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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

click to expand

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: "This is very sad and …" 300 comments · Page 11 of 12
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or …
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or afford rent.
Identity Attack0.04564415
Insult0.020966014
Profanity0.009647697
Threat0.0064144502
Severe Toxicity0.0016307831
Low Tox 0.06817148 Constructive 0.712 Policy_Critique
Feb 17, 2026 42 likes LILLEY UNLEASHED: The fall of …
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
Identity Attack0.031722516
Insult0.023608726
Profanity0.010006369
Threat0.006045496
Severe Toxicity0.0016021729
Low Tox 0.0665887 Constructive 0.571
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
People I talk to, who live in Brampton, similarly complain about it. It's so sad man.
People I talk to, who live in Brampton, similarly complain about it. It's so sad man.
Identity Attack0.008324518
Insult0.027605021
Profanity0.0118680475
Threat0.0062849927
Severe Toxicity0.0009822845
Low Tox 0.059479803 Constructive 0.596 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
My company all temporarily workers, students , refugees It’s ok. But I feel something is wrong And something missing I am so sad of Canada Ontario ,
My company all temporarily workers, students , refugees It’s ok. But I feel something is wrong And something missing I am so sad of Canada Ontario ,
Identity Attack0.029144434
Insult0.020708188
Profanity0.010313802
Threat0.0064597605
Severe Toxicity0.0015068054
Low Tox 0.056263726 Constructive 0.631
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
Identity Attack0.008213525
Insult0.026831545
Profanity0.009750174
Threat0.006317357
Severe Toxicity0.0012779236
Low Tox 0.056016337 Moderate Con 0.402 Policy_Critique
Sep 19, 2025 131 likes Inside Canada's Indian Metropolis (Brampton)
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the …
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the same. Sending many blessings x
Identity Attack0.012139536
Insult0.028612386
Profanity0.020100424
Threat0.0063497215
Severe Toxicity0.0012493134
Low Tox 0.055768944 Constructive 0.746 Comparative_Framing
Nov 10, 2025 1 likes Why Canadians Are Turning Against …
It’s sad to see how much Canada has changed over the years. For health care ,one woman died after giving birth by normal delivery in credit valley hospital, this how bad the health care system …
It’s sad to see how much Canada has changed over the years. For health care ,one woman died after giving birth by normal delivery in credit valley hospital, this how bad the health care system is right now 😢
Identity Attack0.014149316
Insult0.019225692
Profanity0.010160086
Threat0.009463178
Severe Toxicity0.001707077
Low Tox 0.054531995 Constructive 0.528 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
It’s sad to say but if ur makin $57000 a year in Canada u are now not close to middle class. $100000 a year is the new middle class, even then - no cottage at …
It’s sad to say but if ur makin $57000 a year in Canada u are now not close to middle class. $100000 a year is the new middle class, even then - no cottage at the lake for you!
Identity Attack0.015053716
Insult0.022577424
Profanity0.0108774295
Threat0.0063238298
Severe Toxicity0.0012874603
Low Tox 0.050573748 Moderate Con 0.342
Jan 3, 2026 220 likes New rules, regulations take effect …
Brown town aka Brampton. My family settled those lands back in the 1800s... sad man.
Brown town aka Brampton. My family settled those lands back in the 1800s... sad man.
Identity Attack0.008028535
Insult0.022770792
Profanity0.011492296
Threat0.0065827454
Severe Toxicity0.0011301041
Low Tox 0.049336795 Constructive 0.579
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Identity Attack0.0029968263
Insult0.026444806
Profanity0.01354185
Threat0.0065633263
Severe Toxicity0.0011396408
Low Tox 0.04785245 Moderate Con 0.392 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire …
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire GTA and even beyond will be like Brampton is today. It will be unliveable.
Identity Attack0.0073255757
Insult0.019419061
Profanity0.015488927
Threat0.00780612
Severe Toxicity0.0013828278
Low Tox 0.04760506 Constructive 0.568
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's no difference. Politicians do what they want to do anyway. That's the sad truth of democracy today.
It's no difference. Politicians do what they want to do anyway. That's the sad truth of democracy today.
Identity Attack0.006511623
Insult0.021546122
Profanity0.010979908
Threat0.006194372
Severe Toxicity0.00084400177
Low Tox 0.046120718 Low Con 0.29
Nov 17, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our …
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our environment is being destroyed from them all. If you move here then change how you are as a person, learn the traditions of the country and respect it. Please pray for us
Identity Attack0.012641981
Insult0.020192537
Profanity0.0113044195
Threat0.0070552654
Severe Toxicity0.0013637543
Low Tox 0.046120718 Constructive 0.726 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
*hot take* You don't own what you can't protect. Sadly, the people trusted the government to protect these things for them!
*hot take* You don't own what you can't protect. Sadly, the people trusted the government to protect these things for them!
Identity Attack0.0032928092
Insult0.018516673
Profanity0.017026093
Threat0.007353018
Severe Toxicity0.0013446808
Low Tox 0.045378547 Moderate Con 0.333 Moral_Argument
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
So sad to see, your doing a great job exposing everything!
So sad to see, your doing a great job exposing everything!
Identity Attack0.002293867
Insult0.020321451
Profanity0.01220964
Threat0.006686311
Severe Toxicity0.0010871887
Low Tox 0.044141594 Constructive 0.503 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that …
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that were the case the health, and safety of Canadians is in question because no one wants to see reality. Canada cannot save the world when the boat is sinking at home. Sad state of affairs and no one wants to address the dangers at home.
Identity Attack0.022791367
Insult0.018710041
Profanity0.009750174
Threat0.0066798385
Severe Toxicity0.0012397766
Low Tox 0.043646812 Constructive 0.523 Fear_Threat
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
Identity Attack0.015958117
Insult0.018710041
Profanity0.009903891
Threat0.006770459
Severe Toxicity0.0013065338
Low Tox 0.04290464 Moderate Con 0.386 Fear_Threat
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
It is sad.😢
It is sad.😢
Identity Attack0.002830336
Insult0.014314918
Profanity0.016616182
Threat0.0070164283
Severe Toxicity0.0013828278
Low Tox 0.04067813 Moderate Con 0.388
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
So sad
So sad
Identity Attack0.0031263188
Insult0.014352918
Profanity0.015283971
Threat0.007145886
Severe Toxicity0.001335144
Low Tox 0.040430736 Moderate Con 0.457
Feb 3, 2026 Inside Canada's Indian Invasion...
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
Identity Attack0.011691323
Insult0.01648093
Profanity0.010604155
Threat0.0069905366
Severe Toxicity0.0009965897
Low Tox 0.040430736 Moderate Con 0.446 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So sad seeing what's happened to Canada.
So sad seeing what's happened to Canada.
Identity Attack0.018168874
Insult0.013782915
Profanity0.009545219
Threat0.0074436385
Severe Toxicity0.0015354156
Low Tox 0.039935954 Moderate Con 0.408 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The sad thing no matter how much reality is thrown at you unless one does something it's not gonna change at all.
The sad thing no matter how much reality is thrown at you unless one does something it's not gonna change at all.
Identity Attack0.0023586133
Insult0.015796926
Profanity0.01535229
Threat0.008414571
Severe Toxicity0.001168251
Low Tox 0.03969839 Low Con 0.277 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The damage is done.....very sad 😔 for Canada 🇨🇦
The damage is done.....very sad 😔 for Canada 🇨🇦
Identity Attack0.008509507
Insult0.015340924
Profanity0.009835573
Threat0.008311004
Severe Toxicity0.001373291
Low Tox 0.038519915 Moderate Con 0.398 Fear_Threat
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.