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 just doesn’t make sense …" 17 comments
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the problem for all of this. Lack of assimilation, lack of civic sense, lack of fucking common sense. Of course this makes my blood boil. But what I'm genuinely tired of? The endless discrimination. I've lost count how many people profile me or treat me like garbage until we have a 20 second conversation, they hear my accent and I watch in real-time as their body language and frown disappears. It's like watching racism disappear like a light switch. So let me ask all of you a question - how should people like myself, born and raised here handle this? It doesn't end. Everyday, there's a new comment from a new person, another racial slur, another person throwing a bottle at me from their car as I'm walking, another passerby getting aggro at me for no reason, another form of insanity. How should regular people like myself handle this or deal with this? No trolling.
Identity Attack0.44690517
Insult0.42567953
Profanity0.5188411
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.4977744 Constructive 0.741 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they …
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they have better health care than I do as a Canadian who has contributed for years.
Identity Attack0.02821777
Insult0.5543018
Profanity0.09001675
Threat0.012078222
Severe Toxicity0.01322045
Moderate 0.4838166 Moderate Con 0.457 Insult Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Y’all areeeee so racist, it doesn’t even make sense.
Y’all areeeee so racist, it doesn’t even make sense.
Identity Attack0.293411
Insult0.43450394
Profanity0.22321637
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.4826145 Low Con 0.201 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s …
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s culture is mass shootings, Pedophilia and rape also (see how that doesn’t actually make sense) . And secondly Canada had more rapes per 100,000 than a lot of countries in Africa so I guess it’s Canadian culture too 🤷🏽‍♀️
Identity Attack0.44690517
Insult0.4378843
Profanity0.2258264
Threat0.13245705
Severe Toxicity0.031420294
Moderate 0.47886392 Constructive 0.516 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
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...
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Why do they say we have one of the largest populations in the world. When their own country can't help the population with jobs, affordable housing, medical care, transportation system, over crowding due to population …
Why do they say we have one of the largest populations in the world. When their own country can't help the population with jobs, affordable housing, medical care, transportation system, over crowding due to population spike, overall provide better living back home. Yet every one of them tries to leave for other countries in the world for a better life. Then why grow the population so rapidly fast! Never understood that part. On the flip side sure grow your population if your country provides better life in terms of all those necessities. But pretty much other countries are baby sitting and raising them yet they brag were the second largest population. Doesn't make sense to brag about that!
Identity Attack0.04177703
Insult0.04090862
Profanity0.023721304
Threat0.007340072
Severe Toxicity0.0032806396
Low Tox 0.11202335 Constructive 0.731 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent …
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent from Europe and Asia as well. But the USA doesn’t want this to happen, so these propaganda channels are becoming active. Look at the timing of this video. Keep in mind that the most brilliant minds from Asia, Europe, and even your own country are working for Canada that’s why companies are recruiting them so assuming they have no civic sense doesn't make sense . At the same time, you must be able to identify the moles among them. Trudeau has already given authority to an alleged Indian terrorist within his regime. A wise decision is needed for your country's growth
Identity Attack0.050671257
Insult0.039444692
Profanity0.019143965
Threat0.0074306927
Severe Toxicity0.002861023
Low Tox 0.11129999 Constructive 0.531 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become …
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become a Canadian? A significant portion of people living in Canada are first/second/third generation Canadians and so, how do we classify these people, are they immigrants or are they not? And what of their parents/grandparents who immigrated, are they? It's very important to note that without their ancestor parents, all these first/second/third gen Canadians will not be here and they are now 'Canadians' today because we had pro-immigration laws. Also, the idea of accessing services is by itself, very problematic. I spent the first 4 years of my life here paying high tuition fees as well as tax that are used to subsidize fellow Canadians' tuition fees yet I'm not able to access any government services. Following graduation, I worked as a worker on visa where my tax was no less than an average Canadian yet government services were very much inaccessible to me. It was only after I became permanent resident, that somehow everything suddenly became available to me. I have been tax paying 6-7 years before I became a PR here yet all those years, I wasn't able to access a single thing yet somehow, after I became PR, I'm eligible for everything? The tax argument doesn't make sense at all. I will be eligible to apply for citizenship in like a year and does that mean now I am one of you, Canadians?
Identity Attack0.060220852
Insult0.025155678
Profanity0.012926984
Threat0.006861079
Severe Toxicity0.002002716
Low Tox 0.08320791 Constructive 0.865
Oct 25, 2017 4 likes How much do refugees and …
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers …
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers actually being valued and needed instead of competing for not even enough jobs? Oooh, so scary. Whatever they thought would happen, I don't see how it could have been worse than what we have now. How is getting millions of Tim Hortons and Walmart workers helping the aging population? It doesn't. The explanations don't make sense. 9:25 bs!!! How could they possibly think this? Their position is that since there was a population explosion in the 40's, now every future generation has to explode their population as well, or else there will be too many old people? Come on. It's too ridiculous to take seriously. Now since the rate isn't the same as the 40's they decide let's just import from countries that are massively over populated.... and become more like them. Like... NO!!! This is not what I want from life or for our world.
Identity Attack0.009434453
Insult0.03312982
Profanity0.020032106
Threat0.0071199946
Severe Toxicity0.0022602081
Low Tox 0.08320791 Constructive 0.71 Policy_Critique
Sep 24, 2025 1 likes Why Canadians Are Turning Against …
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border …
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border IN the WORLD! It makes sense for smugglers to use a different means for entry once the previous method gets controlled. I hope the US government is paying attention and doesn’t turn a blind eye to our northern border like they did with our Mexican border.
Identity Attack0.042550452
Insult0.023028618
Profanity0.010894509
Threat0.0064597605
Severe Toxicity0.0014781952
Low Tox 0.07687678 Constructive 0.612 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
This doesn’t make sense. Carney is a liberal so why is this even happening?
This doesn’t make sense. Carney is a liberal so why is this even happening?
Identity Attack0.008250522
Insult0.023608726
Profanity0.01309778
Threat0.0063108844
Severe Toxicity0.0010919571
Low Tox 0.048594624 Low Con 0.271 Question
Dec 24, 2025 Deportations From Canada at Their …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …

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.