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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: "I have no respect for …" 396 comments · Page 15 of 16
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Real journalism. Max respect. My family is from Canada so I could live there if I wanted to. Glad I was born in the US instead.
Real journalism. Max respect. My family is from Canada so I could live there if I wanted to. Glad I was born in the US instead.
Identity Attack0.023796257
Insult0.014884921
Profanity0.010638315
Threat0.0063497215
Severe Toxicity0.0012588501
Low Tox 0.041915078 Constructive 0.663 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws Like this at the next whatever what you can force a …
Oh wait wait maybe to fix the problem that you have created you can impose a digital ID for Canadiens who respect the laws Like this at the next whatever what you can force a vaccine on us or we will not be able to work
Identity Attack0.008620501
Insult0.016556932
Profanity0.010774951
Threat0.0075083673
Severe Toxicity0.0012779236
Low Tox 0.04067813 Low Con 0.202 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & please don’t jealous from us, we learn from everyone. we respect every canadian.
Identity Attack0.013847848
Insult0.014048916
Profanity0.01627459
Threat0.0070034824
Severe Toxicity0.0014209747
Low Tox 0.039935954 Constructive 0.675
Jan 13, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to …
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to your country. 🇨🇦 ❤
Identity Attack0.021585498
Insult0.012794908
Profanity0.021603432
Threat0.008414571
Severe Toxicity0.0024795532
Low Tox 0.03969839 Constructive 0.775 Solidarity
Jan 27, 2026 26 likes Inside Canada's Indian Invasion...
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone …
This documentary starts on a very partisan note, but it doesn't end on one. I don't speak for all Hindus, but when I lived in Australia, my values told me to integrate and treat everyone equal. Now I am back living in India with a global perspective and renewed respect for world cultures. Yes, Canada has had a lot on unchecked unskilled immigration which is bound to cause issues- but I'd like to believe, and my Hindu faith teaches me, that people are inherently good.
Identity Attack0.035074018
Insult0.014580919
Profanity0.012585391
Threat0.0064079775
Severe Toxicity0.0012493134
Low Tox 0.03969839 Constructive 0.872 Personal_Narrative
Sep 19, 2025 79 likes Inside Canada's Indian Metropolis (Brampton)
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
respect to this guy 2:00
respect to this guy 2:00
Identity Attack0.010507392
Insult0.013820915
Profanity0.025360947
Threat0.010680079
Severe Toxicity0.002861023
Low Tox 0.03639866 Moderate Con 0.313 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
We the Canadian were known to be polite and and helped each other begins an immigrant myself i feel stuck in the middle of this because we were respected in the 70's 80's 90' 20s …
We the Canadian were known to be polite and and helped each other begins an immigrant myself i feel stuck in the middle of this because we were respected in the 70's 80's 90' 20s even 2010 every thing was great but the last 10_ 15 years things have gone down the drain.
Identity Attack0.017264472
Insult0.016556932
Profanity0.012346277
Threat0.006440342
Severe Toxicity0.0010681152
Low Tox 0.035691574 Constructive 0.719 Personal_Narrative
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
2:08 respect to that man
2:08 respect to that man
Identity Attack0.011025362
Insult0.012756908
Profanity0.023789622
Threat0.0104988385
Severe Toxicity0.002746582
Low Tox 0.03545588 Low Con 0.28 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They have no respect for the environment or natural resources either.
They have no respect for the environment or natural resources either.
Identity Attack0.0051427023
Insult0.01632893
Profanity0.011219022
Threat0.0059969495
Severe Toxicity0.00071525574
Low Tox 0.034748793 Low Con 0.209
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
As a indigenous here, I always laugh, you're all welcome let's be fair, we're all people. Respect each other
As a indigenous here, I always laugh, you're all welcome let's be fair, we're all people. Respect each other
Identity Attack0.018470341
Insult0.011540901
Profanity0.021808386
Threat0.0073789097
Severe Toxicity0.0017166138
Low Tox 0.034041706 Constructive 0.682 Solidarity
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Respect to bike brother for speaking the truth
Respect to bike brother for speaking the truth
Identity Attack0.0059936526
Insult0.014276917
Profanity0.016957775
Threat0.007624879
Severe Toxicity0.0014019012
Low Tox 0.033334624 Moderate Con 0.403 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)
We let to many of them here in Canada to be fair they are very nice people and we Canadians respect every culture but at same time they need to do the same with Canadian …
We let to many of them here in Canada to be fair they are very nice people and we Canadians respect every culture but at same time they need to do the same with Canadian culture❤
Identity Attack0.022791367
Insult0.011920903
Profanity0.013029462
Threat0.007145886
Severe Toxicity0.0013637543
Low Tox 0.03192045 Constructive 0.651
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Identity Attack0.021786476
Insult0.010894896
Profanity0.021125201
Threat0.008841781
Severe Toxicity0.0025177002
Low Tox 0.031331215 Constructive 0.697 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The sikh man talked the right thing,, respect sir
The sikh man talked the right thing,, respect sir
Identity Attack0.015254694
Insult0.011084898
Profanity0.018392462
Threat0.009204263
Severe Toxicity0.002155304
Low Tox 0.027677942 Moderate Con 0.469 Solidarity
Dec 31, 2025 Inside Canada's Indian Metropolis (Brampton)
You come to this country obey the laws respect your fellow Citizen and you won't have any problems
You come to this country obey the laws respect your fellow Citizen and you won't have any problems
Identity Attack0.0091384705
Insult0.009982891
Profanity0.011782649
Threat0.0065050707
Severe Toxicity0.0010061264
Low Tox 0.02685301 Moderate Con 0.392
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Respect to buddy on the bike expressing how most Canadians feel
Respect to buddy on the bike expressing how most Canadians feel
Identity Attack0.009360458
Insult0.012148905
Profanity0.010484599
Threat0.006815769
Severe Toxicity0.0010251999
Low Tox 0.025556687 Moderate Con 0.491 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
Identity Attack0.015757138
Insult0.010248893
Profanity0.015318131
Threat0.007948523
Severe Toxicity0.0017547607
Low Tox 0.02449606 Constructive 0.665 Solidarity
Feb 24, 2026 Inside Canada's Indian Invasion...
Guy @ 2.00 is the bro. Respect to that guy
Guy @ 2.00 is the bro. Respect to that guy
Identity Attack0.006030651
Insult0.011008898
Profanity0.017709278
Threat0.00899713
Severe Toxicity0.0015926361
Low Tox 0.023671126 Moderate Con 0.426 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not …
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not to change what Canada has.
Identity Attack0.013345404
Insult0.010362893
Profanity0.009903891
Threat0.005893383
Severe Toxicity0.00072956085
Low Tox 0.023671126 Constructive 0.667 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
Our system depends on people having some sense of honesty and abiding by the rules. It is clear that some countries do not respect that.
Our system depends on people having some sense of honesty and abiding by the rules. It is clear that some countries do not respect that.
Identity Attack0.008398513
Insult0.011046898
Profanity0.011509376
Threat0.006207318
Severe Toxicity0.000603199
Low Tox 0.023671126 Moderate Con 0.345
Oct 8, 2025 1 likes IRCC Names India in Study …

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.