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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: "There has to be someone …" 349 comments · Page 11 of 14
West and America,if Sharia law is applied it's ok But someone provide meals and shelter to homeless it's not ok
West and America,if Sharia law is applied it's ok But someone provide meals and shelter to homeless it's not ok
Identity Attack0.09576365
Insult0.027218282
Profanity0.020578653
Threat0.008815889
Severe Toxicity0.0042152405
Low Tox 0.11305673 Moderate Con 0.478 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You can tell by the eyes when someone is inbred
You can tell by the eyes when someone is inbred
Identity Attack0.031206898
Insult0.031256735
Profanity0.04867618
Threat0.011146127
Severe Toxicity0.004119873
Low Tox 0.112953395 Low Con 0.165
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live …
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live in there.
Identity Attack0.09328204
Insult0.032468732
Profanity0.017914234
Threat0.007417747
Severe Toxicity0.0030899048
Low Tox 0.112746716 Constructive 0.548 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that …
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that Canadian Government needs to be strong enough and make revision to its immigration system; many people works years and years with no proper documentation, no declaring taxes because they are being paid in cash…not even speaking a basic English, however they have a life in Canada. It’s their fault? No, they just take advantage of a weak system. Is government fault? Sure.
Identity Attack0.06567776
Insult0.04149419
Profanity0.01627459
Threat0.0065633263
Severe Toxicity0.002708435
Low Tox 0.11161 Constructive 0.548 Policy_Critique
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Hope someone to handle this crisis all fraud
Hope someone to handle this crisis all fraud
Identity Attack0.0075105648
Insult0.034011267
Profanity0.026044132
Threat0.0082074385
Severe Toxicity0.0022411346
Low Tox 0.11109332 Low Con 0.247 Call_To_Action
Oct 1, 2025 IRCC Names India in Study …
As someone who just finished a college diploma and is now in university I have to say the average Canadian has no idea just how bad the situation is. Cheating/plagiarism etc. is overwhelmingly rampant amongst …
As someone who just finished a college diploma and is now in university I have to say the average Canadian has no idea just how bad the situation is. Cheating/plagiarism etc. is overwhelmingly rampant amongst the "internationals". Also many teachers have made their classes essentially no-fail to cater to them.
Identity Attack0.041261412
Insult0.046764325
Profanity0.0127561875
Threat0.0062914654
Severe Toxicity0.0018310547
Low Tox 0.11078331 Constructive 0.625
Sep 29, 2025 2 likes IRCC Names India in Study …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
People who said we are from punjab instead of india, are not someone you want in canada.
People who said we are from punjab instead of india, are not someone you want in canada.
Identity Attack0.09245483
Insult0.028171662
Profanity0.013917602
Threat0.006530962
Severe Toxicity0.0024414062
Low Tox 0.10956833 Moderate Con 0.386 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
it's hard for someone to change their spots , and strips ,
it's hard for someone to change their spots , and strips ,
Identity Attack0.005364689
Insult0.018516673
Profanity0.07320584
Threat0.008893564
Severe Toxicity0.003490448
Low Tox 0.10870059 Low Con 0.291 Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
So. As a renovations contractor, I do bathrooms, kitchens, basements and additions...I have been called many many times by people from India to quote their work. And when I do, they think im bartering with …
So. As a renovations contractor, I do bathrooms, kitchens, basements and additions...I have been called many many times by people from India to quote their work. And when I do, they think im bartering with them. Can you do cash? Can you do it for 10,000 less? Can you just get materials for me? Can you recommend someone else? OMG. I don't even give them quotes anymore. This isn't a race to the bottom. Although they would like that. This government is certainly trying to make it that.
Identity Attack0.05612817
Insult0.027218282
Profanity0.024951037
Threat0.0069905366
Severe Toxicity0.002861023
Low Tox 0.10566349 Constructive 0.658 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone with no political preferences and hate both left and right Ive observed that the left dont seem to ever eem answer a question with an answer that makes sense in relation to the …
As someone with no political preferences and hate both left and right Ive observed that the left dont seem to ever eem answer a question with an answer that makes sense in relation to the initial question. Rarely you'd see that on the right.
Identity Attack0.030175667
Insult0.031807642
Profanity0.015181494
Threat0.0074565844
Severe Toxicity0.0017547607
Low Tox 0.104361884 Constructive 0.589 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
That’s exactly why Carney picked her.. to cause further failure and create problems that he can blame on someone else. .. all the while over populate Canada with rejected immigrants causing further failure to legal, …
That’s exactly why Carney picked her.. to cause further failure and create problems that he can blame on someone else. .. all the while over populate Canada with rejected immigrants causing further failure to legal, medical, housing , food and employment problems.. he fixes it by giving more of our billions to the Ukraine.. meanwhile 6 million people dont have doctors and tens of thousands of Canadians are dying waiting for surgery.. and 2 million people a month go to food banks.
Identity Attack0.039456755
Insult0.034672357
Profanity0.010945748
Threat0.007365964
Severe Toxicity0.0021362305
Low Tox 0.104361884 Moderate Con 0.421 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If …
This isnt about getting more votes. Follow the money. Someone is paying themselves huge $$$ overseeing billions that are handed out to illegals. Seems illegals have more rights than our vets or ave citizen. If your middle class and loose your job the govt wants to cut you off, but can give free medical, housing, food, clothing, schooling, training. As a citizen you cant get that. Your taxes will be raised and raised to pay for more of this.
Identity Attack0.06613251
Insult0.028061481
Profanity0.011594773
Threat0.0077672824
Severe Toxicity0.0024986267
Low Tox 0.102192536 Constructive 0.515
Jul 12, 2019 How much do refugees and …
As someone from Brampton, it's really sad to see Brampton being flooded by more of them every year.
As someone from Brampton, it's really sad to see Brampton being flooded by more of them every year.
Identity Attack0.016862517
Insult0.033570543
Profanity0.014122557
Threat0.008466354
Severe Toxicity0.002040863
Low Tox 0.10089093 Constructive 0.558 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
Identity Attack0.0040142676
Insult0.026058068
Profanity0.02023706
Threat0.01187109
Severe Toxicity0.003490448
Low Tox 0.09958932 Low Con 0.219 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 years ago when I came here. I learned true Canadian cultures from my host family and my Canadian friends. Honestly, there are some immigrants who are coming to Canada who are not trying to learn and even tried to integrate into the culture. You don't come to someone's home and destroy it. You want to make yourself welcomed in Canada. Canada is an amazing country please don't destroy it. I worked hard to stay in Canada and I love this country. I also pay my taxes for some people to get their free stuffs when they entered into Canada, what is going on? Love Canada and let's us united again. ❤❤❤❤❤
Identity Attack0.048737846
Insult0.032689095
Profanity0.022423252
Threat0.009230154
Severe Toxicity0.0027275085
Low Tox 0.09828771 Constructive 0.866
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Identity Attack0.06704199
Insult0.02425329
Profanity0.027137227
Threat0.00967031
Severe Toxicity0.0031280518
Low Tox 0.09568449 Constructive 0.672 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose …
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose to point fingers. Behind every smile is struggle, loneliness, and silent battles but we still wake up every day and work twice as hard without complaining
Identity Attack0.06613251
Insult0.02373764
Profanity0.011253181
Threat0.0064532873
Severe Toxicity0.0016593933
Low Tox 0.09308127 Constructive 0.672 Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It …
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It is difficult and it would be far easier if there were just so many Canadians here that none of us have to adapt or learn a new language but could simply live in an insular community of Canadians and transplant our own culture here. When I go back to Canada I see that that is exactly what has happened there.
Identity Attack0.04564415
Insult0.030595649
Profanity0.01579636
Threat0.006097279
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.757 Personal_Narrative
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …
My parents immigrated to Canada from Portugal. They set about trying to be even more Canadian than someone born here. I have no problem with immigration, but I do start to when people refuse to …
My parents immigrated to Canada from Portugal. They set about trying to be even more Canadian than someone born here. I have no problem with immigration, but I do start to when people refuse to adopt our customs and ways and just act as though they are still in India and don't respect Canada- the country they have moved to. They take advantage of our health care systems, benefits etc etc. I find it sad that Canada is starting to look nothing like the country I remember in my youth.
Identity Attack0.06340405
Insult0.024768941
Profanity0.01220964
Threat0.0061037517
Severe Toxicity0.002193451
Low Tox 0.085582085 Constructive 0.734
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
When someone says the world is overpopulated, they should think of those "people "
When someone says the world is overpopulated, they should think of those "people "
Identity Attack0.026408968
Insult0.023995465
Profanity0.022286616
Threat0.008789998
Severe Toxicity0.0025367737
Low Tox 0.085582085 Low Con 0.254 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I will never impose myself or want to be in a country were I am not welcome. This is like inviting someone for diner and then wanting a room at your house.
I will never impose myself or want to be in a country were I am not welcome. This is like inviting someone for diner and then wanting a room at your house.
Identity Attack0.04151922
Insult0.019419061
Profanity0.013678487
Threat0.006653947
Severe Toxicity0.0018882751
Low Tox 0.08479069 Constructive 0.506 Moral_Argument
Nov 21, 2025 98 likes Quebec Ends Economic Immigration Program …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
Identity Attack0.029917859
Insult0.027841117
Profanity0.012858666
Threat0.006576272
Severe Toxicity0.0016880035
Low Tox 0.081625134 Moderate Con 0.31 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …

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.