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: "Is it possible that this …" 112 comments · Page 4 of 5
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better …
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better than everybody. I think it's possibly remnants of living with a caste system, even though it was supposedly banned I think it's still a big part of their culture.
Identity Attack0.10815793
Insult0.030595649
Profanity0.050429728
Threat0.009307829
Severe Toxicity0.0045204163
Low Tox 0.11336674 Constructive 0.67 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
These colleges should be shut down, and the determined names should be sent out. Plus, I saw a house that has 12-15 people in it? Was that even possible? Some doesn’t speak English. It’s just …
These colleges should be shut down, and the determined names should be sent out. Plus, I saw a house that has 12-15 people in it? Was that even possible? Some doesn’t speak English. It’s just puzzling? How did they get here in the first place? Well in the first place? You need to have a good ielts score, money to provide for yourself? It’s just mind boggling that these are happening? Right under in the governments noses.
Identity Attack0.0075845607
Insult0.04207976
Profanity0.021876704
Threat0.009463178
Severe Toxicity0.0025177002
Low Tox 0.11171334 Moderate Con 0.484
Nov 8, 2025 1 likes IRCC Names India in Study …
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, …
New Zealand used as a back door entry into Australia. Go to NZ then come to Australia on tourist, student, work visa. Big scandal in Oz with possibly thousands of fake qualifications in medicine, engineering, IT etc.
Identity Attack0.048995655
Insult0.03588435
Profanity0.012926984
Threat0.007249452
Severe Toxicity0.0022888184
Low Tox 0.11150667 Moderate Con 0.363 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should …
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should be able to speak a certain standard of Italian.
Identity Attack0.10221587
Insult0.029273475
Profanity0.014566627
Threat0.0069905366
Severe Toxicity0.0025177002
Low Tox 0.1104733 Constructive 0.582
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
And Dental benefits. $2000 each year at 100% after May 1st changes to 70% . Most of the working middle class does not get benefits like that. 😂 How is possible that war refugees can …
And Dental benefits. $2000 each year at 100% after May 1st changes to 70% . Most of the working middle class does not get benefits like that. 😂 How is possible that war refugees can go back home for visit at least 1 per year and I can not afford any?
Identity Attack0.038167715
Insult0.029934563
Profanity0.017572641
Threat0.006647474
Severe Toxicity0.002155304
Low Tox 0.103494145 Constructive 0.601 Economic_Argument
Feb 25, 2026 'We do know that there's …
Bro go all the way and actually try crossing illegally n document it if possible. That would be awesome
Bro go all the way and actually try crossing illegally n document it if possible. That would be awesome
Identity Attack0.022791367
Insult0.021610579
Profanity0.014156717
Threat0.00951496
Severe Toxicity0.00289917
Low Tox 0.102626406 Moderate Con 0.414 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front …
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front door, the back door the side door the pet entrance, the chimney, the gates and virtue signal "welcome" is it possible that those who have failed to make a nice home for themselves, see yours and rush into it to occupy it? And then being the failures at home-making that they provenly are (5000 years of proof - certainly, 80years of visible recorded evidence- since the Brits left them to do it on their own) turn yours into a squalid mess?
Identity Attack0.02439919
Insult0.045593183
Profanity0.01627459
Threat0.007365964
Severe Toxicity0.0024318695
Low Tox 0.102192536 Moderate Con 0.432
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The strategy of corporations exploiting illegal labour practices are never going to go away since it encourages cheap labour without any benefits is a huge leverage for the companies and the government and of course …
The strategy of corporations exploiting illegal labour practices are never going to go away since it encourages cheap labour without any benefits is a huge leverage for the companies and the government and of course the last but not the least steps like these are not solutions for the unemployed local workers but a huge excuse for the so called organisations to open a huge black market for the illegals even more with higher rates of shipping the possible jobs abroad
Identity Attack0.06294931
Insult0.029163294
Profanity0.013985921
Threat0.0071070488
Severe Toxicity0.0021076202
Low Tox 0.10089093 Moderate Con 0.433 Economic_Argument
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
Canada needs to crack down on this as soon as possible. This situation is getting out of control! How is the government letting so many people in on fraudulent documents and then not even deporting …
Canada needs to crack down on this as soon as possible. This situation is getting out of control! How is the government letting so many people in on fraudulent documents and then not even deporting them?!?
Identity Attack0.015053716
Insult0.035553806
Profanity0.012141321
Threat0.009307829
Severe Toxicity0.0015163422
Low Tox 0.09872158 Moderate Con 0.366 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Europe is on the brink of cultural collapse and sadly Canada is working from that same play book. For the record, it is possible to have a multi racial society. It is not possible to …
Europe is on the brink of cultural collapse and sadly Canada is working from that same play book. For the record, it is possible to have a multi racial society. It is not possible to have a multi cultural society. Where have different ways of life coexisted in peace? No where and look to Europe now and Canada on a few years for proof.
Identity Attack0.056582913
Insult0.024511116
Profanity0.011082385
Threat0.0068999166
Severe Toxicity0.0020122528
Low Tox 0.09112182 Constructive 0.554 Fear_Threat
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
We should be turning against the government. They are the ones who made all this possible.
We should be turning against the government. They are the ones who made all this possible.
Identity Attack0.013244915
Insult0.019354604
Profanity0.015932998
Threat0.010757755
Severe Toxicity0.0016784668
Low Tox 0.07845957 Low Con 0.224
Aug 26, 2025 Why Canadians Are Turning Against …
How is it possible for man-made statues to be worshipped by people? Instead of worshipping the uncreated, one and only true God, the Creator of this universe and themselves, they worship idols!
How is it possible for man-made statues to be worshipped by people? Instead of worshipping the uncreated, one and only true God, the Creator of this universe and themselves, they worship idols!
Identity Attack0.031464707
Insult0.022061773
Profanity0.015932998
Threat0.0065827454
Severe Toxicity0.0017929077
Low Tox 0.07687678 Low Con 0.24 Moral_Argument
Feb 6, 2026 Inside Canada's Indian Invasion...
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Identity Attack0.05612817
Insult0.018645585
Profanity0.019963788
Threat0.010265815
Severe Toxicity0.0030136108
Low Tox 0.0665887 Constructive 0.636 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Question: Can cockroaches be exterminated? Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Question: Can cockroaches be exterminated? Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Identity Attack0.006992595
Insult0.017743196
Profanity0.030639706
Threat0.02250864
Severe Toxicity0.0035858154
Low Tox 0.06579731 Moderate Con 0.427 Humor_Satire
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Metro Vancouver went from 2.5 mil to 3.5 mil since the pandemic. In that same window almost all my friends left the city as part of a massive exodus. 78k is a drop in the …
Metro Vancouver went from 2.5 mil to 3.5 mil since the pandemic. In that same window almost all my friends left the city as part of a massive exodus. 78k is a drop in the bucket, we've brought in millions and millions who we don't have space for. If you can't add lanes to our bridges we shouldn't be growing at this pace. How do we get rid of these millions? Are you going to intentionally make this cost as much as possible so that we give up and accept the new normal? You planned this in advance, you don't want Millennials to have kids.
Identity Attack0.010507392
Insult0.026960457
Profanity0.015454767
Threat0.008311004
Severe Toxicity0.002155304
Low Tox 0.06421452 Constructive 0.708
Dec 26, 2025 Deportations From Canada at Their …
great, the roads and possibly hospitals can have a small relief if all return to their cherished homelands
great, the roads and possibly hospitals can have a small relief if all return to their cherished homelands
Identity Attack0.01666154
Insult0.019741343
Profanity0.011219022
Threat0.0074954215
Severe Toxicity0.0018405914
Low Tox 0.05750068 Moderate Con 0.336
Jan 15, 2026 14 likes 2.9 million Canadian temporary visas …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams as well and possibly day care centers too! Something is going on and no one has done any investigating yet. Please help!!! Thank you for all you do!
Identity Attack0.0035147965
Insult0.02373764
Profanity0.012995303
Threat0.0064597605
Severe Toxicity0.0010967255
Low Tox 0.044883765 Constructive 0.758 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
HeAlTh CaNaDa's 2026 SlOgAn - We HaEvE eVeRyThInG pOsSiBlY aVaIlAbLe, PlEaSe TaKe CaRe Of YuRsElF.
HeAlTh CaNaDa's 2026 SlOgAn - We HaEvE eVeRyThInG pOsSiBlY aVaIlAbLe, PlEaSe TaKe CaRe Of YuRsElF.
Identity Attack0.0021458757
Insult0.018001022
Profanity0.009630617
Threat0.0066927844
Severe Toxicity0.0011253357
Low Tox 0.034041706 Low Con 0.181
Jan 3, 2026 New rules, regulations take effect …
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were …
Hi, as I mentioned before I prepare myself for citizenship test and I don't have my country password, when I was coming to Canada my country situation was very bad, so Canadian people who were in my country decided to bring me without passport, that's why I don't have my country passport with me. Would it be possible to do the test without preparing some documents like passport?
Identity Attack0.020681098
Insult0.012566907
Profanity0.011389818
Threat0.006427396
Severe Toxicity0.0009918213
Low Tox 0.03309893 Constructive 0.641
Apr 29, 2025 2 likes Canadian Citizenship Test 2025 – …
When the requirements were higher the people who came actually wanted to be here. The recent surge does not care one bit about the values or people they just want to take as much as …
When the requirements were higher the people who came actually wanted to be here. The recent surge does not care one bit about the values or people they just want to take as much as possible for themselves and will bend every rule imaginable to do so.
Identity Attack0.004680229
Insult0.015340924
Profanity0.012926984
Threat0.0068287146
Severe Toxicity0.0009250641
Low Tox 0.031213367 Moderate Con 0.439
Sep 20, 2025 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.