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
30,738 comments · Page 130 of 1230
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done …
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done to them they don’t like it or feel safe then got all sorts or derogatory and racist remarks for these groups. It’s called karma. Ask the Indians about that😂😂😂😂😂😂😂😂😂😂 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.45135358
Profanity0.46460027
Threat0.028897164
Severe Toxicity0.18844056
Moderate 0.5885171 Moderate Con 0.432 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
These are like Fake Jews in New York and very sneaky
These are like Fake Jews in New York and very sneaky
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.48484445
Profanity0.34536663
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.174 Identity Attack Unverified_Claim
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.2801717
Threat0.011094344
Severe Toxicity0.044870634
Moderate 0.5885171 Low Con 0.264 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Poopjit indian are worse
Poopjit indian are worse
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.5678696
Profanity0.39409557
Threat0.06432246
Severe Toxicity0.34977677
Moderate 0.5885171 Low Con 0.196 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
For decade these liberals has with their wokist idiots ideology have destroyed our army. They have gave to Ukraine most of our equipment and $24 billions of dollars of taxes money. Without any referendum or …
For decade these liberals has with their wokist idiots ideology have destroyed our army. They have gave to Ukraine most of our equipment and $24 billions of dollars of taxes money. Without any referendum or accountability or traceability. Zenlesky is under scrutiny for fraud bot still because Russia took over Brookfield nuclear power, they are loosing money so Carney doesn't want to lose his investments. This con carneychio sneaky snake grifter is using our taxes money for his own personal gain with profits to Brookfield. This needs to stop. Ethics commissioner ain't serving Canadian.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.21075934
Insult0.6336687
Profanity0.29209393
Threat0.019918699
Severe Toxicity0.023974609
Moderate 0.5885171 Moderate Con 0.39 Insult Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5208188
Profanity0.40670946
Threat0.010084574
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.46 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
these so called millions of fake indian asylum seekers are anti -india too ..canading governement has screwed up canada ..with illegal migrants , fake students etc ..not india's fault
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5362655
Profanity0.27207452
Threat0.019746035
Severe Toxicity0.1597006
Moderate 0.5885171 Low Con 0.22 Identity Attack Insult Unverified_Claim
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
FREELOADERS, CON-MEN AND SCAMMERS....looking for a free ride on the white man's dime....
FREELOADERS, CON-MEN AND SCAMMERS....looking for a free ride on the white man's dime....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.56997263
Profanity0.19155724
Threat0.029069828
Severe Toxicity0.038593806
Moderate 0.5885171 Low Con 0.222 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Inside Canada's Indian Invasion... · 276: Cluster #275
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of …
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of my country, your disgusting religion and culture is not welcome here. You will not be tolerated by the people. The government may welcome you, the people will not. You'll have to cull the white population in Canada to silence this movement against Muslim immigrants. Worthless people with no humanity, not even for each other, they only care about their religion and nothing else. Calling them human I think at this point is a stretch. My cat has more emotional maturity and regulation then Muslims. Absolutely vile "people".
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.58743036
Insult0.5678696
Profanity0.19524631
Threat0.10389658
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.431 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
The 2 legged cockroaches!!! Time for an extermination!!
The 2 legged cockroaches!!! Time for an extermination!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.08087392
Insult0.5130944
Profanity0.29984993
Threat0.53875744
Severe Toxicity0.23226346
Moderate 0.5885171 Low Con 0.171 Insult Threat
Aug 27, 2025 Why Canadians Are Turning Against …
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026810925
Insult0.191015
Profanity0.67055607
Threat0.009747985
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.441 Fear_Threat
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
8:26 🙄we cant afford babies if we are forced to pay for their brady bunch THATS OUR MONEY THATS OUR TAXES PAYING INVADERS TO GER PREGNANT FOR A LIVING 🤔 WE PAID FOR RGEM TO …
8:26 🙄we cant afford babies if we are forced to pay for their brady bunch THATS OUR MONEY THATS OUR TAXES PAYING INVADERS TO GER PREGNANT FOR A LIVING 🤔 WE PAID FOR RGEM TO BACKSTAB US 🧐 ASIAN 10:33 ONLY PAY ASIANS TO PUSH US OUT OF MY HOOD AND NY COUNTRY😢😢😢
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.37960073
Profanity0.2564132
Threat0.34804323
Severe Toxicity0.2847981
Moderate 0.5885171 Low Con 0.29 Identity Attack Economic_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
Deppoo00rtt all these hindduudo and Sikkhhss back to their dung heap ad make the west whhyiittee again.
Deppoo00rtt all these hindduudo and Sikkhhss back to their dung heap ad make the west whhyiittee again.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.5935568
Profanity0.47435758
Threat0.34804323
Severe Toxicity0.50234145
Moderate 0.5885171 Low Con 0.158 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.40243408
Profanity0.5711371
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.59 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and …
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and even confirmed by the UNHCR , and that we have no data for their criminal record and they create lot of crimes and when its in their advantage all one them goes for holidays in Syria " while its supposed to be dangerous" Canada opposed on returning them . Hahah stupid government I think I will support these fraudulent indian lol * nah I dont support them * but you need to be fair , you dont wanna take those Syrians no country wanted them and you dont want Lebanon to return them
IRCC Names India in Study Permit Fraud | … · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.32476485
Insult0.6308392
Profanity0.22562476
Threat0.0824309
Severe Toxicity0.023076924
Moderate 0.5885171 Constructive 0.55 Insult
Sep 29, 2025 IRCC Names India in Study …
how to fix the world, nuke india, nuke pakistan, jail every globalist
how to fix the world, nuke india, nuke pakistan, jail every globalist
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.35016364
Profanity0.2761231
Threat0.54744303
Severe Toxicity0.35368225
Moderate 0.5885171 Low Con 0.12 Identity Attack Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We Canadians are screwed! 😢
We Canadians are screwed! 😢
Why Canadians Are Turning Against Immigrants. · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5129801
Profanity0.44133487
Threat0.00933372
Severe Toxicity0.0394905
Moderate 0.5885171 Moderate Con 0.388 Insult Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way life . where are these scam artists liberals need to find them and deport them now . I am so very angry with this government for what they have done to country of ours .the biggest problem is that has been going since the 70s . there are more violent crime in since the liberals brought these east indians here . the catch and release program with them is not working they get bail leave jail head right to an international and leave the country with no punishment what so ever . more than likely returning under a different name .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.4044591
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.443 Insult
Oct 13, 2025 IRCC Names India in Study …
Dude on the bike was too fucking funny!
Dude on the bike was too fucking funny!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.24767025
Profanity0.73341435
Threat0.011068452
Severe Toxicity0.044870634
Moderate 0.5885171 Moderate Con 0.336 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.5678696
Profanity0.35848376
Threat0.010705971
Severe Toxicity0.023364257
Moderate 0.5885171 Moderate Con 0.378 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Racist youtuber
Racist youtuber
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.39870077
Insult0.44802538
Profanity0.2761231
Threat0.025098583
Severe Toxicity0.05025077
Moderate 0.5885171 Moderate Con 0.414 Meta_Commentary
Feb 15, 2026 3 likes Inside Canada's Indian Invasion...
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist …
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist af .
Inside Canada's Indian Invasion... · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.47384647
Profanity0.3813392
Threat0.020091362
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.262 Moral_Argument
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.