0.46460027
Threat0.03718498
Severe Toxicity0.26195827
Toxic 0.78207105 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.41530323
Profanity0.764141
Threat0.09623027
Severe Toxicity0.3532795
Toxic 0.78207105 Constructive 0.502 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
White trash speaking about African lol.
White trash speaking about African lol.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7426507
Insult0.64537907
Profanity0.4242778
Threat0.017156094
Severe Toxicity0.349738
Toxic 0.78207105 Low Con 0.151 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are horrible
Indians are horrible
Inside Canada's Indian Invasion... · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.7856228
Insult0.6120431
Profanity0.39409557
Threat0.02181799
Severe Toxicity0.3493117
Toxic 0.78207105 Moderate Con 0.363 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
He’s a loser he’s got egg on his face you need to punish him
He’s a loser he’s got egg on his face you need to punish him
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.099072486
Insult0.7497506
Profanity0.38483799
Threat0.49142194
Severe Toxicity0.23224801
Toxic 0.78207105 Low Con 0.202 Insult
Dec 9, 2025 IRCC Names India in Study …
Liberals have destroyed Canada! Why are Canadians so stupid in voting for these hacks. Prob because they arent citezens when they vote and because the left media is corrupt!
Liberals have destroyed Canada! Why are Canadians so stupid in voting for these hacks. Prob because they arent citezens when they vote and because the left media is corrupt!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.7775208
Profanity0.27207452
Threat0.020091362
Severe Toxicity0.05832097
Toxic 0.7761081 Low Con 0.208 Identity Attack Insult Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.5723624
Profanity0.70864636
Threat0.02250864
Severe Toxicity0.35040274
Toxic 0.7761081 Constructive 0.65 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Brampton is a shit hole.ive seen indian women stop by roadside ,take out 2 garbage bags open them , and dump everything on the ground. 410 exit at Steeles road..
Brampton is a shit hole.ive seen indian women stop by roadside ,take out 2 garbage bags open them , and dump everything on the ground. 410 exit at Steeles road..
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5723624
Profanity0.7092837
Threat0.05753354
Severe Toxicity0.35076234
Toxic 0.7761081 Moderate Con 0.458 Identity Attack Insult
Nov 26, 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.