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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "In the line of the …" 119 comments · Page 5 of 5
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Where are they? They're in BRAMPTON! Why not start putting their pictures up and letting people call in to a tip line. Just like what's done for other crimes.
Where are they? They're in BRAMPTON! Why not start putting their pictures up and letting people call in to a tip line. Just like what's done for other crimes.
Identity Attack0.0056236745
Insult0.021481665
Profanity0.011594773
Threat0.008285114
Severe Toxicity0.0014781952
Low Tox 0.056758508 Moderate Con 0.398 Call_To_Action
Oct 2, 2025 IRCC Names India in Study …
Any government official who allows this to happen in any region is getting their pockets lined with heavy cash by the offenders. That’s politics
Any government official who allows this to happen in any region is getting their pockets lined with heavy cash by the offenders. That’s politics
Identity Attack0.0055496786
Insult0.022899706
Profanity0.013166099
Threat0.008077981
Severe Toxicity0.0012302399
Low Tox 0.055768944 Low Con 0.189 Unverified_Claim
Jan 23, 2026 Inside Canada's Indian Metropolis (Brampton)
Bottom line is , No one cares about history anymore.
Bottom line is , No one cares about history anymore.
Identity Attack0.0036812867
Insult0.019934712
Profanity0.021398475
Threat0.0069516995
Severe Toxicity0.0014686584
Low Tox 0.055026773 Low Con 0.151
Aug 27, 2025 Why Canadians Are Turning Against …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting what they love they will be first one on line of defence, Mark my word. We Respect every Countries constitution, and we are hard workers that's why we prosper. Law and Love that's what country's build on. Have a great day.
Identity Attack0.034816213
Insult0.018838953
Profanity0.014156717
Threat0.0071070488
Severe Toxicity0.0016498566
Low Tox 0.054284602 Constructive 0.758 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey east Indians have given you Samosa Chicken tikka At a very affordable price If not have you tried Jalebi Rasgoola Gulab Jamun There is a silver lining too
Hey east Indians have given you Samosa Chicken tikka At a very affordable price If not have you tried Jalebi Rasgoola Gulab Jamun There is a silver lining too
Identity Attack0.031722516
Insult0.01838776
Profanity0.02249157
Threat0.008194493
Severe Toxicity0.0029945374
Low Tox 0.046120718 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians didn’t stop having babies in the last few years… people stopped having babies since 2015, because they can’t afford to raise them. Bottom line!!
Canadians didn’t stop having babies in the last few years… people stopped having babies since 2015, because they can’t afford to raise them. Bottom line!!
Identity Attack0.018771807
Insult0.01767874
Profanity0.010347961
Threat0.006537435
Severe Toxicity0.001411438
Low Tox 0.044388983 Low Con 0.255
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
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 …
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
Identity Attack0.018771807
Insult0.011160898
Profanity0.010569996
Threat0.006848133
Severe Toxicity0.0011301041
Low Tox 0.03357032 Moderate Con 0.449 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
So I had to spend tens of thousands 💵, prove that I could speak BOTH languages and assimilate before arriving, then pray to have enough points. Now everyone and their grandparents can just skip the …
So I had to spend tens of thousands 💵, prove that I could speak BOTH languages and assimilate before arriving, then pray to have enough points. Now everyone and their grandparents can just skip the line.
Identity Attack0.0038292783
Insult0.013820915
Profanity0.011714331
Threat0.0065115434
Severe Toxicity0.00082969666
Low Tox 0.031684756 Moderate Con 0.345
Jun 18, 2025 13 likes How Canada broke its immigration …
Everyone should have access to legal aid. That's a given. There's no way to justify any of the other payments while Canadians are living below the poverty line and can't qualify for welfare. Our Veterans …
Everyone should have access to legal aid. That's a given. There's no way to justify any of the other payments while Canadians are living below the poverty line and can't qualify for welfare. Our Veterans are waiting over a year for every application they make for services. Somebody has their priorities mixed up. And why aren't we prosecuting people who cross the border illegally? If I did it, I would be charged.
Identity Attack0.01139534
Insult0.013592913
Profanity0.010074687
Threat0.0071199946
Severe Toxicity0.0010061264
Low Tox 0.030859824 Constructive 0.668
Oct 12, 2018 15 likes How much do refugees and …
Thank you for this video...I did my test yesterday and got 20 out of 20....all my questions were from this video or along the lines....I watched this video about 5 times and it was really …
Thank you for this video...I did my test yesterday and got 20 out of 20....all my questions were from this video or along the lines....I watched this video about 5 times and it was really worth it....whenever you're driving or working you can just listen to the video and test yourself, trust me you won't regret it
Identity Attack0.004680229
Insult0.009906891
Profanity0.020510335
Threat0.00951496
Severe Toxicity0.0023555756
Low Tox 0.026145924 Constructive 0.711 Meta_Commentary
Dec 20, 2025 89 likes Canadian Citizenship Test 2025 – …
Thank you for putting your life on the line for this level of exceptional journalism.
Thank you for putting your life on the line for this level of exceptional journalism.
Identity Attack0.0024418586
Insult0.010248893
Profanity0.012243799
Threat0.0074565844
Severe Toxicity0.0009870529
Low Tox 0.01859777 Moderate Con 0.484 Solidarity
Jan 29, 2026 6 likes Inside Canada's Indian Invasion...
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in …
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in crowded halls. We see it in tents against winter wind, we hear it in ER sirens that never sleep, we feel it in classrooms stretched past breath. This is not red or blue. It is heartbeat and shelter and future. Stand together. Guard the door. Restore the quiet strength of our home—now.
Identity Attack0.0034038029
Insult0.009279887
Profanity0.012551232
Threat0.00713294
Severe Toxicity0.00096797943
Low Tox 0.01633588 Constructive 0.599 Call_To_Action
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
With Artificial Intelligence eventually ingraining into all the workplaces, years to come less and less people needed in the workforce, and esp. in the service line and entry level job.
With Artificial Intelligence eventually ingraining into all the workplaces, years to come less and less people needed in the workforce, and esp. in the service line and entry level job.
Identity Attack0.002293867
Insult0.008633883
Profanity0.009519599
Threat0.006207318
Severe Toxicity0.00056028366
Low Tox 0.01426248 Moderate Con 0.336
Sep 1, 2025 2 likes Why Canadians Are Turning Against …
Rent prices in my area is finally going down. Lined up directly with the post secondary school year, wonder why.
Rent prices in my area is finally going down. Lined up directly with the post secondary school year, wonder why.
Identity Attack0.0013781702
Insult0.006885872
Profanity0.009733095
Threat0.0059904763
Severe Toxicity0.00044584274
Low Tox 0.008293601 Moderate Con 0.464 Economic_Argument
Jan 19, 2026 14 likes Why Canada’s immigration system has …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover Canada guide cover to cover thrice and went over this quiz twice. What really helped is that this quiz refers you to the exact line and the page of the handbook which helped a lot in preparation. Good luck everyone!
Identity Attack0.0022846176
Insult0.00648687
Profanity0.010108846
Threat0.006375613
Severe Toxicity0.00057935715
Low Tox 0.006942749 Constructive 0.743 Personal_Narrative
Mar 1, 2026 1 likes Canadian Citizenship Test 2025 – …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's not worth it. I can remember crossing a few years back before COVID my stomach would do flip flops waiting in the line and it should never be like that
Identity Attack0.00007683819
Insult0.00023573764
Profanity0.000022703574
Threat0.000026121497
Severe Toxicity0.0000022189006
Low Tox 0.00061102543 Personal_Narrative
Dec 8, 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.