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: "Where do we go from …" 2,613 comments · Page 73 of 105
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Identity Attack0.10221587
Insult0.02373764
Profanity0.019758832
Threat0.0068999166
Severe Toxicity0.0024795532
Low Tox 0.10913446 Constructive 0.648
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get …
Go Michelle. Sad how nobody in the Liberal government is trying to solve this massive problem in advance. Why is it the Conservatives need to hound them? Clearly the Liberals need a babysitter to get them to do their jobs
Identity Attack0.018269362
Insult0.04207976
Profanity0.014054239
Threat0.007857903
Severe Toxicity0.0017929077
Low Tox 0.10913446 Low Con 0.205
Sep 30, 2025 IRCC Names India in Study …
11:33 THATS THE ONE I GO TOO!!! ITS ON GORE AND ITS REALLY CLOSE CB
11:33 THATS THE ONE I GO TOO!!! ITS ON GORE AND ITS REALLY CLOSE CB
Identity Attack0.00776955
Insult0.019032324
Profanity0.054437835
Threat0.0116639575
Severe Toxicity0.006904602
Low Tox 0.10870059 Moderate Con 0.415
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Go to surry lol
Go to surry lol
Identity Attack0.0048837173
Insult0.031697463
Profanity0.046922635
Threat0.009540852
Severe Toxicity0.0036621094
Low Tox 0.10870059 Low Con 0.232 Comparative_Framing
Sep 20, 2025 44 likes Inside Canada's Indian Metropolis (Brampton)
Agreed people should practice and adopt their host culture and language or go back to their country and practice the culture.
Agreed people should practice and adopt their host culture and language or go back to their country and practice the culture.
Identity Attack0.06658725
Insult0.025026767
Profanity0.01354185
Threat0.0072235605
Severe Toxicity0.0023460388
Low Tox 0.10870059 Moderate Con 0.435
Aug 25, 2025 Why Canadians Are Turning Against …
They don't like to assimilate everywhere they go.
They don't like to assimilate everywhere they go.
Identity Attack0.046159767
Insult0.024768941
Profanity0.020783609
Threat0.007314181
Severe Toxicity0.0026512146
Low Tox 0.10826672 Low Con 0.271
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Very unfortunate. Hearing now that the Canadian government offers PR papers in different languages. Everywhere you go, you hear every language except for English & French. I want to be living in Canada. And not …
Very unfortunate. Hearing now that the Canadian government offers PR papers in different languages. Everywhere you go, you hear every language except for English & French. I want to be living in Canada. And not China, Japan, India, or the Philippines.
Identity Attack0.10221587
Insult0.025800243
Profanity0.011663092
Threat0.0061749537
Severe Toxicity0.002231598
Low Tox 0.10739898 Constructive 0.575
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported …
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported 10!
Identity Attack0.0543092
Insult0.019999169
Profanity0.012858666
Threat0.009074804
Severe Toxicity0.0024604797
Low Tox 0.10739898 Moderate Con 0.475 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of …
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of others who are poor in the area. That's good religious orgs. A community that cares. Obviously more immigrants from the area is a good thing for relations between India - Canada and other SEA countries. Also, Brampton has been able to generate lots of revenue and wealth. Lots of successful business. Good for Canadian culture as well given we are a multicultural country. Personally, I didn't learn much about India going through school but I am sure there are lots of interesting connections between India and Canada. 😄
Identity Attack0.043581683
Insult0.034341812
Profanity0.028776871
Threat0.009540852
Severe Toxicity0.002861023
Low Tox 0.10739898 Constructive 0.843
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go …
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go back when their Visas expire.
Identity Attack0.039972372
Insult0.03489272
Profanity0.010655395
Threat0.0086087575
Severe Toxicity0.0023937225
Low Tox 0.10739898 Constructive 0.513
Jun 18, 2025 172 likes How Canada broke its immigration …
It takes some wandering cows here and there and there you go.
It takes some wandering cows here and there and there you go.
Identity Attack0.0052166977
Insult0.035774168
Profanity0.022696527
Threat0.008401625
Severe Toxicity0.0026130676
Low Tox 0.10696511 Moderate Con 0.341 Humor_Satire
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant increase in the approval rate of visas for students from India. This turned out to be scam, students did not come to study and go back, it was a backdoor for PR. In addition, a number of Indian students on student visas have committed crimes such as extortion, drug trafficking and killed people on highways as unqualified truck drivers. Lastly, they majority of them lack of consideration for others may it be economically or socially.
Identity Attack0.05976611
Insult0.053205602
Profanity0.02474608
Threat0.0116639575
Severe Toxicity0.0032615662
Low Tox 0.10696511 Constructive 0.552 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …
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 live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Identity Attack0.056582913
Insult0.026058068
Profanity0.012722028
Threat0.007262398
Severe Toxicity0.002298355
Low Tox 0.10653123 Moderate Con 0.494 Identity_Assertion
Nov 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Please go to Epstein Island again and enter that temple, we really want to!
Please go to Epstein Island again and enter that temple, we really want to!
Identity Attack0.021987455
Insult0.021997316
Profanity0.021535112
Threat0.013702838
Severe Toxicity0.0044822693
Low Tox 0.10653123 Moderate Con 0.424 Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
As soon as India starts to thrive they will go back. It’s coming..
As soon as India starts to thrive they will go back. It’s coming..
Identity Attack0.06929302
Insult0.027841117
Profanity0.020920247
Threat0.012751401
Severe Toxicity0.0044441223
Low Tox 0.10653123 Low Con 0.143 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
Go to bohemian grove and mexico ranch owned by epstein
Go to bohemian grove and mexico ranch owned by epstein
Identity Attack0.03894114
Insult0.02708937
Profanity0.02030538
Threat0.007689608
Severe Toxicity0.0029182434
Low Tox 0.10609736 Low Con 0.182 Unverified_Claim
Feb 11, 2026 Inside Canada's Indian Invasion...
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
Watch out Canada you're going to turn into Minnesota. They won't assimilate.
Watch out Canada you're going to turn into Minnesota. They won't assimilate.
Identity Attack0.059311368
Insult0.027218282
Profanity0.012892825
Threat0.009385503
Severe Toxicity0.0024604797
Low Tox 0.10609736 Low Con 0.254
Jan 27, 2026 Inside Canada's Indian Invasion...
This is Trump's fault and our Liberal government is doing their best to fix this mess. Do not worry, everything will be ok. Elbows up everyone, work hard and always trust the liberal government. They …
This is Trump's fault and our Liberal government is doing their best to fix this mess. Do not worry, everything will be ok. Elbows up everyone, work hard and always trust the liberal government. They will solve this problem. All should boycott the USA! Do not buy their products, cars, etc. Do not go there! There industry and healthcare will collapse soon. Canada will win this battle at the end of the day. Trust in Liberal!
Identity Attack0.023193322
Insult0.04149419
Profanity0.012380436
Threat0.008285114
Severe Toxicity0.002298355
Low Tox 0.10566349 Moderate Con 0.461 Call_To_Action
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Good. Let them go home. Bye Bye
Good. Let them go home. Bye Bye
Identity Attack0.009434453
Insult0.028722567
Profanity0.016342908
Threat0.013217449
Severe Toxicity0.0031089783
Low Tox 0.10566349 Moderate Con 0.303 Identity_Assertion
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Thank you so much Tyler! I've been watching you and some others for quite some time. I'm actually here right now on business and have been noticing a bunch of crazy stuff. Keep up the …
Thank you so much Tyler! I've been watching you and some others for quite some time. I'm actually here right now on business and have been noticing a bunch of crazy stuff. Keep up the good work. Thank you so much for showcasing just one of the things going on here in Canada.
Identity Attack0.004920715
Insult0.06337463
Profanity0.020442016
Threat0.0058998563
Severe Toxicity0.0012159348
Low Tox 0.10566349 Constructive 0.692 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
They can all go home now.
They can all go home now.
Identity Attack0.01465176
Insult0.025929155
Profanity0.016172111
Threat0.015429466
Severe Toxicity0.0030899048
Low Tox 0.10566349 Low Con 0.263
Jun 22, 2025 2 likes How Canada broke its immigration …

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.