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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

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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.

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Active: "Indians are more annoying than …" 22 comments
The guy on the bike was actually disgusting./. To say that Africans have low intelligence is INSANE!! And for you the creator of this content laughing like an asshole is equally annoying. Yt ppl need …
The guy on the bike was actually disgusting./. To say that Africans have low intelligence is INSANE!! And for you the creator of this content laughing like an asshole is equally annoying. Yt ppl need to understand they are not superior they are not smarter than anyone else. I have my own issues with Indians because many of them are racist towards blacks but they have the right to be whenever they want. Yt ppl are the problem!!!!! Unfollowing this dumb ass page.
Identity Attack0.57150364
Insult0.7497506
Profanity0.68353343
Threat0.08856395
Severe Toxicity0.45895407
Toxic 0.88599813 Moderate Con 0.483 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
Identity Attack0.7895903
Insult0.6798578
Profanity0.41194582
Threat0.05236103
Severe Toxicity0.35368225
Toxic 0.8364697 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I am from India but it's fcuking annoying to see people spent thousands of dollars just to go to Canada and working there as a taxi driver or as a waiter in fast food joints. …
I am from India but it's fcuking annoying to see people spent thousands of dollars just to go to Canada and working there as a taxi driver or as a waiter in fast food joints. Same fcuking indian mindset of culture takeover
Identity Attack0.58354634
Insult0.4986907
Profanity0.7466957
Threat0.011793415
Severe Toxicity0.35004315
Toxic 0.743089 Constructive 0.525 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indians are more annoying than even the jews due to numbers. Ugh.
Indians are more annoying than even the jews due to numbers. Ugh.
Identity Attack0.6649212
Insult0.48313886
Profanity0.29209393
Threat0.013113883
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
as an indian, many indians are annoying and weird af
as an indian, many indians are annoying and weird af
Identity Attack0.6007182
Insult0.5423875
Profanity0.3351773
Threat0.012958534
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.379 Identity Attack Insult Identity_Assertion
Jan 27, 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.
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...
Message to all Indian students: You don't talk loud on the train in the quite zone area! If you could read the signs, you should understand and follow it! you are all annoying!
Message to all Indian students: You don't talk loud on the train in the quite zone area! If you could read the signs, you should understand and follow it! you are all annoying!
Identity Attack0.40255263
Insult0.5130944
Profanity0.16031636
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.408 Insult Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
In general I have no beef with Indians, but their accent is annoying af, and their expectation of making you work 16 hours a day because they used to work in a sweatshop has no …
In general I have no beef with Indians, but their accent is annoying af, and their expectation of making you work 16 hours a day because they used to work in a sweatshop has no place here.
Identity Attack0.48915586
Insult0.40243408
Profanity0.22572558
Threat0.010214032
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.502 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
as a Canadian i can confirm that Indians are literally taking over this country. i swear every year the Indian population doubles/triples. the thing that is frustrating about it is that they don't try and …
as a Canadian i can confirm that Indians are literally taking over this country. i swear every year the Indian population doubles/triples. the thing that is frustrating about it is that they don't try and adapt to the culture at all. its really annoying because if you mention anything about it you are just labeled a racist.
Identity Attack0.48990932
Insult0.34548226
Profanity0.072882555
Threat0.009048914
Severe Toxicity0.01935331
Moderate 0.42349213 Moderate Con 0.497 Fear_Threat
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
This is insane...I'm indian and I'll be honest illegal immegration is soo annoying and literally ruins the name of the whole country....hopefully people get educated and act smarter
Identity Attack0.3780483
Insult0.24928534
Profanity0.14578357
Threat0.011275585
Severe Toxicity0.02167734
Moderate 0.3827457 Constructive 0.58 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes …
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes annoying.
Identity Attack0.41975367
Insult0.24767025
Profanity0.13961408
Threat0.0104988385
Severe Toxicity0.017868511
Moderate 0.36095104 Constructive 0.653
Jan 27, 2026 Inside Canada's Indian Invasion...
indian people are either the nicest people you meet or the most annoying.
indian people are either the nicest people you meet or the most annoying.
Identity Attack0.36733335
Insult0.17486192
Profanity0.1184936
Threat0.00756015
Severe Toxicity0.0128976675
Moderate 0.3281604 Moderate Con 0.354 Identity_Assertion
Jan 27, 2026 5 likes Inside Canada's Indian Metropolis (Brampton)
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect …
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect places and customs and the other part of the group who dont contribute to that tomfoolery also get blamed for the actions of the inconsiderate few .PEOPLE, RESPECT THEIR COUNTRY AND THEY WILL RESPECT US its really not that hard
Identity Attack0.2846865
Insult0.24928534
Profanity0.07126612
Threat0.007365964
Severe Toxicity0.0126394415
Moderate 0.32236105 Constructive 0.649
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or racist but I’ve gone to India many times and there everyone is in Canada or something but when they get there they treat it like India, like if ur gonna go to a different country at least respect them . India is a beautiful country with good food it’s just that some (keyword some) people are disrespectful most Indians are like this because of stereotypes so they sometimes feel angry so then they try to get revenge. I’m not saying everyone is like this but I had to get it out because I’m starting to feel annoyed with Indians and other people, Indians also say that the uk stole from them so they are stealing back but that was only uk and only the government not the people. What u see on screens is not actually what India looks like on behalf of the Indian community I would like to say I’m sorry to everyone and every country we have taken over just know not everyone is like this only the Indians who have a ego and think they are better , sorry Canada, America, Australia and any other country
Identity Attack0.33352965
Insult0.17486192
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017029278
Low Tox 0.295883 Constructive 0.774 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at them to shut up. ME: She prob just wanted silence my gawd. Loud speaker phones, no sense of respect for the park....like come on. Give the lady some peace. its so disrespectful... I dont recall growing up being so annoyed with noise pollution. Even speaker phones on trains WTH
Identity Attack0.27759558
Insult0.16817254
Profanity0.11354194
Threat0.011042561
Severe Toxicity0.011291504
Low Tox 0.29039988 Constructive 0.683
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be allowed to just up and leave in the millions to any country they want too
Identity Attack0.2831485
Insult0.11616662
Profanity0.08064143
Threat0.010188141
Severe Toxicity0.0119018555
Low Tox 0.2854971 Constructive 0.515 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Not Canada per se, but baised on my coworkers even the Indians have Indian fatigue now. Especially with the older skilled Indians workers who have aasemulated into the country and came here the honest way. …
Not Canada per se, but baised on my coworkers even the Indians have Indian fatigue now. Especially with the older skilled Indians workers who have aasemulated into the country and came here the honest way. They're always complaining how it's now so easy to get into the country, with relaxed polices and poor vetting and how these newer influxes do not like to assemulate into their new country, and bring their bad practices over here. And annoyed why are importing non skilled workers when locals are struggling for jobs, describing why we do not need more Uber drivers and mc donalds workers. They're were telling me there's recently been a large influx buying their degrees for like $10k and getting here on skilled visas without thorough checks. because of relaxed policies as a result of our majority of young skilled citizens here leaving the country in record numbers since COVID.
Identity Attack0.28034934
Insult0.16751462
Profanity0.052183274
Threat0.009981008
Severe Toxicity0.009651184
Low Tox 0.26293078 Constructive 0.772
Jan 27, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have …
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have a common ground. Despite preaching 'World is one family' we aren't really inclusive.We like to be the frog of the well & those who does they usually act entitled or annoying. As a Bengali Indian that's what I observe after past 3 years of living in Dubai where Indian immigrants make 40% of it's population.
Identity Attack0.2783691
Insult0.082866095
Profanity0.07320584
Threat0.009566744
Severe Toxicity0.00831604
Low Tox 0.21642438 Constructive 0.706 Personal_Narrative
Nov 3, 2025 Inside Canada's Indian Metropolis (Brampton)
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was …
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was annoyed that there were so many chinese where i lived (Richmond, iykyk) but they never really did anything to wrong me. As i grew up i realized they just mind their own business and stay out the way, and generally let their children be pretty liberal (other than the studying). Now, I absolutely LOVE the chinese compared to all the damn indians. There isn't a trend of chinese buying business' then only hiring other chinese. (idk how indians get away with only hiring indians). The indian kids are rude AF usually, tons of wannabe gangsters, TONS of indian gang crime. . And the worst? the ones that live in brampton and surrey treat it like india. THEY treat YOU like a foreigner. I hate em. I just dont understand why immigrants cant just atleast learn the language and customs
Identity Attack0.17925262
Insult0.06634661
Profanity0.08775374
Threat0.0091524795
Severe Toxicity0.0077438354
Low Tox 0.17891699 Constructive 0.676 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.