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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 187 of 189
don't let poopjeet come to canada they will poop your country
don't let poopjeet come to canada they will poop your country
Inside Canada's Indian Invasion... · 306: Cluster #305
Close reading → Discourse → Video sentiment →
Identity Attack0.3802808
Insult0.4534306
Profanity0.31402156
Threat0.06755528
Severe Toxicity0.02430326
Moderate 0.5024724 Low Con 0.199 Unverified_Claim
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Probably have the best food!!!! And at least theyre not muslims
Probably have the best food!!!! And at least theyre not muslims
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.5948528
Insult0.27558193
Profanity0.16217725
Threat0.013269233
Severe Toxicity0.038593806
Moderate 0.5024724 Low Con 0.286 Identity Attack
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Kick em all out.
Kick em all out.
Quebec Ends Economic Immigration Program | Your Morning · 86: Cluster #85
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.12159709
Profanity0.16729468
Threat0.601458
Severe Toxicity0.05832097
Moderate 0.5024724 Low Con 0.293 Threat Call_To_Action
Nov 22, 2025 2 likes Quebec Ends Economic Immigration Program …
Canada, close your borders, you kuntz ...too many Indians 😊
Canada, close your borders, you kuntz ...too many Indians 😊
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46923602
Profanity0.26189584
Threat0.03373172
Severe Toxicity0.08332442
Moderate 0.5024724 Low Con 0.18 Identity Attack Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
13:44 then why left your so called own home town at first place! why you had to make it at a new place???? I'm s i c k of these people
13:44 then why left your so called own home town at first place! why you had to make it at a new place???? I'm s i c k of these people
Inside Canada's Indian Metropolis (Brampton) · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.06795148
Insult0.36798462
Profanity0.37352943
Threat0.017846745
Severe Toxicity0.02420936
Moderate 0.5024724 Moderate Con 0.451 Fear_Threat
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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 …
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me …
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me $8 over my asking wage. I don't mind Indians at all. They are hard working people and don't usually create problems. The Somalis are horrible. They have ZERO etiquette, manners and a complete disregard for anyone but themselves. I moved cities to get away from them because they have like 8-10 kids. They all just make kids for child benefit money and sit at home on welfare. They are ALL on welfare. Those on ODSP work under the table while on a disability benefit. The government is dumb as hell for bringing so many. Nice cities have become shit holes because they're dirty and don't care about their communities. They're just awful.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.44464502
Profanity0.3194067
Threat0.051391184
Severe Toxicity0.16960317
Moderate 0.5024724 Constructive 0.654 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
9:04 I didn't see a human, all I saw was a cockroach.
9:04 I didn't see a human, all I saw was a cockroach.
Inside Canada's Indian Metropolis (Brampton) · 144: Cluster #143
Close reading → Video sentiment →
Identity Attack0.07094744
Insult0.40243408
Profanity0.39026237
Threat0.030623792
Severe Toxicity0.03590374
Moderate 0.5024724 Moderate Con 0.337
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
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...
Canada is beyond screwed already, this ship is sinking fast...
Canada is beyond screwed already, this ship is sinking fast...
New rules, regulations take effect across Canada · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.316
Insult0.49151286
Profanity0.352205
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.19
Jan 8, 2026 New rules, regulations take effect …
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...
the most ODOROUS and the dirtiest city in whole canada.
the most ODOROUS and the dirtiest city in whole canada.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.25140062
Insult0.5130944
Profanity0.057944927
Threat0.007754337
Severe Toxicity0.02258113
Moderate 0.5024724 Low Con 0.246 Insult
Sep 22, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
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 …
So sick of not assimilating. SO SICK OF THE RUDE CUSTOMER SERVICE.
So sick of not assimilating. SO SICK OF THE RUDE CUSTOMER SERVICE.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.02721288
Insult0.5130944
Profanity0.10240069
Threat0.008090926
Severe Toxicity0.018191293
Moderate 0.5024724 Moderate Con 0.311 Insult
Aug 25, 2025 372 likes Why Canadians Are Turning Against …
Deport indians button ----->
Deport indians button ----->
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.30797598
Profanity0.16217725
Threat0.18913531
Severe Toxicity0.16496792
Moderate 0.5024724 Low Con 0.248 Identity Attack Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
Round up and fly them out immediately! This country is spiralling out of control. There isn‘t even a language requirement to be met either, it‘s disgusting.
Round up and fly them out immediately! This country is spiralling out of control. There isn‘t even a language requirement to be met either, it‘s disgusting.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.104876526
Threat0.1368402
Severe Toxicity0.022064678
Moderate 0.5024724 Low Con 0.2 Insult Call_To_Action
Oct 30, 2025 IRCC Names India in Study …
WHO CARES? INDIAN?
WHO CARES? INDIAN?
2.9 million Canadian temporary visas expire in 2025-2026 · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.3388922
Profanity0.23857519
Threat0.014911477
Severe Toxicity0.08332442
Moderate 0.5024724 Low Con 0.194 Identity Attack
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...
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...
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.