Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "You all south of the …" 174 comments · Page 7 of 7
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , we need to stop looking south and start cleaning up our own mess , or someone else is going to do it for us and it wont be pretty.
Identity Attack0.008546505
Insult0.025155678
Profanity0.013849284
Threat0.007417747
Severe Toxicity0.0012588501
Low Tox 0.056758508 Constructive 0.653 Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses they build, the more grocery stores and timmies they'll need. the town exists as a bedroom city to Toronto/Mississauga and beyond.
Identity Attack0.005956655
Insult0.025800243
Profanity0.014395831
Threat0.006874025
Severe Toxicity0.0015258789
Low Tox 0.05304765 Constructive 0.741 Personal_Narrative
Sep 20, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s …
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s shelves stocked
Identity Attack0.034816213
Insult0.017936565
Profanity0.010621235
Threat0.006479179
Severe Toxicity0.0012493134
Low Tox 0.051563308 Moderate Con 0.452 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Glad that this problem is being tackled...but...the person from Alberta does not have much time she says,,,so hurry up. This is not the time to hurry ma'am...be polite and please don't imitate the pushy tone …
Glad that this problem is being tackled...but...the person from Alberta does not have much time she says,,,so hurry up. This is not the time to hurry ma'am...be polite and please don't imitate the pushy tone that's being used south of the border. It is a question-session not the inquisition.
Identity Attack0.008139528
Insult0.023479814
Profanity0.0118338885
Threat0.007029374
Severe Toxicity0.0011491776
Low Tox 0.050821137 Constructive 0.717
Oct 1, 2025 IRCC Names India in Study …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 2.9 million Canadian temporary visas …
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Identity Attack0.042292643
Insult0.014732921
Profanity0.012687869
Threat0.0064727063
Severe Toxicity0.001745224
Low Tox 0.045625936 Low Con 0.293 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
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)
I went to Canada on holiday about 4 years ago and i definitely noticed this but i would argue that it makes the place feel culturally diverse and there were alot of south east asians …
I went to Canada on holiday about 4 years ago and i definitely noticed this but i would argue that it makes the place feel culturally diverse and there were alot of south east asians aswell especially in Toronto
Identity Attack0.031206898
Insult0.012110904
Profanity0.013678487
Threat0.006686311
Severe Toxicity0.0014781952
Low Tox 0.035691574 Constructive 0.673 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I thought I remembered learning there were travelers and traders from East and South Asia along the western coast before Europeans came to this continent.
I thought I remembered learning there were travelers and traders from East and South Asia along the western coast before Europeans came to this continent.
Identity Attack0.02128403
Insult0.011274899
Profanity0.013883443
Threat0.006757513
Severe Toxicity0.0012397766
Low Tox 0.032627538 Moderate Con 0.434
Sep 19, 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)
We need an ICE team in canada, I think these guys are trying to cover their lack of response in light of what is happening down south.
We need an ICE team in canada, I think these guys are trying to cover their lack of response in light of what is happening down south.
Identity Attack0.004846719
Insult0.017088935
Profanity0.00998929
Threat0.006815769
Severe Toxicity0.001001358
Low Tox 0.030034892 Moderate Con 0.389
Dec 28, 2025 Deportations From Canada at Their …
New Jersey has them too the south
New Jersey has them too the south
Identity Attack0.011839314
Insult0.011692902
Profanity0.017299367
Threat0.008492245
Severe Toxicity0.0015258789
Low Tox 0.02873857 Moderate Con 0.347 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do …
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do so. That wasn't a problem as she owned a medical supply company and was a registered nurse,trained in Canada, worked in Florida for 5yrs. The only metric she didn't meet was age, she was over 45, rejected 😢
Identity Attack0.010729378
Insult0.010286893
Profanity0.010604155
Threat0.006168481
Severe Toxicity0.0007867813
Low Tox 0.025085296 Constructive 0.766 Personal_Narrative
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I feel like this is from an episode of South park...
I feel like this is from an episode of South park...
Identity Attack0.003607291
Insult0.0092228865
Profanity0.013849284
Threat0.0073789097
Severe Toxicity0.0011205673
Low Tox 0.019980038 Moderate Con 0.371 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Come to south side Edmonton next🙏
Come to south side Edmonton next🙏
Identity Attack0.0047172266
Insult0.008519882
Profanity0.01084327
Threat0.008220384
Severe Toxicity0.0012493134
Low Tox 0.017592486 Moderate Con 0.415 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
South park episode
South park episode
Identity Attack0.004236255
Insult0.008386881
Profanity0.016479544
Threat0.008556974
Severe Toxicity0.0013542175
Low Tox 0.015770407 Moderate Con 0.313 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. …
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. So if there is drugs in America, it can only come from the north. Our so called friendS from Canada. Wasn't a Canadian Olympian the biggest drug smuggler caught?
Identity Attack0.0058678384
Insult0.0021849244
Profanity0.00007391613
Threat0.00023666167
Severe Toxicity0.000004027586
Low Tox 0.011741031 Unverified_Claim
Dec 10, 2025
Its easy, just don't go south or go deep south, mexico.
Its easy, just don't go south or go deep south, mexico.
Identity Attack0.03595336
Insult0.00087304105
Profanity0.00006934095
Threat0.00033736424
Severe Toxicity0.000005756687
Low Tox 0.011341143 Humor_Satire
Dec 9, 2025
Thats right fellow canadians, keep going south. 🎉
Thats right fellow canadians, keep going south. 🎉
Identity Attack0.00041447394
Insult0.0002780487
Profanity0.000042606614
Threat0.000080505546
Severe Toxicity0.0000023816767
Low Tox 0.001103447 Humor_Satire
Dec 8, 2025
I won't miss those new immigrants from south Asia. They completely change once clean cities. They post illegal advertising signs everywhere, on traffic lights bus shelters, at the sides of our streets. Who post on …
I won't miss those new immigrants from south Asia. They completely change once clean cities. They post illegal advertising signs everywhere, on traffic lights bus shelters, at the sides of our streets. Who post on traffic light? meant to get attention of motorists. They don't believe in obeying bylaws. And city councilors do nothing about it . Even police don't see the safety hazzard these signs, posted at traffic lights pose.
Identity Attack0.00041846186
Insult0.00022734511
Profanity0.000014769093
Threat0.00003745917
Severe Toxicity0.0000022475413
Low Tox 0.0008297402 Fear_Threat
Apr 16, 2025 1 likes
This furthers my decision to NEVER go south of our border. No thank you!! Goodness!!!!
This furthers my decision to NEVER go south of our border. No thank you!! Goodness!!!!
Identity Attack0.000077985846
Insult0.00015711939
Profanity0.000021036052
Threat0.00002953151
Severe Toxicity0.000002386538
Low Tox 0.00043617762
Dec 11, 2025

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.