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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

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Active: "This is also why we …" 839 comments · Page 32 of 34
Just got back from my first ever cruise and fully enjoyed it. Sat through a few presentations on how the ship actually keeps us all safe and afloat and had a behind the scenes peek …
Just got back from my first ever cruise and fully enjoyed it. Sat through a few presentations on how the ship actually keeps us all safe and afloat and had a behind the scenes peek at where the amazing crew eat , sleep and socialize. Also learned how they hire and vet their staff, including all background and health checks before they can work for Royal Caribbean (Celebrity). Hey Mr PM, perhaps you could join this board and learn a thing or two on how to “onboard” people to safeguard all.
Identity Attack0.002626848
Insult0.02103047
Profanity0.0137468055
Threat0.0065244893
Severe Toxicity0.0010681152
Low Tox 0.032863233 Constructive 0.828 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
first nations should also have a say in immigration
first nations should also have a say in immigration
Identity Attack0.01666154
Insult0.009260887
Profanity0.014634945
Threat0.007365964
Severe Toxicity0.0013446808
Low Tox 0.032627538 Low Con 0.232
Mar 24, 2019 1 likes How much do refugees and …
They have to make it affordable to have kids. I’m an immigrant myself, on the way to get my citizenship, I’m also having my first child but can’t afford to buy a two bedroom home
They have to make it affordable to have kids. I’m an immigrant myself, on the way to get my citizenship, I’m also having my first child but can’t afford to buy a two bedroom home
Identity Attack0.018369852
Insult0.010438894
Profanity0.014805742
Threat0.006809296
Severe Toxicity0.0012874603
Low Tox 0.032156147 Constructive 0.644 Personal_Narrative
Sep 24, 2025 1 likes Why Canadians Are Turning Against …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not ignore students' bad behaviors and false credentials in order to obtain a student permit in Canada. Also, Canada Immigration also needs to scrutinize both students and colleagues
Identity Attack0.012061302
Insult0.01648093
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0008249283
Low Tox 0.032156147 Constructive 0.53
Sep 29, 2025 IRCC Names India in Study …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English or French (The official languages of Canada). You may or may not notice a pattern. At the time of writing this, out of 6 stations, 5 of them are indian or punjabi.
Identity Attack0.023193322
Insult0.012452906
Profanity0.011697251
Threat0.006537435
Severe Toxicity0.001115799
Low Tox 0.031449065 Moderate Con 0.466
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
Next year I am also coming 👽😗
Next year I am also coming 👽😗
Identity Attack0.007214582
Insult0.011692902
Profanity0.022901481
Threat0.010239923
Severe Toxicity0.002822876
Low Tox 0.03015274 Moderate Con 0.404 Humor_Satire
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which aren't aligned to the needs of the country then need to go back home. It would be a disservice to Canadian's and the students to keep them here.
Identity Attack0.008768492
Insult0.015188923
Profanity0.009434202
Threat0.0062008454
Severe Toxicity0.00084400177
Low Tox 0.029563503 Constructive 0.682 Policy_Critique
Feb 22, 2026 Canada's tighter immigration policy divides …
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Identity Attack0.014048826
Insult0.010970897
Profanity0.009664777
Threat0.0067057298
Severe Toxicity0.0008249283
Low Tox 0.029327808 Moderate Con 0.303 Economic_Argument
Dec 29, 2025 1 likes Deportations From Canada at Their …
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this …
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this 15 times more seriously.
Identity Attack0.011321344
Insult0.013706914
Profanity0.010279642
Threat0.0065697995
Severe Toxicity0.0010490417
Low Tox 0.029327808 Constructive 0.658 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
cancel every application that's in backlog, accept only students going to post-secondary schools (and even then- that number must be reduced also), and eliminate the TFW program.
cancel every application that's in backlog, accept only students going to post-secondary schools (and even then- that number must be reduced also), and eliminate the TFW program.
Identity Attack0.004236255
Insult0.009982891
Profanity0.01127026
Threat0.00967031
Severe Toxicity0.0011348724
Low Tox 0.028856417 Moderate Con 0.301 Call_To_Action
Jan 19, 2026 27 likes Why Canada’s immigration system has …
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
Identity Attack0.014953227
Insult0.012680908
Profanity0.010245483
Threat0.0063367756
Severe Toxicity0.00084400177
Low Tox 0.028856417 Constructive 0.504 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship …
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship was really useful as well. Good luck to everyone. It's easy don't be over stress.
Identity Attack0.0054756827
Insult0.012186904
Profanity0.017436003
Threat0.009204263
Severe Toxicity0.0016021729
Low Tox 0.028502874 Constructive 0.738
Jul 23, 2025 12 likes Canadian Citizenship Test 2025 – …
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Love the buddy on the bike, true Canadian I’d say. But he should’ve also mentioned the mistakes our governments made in the past few years.
Identity Attack0.0076215584
Insult0.016024929
Profanity0.009237786
Threat0.0063885585
Severe Toxicity0.00071048737
Low Tox 0.02826718 Constructive 0.611 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
ALSO out young people looking for summer jobs
ALSO out young people looking for summer jobs
Identity Attack0.0052906936
Insult0.011160898
Profanity0.014805742
Threat0.007573096
Severe Toxicity0.0013637543
Low Tox 0.028149333 Moderate Con 0.324 Economic_Argument
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Punjabi guy "It feels like home as it also snows in Punjab...
Punjabi guy "It feels like home as it also snows in Punjab...
Identity Attack0.016259583
Insult0.013288911
Profanity0.016547862
Threat0.0076766624
Severe Toxicity0.00166893
Low Tox 0.027324399 Constructive 0.522 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Some already have legal status & a job, but they jave no experience yet the have a CDL. There also driving the busses. Scary taking the bus now.
Some already have legal status & a job, but they jave no experience yet the have a CDL. There also driving the busses. Scary taking the bus now.
Identity Attack0.0031263188
Insult0.014352918
Profanity0.011116544
Threat0.0065956907
Severe Toxicity0.0007915497
Low Tox 0.027088705 Constructive 0.543
Dec 30, 2025 Deportations From Canada at Their …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The only "tragedy" will be the people who really NEED the jobs will once again have access to them..
Identity Attack0.008657498
Insult0.013364912
Profanity0.010706633
Threat0.0059095654
Severe Toxicity0.0008249283
Low Tox 0.02685301 Constructive 0.563 Moral_Argument
Nov 21, 2025 9 likes Quebec Ends Economic Immigration Program …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors that used to migrate in 70s, 80s 90s often British Scottish, Irish, South Africans with a different work ethic and most were surgeons and anesthesiologists or obstetricians. Great skill sets.
Identity Attack0.013948337
Insult0.012224905
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0009536743
Low Tox 0.025792383 Constructive 0.717 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free …
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free health insurance and better than basic income, just claim refugee. It'll take years to progress. Canada will also give interest free loans while you're here. Most just pool up their funds and buy businesses outright. There is simply no reason why not to leave America and go to Canada.
Identity Attack0.010433395
Insult0.011692902
Profanity0.010245483
Threat0.006110225
Severe Toxicity0.0010347366
Low Tox 0.025556687 Constructive 0.753 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. …
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. Yes there are some people overstaying and need to be removed otherwise there will be problems. But let’s just keep our facts right
Identity Attack0.004088263
Insult0.009678889
Profanity0.012107162
Threat0.009929225
Severe Toxicity0.0012588501
Low Tox 0.025085296 Constructive 0.603 Policy_Critique
Jan 19, 2026 2.9 million Canadian temporary visas …
"we are making food, this one is food, this one is also food" brilliant
"we are making food, this one is food, this one is also food" brilliant
Identity Attack0.0032743104
Insult0.0115029
Profanity0.013371054
Threat0.006912862
Severe Toxicity0.0013065338
Low Tox 0.025085296 Low Con 0.273 Humor_Satire
Nov 13, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Many of the emigrant they also come from the USA to Canada. Not o only from Canada to the USA.
Many of the emigrant they also come from the USA to Canada. Not o only from Canada to the USA.
Identity Attack0.016058605
Insult0.0092228865
Profanity0.010450439
Threat0.0061231707
Severe Toxicity0.0008583069
Low Tox 0.023788974 Moderate Con 0.398 Comparative_Framing
Mar 3, 2026 Inside Canada's Indian Invasion...

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.