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: "First time I liked his …" 39 comments · Page 2 of 2
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us …
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us hate the whole community. The gentleman in first half of the video mentioned “They sell among themselves and they live among themselves “, could’ve most probably come from his personal experience which might not have been the best and influenced from the dirty politics. 2nd part of the video shows two gentlemen saying “everyone is welcome”. Maybe it’s high time to break that instinct survival barrier and see if all are welcomed for the free food, belongingness and if they’re paying taxes. Also, not being unaware of the criminals that are there in every community of every society. Should they be the ones holding power to our narrative? Thank you for doing this video and showing both sides! Hope this brings more peace and prosperity in the society and within ourselves.
Identity Attack0.028418748
Insult0.082619295
Profanity0.07611542
Threat0.012803185
Severe Toxicity0.0048828125
Low Tox 0.18079062 Constructive 0.799
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The main fault lies with the Cdn.system of allowing these dubious ‘ students ‘ from some countries like India , who were allowed into Canada with fraudulent documents & intentions. These so called students, have …
The main fault lies with the Cdn.system of allowing these dubious ‘ students ‘ from some countries like India , who were allowed into Canada with fraudulent documents & intentions. These so called students, have no intention to study in Canada in the first place but to use the opportunity to work illegally under the umbrella of being students.! The Cdn.authorities involved have to wake up to this reality of fraudulent intentions more seriously now as the situation is becoming more problematic in the near future. This is the time to start rounding up these supposedly ‘ students’ , similar to the ICE campaign of deportation of aliens back to their countries , ASAP.!
Identity Attack0.07673789
Insult0.082619295
Profanity0.019007329
Threat0.0076507707
Severe Toxicity0.0032806396
Low Tox 0.165053 Constructive 0.503 Unverified_Claim
Oct 11, 2025 1 likes IRCC Names India in Study …
Happiness and joy are largely natural e. first time you hold your baby child/grandchild/niece/nephew etc. No one ever taught you to feel what you did in that moment. Hate and bigotry are learned. From family, …
Happiness and joy are largely natural e. first time you hold your baby child/grandchild/niece/nephew etc. No one ever taught you to feel what you did in that moment. Hate and bigotry are learned. From family, school, friends, TV (hello Fox News), internet (influencers, comments made by others). Hatred and bigotry also require work and effort. To maintain your hatred, you need to apply an effort. Like building a fire. Once it begins to start, need to add sticks, wood etc. Not the case with happiness and joy
Identity Attack0.018068384
Insult0.07333439
Profanity0.026044132
Threat0.009540852
Severe Toxicity0.0041770935
Low Tox 0.16098402 Constructive 0.62
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k. Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k. Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority. Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew. 4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating. Asshole content creators. Reported.
Identity Attack0.051808115
Insult0.059061307
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.0033569336
Low Tox 0.1269396 Moderate Con 0.466 Policy_Critique
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
Identity Attack0.0102854045
Insult0.06267534
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0018310547
Low Tox 0.112643376 Constructive 0.674 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even …
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even exaggerating. If I forgot where I was, I would think I was in India. There are so many Indian restaurants around me. The area I live in is actually a nice newly built area (over the past 5 years.) It wasn't like this when I first moved to this area.
Identity Attack0.10221587
Insult0.02212623
Profanity0.027137227
Threat0.0076119336
Severe Toxicity0.0031852722
Low Tox 0.10175867 Constructive 0.658 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
Identity Attack0.016058605
Insult0.015872927
Profanity0.013644327
Threat0.006925808
Severe Toxicity0.0013828278
Low Tox 0.037577134 Moderate Con 0.39 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …

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.