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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 188 of 189
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4139151
Insult0.4125297
Profanity0.15635987
Threat0.5195707
Severe Toxicity0.059217658
Moderate 0.5024724 Moderate Con 0.392 Threat Fear_Threat
Sep 9, 2025 Why Canadians Are Turning Against …
white people complain too much, also they feel entitled just because of their skin color SMH
white people complain too much, also they feel entitled just because of their skin color SMH
Inside Canada's Indian Invasion... · 129: Cluster #128
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.3416952
Profanity0.21564959
Threat0.010964886
Severe Toxicity0.023974609
Moderate 0.5024724 Low Con 0.256 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ask actual natives, not just white people "native canadians". This makes me actually sick. Not the Indians, the racism. Canada is built on Immigrants. The comments are just as bad, educate yourselves.
Ask actual natives, not just white people "native canadians". This makes me actually sick. Not the Indians, the racism. Canada is built on Immigrants. The comments are just as bad, educate yourselves.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.47357693
Profanity0.050680235
Threat0.0082074385
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.495 Identity Attack Moral_Argument
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations …
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations with india. These criminals who have killed multiple people will die in hell and with them their protector canada. You'll pay a heavy price.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.46173862
Profanity0.2188925
Threat0.49142194
Severe Toxicity0.03321367
Moderate 0.5024724 Moderate Con 0.304 Policy_Critique
Mar 2, 2026 Inside Canada's Indian Invasion...
Si bauk 💩👎🏿
Si bauk 💩👎🏿
Inside Canada's Indian Invasion... · 69: Cluster #68
Close reading → Video sentiment →
Identity Attack0.05089863
Insult0.5543018
Profanity0.39670458
Threat0.014911477
Severe Toxicity0.16960317
Moderate 0.5024724 Low Con 0.187 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Why would Canadians be upset?! They bring plane loads of unvetted immigrants here, give them free housing, free medial, free dental, free housing, free food, money for expenses, easy bail for crimes, allow them to …
Why would Canadians be upset?! They bring plane loads of unvetted immigrants here, give them free housing, free medial, free dental, free housing, free food, money for expenses, easy bail for crimes, allow them to infiltrate key employment then restrict regular Canadians from being employed!! Silly us!! Thank you Liberal voters!
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.5270482
Profanity0.089370176
Threat0.010239923
Severe Toxicity0.019611536
Moderate 0.5024724 Moderate Con 0.369 Insult Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Wow he hates African -
Wow he hates African -
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.27969417
Profanity0.18049006
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.244 Identity Attack Meta_Commentary
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
THIS GREAT LAND BELONGS TO THE NATIVES AND THEY THE WHITES KILLED THEM AND STUCK ON RESERVATIONS … please spare me the sobbing story
THIS GREAT LAND BELONGS TO THE NATIVES AND THEY THE WHITES KILLED THEM AND STUCK ON RESERVATIONS … please spare me the sobbing story
Why Canadians Are Turning Against Immigrants. · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.5274064
Insult0.34392178
Profanity0.16589902
Threat0.34804323
Severe Toxicity0.0394905
Moderate 0.5024724 Moderate Con 0.359 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx but trudeau government opened the gates during the pandemic and now we are in major trouble but leftoes likes to pretend theres no issues. They are in power , we have no say so therefore the country is being invaded by hordes of non skilled migration which is absolutely devastating for our beautiful nation
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.39677486
Insult0.5393265
Profanity0.25915453
Threat0.01254427
Severe Toxicity0.023880709
Moderate 0.5024724 Moderate Con 0.485 Insult
Nov 8, 2025 Why Canadians Are Turning Against …
U dont make movie about pedo jews
U dont make movie about pedo jews
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5274064
Insult0.37733194
Profanity0.36902615
Threat0.05688698
Severe Toxicity0.16960317
Moderate 0.5024724 Low Con 0.172 Identity Attack Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
All racist in Toronto and area protest. 100% you wont because your cowards. Yall forgot, didn't you? Maybe you weren't born yet or you have short term memories. Who wants to bet Tyler Olivera will …
All racist in Toronto and area protest. 100% you wont because your cowards. Yall forgot, didn't you? Maybe you weren't born yet or you have short term memories. Who wants to bet Tyler Olivera will end up in a situation like some other American youtubers pulling ish in other countries?
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.14661247
Insult0.54471385
Profanity0.09899642
Threat0.0115345
Severe Toxicity0.01986976
Moderate 0.5024724 Moderate Con 0.353 Insult Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
All garbage
All garbage
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.031980325
Insult0.4794537
Profanity0.29209393
Threat0.008815889
Severe Toxicity0.020515325
Moderate 0.5024724 Moderate Con 0.396
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I wanted you to get smuggled
I wanted you to get smuggled
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.04177703
Insult0.26957804
Profanity0.26555094
Threat0.5195707
Severe Toxicity0.056527592
Moderate 0.5024724 Moderate Con 0.41 Threat Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop mixing cultures through political gentle "wokeness"... "Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain.... Awful... Naive....
Stop mixing cultures through political gentle "wokeness"... "Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain.... Awful... Naive....
Inside Canada's Indian Metropolis (Brampton) · 338: Cluster #337
Close reading → Discourse → Video sentiment →
Identity Attack0.35624164
Insult0.5208188
Profanity0.06646215
Threat0.010576514
Severe Toxicity0.019611536
Moderate 0.5024724 Moderate Con 0.309 Insult Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Go peirre and the conservatives. Thanks for standing up for Canadians. I don't recognize this country anymore. Sick of liberals
Go peirre and the conservatives. Thanks for standing up for Canadians. I don't recognize this country anymore. Sick of liberals
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.5130944
Profanity0.07805514
Threat0.010291707
Severe Toxicity0.01754573
Moderate 0.5024724 Moderate Con 0.44 Insult Identity_Assertion
Feb 24, 2026 2 likes 'We do know that there's …
2:31 shows how racist the guy is. If people showed Canada a land of junkies, I think that would be mor apt than moriane lake 😂😂😂😂😂
2:31 shows how racist the guy is. If people showed Canada a land of junkies, I think that would be mor apt than moriane lake 😂😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.4794537
Profanity0.11477985
Threat0.00951496
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.22
Jan 27, 2026 Inside Canada's Indian Invasion...
Nahhh tyler u laughed a little too hard at some them statements and definitely said sum questionable shi…u got sum u wanna get off ya chest bub?🤣🤣🤣🤣🤣much luv tho
Nahhh tyler u laughed a little too hard at some them statements and definitely said sum questionable shi…u got sum u wanna get off ya chest bub?🤣🤣🤣🤣🤣much luv tho
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.04641757
Insult0.36798462
Profanity0.40878695
Threat0.1319513
Severe Toxicity0.1597006
Moderate 0.5024724 Moderate Con 0.371 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
IRCC Names India in Study Permit Fraud | … · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.048480038
Insult0.54471385
Profanity0.1067334
Threat0.011353259
Severe Toxicity0.013414118
Moderate 0.5024724 Low Con 0.298 Insult Policy_Critique
Oct 1, 2025 267 likes IRCC Names India in Study …
🧼👳‍♂️🚿💩🇮🇳💩✖️✖️🛁🫷🫷🫷🫷🇨🇦 Say no to pooopjeet shitpreet curryjeeet 💩👳‍♂️💩
🧼👳‍♂️🚿💩🇮🇳💩✖️✖️🛁🫷🫷🫷🫷🇨🇦 Say no to pooopjeet shitpreet curryjeeet 💩👳‍♂️💩
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37507164
Insult0.46923602
Profanity0.5365423
Threat0.06939816
Severe Toxicity0.5145575
Moderate 0.5024724 Low Con 0.21
Jan 27, 2026 Inside Canada's Indian Invasion...
Way too much Indians in Toronto it’s nuts lol
Way too much Indians in Toronto it’s nuts lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.46774593
Profanity0.26463717
Threat0.010990778
Severe Toxicity0.02411546
Moderate 0.5024724 Low Con 0.274 Identity Attack Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48675314
Profanity0.17752954
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.438 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
Proof they are only here for what they can get they don't want to be here and have no respect for this country!!! then they will go back to their country and eat poo...... Ants …
Proof they are only here for what they can get they don't want to be here and have no respect for this country!!! then they will go back to their country and eat poo...... Ants bring in one and you then own all of them same as here.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.47384647
Profanity0.26603898
Threat0.015602129
Severe Toxicity0.02411546
Moderate 0.5024724 Low Con 0.263 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Many are ukrainians Send them to the war
Many are ukrainians Send them to the war
2.9 million Canadian temporary visas expire in 2025-2026 · 34: Cluster #33
Close reading → Video sentiment →
Identity Attack0.5124616
Insult0.21602537
Profanity0.15195307
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.5024724 Low Con 0.243 Identity Attack Threat
Jan 15, 2026 2.9 million Canadian temporary visas …
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them …
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them so 🤷‍♀️ The reason mfs are globalist is because of England France Spain , and the Arabs tbh 😂 idk idgaf about that shi everyone’s a hypocrite
Inside Canada's Indian Invasion... · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.45610145
Insult0.47384647
Profanity0.34682226
Threat0.023371955
Severe Toxicity0.05025077
Moderate 0.5024724 Low Con 0.289 Comparative_Framing
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
4:49 LMFAO "We dont feel any racism here" "I'm as racist as the next guy"
4:49 LMFAO "We dont feel any racism here" "I'm as racist as the next guy"
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.37507164
Insult0.26957804
Profanity0.2659008
Threat0.075531214
Severe Toxicity0.041283876
Moderate 0.5024724 Moderate Con 0.304 Humor_Satire
Jan 27, 2026 50 likes 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.