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
30,738 comments · Page 583 of 1230
People need to STOP VOTING IN LIBERALS!!!!! Cut that loyalty cause its NOT the same party you think it is
People need to STOP VOTING IN LIBERALS!!!!! Cut that loyalty cause its NOT the same party you think it is
Identity Attack0.14019285
Insult0.06921569
Profanity0.020578653
Threat0.022335978
Severe Toxicity0.006752014
Low Tox 0.23415339 Low Con 0.229
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
their school degrees and any form of certification certificate are fake. I used to know an Indian can get any degree or certicate for few hundred bucks and he said all his friends got them
their school degrees and any form of certification certificate are fake. I used to know an Indian can get any degree or certicate for few hundred bucks and he said all his friends got them
Identity Attack0.23011416
Insult0.082619295
Profanity0.06546012
Threat0.00789674
Severe Toxicity0.005607605
Low Tox 0.23415339 Moderate Con 0.342 Unverified_Claim
Feb 10, 2026 Inside Canada's Indian Invasion...
The Indian them cause everything to change no lie
The Indian them cause everything to change no lie
Identity Attack0.23391083
Insult0.075868964
Profanity0.06395709
Threat0.011456826
Severe Toxicity0.009994507
Low Tox 0.23415339 Low Con 0.171
Aug 25, 2025 Why Canadians Are Turning Against …
DUDE, please buy some warm gloves and hand warmers
DUDE, please buy some warm gloves and hand warmers
Identity Attack0.013345404
Insult0.06634661
Profanity0.06495911
Threat0.03235042
Severe Toxicity0.010299683
Low Tox 0.23415339 Low Con 0.254
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians are so nice! They even would let their country become Indian
Canadians are so nice! They even would let their country become Indian
Identity Attack0.27875587
Insult0.056719027
Profanity0.034397304
Threat0.00823333
Severe Toxicity0.007133484
Low Tox 0.23415339 Moderate Con 0.377 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
Blame fn trudeau!
Blame fn trudeau!
Identity Attack0.012441003
Insult0.21135417
Profanity0.1067334
Threat0.010964886
Severe Toxicity0.009460449
Low Tox 0.23415339 Low Con 0.22
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Who cares whether it's a good look for Canada or not! If you are in our country Illegally then you should be rounded up and deported just like ICE is doing in the USA.
Who cares whether it's a good look for Canada or not! If you are in our country Illegally then you should be rounded up and deported just like ICE is doing in the USA.
Identity Attack0.13805299
Insult0.06617179
Profanity0.020851927
Threat0.04098356
Severe Toxicity0.007820129
Low Tox 0.23415339 Moderate Con 0.455 Call_To_Action
Jan 15, 2026 35 likes 2.9 million Canadian temporary visas …
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
Identity Attack0.16587129
Insult0.08484049
Profanity0.09868695
Threat0.00780612
Severe Toxicity0.005722046
Low Tox 0.23415339 Constructive 0.54 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
its called the great WHITE north i dont like the cold !
its called the great WHITE north i dont like the cold !
Identity Attack0.20483385
Insult0.05086332
Profanity0.054938845
Threat0.008764107
Severe Toxicity0.009002686
Low Tox 0.23415339 Moderate Con 0.326 Humor_Satire
Aug 25, 2025 Why Canadians Are Turning Against …
‘Pay no taxes’ lol, Brampton wouldn’t exist if Indian people paid no taxes.
‘Pay no taxes’ lol, Brampton wouldn’t exist if Indian people paid no taxes.
Identity Attack0.25647953
Insult0.06739554
Profanity0.026590679
Threat0.006835188
Severe Toxicity0.00541687
Low Tox 0.23415339 Low Con 0.226 Humor_Satire
Sep 19, 2025 129 likes Inside Canada's Indian Metropolis (Brampton)
So they care more about outsiders then their own citizens well being. I swear the west have become a joke 🙄😒🤦🏾‍♂️
So they care more about outsiders then their own citizens well being. I swear the west have become a joke 🙄😒🤦🏾‍♂️
Identity Attack0.10221587
Insult0.11172232
Profanity0.03389629
Threat0.0072753434
Severe Toxicity0.0046539307
Low Tox 0.23415339 Low Con 0.201
Dec 30, 2025 1 likes Deportations From Canada at Their …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop from india period. Canada is holding all the cards, and 5 percent of 40 million is 2 million per year, immigration is not going down. I know most canadians cannot do math so their …
Stop from india period. Canada is holding all the cards, and 5 percent of 40 million is 2 million per year, immigration is not going down. I know most canadians cannot do math so their is the numbers
Identity Attack0.2700233
Insult0.07840354
Profanity0.014327513
Threat0.006712203
Severe Toxicity0.004234314
Low Tox 0.23415339 Moderate Con 0.339 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
i have massive poonjab fatigue. ship em out!
i have massive poonjab fatigue. ship em out!
Identity Attack0.0440973
Insult0.06564732
Profanity0.09775851
Threat0.06270605
Severe Toxicity0.011367798
Low Tox 0.23415339 Low Con 0.299 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Truth China India people come into Canada to buy up homes with their money that’s not from Canada or errand the Government need to stop this from a Canadian first to buy my own house …
Truth China India people come into Canada to buy up homes with their money that’s not from Canada or errand the Government need to stop this from a Canadian first to buy my own house in a land where I was born they up the house prices and have no respect for Canada
Identity Attack0.2781757
Insult0.07270074
Profanity0.015010698
Threat0.0065568537
Severe Toxicity0.0049209595
Low Tox 0.23415339 Constructive 0.512
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Guy in bike talk about intelligence 😂😂
Guy in bike talk about intelligence 😂😂
Identity Attack0.013445892
Insult0.0808917
Profanity0.058445938
Threat0.010214032
Severe Toxicity0.0073242188
Low Tox 0.23415339 Low Con 0.204 Humor_Satire
Feb 10, 2026 Inside Canada's Indian Invasion...
Need we say more? Fraud = ______
Need we say more? Fraud = ______
Identity Attack0.008842488
Insult0.08459369
Profanity0.044167064
Threat0.009359611
Severe Toxicity0.005836487
Low Tox 0.23379272 Low Con 0.162
Sep 29, 2025 IRCC Names India in Study …
Healthcare in Canada is only a promise, the reality is the wait-list, every step of the way. I took a 17-month wait for a mri and cut it down to 17 hours, cutting a multi-year …
Healthcare in Canada is only a promise, the reality is the wait-list, every step of the way. I took a 17-month wait for a mri and cut it down to 17 hours, cutting a multi-year process down to 6 days. To get a mri in Canada is not easy there are only a smattering of private options if you want to pay, but you still have to wait 3 weeks, and it will cost $3500. I said screw it, bought a plane ticket, flew to Bangkok arriving on a Saturday, saw a doctor on Sunday, had a mri on Monday, and got the results on Friday. Then I spent the next week sitting on a beach. The total cost all in was $1900. I am not fussy, I'll accept any hospital in any country that will accept me.
Identity Attack0.01666154
Insult0.08582769
Profanity0.26628086
Threat0.008893564
Severe Toxicity0.009651184
Low Tox 0.23379272 Constructive 0.665 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I was expecting a Ohio fraud video.
I was expecting a Ohio fraud video.
Identity Attack0.027011903
Insult0.11797678
Profanity0.028913507
Threat0.010421164
Severe Toxicity0.0048446655
Low Tox 0.23379272 Low Con 0.248
Jan 27, 2026 Inside Canada's Indian Invasion...
This is Canada stop making into India
This is Canada stop making into India
Identity Attack0.26494437
Insult0.07396803
Profanity0.023789622
Threat0.007793174
Severe Toxicity0.006904602
Low Tox 0.23379272 Low Con 0.235 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol. Everyone is clueless in Canada, not just her.
Lol. Everyone is clueless in Canada, not just her.
Identity Attack0.08583717
Insult0.16846494
Profanity0.022354934
Threat0.0063108844
Severe Toxicity0.0041007996
Low Tox 0.23379272 Low Con 0.232 Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Europeans getting offended that others are coming to America,lol
Europeans getting offended that others are coming to America,lol
Identity Attack0.17925262
Insult0.06023245
Profanity0.06746418
Threat0.009851551
Severe Toxicity0.0064849854
Low Tox 0.23379272 Low Con 0.179 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Identity Attack0.2877625
Insult0.06722072
Profanity0.07191269
Threat0.009592636
Severe Toxicity0.009765625
Low Tox 0.23379272 Moderate Con 0.442 Identity_Assertion
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for posting this i watch all your stuff and im a student in brampton and no one will hire me in bramtpon because im white. Also the school system in the last couple …
Thank you for posting this i watch all your stuff and im a student in brampton and no one will hire me in bramtpon because im white. Also the school system in the last couple years has gone down hill, half of my teachers don't speak english or know how to teach
Identity Attack0.26325142
Insult0.054376744
Profanity0.068967216
Threat0.008556974
Severe Toxicity0.007247925
Low Tox 0.23379272 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...

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.