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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: 0.7 – 1 1,756 comments · Page 28 of 71
As a natural born Canadian (Born in Cambridge, ON), it's fking sickening seeing these rude ass immigrants just wipe our laws/customs with their dirty asses
As a natural born Canadian (Born in Cambridge, ON), it's fking sickening seeing these rude ass immigrants just wipe our laws/customs with their dirty asses
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.54996765
Insult0.6991143
Profanity0.70864636
Threat0.012803185
Severe Toxicity0.35112193
Toxic 0.8460273 Moderate Con 0.412 Identity Attack Insult
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
White trash indeed that is why he couldn't move when his peers relocated... He's dumber than Africans
White trash indeed that is why he couldn't move when his peers relocated... He's dumber than Africans
Inside Canada's Indian Invasion... · 205: Cluster #204
Close reading → Discourse → Video sentiment →
Identity Attack0.7856228
Insult0.7418356
Profanity0.41503602
Threat0.023199292
Severe Toxicity0.35368225
Toxic 0.8460273 Low Con 0.205 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
2:31 disingenuous piece of dog sh1t deliberately added that scene.
2:31 disingenuous piece of dog sh1t deliberately added that scene.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11976352
Insult0.6149945
Profanity0.6750904
Threat0.02371728
Severe Toxicity0.42874086
Toxic 0.8460273 Low Con 0.114 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton.... yeah no shit. Shit hole of this country. Come to Calgary or something and see how bad it is even in a conservative area.
Brampton.... yeah no shit. Shit hole of this country. Come to Calgary or something and see how bad it is even in a conservative area.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.3043136
Insult0.5497792
Profanity0.85672
Threat0.0130621
Severe Toxicity0.33047765
Toxic 0.8460273 Low Con 0.28 Insult Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho …
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho 7:12 biggest cope ever from a half ass assimilator
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6308392
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.8460273 Moderate Con 0.308 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
ASSIMILATION IS THE END GOAL OF IMMIGRATION FFS?!?! You wanna be Canadian and live in Canada? Than ACT CANADIAN! WE ARE NOT A THIRD WORLD COUNTRY!! Stop infecting our Country! You act like a disease …
ASSIMILATION IS THE END GOAL OF IMMIGRATION FFS?!?! You wanna be Canadian and live in Canada? Than ACT CANADIAN! WE ARE NOT A THIRD WORLD COUNTRY!! Stop infecting our Country! You act like a disease that we can’t cure because you refuse to assimilate! FUCK!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40883094
Insult0.6261769
Profanity0.70864636
Threat0.039602257
Severe Toxicity0.44787344
Toxic 0.8460273 Low Con 0.243 Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these …
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these guys do in Canada you could never get away with in India if you were a foreigner
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.67254376
Profanity0.6919765
Threat0.04524883
Severe Toxicity0.35368225
Toxic 0.8460273 Constructive 0.546 Identity Attack Insult Comparative_Framing
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
No wonder Canada is FUCKED.
No wonder Canada is FUCKED.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5393265
Profanity0.80158395
Threat0.008531082
Severe Toxicity0.349583
Toxic 0.8460273 Low Con 0.179 Insult Fear_Threat
Nov 21, 2025 1 likes Thousands of refugees allowed into …
All that shit needs to be taken down in Canada this is sicking!
All that shit needs to be taken down in Canada this is sicking!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.57566804
Profanity0.759977
Threat0.13431145
Severe Toxicity0.34954423
Toxic 0.8460273 Low Con 0.25 Insult Fear_Threat
Feb 13, 2026 Inside Canada's Indian Invasion...
Meanwhile we have retards in US risking their lives for these fucking people who hate us and have no respect for our country at all. We are cooked 😂
Meanwhile we have retards in US risking their lives for these fucking people who hate us and have no respect for our country at all. We are cooked 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.6991143
Profanity0.77181685
Threat0.09009721
Severe Toxicity0.4011458
Toxic 0.8460273 Low Con 0.24 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Wherever they go it turns into shitt
Wherever they go it turns into shitt
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.030949092
Insult0.42567953
Profanity0.86331284
Threat0.009463178
Severe Toxicity0.16760159
Toxic 0.8460273 Low Con 0.168
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
khalistans not Indians btw, get your facts checked you idiot
khalistans not Indians btw, get your facts checked you idiot
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.3802808
Insult0.802824
Profanity0.5013569
Threat0.021472665
Severe Toxicity0.16960317
Toxic 0.8460273 Low Con 0.117 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Greedy bastards
Greedy bastards
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.22063516
Insult0.755201
Profanity0.7466957
Threat0.018364733
Severe Toxicity0.35220072
Toxic 0.8460273 Low Con 0.265 Insult
Apr 19, 2019 1 likes How much do refugees and …
Lol Cry about it Cumskins. We are taking over yo mothafukin countries 😂
Lol Cry about it Cumskins. We are taking over yo mothafukin countries 😂
Inside Canada's Indian Invasion... · 238: Cluster #237
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6306599
Profanity0.7888968
Threat0.06238277
Severe Toxicity0.45895407
Toxic 0.8460273 Low Con 0.176 Identity Attack Insult Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Did this idiot say the greatest country on earth? He should take a good look at Philadelphia New York Los Angeles, and all the big cities how rotten it is the drug addicts will probably …
Did this idiot say the greatest country on earth? He should take a good look at Philadelphia New York Los Angeles, and all the big cities how rotten it is the drug addicts will probably take care of him when he’s going to the cities he must watch out don’t worry about the rest of the world. He’s a clown a born clown.!!!!!
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.06658725
Insult0.83943826
Profanity0.34099978
Threat0.014048163
Severe Toxicity0.16960317
Toxic 0.8460273 Low Con 0.189 Insult Meta_Commentary
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Hopefully i can leave canada before it gets more worse F**k the new rules its much more stupid and worse
Hopefully i can leave canada before it gets more worse F**k the new rules its much more stupid and worse
Canada’s new rules in 2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2816105
Insult0.71120167
Profanity0.6528205
Threat0.017846745
Severe Toxicity0.23224801
Toxic 0.8460273 Low Con 0.262 Insult Personal_Narrative
Jan 23, 2026 Canada’s new rules in 2026
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever …
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.@pwila this restard thoight iam pakistani abdul🤮🤮🖕🏻🖕🏻
Inside Canada's Indian Invasion... · 396: Cluster #395
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.7673477
Threat0.44942492
Severe Toxicity0.6866667
Toxic 0.8460273 Low Con 0.242 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Person on the bike was idiotic
Person on the bike was idiotic
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.057492398
Insult0.8032227
Profanity0.48510036
Threat0.009722093
Severe Toxicity0.02406851
Toxic 0.8460273 Low Con 0.256 Insult Meta_Commentary
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Kulit putih sampah dunia
Kulit putih sampah dunia
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.79850346
Insult0.68668073
Profanity0.44249827
Threat0.09316374
Severe Toxicity0.48355904
Toxic 0.8460273 Low Con 0.202 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.23542951
Insult0.6308392
Profanity0.83974665
Threat0.012130005
Severe Toxicity0.19761463
Toxic 0.8460273 Low Con 0.205 Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
Africans are too retarded to work
Africans are too retarded to work
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.7937624
Insult0.71120167
Profanity0.46460027
Threat0.012751401
Severe Toxicity0.35368225
Toxic 0.8460273 Low Con 0.156 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
15:23 bro is that a fkn tuktuk in canada they really did fucking assimilate😂
15:23 bro is that a fkn tuktuk in canada they really did fucking assimilate😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37879246
Insult0.47384647
Profanity0.77181685
Threat0.020264024
Severe Toxicity0.4011458
Toxic 0.8460273 Moderate Con 0.345 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This country has gone to shits... Thank you liberals...
This country has gone to shits... Thank you liberals...
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.41975367
Insult0.64537907
Profanity0.71218073
Threat0.010472948
Severe Toxicity0.19761463
Toxic 0.8460273 Low Con 0.241 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is now also fucked up. Too many Indians.
Canada is now also fucked up. Too many Indians.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.5678696
Profanity0.7673477
Threat0.013579931
Severe Toxicity0.35368225
Toxic 0.8403191 Low Con 0.194 Identity Attack Insult
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Omg.... i live in India and watching this shit makes my blood boil. I want to leave india for all the shit they have, and these guys are polluting the same shit everywhere else. Please …
Omg.... i live in India and watching this shit makes my blood boil. I want to leave india for all the shit they have, and these guys are polluting the same shit everywhere else. Please dont give these guys space, it should be a natural selection. We should be moving forward and not the other way around.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5723624
Profanity0.80158395
Threat0.094697006
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.446 Identity Attack Insult
Nov 28, 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.