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: "here in my city in …" 524 comments · Page 19 of 21
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
Identity Attack0.003607291
Insult0.024897853
Profanity0.010774951
Threat0.0059613483
Severe Toxicity0.0007009506
Low Tox 0.046120718 Low Con 0.205 Policy_Critique
Feb 22, 2026 25 likes Inside Canada's Indian Invasion...
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Identity Attack0.023193322
Insult0.014884921
Profanity0.010245483
Threat0.007365964
Severe Toxicity0.0014209747
Low Tox 0.044388983 Moderate Con 0.439
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel this in my city. It's incredibly frustrating.
I feel this in my city. It's incredibly frustrating.
Identity Attack0.0049577127
Insult0.014276917
Profanity0.019075647
Threat0.007327127
Severe Toxicity0.0012588501
Low Tox 0.043646812 Constructive 0.575 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I've lived in brampton. I am canadian born. They have changed the entire city
I've lived in brampton. I am canadian born. They have changed the entire city
Identity Attack0.022992345
Insult0.014808921
Profanity0.016342908
Threat0.0074565844
Severe Toxicity0.0016212463
Low Tox 0.043399423 Constructive 0.553 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
if you only build 100 000 housing units a year, but you let in 250 000 people and their families members....the math doesnt add up. flood the cities with people you have destitution and homelessness.
if you only build 100 000 housing units a year, but you let in 250 000 people and their families members....the math doesnt add up. flood the cities with people you have destitution and homelessness.
Identity Attack0.0059936526
Insult0.017614283
Profanity0.010313802
Threat0.007974415
Severe Toxicity0.0013637543
Low Tox 0.04216247 Moderate Con 0.449 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Identity Attack0.0103594
Insult0.016632931
Profanity0.022764845
Threat0.0071588317
Severe Toxicity0.0019073486
Low Tox 0.04067813 Moderate Con 0.376 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Please move to a small town in Alberta like i did. They need hard-working people. Get out of big cities.
Please move to a small town in Alberta like i did. They need hard-working people. Get out of big cities.
Identity Attack0.011543332
Insult0.017292
Profanity0.011014067
Threat0.007197669
Severe Toxicity0.001168251
Low Tox 0.03969839 Constructive 0.513 Call_To_Action
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare state. As for why they let it happen because it's what they want.
Identity Attack0.011099357
Insult0.013516913
Profanity0.019758832
Threat0.007534259
Severe Toxicity0.0017642975
Low Tox 0.039462693 Constructive 0.624 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Tent ⛺️ cities are booming 💥 tho
Tent ⛺️ cities are booming 💥 tho
Identity Attack0.006622616
Insult0.016860934
Profanity0.021603432
Threat0.0076637166
Severe Toxicity0.002155304
Low Tox 0.036870047 Moderate Con 0.314 Fear_Threat
Jan 20, 2026 2 likes Why Canada’s immigration system has …
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
Identity Attack0.017264472
Insult0.016784932
Profanity0.010740792
Threat0.006272047
Severe Toxicity0.0009012222
Low Tox 0.036870047 Constructive 0.636 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Coming soon to a US city near you...
Coming soon to a US city near you...
Identity Attack0.00621564
Insult0.013592913
Profanity0.01265371
Threat0.009048914
Severe Toxicity0.0018024445
Low Tox 0.03545588 Low Con 0.257 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their small towns and hold on to small dreams… Here in Vancouver, the new immigrants wish to stay in and invest in large urban areas. They have extended family support to buy the real estate. Small-town Canadians don’t have a chance in this competition.
Identity Attack0.017465452
Insult0.01632893
Profanity0.009365883
Threat0.0058804373
Severe Toxicity0.00086307526
Low Tox 0.035220183 Constructive 0.605 Economic_Argument
Jun 20, 2025 24 likes How Canada broke its immigration …
Not missing all here in welland dain city port colbonre st cathrines thorld and Niagara falls they are here your just not looking 😂
Not missing all here in welland dain city port colbonre st cathrines thorld and Niagara falls they are here your just not looking 😂
Identity Attack0.004180758
Insult0.017227544
Profanity0.01309778
Threat0.006641001
Severe Toxicity0.001115799
Low Tox 0.034984488 Moderate Con 0.447
Oct 6, 2025 IRCC Names India in Study …
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
Identity Attack0.01374736
Insult0.01302291
Profanity0.013780965
Threat0.006543908
Severe Toxicity0.0016593933
Low Tox 0.03357032 Moderate Con 0.393 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to …
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to be there. You should have a problem with your government to stop this not the people.
Identity Attack0.017063495
Insult0.012414906
Profanity0.0103821205
Threat0.0066345283
Severe Toxicity0.00086307526
Low Tox 0.033334624 Constructive 0.59 Moral_Argument
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and get side swiped by a City Bus. Can you guess where both at-fault Drivers came from? (This isn't even in Brampton, that's just how quick they spread)
Identity Attack0.0025343532
Insult0.013288911
Profanity0.011782649
Threat0.010654188
Severe Toxicity0.0015258789
Low Tox 0.033334624 Constructive 0.58 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
Identity Attack0.005660672
Insult0.012870909
Profanity0.017162729
Threat0.009540852
Severe Toxicity0.0017642975
Low Tox 0.033334624 Constructive 0.519 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower to middle class ) would say things are fine and if we took a moment to get opinions in a couple cities or even towns in Canada ( Ontario specifically) and ask the lower to middle class we will see just how negative the impact is on us.
Identity Attack0.017967897
Insult0.0142009165
Profanity0.009920971
Threat0.006162008
Severe Toxicity0.00084400177
Low Tox 0.032863233 Constructive 0.75
Aug 31, 2025 8 likes Why Canadians Are Turning Against …
they've yet to find a single bar of deodorant in the city, true story
they've yet to find a single bar of deodorant in the city, true story
Identity Attack0.002830336
Insult0.014352918
Profanity0.013883443
Threat0.006530962
Severe Toxicity0.0010204315
Low Tox 0.03192045 Moderate Con 0.312
Jan 17, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
Identity Attack0.0032558115
Insult0.017356457
Profanity0.009622077
Threat0.0069646453
Severe Toxicity0.0007915497
Low Tox 0.031449065 Moderate Con 0.474 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I imagine every city will be like brampton in the future.
I imagine every city will be like brampton in the future.
Identity Attack0.0065486208
Insult0.013364912
Profanity0.015113175
Threat0.007793174
Severe Toxicity0.001411438
Low Tox 0.031449065 Moderate Con 0.327
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me …
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me for visiting! Keep up the great work, and Stay Safe!
Identity Attack0.006622616
Insult0.01313691
Profanity0.016103793
Threat0.007961469
Severe Toxicity0.0014972687
Low Tox 0.030270588 Constructive 0.757 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from Quebec i know it's hard to do but could you send me the adress of the safehouse so we can fix this in Montreal city! I'll send this to the right people so …
I'm from Quebec i know it's hard to do but could you send me the adress of the safehouse so we can fix this in Montreal city! I'll send this to the right people so they can go raid those places, big love from Quebec keep up the journalism
Identity Attack0.0061416444
Insult0.010780896
Profanity0.011167783
Threat0.010990778
Severe Toxicity0.0014400482
Low Tox 0.028974265 Constructive 0.736
Jan 27, 2026 Inside Canada's Indian Invasion...
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking …
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking well care of them, divorce rate is lowest in the nation it really looks like a great city to move and raise your kids ❤❤❤❤
Identity Attack0.00776955
Insult0.011996903
Profanity0.01620627
Threat0.0071588317
Severe Toxicity0.0019741058
Low Tox 0.028856417 Constructive 0.7 Solidarity
Sep 19, 2025 3 likes 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.