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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

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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 #}

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Active: "You did not play a …" 155 comments · Page 6 of 7
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)
Michelle a ain't playing!!
Michelle a ain't playing!!
Identity Attack0.0040512653
Insult0.028281843
Profanity0.016411226
Threat0.0072753434
Severe Toxicity0.0016021729
Low Tox 0.081625134 Low Con 0.28 Meta_Commentary
Sep 28, 2025 IRCC Names India in Study …
She’s crying about making $21 an hour. I wish I was making that. It would also help if our youth came out of the basement, stopped playing video games, got off TikTok, stopped smoking that …
She’s crying about making $21 an hour. I wish I was making that. It would also help if our youth came out of the basement, stopped playing video games, got off TikTok, stopped smoking that “funny stuff,” and maybe actually tried applying for those jobs.
Identity Attack0.0032558115
Insult0.0279513
Profanity0.02071529
Threat0.006912862
Severe Toxicity0.001373291
Low Tox 0.08083374 Moderate Con 0.489 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public safety has to be prioritized over ideology.
Identity Attack0.015958117
Insult0.030265106
Profanity0.012858666
Threat0.006874025
Severe Toxicity0.0013828278
Low Tox 0.07212844 Moderate Con 0.37 Comparative_Framing
Feb 24, 2026 18 likes 'We do know that there's …
Let's blame others, seen this played out so many times. There are some genuine problems though which is kinda getting fixed
Let's blame others, seen this played out so many times. There are some genuine problems though which is kinda getting fixed
Identity Attack0.0061416444
Insult0.020643732
Profanity0.018324144
Threat0.009618527
Severe Toxicity0.0017547607
Low Tox 0.067380086 Moderate Con 0.398 Policy_Critique
Feb 22, 2026 LILLEY UNLEASHED: The fall of …
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain …
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain on services and employment. This was done during pandemic when labor was issue and with universities and colleges when tuition was frozen, and they set that with foreign students who were not qualified financially to study abroad and did it more for permanent residency.
Identity Attack0.033527173
Insult0.024511116
Profanity0.011201942
Threat0.006440342
Severe Toxicity0.0017547607
Low Tox 0.0665887 Constructive 0.664 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Dude on bike definitely got his play button stuck.
Dude on bike definitely got his play button stuck.
Identity Attack0.0031263188
Insult0.026702631
Profanity0.017572641
Threat0.008129764
Severe Toxicity0.0017261505
Low Tox 0.063423134 Low Con 0.243 Meta_Commentary
Jan 27, 2026 24 likes Inside Canada's Indian Invasion...
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
0:47 loved the shabad playing in backgrroundd...,❤
0:47 loved the shabad playing in backgrroundd...,❤
Identity Attack0.011321344
Insult0.013440913
Profanity0.029596692
Threat0.011922873
Severe Toxicity0.004272461
Low Tox 0.05255287 Moderate Con 0.452
Oct 6, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical notion in the present political climate, but just because you want to come to Canada doesn't mean you can. Actual native born Canadian citizens have a say in this and we say No !
Identity Attack0.02238941
Insult0.018710041
Profanity0.0108774295
Threat0.006653947
Severe Toxicity0.0014400482
Low Tox 0.050573748 Constructive 0.542 Identity_Assertion
Nov 22, 2025 97 likes Quebec Ends Economic Immigration Program …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Funny no one talks about the 1 milllion Ukranians that Canada housed and spent over 1 billion to accommodate them in the last few years.. Meanwhile these int'l students are playing triple the fees.
Funny no one talks about the 1 milllion Ukranians that Canada housed and spent over 1 billion to accommodate them in the last few years.. Meanwhile these int'l students are playing triple the fees.
Identity Attack0.016259583
Insult0.018581128
Profanity0.010911589
Threat0.0062526283
Severe Toxicity0.0010728836
Low Tox 0.04166769 Constructive 0.515 Comparative_Framing
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
“Divide and Conquer for Power and Profit” by politicians and financial elites. Now playing in any western country near you.
“Divide and Conquer for Power and Profit” by politicians and financial elites. Now playing in any western country near you.
Identity Attack0.007029593
Insult0.017163089
Profanity0.011048226
Threat0.0072882893
Severe Toxicity0.0010299683
Low Tox 0.037577134 Low Con 0.142
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
See that game you played in Tim Horntans, you should come to Ireland and play that here......
See that game you played in Tim Horntans, you should come to Ireland and play that here......
Identity Attack0.007806548
Insult0.013858915
Profanity0.013576009
Threat0.008026198
Severe Toxicity0.0015354156
Low Tox 0.03545588 Moderate Con 0.424 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Watched it twice , second time I played it 1.5x ,I just gave my exam , it’s super easy 19/20
Watched it twice , second time I played it 1.5x ,I just gave my exam , it’s super easy 19/20
Identity Attack0.0060676485
Insult0.010932897
Profanity0.024609445
Threat0.009618527
Severe Toxicity0.0024414062
Low Tox 0.034513097 Moderate Con 0.485
Oct 29, 2025 2 likes Canadian Citizenship Test 2025 – …
I would legit bet $100 that Tyler has never made $100 "playing games on his phone".
I would legit bet $100 that Tyler has never made $100 "playing games on his phone".
Identity Attack0.0017573982
Insult0.017292
Profanity0.011765569
Threat0.0063108844
Severe Toxicity0.00076293945
Low Tox 0.032863233 Low Con 0.267 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
But we gotta understand who doing it trying to play 1 people off against another
But we gotta understand who doing it trying to play 1 people off against another
Identity Attack0.004920715
Insult0.011046898
Profanity0.017299367
Threat0.010887212
Severe Toxicity0.0014400482
Low Tox 0.032863233 Low Con 0.252
Jan 27, 2026 Inside Canada's Indian Invasion...
i believe they play with the numbers, they should start ramp up security on borders but yea, its not quick enough anyways
i believe they play with the numbers, they should start ramp up security on borders but yea, its not quick enough anyways
Identity Attack0.009064475
Insult0.010590895
Profanity0.014464149
Threat0.00951496
Severe Toxicity0.0016021729
Low Tox 0.031331215 Low Con 0.243 Unverified_Claim
Dec 25, 2025 Deportations From Canada at Their …
Here I am in a post Jackson world, letting the ads play.
Here I am in a post Jackson world, letting the ads play.
Identity Attack0.004587734
Insult0.01309891
Profanity0.013951761
Threat0.007793174
Severe Toxicity0.0012302399
Low Tox 0.03109552 Moderate Con 0.342 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
Identity Attack0.010581387
Insult0.015416925
Profanity0.010911589
Threat0.0061425893
Severe Toxicity0.000872612
Low Tox 0.029327808 Moderate Con 0.309 Unverified_Claim
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Play the game but for EVERY Tim Horton's and your answer will nit change that much.
Play the game but for EVERY Tim Horton's and your answer will nit change that much.
Identity Attack0.0017851467
Insult0.013896915
Profanity0.011475217
Threat0.007094103
Severe Toxicity0.00089645386
Low Tox 0.02826718 Moderate Con 0.383 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. …
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. Best of luck everyone 🍁
Identity Attack0.0058826595
Insult0.00971689
Profanity0.018597418
Threat0.009178371
Severe Toxicity0.001783371
Low Tox 0.021549871 Constructive 0.647 Meta_Commentary
Dec 18, 2025 7 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.