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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 50 of 1230
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. …
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. Ohh That idiot can’t afford to live with same “Good white people” because it’s expensive and they throw away trash like him out on streets.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.7775208
Profanity0.36302176
Threat0.034422375
Severe Toxicity0.16960317
Toxic 0.76523775 Low Con 0.217 Identity Attack Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.69164425
Profanity0.33808854
Threat0.011275585
Severe Toxicity0.2322463
Toxic 0.76523775 Moderate Con 0.34 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I can only hope and pray for our Beautiful country to belong to us Born and Raised Canadians again. That these people will be pushed out of our country eventually. We as Canadians are very …
I can only hope and pray for our Beautiful country to belong to us Born and Raised Canadians again. That these people will be pushed out of our country eventually. We as Canadians are very vocal and very loud and get very pissed off when we see our beautiful country being treated like garbage by these disgusting and vulgar immigrants. You are FUCKING with the wrong country if you think you can come here and get away with this shit forever. Canada has been through so much bullshit in the last 50 yrs alone, that we will no longer be pushed into silence. We Love our Beautiful Country to fucking much to see this shit continue to go on. We are not a Country to mess with!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.65129566
Profanity0.70864636
Threat0.06690872
Severe Toxicity0.4379392
Toxic 0.76523775 Constructive 0.543 Identity Attack Insult
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.73072165
Insult0.53014356
Profanity0.4185329
Threat0.06787856
Severe Toxicity0.4195425
Toxic 0.76523775 Moderate Con 0.376 Identity Attack Insult
Dec 1, 2025 1 likes Why Canadians Are Turning Against …
genreally Indians are dirty people 😆😅🤣
genreally Indians are dirty people 😆😅🤣
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.73072165
Insult0.6308392
Profanity0.3938786
Threat0.023371955
Severe Toxicity0.35368225
Toxic 0.76523775 Low Con 0.212 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
wtff POLISH DUDE WITHOUT A SHIRT AND LUKING UGLY COMPLAINING ABOUT THE PEOPLE WALKING NAKED IN THEIR OWN HOUSE AND WHY THE HELL IS HE PEEPINGG!! HES JUST FREE AND UNEMPLOYED
wtff POLISH DUDE WITHOUT A SHIRT AND LUKING UGLY COMPLAINING ABOUT THE PEOPLE WALKING NAKED IN THEIR OWN HOUSE AND WHY THE HELL IS HE PEEPINGG!! HES JUST FREE AND UNEMPLOYED
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Video sentiment →
Identity Attack0.31307843
Insult0.5130944
Profanity0.58072567
Threat0.044602267
Severe Toxicity0.35368225
Toxic 0.76523775 Low Con 0.265 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Your thumbnail is racist disgusting 🤮🤮💩💩💩💩💩💩 It is being shown as if it is not Pakistani Muslims but Indian Hindus who are raping Christian girls and converting their religion. Who can be such a disgusting …
Your thumbnail is racist disgusting 🤮🤮💩💩💩💩💩💩 It is being shown as if it is not Pakistani Muslims but Indian Hindus who are raping Christian girls and converting their religion. Who can be such a disgusting and vulgar person who, for the sake of attention, is portraying other communities who always have to face racism in this manner because no one is going to stop him.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6120431
Profanity0.43554106
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.76523775 Moderate Con 0.383 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
These low class white people are the ones who are jealous. If you hate Indians just for existing then know you are a low life white trash by default.
These low class white people are the ones who are jealous. If you hate Indians just for existing then know you are a low life white trash by default.
Inside Canada's Indian Invasion... · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.6798578
Profanity0.41031027
Threat0.030969119
Severe Toxicity0.3494667
Toxic 0.76523775 Low Con 0.251 Identity Attack Insult Identity_Assertion
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
@tyleroliveira shit finally in my country. Come.check.the Timmie's in cambridge. Almost entirely Indian staff except the one store owned by a white person ot an indian🤦‍♂️
@tyleroliveira shit finally in my country. Come.check.the Timmie's in cambridge. Almost entirely Indian staff except the one store owned by a white person ot an indian🤦‍♂️
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.47384647
Profanity0.70864636
Threat0.01750142
Severe Toxicity0.31334782
Toxic 0.76523775 Moderate Con 0.46 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Been living in this shit for years and I'm sick of it
Been living in this shit for years and I'm sick of it
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.37392882
Profanity0.8117245
Threat0.009023022
Severe Toxicity0.0912254
Toxic 0.76523775 Moderate Con 0.408 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only …
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only from european of descent countries. That should be the aim . For 100% european of descent. No more BS
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.489133
Profanity0.7092837
Threat0.043309137
Severe Toxicity0.35368225
Toxic 0.76523775 Moderate Con 0.31 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
It’s funny cause I tell people how bad it is up there. It’s disgusting. Canada literally pays them to move to thru country. When I visited Canada I had a very bad experience there because …
It’s funny cause I tell people how bad it is up there. It’s disgusting. Canada literally pays them to move to thru country. When I visited Canada I had a very bad experience there because of all the damn Indians. They’re buying up all the businesses and pushing out white folk and everyone else and only hiring native Indians. They’re disgusting, despicable humans
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.69164425
Profanity0.50818664
Threat0.031314444
Severe Toxicity0.3361876
Toxic 0.76523775 Moderate Con 0.468 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They should stay in their shiithole
They should stay in their shiithole
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.11860296
Insult0.54471385
Profanity0.71218073
Threat0.027688526
Severe Toxicity0.23223943
Toxic 0.76523775 Low Con 0.134 Insult Identity_Assertion
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
Canadians leaving Canada in record amounts. This country has become a worthless shithole.
Canadians leaving Canada in record amounts. This country has become a worthless shithole.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.67254376
Profanity0.58072567
Threat0.011223801
Severe Toxicity0.23225316
Toxic 0.76523775 Low Con 0.228 Identity Attack Insult
Aug 29, 2025 Why Canadians Are Turning Against …
Congratulations Canada, you have been culturally enriched by a pack of filthy rats!
Congratulations Canada, you have been culturally enriched by a pack of filthy rats!
How Canada broke its immigration system · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.7492263
Profanity0.2661081
Threat0.009903334
Severe Toxicity0.16960317
Toxic 0.76523775 Low Con 0.168 Identity Attack Insult Identity_Assertion
Jun 17, 2025 2 likes How Canada broke its immigration …
maybe karen, or some asshole chick knows why
maybe karen, or some asshole chick knows why
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.25140062
Insult0.6675394
Profanity0.7673477
Threat0.017156094
Severe Toxicity0.35368225
Toxic 0.76523775 Low Con 0.175 Insult
Sep 15, 2025 Why Canadians Are Turning Against …
You are death raciste
You are death raciste
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.38246045
Insult0.65129566
Profanity0.4098025
Threat0.47796977
Severe Toxicity0.35368225
Toxic 0.76523775 Low Con 0.24 Insult Moral_Argument
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
The only white people left in brampton are retarded boomers
The only white people left in brampton are retarded boomers
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.69164425
Profanity0.46460027
Threat0.012751401
Severe Toxicity0.2733782
Toxic 0.76523775 Low Con 0.182 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Man i have too much to say thisbis like the fucking most superficial video you barely touched on the resl issues. Come to bC
Man i have too much to say thisbis like the fucking most superficial video you barely touched on the resl issues. Come to bC
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.41530323
Profanity0.70864636
Threat0.02855184
Severe Toxicity0.3536391
Toxic 0.76523775 Moderate Con 0.304 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
the Bike guy knows his shit god bless you sir
the Bike guy knows his shit god bless you sir
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.048480038
Insult0.4596616
Profanity0.8326356
Threat0.009929225
Severe Toxicity0.11756202
Toxic 0.76523775 Moderate Con 0.394 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
The irony of all these comments by people who are at most 3rd generation immigrants, let's be honest, if you aren't native American, you can just shut the f*ck up, hahahaha
The irony of all these comments by people who are at most 3rd generation immigrants, let's be honest, if you aren't native American, you can just shut the f*ck up, hahahaha
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5678696
Profanity0.68353343
Threat0.029587816
Severe Toxicity0.34969926
Toxic 0.76523775 Low Con 0.272 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Crazy how this country lets this shit happen....It's not Canada anymore it's CanIndia.....
Crazy how this country lets this shit happen....It's not Canada anymore it's CanIndia.....
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.381025
Insult0.5332045
Profanity0.70864636
Threat0.011275585
Severe Toxicity0.20678867
Toxic 0.76523775 Low Con 0.275 Insult
Sep 28, 2025 10 likes IRCC Names India in Study …
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking …
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking for !!! I don’t know why Canadians would vote for a liberal government it’s beyond my mind. It’s been many many years since we had a conservative government and we need it back folks. STOP voting liberal for f—k sake’s. Marc Carney, lol what a f—king joke that is !!!
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Video sentiment →
Identity Attack0.49032792
Insult0.6675394
Profanity0.6643082
Threat0.02440793
Severe Toxicity0.35368225
Toxic 0.76523775 Moderate Con 0.432 Insult
Sep 1, 2025 Why Canadians Are Turning Against …
BUNCH OF DIRTY PIGLETS GARBAGE EVERYWHERE SPITTING FFS DUMPING COOKING OIL IN OUR SEWERS POCHING OUR FISH THATS NOT IN SEASON GROSS DISGRACE KICK THEM OUT FFS
BUNCH OF DIRTY PIGLETS GARBAGE EVERYWHERE SPITTING FFS DUMPING COOKING OIL IN OUR SEWERS POCHING OUR FISH THATS NOT IN SEASON GROSS DISGRACE KICK THEM OUT FFS
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.67254376
Profanity0.3866461
Threat0.53875744
Severe Toxicity0.44787344
Toxic 0.76523775 Low Con 0.248 Insult Threat Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
ABSOLUTELY STUPID TO EVER HAVE COMMENCED SUCH A PROGRAM!
ABSOLUTELY STUPID TO EVER HAVE COMMENCED SUCH A PROGRAM!
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.015857628
Insult0.69164425
Profanity0.39409557
Threat0.009230154
Severe Toxicity0.024772761
Toxic 0.76523775 Low Con 0.175 Insult
Nov 27, 2025 2 likes Quebec Ends Economic Immigration Program …
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.