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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: "Has there ever been a …" 366 comments · Page 12 of 15
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Identity Attack0.10221587
Insult0.026058068
Profanity0.024814399
Threat0.008116818
Severe Toxicity0.0040245056
Low Tox 0.11140333 Constructive 0.606 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That one based canadian is the only canadian i’ve ever had respect for.
That one based canadian is the only canadian i’ve ever had respect for.
Identity Attack0.09741807
Insult0.028722567
Profanity0.012995303
Threat0.0072106146
Severe Toxicity0.0032424927
Low Tox 0.1100022 Moderate Con 0.482 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
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 …
Wow what a beautiful commercial once again trying to project the refugees at the expense of the Canadian tax payer ... how much to make this CBC ? What ever just add it to the …
Wow what a beautiful commercial once again trying to project the refugees at the expense of the Canadian tax payer ... how much to make this CBC ? What ever just add it to the crushing debt we will pay for years to come thanks Liberals!!
Identity Attack0.029402243
Insult0.033570543
Profanity0.011902207
Threat0.007081157
Severe Toxicity0.0019454956
Low Tox 0.1013248 Moderate Con 0.313
Nov 6, 2018 How much do refugees and …
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
Identity Attack0.057037655
Insult0.026702631
Profanity0.0147374235
Threat0.008259222
Severe Toxicity0.0025558472
Low Tox 0.09785384 Constructive 0.522 Call_To_Action
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I never was asked if I wanted this mass immigration and I never ever voted for it. I am 50 years old. Tell me this isn't by design
I never was asked if I wanted this mass immigration and I never ever voted for it. I am 50 years old. Tell me this isn't by design
Identity Attack0.04951127
Insult0.020966014
Profanity0.01220964
Threat0.006576272
Severe Toxicity0.0019931793
Low Tox 0.09611836 Constructive 0.506 Personal_Narrative
Feb 17, 2026 93 likes LILLEY UNLEASHED: The fall of …
Dunkin’ here No donuts ever.
Dunkin’ here No donuts ever.
Identity Attack0.006511623
Insult0.028392024
Profanity0.032894265
Threat0.007883795
Severe Toxicity0.0030136108
Low Tox 0.09438288 Low Con 0.261 Advertisement_Spam
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled …
In the dim glow of his rented basement apartment, Marc stared at the latest rent increase notice and whispered to himself, “Why is every square foot in Canada worth more than my future?” He scrolled through forums, government reports, and angry comment threads, zoning laws, all pieces of a puzzle that refused to assemble. Each explanation felt true yet insufficient, like a single brick pretending to be a house; the deeper he dug, the more the reasons multiplied without ever adding up to certainty. By dawn he closed the laptop, still ignorant, still paying, and still murmuring the same unanswerable question into the expensive silence.
Identity Attack0.008028535
Insult0.04852104
Profanity0.016889455
Threat0.007094103
Severe Toxicity0.0019454956
Low Tox 0.09438288 Constructive 0.503 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Your job as a canadian what ever background is to protect it at whatever cost. Pr live under Sharia law spoken by a 1st generation immigrant
Your job as a canadian what ever background is to protect it at whatever cost. Pr live under Sharia law spoken by a 1st generation immigrant
Identity Attack0.060220852
Insult0.02618698
Profanity0.01220964
Threat0.006317357
Severe Toxicity0.002193451
Low Tox 0.09351514 Moderate Con 0.397 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Wow these are the realist Canadians Ive ever seen! I apologize Canada for all the mean stuff I said in the past.
Identity Attack0.04435511
Insult0.030485468
Profanity0.011099464
Threat0.0062267366
Severe Toxicity0.0019264221
Low Tox 0.09033044 Constructive 0.597
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
O wow ...wow...who would have ever though ...that lack of control over our border could couse issues...o wow. Being sarcastic here. Just in case its hard to notice...
O wow ...wow...who would have ever though ...that lack of control over our border could couse issues...o wow. Being sarcastic here. Just in case its hard to notice...
Identity Attack0.007954539
Insult0.030265106
Profanity0.01265371
Threat0.0069905366
Severe Toxicity0.0015544891
Low Tox 0.08716487 Moderate Con 0.426 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Have you ever noticed Tyler mimics his accent to sound like whoever he's talking to🤣
Have you ever noticed Tyler mimics his accent to sound like whoever he's talking to🤣
Identity Attack0.004994711
Insult0.029493837
Profanity0.029050145
Threat0.006440342
Severe Toxicity0.0021362305
Low Tox 0.08716487 Low Con 0.294 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Identity Attack0.004606233
Insult0.025413504
Profanity0.020646973
Threat0.008259222
Severe Toxicity0.002040863
Low Tox 0.08716487 Low Con 0.299 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you …
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you want, and it still won’t fix the housing crisis. And let’s be precise: immigrants are not the same as migrants. Canada has high levels of legal, permanent immigration, but very little irregular or transient migration compared to other Western countries. The problem isn’t people needing homes. It’s homes being treated like safety-deposit boxes for the global rich. Empty houses, speculative ownership, and capital parked in real estate do far more damage than newcomers ever could. Blaming immigration is just a convenient distraction from the real issue: housing has been turned into an investment vehicle instead of a place to live.
Identity Attack0.035847444
Insult0.029604018
Profanity0.013576009
Threat0.007353018
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.615 Policy_Critique
Feb 11, 2026 7 likes Canada's tighter immigration policy divides …
5:00 this guy is a realist if I ever seen one 😂
5:00 this guy is a realist if I ever seen one 😂
Identity Attack0.011025362
Insult0.022964163
Profanity0.03489832
Threat0.010058682
Severe Toxicity0.0039100647
Low Tox 0.08637348 Low Con 0.266
Jan 27, 2026 58 likes Inside Canada's Indian Invasion...
No real Canadian is ever going to feel bad about this
No real Canadian is ever going to feel bad about this
Identity Attack0.053854458
Insult0.019032324
Profanity0.016547862
Threat0.008090926
Severe Toxicity0.0019550323
Low Tox 0.081625134 Low Con 0.26 Identity_Assertion
Nov 23, 2025 11 likes Quebec Ends Economic Immigration Program …
😂😂😂theyre only going to name the numbers ethnicity or figures lol Canada NEVER EVER removes or ever took action to remove them. NEVER ever will. 😂😂 These students are living in 700,000$ houses paying mortgages …
😂😂😂theyre only going to name the numbers ethnicity or figures lol Canada NEVER EVER removes or ever took action to remove them. NEVER ever will. 😂😂 These students are living in 700,000$ houses paying mortgages and driving 85k financed cars and working 150,000$ jobs 😂😂
Identity Attack0.02048012
Insult0.021481665
Profanity0.017914234
Threat0.008505191
Severe Toxicity0.0029182434
Low Tox 0.081625134 Moderate Con 0.303
Sep 29, 2025 IRCC Names India in Study …
This hurts literally everybody. Everybody, except for the ruling elite that siphon taxes at ever-increasing rates to pay for "social services".
This hurts literally everybody. Everybody, except for the ruling elite that siphon taxes at ever-increasing rates to pay for "social services".
Identity Attack0.005771666
Insult0.027476108
Profanity0.017982552
Threat0.007883795
Severe Toxicity0.001411438
Low Tox 0.08083374 Moderate Con 0.302 Policy_Critique
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I came to Canada to travel but on an immigration visa in 1965, I got a job from Canada employment centre for 1.50 where nobody spoke english , I quit after 1 day. A week …
I came to Canada to travel but on an immigration visa in 1965, I got a job from Canada employment centre for 1.50 where nobody spoke english , I quit after 1 day. A week later I found a job in the machineshop for 3.00 Dollars. Good thing the foreman found a portugiese employee who translated from spanish to english, I myself spoke german, ever since then I did I was on the upswing. The government gave me nothing, had enough money to go back. Always a dictionary in my pocket. In six weeks i know enough english to make the driverlicence and bought a car.
Identity Attack0.022590388
Insult0.030926194
Profanity0.019895468
Threat0.0069646453
Severe Toxicity0.0020122528
Low Tox 0.07687678 Constructive 0.654
Aug 10, 2019 14 likes How much do refugees and …
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 …
“Slashed” Shows the smallest change in numbers ever
“Slashed” Shows the smallest change in numbers ever
Identity Attack0.005512681
Insult0.017012933
Profanity0.022559889
Threat0.013424582
Severe Toxicity0.0030899048
Low Tox 0.07608539 Low Con 0.169 Policy_Critique
Jan 3, 2026 7 likes New rules, regulations take effect …
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, …
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, don't work in a skilled profession, and don't engage with the Canadian community or culture. To expand on that, I have a great job in construction estimating on $85k a year, I speak fluent english (of course), I rent my own condo, my partner is Canadian and I have multiple Canadian friends. Yet, still I'm not convinced my PR visa will ever be granted. Then I walk into Tim Hortons or Subway and the foreign workers there can't understand a word I'm saying... how is that right??
Identity Attack0.027815815
Insult0.030595649
Profanity0.016103793
Threat0.0066668927
Severe Toxicity0.001964569
Low Tox 0.075294 Constructive 0.831
Sep 23, 2025 140 likes Inside Canada's Indian Metropolis (Brampton)
please keep sleeping as what ever you discover was well known to every one in Canada۔
please keep sleeping as what ever you discover was well known to every one in Canada۔
Identity Attack0.010581387
Insult0.028061481
Profanity0.011065305
Threat0.008375733
Severe Toxicity0.001745224
Low Tox 0.075294 Moderate Con 0.31 Meta_Commentary
Sep 29, 2025 IRCC Names India in Study …
Has there ever been a country that has said please “come take us over, make our country yours”
Has there ever been a country that has said please “come take us over, make our country yours”
Identity Attack0.018972786
Insult0.017227544
Profanity0.017162729
Threat0.00866054
Severe Toxicity0.0022602081
Low Tox 0.06817148 Low Con 0.22
Oct 2, 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.