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: "I agree with a lot …" 16 comments
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby …
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby with goverment, goverment agrees because of international competativeness..... and bamm 1 family turns in to, 2 into 10, into 20 etc. But no body is holding companies responsible, and the people who live there are getting f*cked but not by the immigrants, its the businesses in their own country that lobbied like a mf to get these people here.
Identity Attack0.14233272
Insult0.4710501
Profanity0.39670458
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.536 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. …
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. You can't operate on their app without being vetted and if he saw someone using someone else's uber he should report their ass ASAP. Assimilation is cultural difference is a real problem I agree but a lot of Immigrants are hardworking law abiding people.
Identity Attack0.11512129
Insult0.26957804
Profanity0.39409557
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.854
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted …
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted just because I am white and the crime doesn't rise. I actually would like it and have expressly wanted to be in areas of the city without other white Canadians. That's boring.
Identity Attack0.46028158
Insult0.17486192
Profanity0.060951006
Threat0.010705971
Severe Toxicity0.012130737
Moderate 0.37073207 Constructive 0.771 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Identity Attack0.3895355
Insult0.34237885
Profanity0.104876526
Threat0.009100696
Severe Toxicity0.013801457
Moderate 0.3666224 Constructive 0.62 Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them …
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them so congratulation canada government of india agreed to take back all illegal immigrant
Identity Attack0.33352965
Insult0.15769513
Profanity0.02303812
Threat0.009540852
Severe Toxicity0.00793457
Low Tox 0.2922276 Moderate Con 0.423 Unverified_Claim
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian born Chinese guy, i couldn't agree more with the people who said they refuse to assimilate. It's honestly embarrassing for people like my parents who immigrated and assimilated properly to Canada many …
As a Canadian born Chinese guy, i couldn't agree more with the people who said they refuse to assimilate. It's honestly embarrassing for people like my parents who immigrated and assimilated properly to Canada many years ago. Same can be said about the mainland Chinese people in Vancouver. Like the whole driving thing...people dont follow the rules and have patience, gee, i wonder where tf that came from, b/c it was never like that when I got my license 20 years ago. Tbh blue coat man was legit a lot like my dad
Identity Attack0.18468912
Insult0.16751462
Profanity0.28708664
Threat0.008362788
Severe Toxicity0.013672344
Low Tox 0.2854699 Constructive 0.751
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
I agree with her points but why do most Conservate MP's have such a mouthy way of explaining their views???? A lot of what she is saying is already taking place.
I agree with her points but why do most Conservate MP's have such a mouthy way of explaining their views???? A lot of what she is saying is already taking place.
Identity Attack0.0036812867
Insult0.056719027
Profanity0.016957775
Threat0.006084333
Severe Toxicity0.0011253357
Low Tox 0.10089093 Constructive 0.625 Policy_Critique
Feb 23, 2026 'We do know that there's …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. We all agree to that.
Identity Attack0.020580608
Insult0.014390918
Profanity0.010587076
Threat0.006925808
Severe Toxicity0.0011873245
Low Tox 0.043399423 Constructive 0.67 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
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 …
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
Identity Attack0.006178642
Insult0.010248893
Profanity0.010057608
Threat0.0060325502
Severe Toxicity0.0006580353
Low Tox 0.019351736 Constructive 0.53 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish …
I agree with Michelle somewhat, but she doesn't need to exaggerate. It will be a lot stronger if she gives just the actual numbers. 80% of claimants are legitimate , it's not 50%. I wish both sides would just stick to facts.
Identity Attack0.0021828737
Insult0.009678889
Profanity0.010296722
Threat0.0063238298
Severe Toxicity0.0005173683
Low Tox 0.014890783 Constructive 0.776 Policy_Critique
Feb 24, 2026 1 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.