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'S ABOUT TIME!" 1,206 comments · Page 39 of 49
What's a Canadian? Used to mean something at one point in time
What's a Canadian? Used to mean something at one point in time
Identity Attack0.038425524
Insult0.01625293
Profanity0.013439372
Threat0.006330303
Severe Toxicity0.0014591217
Low Tox 0.048842013 Moderate Con 0.377 Identity_Assertion
Jan 12, 2026 3 likes Canada’s new rules in 2026
This video came just in time for the EU/India agreement on mobility. This is what awaits Europe.
This video came just in time for the EU/India agreement on mobility. This is what awaits Europe.
Identity Attack0.022992345
Insult0.013592913
Profanity0.022149978
Threat0.011146127
Severe Toxicity0.0028419495
Low Tox 0.04735767 Low Con 0.213 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Hi, My question is not about financial assistance, but still asking maybe you know about it. I am a refugee, who's referred for resettlement in Canada by UNHCR. I have already been through biometrics and …
Hi, My question is not about financial assistance, but still asking maybe you know about it. I am a refugee, who's referred for resettlement in Canada by UNHCR. I have already been through biometrics and medical examination by IOM. Received a letter by IRCC regarding Pre-Arrival Services. When I checked today at IRCC website for estimated time period for Government Assisted Refugees Program, it shows 31 months in the country where I am currently hiding. My question, does it really take so long?
Identity Attack0.020681098
Insult0.017807651
Profanity0.025634222
Threat0.009178371
Severe Toxicity0.0019359589
Low Tox 0.04735767 Constructive 0.727
Feb 27, 2023 How much do refugees and …
Yup as an American I’ve been to Canada a couple times mainly Montreal and Toronto and it’s bad they need ice too
Yup as an American I’ve been to Canada a couple times mainly Montreal and Toronto and it’s bad they need ice too
Identity Attack0.019676208
Insult0.01632893
Profanity0.014805742
Threat0.0077025536
Severe Toxicity0.0017166138
Low Tox 0.04711028 Moderate Con 0.497 Comparative_Framing
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Time to clean up house
Time to clean up house
Identity Attack0.0052906936
Insult0.013440913
Profanity0.015898837
Threat0.012492486
Severe Toxicity0.002708435
Low Tox 0.04711028 Moderate Con 0.348 Call_To_Action
Oct 1, 2025 1 likes IRCC Names India in Study …
Clearly not integrating. It's time for people to go home, if they are not integrating.
Clearly not integrating. It's time for people to go home, if they are not integrating.
Identity Attack0.0070665907
Insult0.017485369
Profanity0.010979908
Threat0.007909686
Severe Toxicity0.0010633469
Low Tox 0.0466155 Low Con 0.183 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Thanks a lot for this video, I watched only this video 3 times and took my exam today, Got 20/20 🫶
Identity Attack0.006955597
Insult0.012642908
Profanity0.03239325
Threat0.010913103
Severe Toxicity0.003414154
Low Tox 0.0466155 Constructive 0.565 Meta_Commentary
Jan 6, 2026 2 likes Canadian Citizenship Test 2025 – …
Great video! Just study this before the exam and you’ll definitely crack it. I just cleared mine with 18/20—big thanks to the creator! I watched the video 3–4 times at 2x speed
Great video! Just study this before the exam and you’ll definitely crack it. I just cleared mine with 18/20—big thanks to the creator! I watched the video 3–4 times at 2x speed
Identity Attack0.0066596144
Insult0.013668913
Profanity0.034397304
Threat0.012233571
Severe Toxicity0.0032997131
Low Tox 0.046368107 Constructive 0.586
Sep 25, 2025 3 likes Canadian Citizenship Test 2025 – …
11:26 Dayum Bruv, on point pronunciation. Usually people mess that up the first time, if they aren't told.
11:26 Dayum Bruv, on point pronunciation. Usually people mess that up the first time, if they aren't told.
Identity Attack0.005401687
Insult0.016784932
Profanity0.026727317
Threat0.008259222
Severe Toxicity0.0017356873
Low Tox 0.046368107 Constructive 0.539 Meta_Commentary
Jan 1, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
4:12 Borat film was indeed way ahead of it's time.
4:12 Borat film was indeed way ahead of it's time.
Identity Attack0.008213525
Insult0.014732921
Profanity0.02474608
Threat0.011068452
Severe Toxicity0.002632141
Low Tox 0.046120718 Low Con 0.269 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
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 …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed me. Now it's happening. Here we go.
Identity Attack0.025806036
Insult0.016632931
Profanity0.010621235
Threat0.0074824756
Severe Toxicity0.0014972687
Low Tox 0.045131154 Constructive 0.512
Sep 30, 2025 IRCC Names India in Study …
I learned several years ago during a time of unemployment that our EI centers are not for us, they are for immigrants. Not one service was for me, but if I was an immigrant, the …
I learned several years ago during a time of unemployment that our EI centers are not for us, they are for immigrants. Not one service was for me, but if I was an immigrant, the entire world opens up including lots of financial support, they will even help you open a business. Yet we are the ones paying into it.
Identity Attack0.030175667
Insult0.015188923
Profanity0.011406898
Threat0.0061425893
Severe Toxicity0.0011825562
Low Tox 0.044883765 Constructive 0.706
Nov 9, 2019 6 likes How much do refugees and …
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 – …
As a heritage Canadian, all I can say is: "ain't nobody got time for Singh Hortons".
As a heritage Canadian, all I can say is: "ain't nobody got time for Singh Hortons".
Identity Attack0.008583503
Insult0.021352753
Profanity0.012141321
Threat0.0070034824
Severe Toxicity0.0013637543
Low Tox 0.044141594 Moderate Con 0.451 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
So much for secure Borders, Trump, time to do better, always suspect the North!
So much for secure Borders, Trump, time to do better, always suspect the North!
Identity Attack0.01374736
Insult0.01648093
Profanity0.010689554
Threat0.0072106146
Severe Toxicity0.0012874603
Low Tox 0.044141594 Low Con 0.199 Fear_Threat
Feb 7, 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 …
The fatigue is too much now. It's going to be brace time soon.
The fatigue is too much now. It's going to be brace time soon.
Identity Attack0.0032188136
Insult0.01625293
Profanity0.014156717
Threat0.00948907
Severe Toxicity0.0013542175
Low Tox 0.04315203 Moderate Con 0.391 Fear_Threat
Aug 25, 2025 20 likes Why Canadians Are Turning Against …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. Also look at the ecnomics - they all work, they all take care of each other, and they all have strong communities who back them in times of need! The Anglos call this "lack of assimilation" but to them it is about surviving and then thriving.
Identity Attack0.026609946
Insult0.017936565
Profanity0.011577694
Threat0.0061878995
Severe Toxicity0.0012493134
Low Tox 0.04290464 Constructive 0.708
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country …
Why the goverment think is illegal immigrant is doing crime in Canada theirs Also citizen doing crime too a lots of illegal immigrant they goes to school Worked o help their family in their country They have no time to commit crime they brought in so much refugees in Canada some of them lied just to come Canadian goverment. Dosen looks after their citizen they take from the citizens and give to the refugees that worked here for many years the citizen suffer that’s wrong
Identity Attack0.026105914
Insult0.0055637187
Profanity0.000032565335
Threat0.00047479253
Severe Toxicity0.0000051477014
Low Tox 0.042401526
Apr 14, 2025
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Identity Attack0.004846719
Insult0.018774498
Profanity0.01309778
Threat0.006738094
Severe Toxicity0.0010108948
Low Tox 0.0414203 Constructive 0.7 Unverified_Claim
Sep 19, 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.