Skip to content
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 79 of 189
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING …
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING SCHOOL,BUT THESE SCHOOL DON'T GIVE BACK MONEY TO THE STUDENT,THEY ALSO DRIVE BAD TO SCAM AND STEAL MONEY FROM INSURANCE COMPAGNIES
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.58196646
Profanity0.2659699
Threat0.042985857
Severe Toxicity0.2391185
Moderate 0.68408644 Moderate Con 0.401 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter …
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter is !! And that MF says he grew up in Poland byt speaks in a perfect Canadian accent !! At least "try" to make this whole thing authentic man !!
Inside Canada's Indian Metropolis (Brampton) · 269: Cluster #268
Close reading → Discourse → Video sentiment →
Identity Attack0.25647953
Insult0.48228607
Profanity0.6370159
Threat0.019055385
Severe Toxicity0.232236
Moderate 0.68408644 Moderate Con 0.389 Meta_Commentary
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
15:30 minutes in, THIS kind of immigrant need to be kick out of here FAST, WE DO NOT NEED YOUR KIND HERE, if you like it that much go back to your home country AND …
15:30 minutes in, THIS kind of immigrant need to be kick out of here FAST, WE DO NOT NEED YOUR KIND HERE, if you like it that much go back to your home country AND LEAVE US ALONE WE DO NOT NEEEEEEEEEEEED YOU
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.48627716
Profanity0.25275812
Threat0.44942492
Severe Toxicity0.35368225
Moderate 0.68408644 Moderate Con 0.328 Identity Attack Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
Muslims are nothing more than a big bag of wind. They also get into groups and attack one person like the cowards that they really are. Just big mouths.
Muslims are nothing more than a big bag of wind. They also get into groups and attack one person like the cowards that they really are. Just big mouths.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.6106996
Insult0.6370372
Profanity0.34099978
Threat0.13815513
Severe Toxicity0.22513679
Moderate 0.6827122 Low Con 0.23 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Inside Canada's Indian Metropolis (Brampton) · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.039456755
Insult0.38852
Profanity0.6672561
Threat0.011974656
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.237 Humor_Satire
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The guy giving ideas how Canada should be legally with the new immigrantes. And I see , he looks so sorry about , take your salary offer personal help and borrow money or makes a …
The guy giving ideas how Canada should be legally with the new immigrantes. And I see , he looks so sorry about , take your salary offer personal help and borrow money or makes a foundation. Don't look STUPID.!!
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06522302
Insult0.71120167
Profanity0.27274927
Threat0.0097738765
Severe Toxicity0.023076924
Moderate 0.6827122 Moderate Con 0.338 Insult Policy_Critique
Nov 21, 2025 Thousands of refugees allowed into …
Indians are a scammer race. They have +10 scamming abilities
Indians are a scammer race. They have +10 scamming abilities
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.6778536
Insult0.56997263
Profanity0.36302176
Threat0.04132889
Severe Toxicity0.35368225
Moderate 0.6827122 Low Con 0.111 Identity Attack Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the groups of immigrants in history, Indians are the most peaceful. Christianity and Islam was forced upon the natives of most countries, depending on which part of the world you focus. These religions and cultures didn't just spread in peace. Even today, new sites are discovered of native children's remains. The minute these morons see a brown person, they go on hate mode, forgetting their own history. Brown people are just requesting for some peace, some respect and equality. You guys judge people based on skin color and not their character. That actually speaks volumes about the kind of people you are.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.47384647
Profanity0.70384485
Threat0.01940071
Severe Toxicity0.23224114
Moderate 0.6827122 Constructive 0.594 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
2:31 deliberately choosen a place which is dirty hypocrite
2:31 deliberately choosen a place which is dirty hypocrite
Inside Canada's Indian Invasion... · 167: Cluster #166
Close reading → Discourse → Video sentiment →
Identity Attack0.068465814
Insult0.5588244
Profanity0.32965264
Threat0.013269233
Severe Toxicity0.112294696
Moderate 0.6827122 Low Con 0.187 Insult Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
I will tolerate any immigrants but never indian cow worshipper 😡 Never these insecure losers...
I will tolerate any immigrants but never indian cow worshipper 😡 Never these insecure losers...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.65129566
Profanity0.2847897
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.233 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Ship those smelly losers back
Ship those smelly losers back
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10815793
Insult0.6991143
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.055630904
Moderate 0.6827122 Low Con 0.2 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
99% PedoFiles in Epstein Files are White uncles...Minor girls should stay away from this White uncles, they used to R@pe indigenous people of Mexico, now rhey are openly doing it....White PedoFiles
99% PedoFiles in Epstein Files are White uncles...Minor girls should stay away from this White uncles, they used to R@pe indigenous people of Mexico, now rhey are openly doing it....White PedoFiles
Inside Canada's Indian Invasion... · 313: Cluster #312
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.39409557
Threat0.13363713
Severe Toxicity0.35368225
Moderate 0.6827122 Moderate Con 0.348 Identity Attack Insult Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
its awful. and they are also very disrespectful people. not only that, they ONLY hire within themselves while also receiving special incentives from the government. pathetic.
its awful. and they are also very disrespectful people. not only that, they ONLY hire within themselves while also receiving special incentives from the government. pathetic.
Inside Canada's Indian Invasion... · 271: Cluster #270
Close reading → Video sentiment →
Identity Attack0.030433474
Insult0.71027446
Profanity0.19770569
Threat0.008789998
Severe Toxicity0.021806452
Moderate 0.6827122 Moderate Con 0.343 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
FORCED removal of democracy to enable one world government under the China model😳😳😳😳. At least trump is trying to stop this crap!
FORCED removal of democracy to enable one world government under the China model😳😳😳😳. At least trump is trying to stop this crap!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17303948
Insult0.5543018
Profanity0.5188411
Threat0.027515862
Severe Toxicity0.02449106
Moderate 0.6827122 Low Con 0.158 Insult Unverified_Claim
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
@8:55... they walk naked inside the home and you walk naked on the street. First you change you old hypocrite....
@8:55... they walk naked inside the home and you walk naked on the street. First you change you old hypocrite....
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Discourse → Video sentiment →
Identity Attack0.0233943
Insult0.71120167
Profanity0.2424468
Threat0.016465442
Severe Toxicity0.023223408
Moderate 0.6827122 Low Con 0.119 Insult Humor_Satire
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.043581683
Insult0.4710501
Profanity0.65961236
Threat0.017328756
Severe Toxicity0.2322566
Moderate 0.6827122 Constructive 0.505 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
They are everywhere!! Racist, dishonest and dirty people. They are worse than Covid. They are even deep in the rainforest in South America 😂
They are everywhere!! Racist, dishonest and dirty people. They are worse than Covid. They are even deep in the rainforest in South America 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4911651
Insult0.65865606
Profanity0.25184435
Threat0.013217449
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.222 Insult
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
This CRAP has to stop.. can anyone not see what is happening overseas? these are not our parents and grandparents immigrants.
This CRAP has to stop.. can anyone not see what is happening overseas? these are not our parents and grandparents immigrants.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.4508763
Insult0.5678696
Profanity0.5150164
Threat0.011379151
Severe Toxicity0.16960317
Moderate 0.6827122 Moderate Con 0.358 Insult
Nov 21, 2025 45 likes Thousands of refugees allowed into …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians . Start spending in Canada and tax paying money . Liberators please liberate us from liberal corrupt crooks . You work for Us not yourself .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.24462871
Insult0.71120167
Profanity0.24818924
Threat0.01086132
Severe Toxicity0.02604016
Moderate 0.6827122 Low Con 0.198 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
TRUM IS PEDO AND HE IS PRESIDENT 😅😂
TRUM IS PEDO AND HE IS PRESIDENT 😅😂
Inside Canada's Indian Invasion... · 112: Cluster #111
Close reading → Discourse → Video sentiment →
Identity Attack0.27510223
Insult0.65129566
Profanity0.40670946
Threat0.030278467
Severe Toxicity0.23223256
Moderate 0.6827122 Low Con 0.11 Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
What the heck. You're so crazy! Lol
What the heck. You're so crazy! Lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.64537907
Profanity0.43272525
Threat0.0113014765
Severe Toxicity0.051147457
Moderate 0.6827122 Moderate Con 0.378 Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
India is not sending their best, India is sending their Sh!t.
India is not sending their best, India is sending their Sh!t.
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.5130944
Profanity0.64460015
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.123 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
4:16 you boy you death
4:16 you boy you death
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.10699738
Insult0.40975618
Profanity0.3827387
Threat0.5195707
Severe Toxicity0.25624833
Moderate 0.6827122 Low Con 0.221 Threat Meta_Commentary
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
INDIA- GARBAGE 🗑
INDIA- GARBAGE 🗑
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.69661283
Insult0.6308392
Profanity0.40878695
Threat0.1115629
Severe Toxicity0.5454843
Moderate 0.6827122 Low Con 0.184 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That’s racist white man says Africans has a low IQ of 70 sir get a life!!
That’s racist white man says Africans has a low IQ of 70 sir get a life!!
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.5270482
Profanity0.29209393
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.181 Identity Attack Insult Moral_Argument
Mar 2, 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.