Skip to content
Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# 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
Active: "It's a shame that you …" 153 comments · Page 2 of 7
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Shame on indian people
Shame on indian people
Identity Attack0.6458014
Insult0.4339631
Profanity0.26631543
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.275 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This …
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This is Canada. All of these huge demonic creatures with multiple hands and feet need to be TAKEN DOWN. The Canadian flag is the only flag that should be flown high. Shame on the liberal government for allowing this to happen.
Identity Attack0.55044734
Insult0.56997263
Profanity0.26555094
Threat0.18913531
Severe Toxicity0.16960317
Moderate 0.60152835 Moderate Con 0.348 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work …
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work hard. Shame
Identity Attack0.18158256
Insult0.6308392
Profanity0.2298641
Threat0.008556974
Severe Toxicity0.019998873
Moderate 0.5885171 Moderate Con 0.362 Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Identity Attack0.04203484
Insult0.65129566
Profanity0.14842765
Threat0.012233571
Severe Toxicity0.02296847
Moderate 0.5885171 Low Con 0.243 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Why are we allowing them? They come to our country just to trash it like they do back in India? Shameful
Why are we allowing them? They come to our country just to trash it like they do back in India? Shameful
Identity Attack0.58354634
Insult0.48675314
Profanity0.20808282
Threat0.018192071
Severe Toxicity0.12809667
Moderate 0.5716857 Low Con 0.274 Identity Attack
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
You know, we in the US used to resent Canada because they seemed kinder and more generous. We were jealous of that. Americans seemed harsher and greedy. Now I feel very sorry for Canadians. It …
You know, we in the US used to resent Canada because they seemed kinder and more generous. We were jealous of that. Americans seemed harsher and greedy. Now I feel very sorry for Canadians. It is already a seriously divided country . And it looks like if they continue with generosity to these immigrant hordes they are going to be overwhelmed . What a shame!! Such nice caring people. They are being fleeced and are beginning to look foolish
Identity Attack0.4006267
Insult0.6120431
Profanity0.15635987
Threat0.0084793
Severe Toxicity0.02167734
Moderate 0.568186 Constructive 0.612 Insult
Mar 18, 2019 6 likes How much do refugees and …
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people …
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people they have let in, they aren't looking for peace they are looking for power EVEIL power, please ask the LIBERALS Why they are here, and when getting a job WHAT HAPPENED to CANADIANS FIRST, Canada I doomed, doomed if you are in your 20's 30's you may still experience the hate, they already speak their own language, refusing to speak English, refusing to serve people who are different from them, Canada is letting in selfish ignorant people, everything we Canadians say or ask them to is discrimination, they dress their way they run businesses their way, just like in their country, AND WHY ? because the Canadian government is weak, they can't defend the country or it's people shame on this Liberal government, they totally suck.
Identity Attack0.55044734
Insult0.5130944
Profanity0.27274927
Threat0.13313138
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.457 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
They have Raped this Country n made it Khalistani nation.... Shame
They have Raped this Country n made it Khalistani nation.... Shame
Identity Attack0.57150364
Insult0.563347
Profanity0.40929472
Threat0.44185185
Severe Toxicity0.50703704
Moderate 0.56269526 Low Con 0.208 Identity Attack Insult
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
Identity Attack0.28034934
Insult0.40243408
Profanity0.22663295
Threat0.03718498
Severe Toxicity0.02491361
Moderate 0.5559701 Moderate Con 0.385 Meta_Commentary
Feb 17, 2026 3 likes Inside Canada's Indian Invasion...
Kalestanians who do u think u are u are not canadians and u just invaded our country and took.over u need to get out u are all illegals taking all of our resources country and …
Kalestanians who do u think u are u are not canadians and u just invaded our country and took.over u need to get out u are all illegals taking all of our resources country and culture shame on u for taking away from canadians country plus we are fed up u need to get out
Identity Attack0.57150364
Insult0.4810288
Profanity0.08290444
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.302 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Shameful Indians who are misusing the Canadian Visa system
Shameful Indians who are misusing the Canadian Visa system
Identity Attack0.57150364
Insult0.47384647
Profanity0.16031636
Threat0.010887212
Severe Toxicity0.024960563
Moderate 0.54823303 Low Con 0.216 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
Identity Attack0.54996765
Insult0.5678696
Profanity0.29456177
Threat0.33609006
Severe Toxicity0.35368225
Moderate 0.54325575 Moderate Con 0.331 Identity Attack Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Identity Attack0.27914262
Insult0.5543018
Profanity0.078378424
Threat0.008634649
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.15 Insult Humor_Satire
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
Deport them all!! If they can’t live the Canadian culture, then they need to get out, enough with them taking over and spewing hatred and violence. So sick of this. Canada has false leaders governing …
Deport them all!! If they can’t live the Canadian culture, then they need to get out, enough with them taking over and spewing hatred and violence. So sick of this. Canada has false leaders governing this country…it’s a shame, such evil crawling around. The goal for all these immigrants is to take control of all the countries they migrated to…enough is enough!!!🛑
Identity Attack0.5039629
Insult0.5015486
Profanity0.0913099
Threat0.15434735
Severe Toxicity0.024678862
Moderate 0.53579444 Moderate Con 0.323 Identity Attack Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
I don’t like it All peoples India are lied bad record private crimes 🇮🇳 millions immigration moved to all Canada and but India 🇮🇳 still hate against all peoples s own born in Canada here …
I don’t like it All peoples India are lied bad record private crimes 🇮🇳 millions immigration moved to all Canada and but India 🇮🇳 still hate against all peoples s own born in Canada here all Canada govt are weak shame
Identity Attack0.5075293
Insult0.49389273
Profanity0.12220735
Threat0.014048163
Severe Toxicity0.02449106
Moderate 0.52272606 Moderate Con 0.468 Identity Attack Unverified_Claim
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new …
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new immigrants are trying to change the country to suit themselves. 🇯🇲🇨🇦
Identity Attack0.34649673
Insult0.46923602
Profanity0.4862434
Threat0.010188141
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.583
Aug 25, 2025 40 likes Why Canadians Are Turning Against …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
This minister should be deported she is a shame to the country
This minister should be deported she is a shame to the country
Identity Attack0.07921951
Insult0.5145894
Profanity0.14578357
Threat0.06755528
Severe Toxicity0.02116089
Moderate 0.5024724 Low Con 0.224 Insult Call_To_Action
Dec 9, 2025 Thousands of refugees allowed into …
That was such an ignorant comment about Muslims and Africans. As an Egyptian Muslim who has lived in Canada for five years, I’ve found most Canadians to be incredibly friendly. It’s a shame to hear …
That was such an ignorant comment about Muslims and Africans. As an Egyptian Muslim who has lived in Canada for five years, I’ve found most Canadians to be incredibly friendly. It’s a shame to hear such rhetoric when a significant portion of the workforce and healthcare system , the people serving Canadians every day, are Muslim and/or African.
Identity Attack0.50515443
Insult0.4810288
Profanity0.055940874
Threat0.007029374
Severe Toxicity0.017997624
Moderate 0.4826145 Constructive 0.773 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
shameful what the politicians have done to Canada and USA and Europe. If white people are so racist, why do they all come to white countries.
shameful what the politicians have done to Canada and USA and Europe. If white people are so racist, why do they all come to white countries.
Identity Attack0.55044734
Insult0.38852
Profanity0.06395709
Threat0.008893564
Severe Toxicity0.021031776
Moderate 0.47886392 Low Con 0.3 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
I can't wait to move out of this cesspool called Brampton. As a resident for 20 years, I can confirm it's the sh*t stain of Canada. Shame on the liberal government and their voters for …
I can't wait to move out of this cesspool called Brampton. As a resident for 20 years, I can confirm it's the sh*t stain of Canada. Shame on the liberal government and their voters for letting this happen. The way things are going, all of Canada will look like Brampton in the next 10 years or less.
Identity Attack0.2331515
Insult0.44464502
Profanity0.4381921
Threat0.013476364
Severe Toxicity0.023223408
Moderate 0.47323486 Moderate Con 0.44 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. …
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. Shame on you
Identity Attack0.43256098
Insult0.4339631
Profanity0.094219476
Threat0.058503386
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.308
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
This place was once a quaint, friendly, prospering town full of bright optimism. Now it is a filthy third world cesspool ridden with crime and societal problems. What a shame for the honest residents who …
This place was once a quaint, friendly, prospering town full of bright optimism. Now it is a filthy third world cesspool ridden with crime and societal problems. What a shame for the honest residents who could not escape over the years and must now endure hell.
Identity Attack0.2803029
Insult0.47273466
Profanity0.29209393
Threat0.044602267
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.491 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.