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: "Y'all as an Indian I …" 14 comments
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever …
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever shits y'all want. And ya ofc you incompetent white f*cks are gonna make a hero out of that mf. Someone says good about Indians and y'all have your ass burning. Keep crying, incompetent assholes.
Identity Attack0.6487889
Insult0.8634578
Profanity0.8690192
Threat0.5195707
Severe Toxicity0.6127218
Toxic 0.93383175 Moderate Con 0.318 Identity Attack Insult Threat Moral_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
6:46 holy shit y'all a Indian women who knows the driving rules and follows them. That's a unicorn y'all
6:46 holy shit y'all a Indian women who knows the driving rules and follows them. That's a unicorn y'all
Identity Attack0.5203519
Insult0.5130944
Profanity0.7092837
Threat0.038911607
Severe Toxicity0.42874086
Toxic 0.8540474 Moderate Con 0.422 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the 1st place? There in lies the answer. You people that use/abuse/neglect/ mistreat/ Canadian hospitality are trash, worthless lying scum sucking pukes! Regardless of what Canadian governments say, we will just fine w/o taking criminals,scumbags, worthless pieces of shit. Growing a more populous environment is useless. We don't need more people, we need the people here and now to just do there share in making YOUR country respected. If you cant oblige to that simple respect, GTFO.
Identity Attack0.5135796
Insult0.71120167
Profanity0.57236236
Threat0.04132889
Severe Toxicity0.44787344
Toxic 0.76197964 Moderate Con 0.354 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business …
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business empire with lots of hard work not like you to ask free food and shelters.. so nvr blame any indian for ur stupid decisions... indians are hard workiing more than you they have capacity pay loans and everything... u guys dont have any things.. than y blaming indians or any other countries coz u didnt survive.. soo mind it.
Identity Attack0.46028158
Insult0.5678696
Profanity0.2687007
Threat0.025443908
Severe Toxicity0.031420294
Moderate 0.5716857 Moderate Con 0.474 Insult Solidarity
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else …
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else still left behind competing in an old world and fighting and being indifferent about race still! Yeah Fucc y’all! The Indian people see Brown and sticc to a motive while everyone else fighting! Canadian’s and American’s will doom themselves!
Identity Attack0.5135796
Insult0.46327567
Profanity0.4113413
Threat0.055270568
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.348 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism …
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism stops. Talk about hypocrisy
Identity Attack0.46028158
Insult0.45758462
Profanity0.15195307
Threat0.05753354
Severe Toxicity0.023076924
Moderate 0.4838166 Moderate Con 0.411 Moral_Argument
Feb 24, 2026 Inside Canada's Indian Invasion...
Y u talking like a femboy to the indians😂
Y u talking like a femboy to the indians😂
Identity Attack0.4054415
Insult0.37960073
Profanity0.24147889
Threat0.0101363575
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.243 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Y’all fault for supporting that Indian guy at raptors games
Y’all fault for supporting that Indian guy at raptors games
Identity Attack0.38318536
Insult0.24630153
Profanity0.12991914
Threat0.011560392
Severe Toxicity0.021806452
Moderate 0.37751234 Moderate Con 0.318
Dec 29, 2025 Inside Canada's Indian Metropolis (Brampton)
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's …
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's not a threat nor do I want that to happen, but if you pay attention to the signs we are at the point where mustache man went to Vienna and saw what he saw. What comes next is a vote for mustache man's 2.0, in 5-10 years, then a movement to expel the Indians, then comes the countries to go to war with over the expulsion, it's going to be 6 million all over again, but that's history... Which no one wants to look at.
Identity Attack0.36702603
Insult0.1662211
Profanity0.11230402
Threat0.108496375
Severe Toxicity0.017674843
Moderate 0.3140926 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop …
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop it.., but as of youn who's making content on india just to get views,.. you shouldn't be trolling india tho.. you could respect it :)
Identity Attack0.27340925
Insult0.10587067
Profanity0.09992486
Threat0.017328756
Severe Toxicity0.012283325
Low Tox 0.25462922 Constructive 0.703 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle …
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle class families trying to get by and provide their kids and families a bright future. Without the indian immigrants coming to this city what would it even be? You have families living in million dollar+ houses, working, owning business, giving good futures and opportunities for their children but y'all mad cause they are Indians who are doing this. If they were white people instead would be calling Brampton a success story then? If 75 percent of the population is south asian, OF COURSE you will see south asian workers, south asian restaurants, grocery stores (JUST LIKE ANY OTHER COMMUNITY). You only see this issue online because the people who actually live in these areas have absolutely no issue with the city. They're mad they can't progress in their own lives and use cities like Brampton as a scapegoat for their own problems. It just doesn't make sense to me how so many people have an issue with Brampton when they don't even know what it is like.
Identity Attack0.2795294
Insult0.11616662
Profanity0.0887236
Threat0.008634649
Severe Toxicity0.009613037
Low Tox 0.24924077 Constructive 0.784 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Y'all as an Indian I am extremely sorry for the lack of civic sense we export throughout the world. But, I can't ignore the blatant racism in the comments. Every country has it's spectrum of …
Y'all as an Indian I am extremely sorry for the lack of civic sense we export throughout the world. But, I can't ignore the blatant racism in the comments. Every country has it's spectrum of people. India unfortunately has the problematic one's more than the unproblematic one's. I would implore you guys to visit upstate Gurugram, Hyderabad, Bengaluru and the north east. Maybe that will change your view on India and Indians
Identity Attack0.15731181
Insult0.06921569
Profanity0.037904397
Threat0.00933372
Severe Toxicity0.005531311
Low Tox 0.18174082 Constructive 0.757 Personal_Narrative
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who …
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who came in her 20’s, and obv my grandparents. brampton is genuinely just india, not canada. i don’t get y brampton js attracts every single travelling desi. my grandparents came to canada for a modern, safer world to raise and wtv, so whats the point lmao. 🫩✌️
Identity Attack0.11280017
Insult0.061101943
Profanity0.06796519
Threat0.006641001
Severe Toxicity0.0062179565
Low Tox 0.17458448 Constructive 0.597 Personal_Narrative
Feb 6, 2026 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.