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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 169 of 189
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.4339631
Profanity0.5013569
Threat0.017156094
Severe Toxicity0.027833538
Moderate 0.51980776 Constructive 0.639 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section of Jersey City. Gross and disgusting. All the worst of Indian behaviors exhibited here. Why should I want this for my town or suburb in the US?
Inside Canada's Indian Invasion... · 237: Cluster #236
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4962726
Profanity0.16217725
Threat0.013702838
Severe Toxicity0.02458496
Moderate 0.51980776 Constructive 0.651 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
9:33 If life in India is soOoOoo much easier, then go back to India bruh. We don’t want u here💀🙏🏻
9:33 If life in India is soOoOoo much easier, then go back to India bruh. We don’t want u here💀🙏🏻
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.36798462
Profanity0.19278693
Threat0.058826666
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.298 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
WHITE WOKE LIBERAL BOOMERS are no longer needed on this EARTH 🌎
WHITE WOKE LIBERAL BOOMERS are no longer needed on this EARTH 🌎
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4196762
Profanity0.20916378
Threat0.06863153
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.219 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute …
8:55 hold on a dam minute! These Indians be always saying they only come to Canada just for "WORK" and now your telling me they building their animal gods here? 😂 this is a absolute joke
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.47020787
Profanity0.39670458
Threat0.013010317
Severe Toxicity0.13336399
Moderate 0.51980776 Low Con 0.289 Identity Attack Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
That bicycle guy was funny af holy crap it’s like he waited for this moment to totally unload 😂😂😂
That bicycle guy was funny af holy crap it’s like he waited for this moment to totally unload 😂😂😂
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.029144434
Insult0.24928534
Profanity0.473824
Threat0.021472665
Severe Toxicity0.035007052
Moderate 0.51980776 Low Con 0.285 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for allowing their culture to be replaced in order to get quick results.
Inside Canada's Indian Invasion... · 101: Cluster #100
Close reading → Discourse → Video sentiment →
Identity Attack0.09162762
Insult0.56997263
Profanity0.31402156
Threat0.008272167
Severe Toxicity0.016383713
Moderate 0.51980776 Moderate Con 0.421 Insult Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Ill say what i want when i want government can blow me all fools
Ill say what i want when i want government can blow me all fools
Why Canadians Are Turning Against Immigrants. · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.047448806
Insult0.5177041
Profanity0.3283819
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.251 Insult Meta_Commentary
Sep 10, 2025 Why Canadians Are Turning Against …
The muslim invader, saying islam will take over Canada, is exactly why we need a mass deportation.
The muslim invader, saying islam will take over Canada, is exactly why we need a mass deportation.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.35161978
Profanity0.10425757
Threat0.13211988
Severe Toxicity0.02439716
Moderate 0.51980776 Low Con 0.189 Identity Attack Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.010581387
Insult0.58196646
Profanity0.098377466
Threat0.0082074385
Severe Toxicity0.010604858
Moderate 0.51980776 Low Con 0.264 Insult Identity_Assertion
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.40698266
Profanity0.21132572
Threat0.037530303
Severe Toxicity0.16960317
Moderate 0.51980776 Moderate Con 0.42 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian government has destroyed our beautiful country by letting these animals in canada 😢
Canadian government has destroyed our beautiful country by letting these animals in canada 😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4887047
Insult0.5101222
Profanity0.11601777
Threat0.030623792
Severe Toxicity0.02402156
Moderate 0.51980776 Moderate Con 0.306 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Let’s go scammers 😂 liberal scammers we see you 😂
Let’s go scammers 😂 liberal scammers we see you 😂
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.17459276
Insult0.5678696
Profanity0.22592722
Threat0.0115345
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.171 Insult Humor_Satire
Jan 19, 2026 Why Canada’s immigration system has …
LIES ! Lies Lies ! As Neil deGrasse Tyson would say it ! Pretending to be decent people…….THAT “”white/Cream ”” woman ! In the 51 years I have lived in Ontario as a Canadian Citizen……Canada …
LIES ! Lies Lies ! As Neil deGrasse Tyson would say it ! Pretending to be decent people…….THAT “”white/Cream ”” woman ! In the 51 years I have lived in Ontario as a Canadian Citizen……Canada have always been a Racist Country Starting with The Indigenous people Of Canada !!! Remember Mike Harris the Butcher !!!
Why Canadians Are Turning Against Immigrants. · 26: Cluster #25
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.48675314
Profanity0.042413518
Threat0.008285114
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.364 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.4339631
Profanity0.2761231
Threat0.014566151
Severe Toxicity0.051147457
Moderate 0.51980776 Low Con 0.255 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Save world from Indians
Save world from Indians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.34314156
Profanity0.18417911
Threat0.05268431
Severe Toxicity0.053837523
Moderate 0.51980776 Low Con 0.265 Identity Attack Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler=racist
Tyler=racist
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.24341469
Threat0.011120236
Severe Toxicity0.023152983
Moderate 0.51980776 Moderate Con 0.328 Insult Meta_Commentary
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
Крысы 😂 напали на Канаду.
Крысы 😂 напали на Канаду.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.36273825
Insult0.5678696
Profanity0.33023968
Threat0.010576514
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.163 Insult Humor_Satire
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.29951343
Insult0.4339631
Profanity0.49576873
Threat0.009048914
Severe Toxicity0.034110364
Moderate 0.51980776 Constructive 0.501 Economic_Argument
Jan 27, 2026 924 likes Inside Canada's Indian Invasion...
get them the hell out of here, do we need to do this ourselves? I swear I will give my life for canada
get them the hell out of here, do we need to do this ourselves? I swear I will give my life for canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.24970764
Insult0.36798462
Profanity0.43900812
Threat0.13431145
Severe Toxicity0.043077253
Moderate 0.51980776 Moderate Con 0.344
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
lndiаns аrе а jеwish biоwеароn
lndiаns аrе а jеwish biоwеароn
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.48627716
Profanity0.4170448
Threat0.063029334
Severe Toxicity0.45895407
Moderate 0.51980776 Low Con 0.274 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians are they biggest immigrants, they stole that land
Canadians are they biggest immigrants, they stole that land
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.45135358
Profanity0.1184936
Threat0.011146127
Severe Toxicity0.02453801
Moderate 0.51980776 Low Con 0.202 Identity Attack Identity_Assertion
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.36709076
Profanity0.20139475
Threat0.2566701
Severe Toxicity0.16960317
Moderate 0.51980776 Moderate Con 0.436 Identity Attack Identity_Assertion
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.