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: "I am from Quebec and …" 199 comments · Page 3 of 8
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why is she here?". I asked if he had a problem with me and he looked at the class to tell me not to speak to him. No one said a word but looked between us in silence. I asked him again, "do you have an issue with me being here?". Again he told the rest of the Caucasian men to tell me to stop speaking to him. I said if you have a problem with me, let's step outside and one of us will walk back in. You can't accept that a Native female is in this class, pack your family up and go home. Don't think of the state's because that's mine too. The teacher walked in and he could see and sense the tension in the room. He removed the immigrant and they went out of the room. A few minutes later the instructor came in and looked at me and said he'll be taking a class with no females. His country doesn't allow females an education yet alone a trade. You're welcome to stay. I have no intention to leave, was my comment back. I'm here to learn. Decades later, I'm driving home from northeastern Quebec and on the 401 is a gas/food stop. My child and I were passed by 4 luxury sports cars. They pulled into this stop and parked across all the handicapped parking spots. Bumper to bumper across the spots. We went in and met them as we came out and met a truck driver of the same nationality. He asked "how is Canada treating you?". They smiled and said "look", motioning to their silk suits. Another pointed to their cars. And another said "they treat us like kings'!". The fourth said "Canadians are easy to play! Cowards!!" A few days later, I'm at Walmart and present my tax exempt (we pay 5% tax) but the cashier looks at it and states "you all think your so special!!" Your paying the tax like everyone else! A customer behind me yelled for management loudly. When management showed, I didn't say a word because it was the customers behind and on the side of me with complaints of the rudeness of the cashier. She was removed and manager took over transactions. Not just mine but those after me. There was another incident with my child. An immigrant (can tell by the long tunic) was trying to lure my daughter away from me. I put her in a cart and requested help from a young employee who wanted me to write a book before calling security. Another employee came over and called security immediately. By the time they found the man, he had exited the store and got into a taxi. A few weeks later at an arena where youth hockey practice was taking place, the same scenario was happening. A man in a tunic was trying to lure children away and when caught, jumped into a taxi and left the scene. To attack an adult who can defend themselves is one thing but to go after children is another. I say stricter policy on crimes are needed.
Identity Attack0.27171627
Insult0.086852804
Profanity0.17148167
Threat0.025443908
Severe Toxicity0.012283325
Low Tox 0.24763705 Constructive 0.814 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Liberals should learn from Quebec and do the same to fix Canada immigration scammed broken system.
Liberals should learn from Quebec and do the same to fix Canada immigration scammed broken system.
Identity Attack0.10221587
Insult0.16758773
Profanity0.025634222
Threat0.007909686
Severe Toxicity0.0043296814
Low Tox 0.2396185 Low Con 0.252
Nov 24, 2025 7 likes Quebec Ends Economic Immigration Program …
😂 Quebec is now the smart province 😂 who would have thought . This needs to go Canada wide enough Indians … there are too many…
😂 Quebec is now the smart province 😂 who would have thought . This needs to go Canada wide enough Indians … there are too many…
Identity Attack0.25309357
Insult0.0811385
Profanity0.025497584
Threat0.0075083673
Severe Toxicity0.007133484
Low Tox 0.2396185 Low Con 0.257 Identity_Assertion
Nov 25, 2025 Quebec Ends Economic Immigration Program …
Quebec can't even get 20 an hour such bs
Quebec can't even get 20 an hour such bs
Identity Attack0.028886627
Insult0.12521741
Profanity0.16636424
Threat0.008077981
Severe Toxicity0.00667572
Low Tox 0.23812068 Moderate Con 0.324
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
this is the best news since we won ww2😂🎉🎉🎉🎉 quebec to quebecers not for invasive species
this is the best news since we won ww2😂🎉🎉🎉🎉 quebec to quebecers not for invasive species
Identity Attack0.14661247
Insult0.0838533
Profanity0.02249157
Threat0.013217449
Severe Toxicity0.009841919
Low Tox 0.23812068 Moderate Con 0.33
Nov 28, 2025 Quebec Ends Economic Immigration Program …
Ontario, nova svptia. PEI, quebec, vancouver etc. keep voting for the same gang destroying the country. More liberals, more NDP, more greens means more pain. How much pain does it take to change thinking.
Ontario, nova svptia. PEI, quebec, vancouver etc. keep voting for the same gang destroying the country. More liberals, more NDP, more greens means more pain. How much pain does it take to change thinking.
Identity Attack0.043839492
Insult0.123407245
Profanity0.014600786
Threat0.014911477
Severe Toxicity0.004425049
Low Tox 0.21776234 Moderate Con 0.307 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Identity Attack0.10221587
Insult0.082372494
Profanity0.04216301
Threat0.0076507707
Severe Toxicity0.0050354004
Low Tox 0.21241048 Low Con 0.195 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
And englo canadians hated us Quebecers for wanting to preserve our culture and distinctions, how does it feel now?
And englo canadians hated us Quebecers for wanting to preserve our culture and distinctions, how does it feel now?
Identity Attack0.2331515
Insult0.06634661
Profanity0.016547862
Threat0.0072882893
Severe Toxicity0.004673004
Low Tox 0.20839658 Moderate Con 0.467 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Identity Attack0.26325142
Insult0.04969218
Profanity0.023789622
Threat0.0069646453
Severe Toxicity0.0050354004
Low Tox 0.20219094 Moderate Con 0.453 Question
Feb 24, 2026 Inside Canada's Indian Invasion...
QUEBEC IS FOR THE DESCENDANTS OF FRANCE WHO BUILT QUEBEC, IT IS NOW OUR HERITAGE, I WILL ENJOY YOUR TEARS LEAVING FREELOADERS
QUEBEC IS FOR THE DESCENDANTS OF FRANCE WHO BUILT QUEBEC, IT IS NOW OUR HERITAGE, I WILL ENJOY YOUR TEARS LEAVING FREELOADERS
Identity Attack0.04435511
Insult0.083112895
Profanity0.019280603
Threat0.01187109
Severe Toxicity0.007209778
Low Tox 0.20032968 Moderate Con 0.345
Nov 20, 2025 3 likes Quebec Ends Economic Immigration Program …
Quebec is just a colony of its colonizer Canada. Give them freedom and independence.
Quebec is just a colony of its colonizer Canada. Give them freedom and independence.
Identity Attack0.12440576
Insult0.082372494
Profanity0.015557245
Threat0.0073789097
Severe Toxicity0.004634857
Low Tox 0.1991664 Low Con 0.177
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Maybe no one wants to live in Quebec
Maybe no one wants to live in Quebec
Identity Attack0.17847598
Insult0.035774168
Profanity0.015659723
Threat0.011223801
Severe Toxicity0.0062561035
Low Tox 0.19870108 Low Con 0.281 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
Come to Quebec or montreal, you will find same thing, not Indian, but mid east.😢
Come to Quebec or montreal, you will find same thing, not Indian, but mid east.😢
Identity Attack0.23163283
Insult0.056133457
Profanity0.017299367
Threat0.0071070488
Severe Toxicity0.0049591064
Low Tox 0.19599396 Moderate Con 0.303 Comparative_Framing
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
quebec is a mini france 🤮🤮
quebec is a mini france 🤮🤮
Identity Attack0.10221587
Insult0.086852804
Profanity0.043165036
Threat0.0067769317
Severe Toxicity0.008277893
Low Tox 0.19409354 Low Con 0.209 Identity_Assertion
Nov 21, 2025 Quebec Ends Economic Immigration Program …
There is a cheating from the Quebec government. Stop pushing people out of the door overnight
There is a cheating from the Quebec government. Stop pushing people out of the door overnight
Identity Attack0.024600167
Insult0.110259406
Profanity0.017162729
Threat0.0076507707
Severe Toxicity0.0028800964
Low Tox 0.19029272 Low Con 0.277
Nov 21, 2025 Quebec Ends Economic Immigration Program …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, and neither Ottawa nor Washington knew how to deal with this, other than to mass-import lots of foreigners in order to dilute the Anglo-French divide that was quickly turning toxic. Washington was not going to allow a new country to form on its northern frontier, potentially creating a new geopolitical fault line which could be exploited by the Soviet bloc. Therefore all the stops would be pulled out to rearrange the demographics of the suddenly fragile Canada. 3) This immigration game is just a human trafficking operation. Canada itself has been reduced to a human trafficking operation, originally to counter Quebec separatism, and then later the politicians just plain got addicted to importing new voters, rather than solving the problems of existing voters through good governance. 4) We're all up the creek without a paddle. Neither do I have any solutions to the current mess, nor do the people who made this video have any solutions. It's now like the weather - we can complain about it, but can't change it. Maybe Trump can solve it by breaking up Canada and turning pieces of it into new American states. I know - it's blasphemy - but... 5) *_I too am of Indian heritage,_* and have been a Canadian for over half a century.
Identity Attack0.105836816
Insult0.075868964
Profanity0.024062896
Threat0.009644418
Severe Toxicity0.004119873
Low Tox 0.18079062 Constructive 0.573 Unverified_Claim
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Good for Quebec, they need to set boundaries for immigration standards. Hopefully all provinces follow this example, no jobs or homes for immigrants or asylum seekers currently.🤔👎 Canadian gov't is lying to newcomers, no room …
Good for Quebec, they need to set boundaries for immigration standards. Hopefully all provinces follow this example, no jobs or homes for immigrants or asylum seekers currently.🤔👎 Canadian gov't is lying to newcomers, no room here unless they start building more homes, growing businesses..etc more employment needed, regular Canadians can't find work.
Identity Attack0.10221587
Insult0.06634661
Profanity0.01265371
Threat0.0066280556
Severe Toxicity0.002784729
Low Tox 0.165053 Constructive 0.59
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Just look at Trudeau’s new $4.6M estate in Quebec less than a year after out as PM. Good discussion & reminder to all Canadians how badly the Liberal government was under Trudeau & now Carney …
Just look at Trudeau’s new $4.6M estate in Quebec less than a year after out as PM. Good discussion & reminder to all Canadians how badly the Liberal government was under Trudeau & now Carney spending hundreds of thousands in flight catering no projects done. Liberal immigration really hurt affordability, GDP is failing and debt has doubled. The CDN economy is a disaster.
Identity Attack0.026007013
Insult0.08582769
Profanity0.013200258
Threat0.0066668927
Severe Toxicity0.0022411346
Low Tox 0.16158698 Moderate Con 0.497 Policy_Critique
Feb 17, 2026 5 likes LILLEY UNLEASHED: The fall of …
vive le Quebec .... and though Alberta is a very different beast, they too are safe guarding their interests and, perhaps in turn, Canada's. In Halifax, we no longer have speed limits, cross walk rules, …
vive le Quebec .... and though Alberta is a very different beast, they too are safe guarding their interests and, perhaps in turn, Canada's. In Halifax, we no longer have speed limits, cross walk rules, basic manners ... and hey, how many door dash drivers to we need... especially those who, EVERY DAY, park in the one handicapped spot....
Identity Attack0.032753747
Insult0.07396803
Profanity0.02795705
Threat0.0065115434
Severe Toxicity0.0029563904
Low Tox 0.15048122 Constructive 0.7
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
I used to live in Brampton but moved to Quebec 3 months ago and I remmeber all of this crazyness and u went past one of my fav plaza
I used to live in Brampton but moved to Quebec 3 months ago and I remmeber all of this crazyness and u went past one of my fav plaza
Identity Attack0.006955597
Insult0.076185785
Profanity0.025087673
Threat0.0063885585
Severe Toxicity0.001821518
Low Tox 0.1460314 Constructive 0.594 Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
Quebec is the leader in this. I wish BC was smart like Quebec...not
Quebec is the leader in this. I wish BC was smart like Quebec...not
Identity Attack0.025605056
Insult0.0777699
Profanity0.012858666
Threat0.0066151097
Severe Toxicity0.0019741058
Low Tox 0.1460314 Moderate Con 0.417
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Too many illegal asylum seekers coming in from the Quebec border sanctuary cities like Toronto, Brampton, Mississauga, Montreal, and the greater GTA
Too many illegal asylum seekers coming in from the Quebec border sanctuary cities like Toronto, Brampton, Mississauga, Montreal, and the greater GTA
Identity Attack0.10221587
Insult0.04207976
Profanity0.011594773
Threat0.006058442
Severe Toxicity0.0024414062
Low Tox 0.1373533 Moderate Con 0.332 Fear_Threat
Feb 24, 2026 8 likes 'We do know that there's …
i have no hopes, i work every week, every day for years...and at end of each month i still do not have some reserve for myself...i am surviving, NOT living, i am working to make …
i have no hopes, i work every week, every day for years...and at end of each month i still do not have some reserve for myself...i am surviving, NOT living, i am working to make happy others, i am working to pay bills, rent, cards, studies, and yeah to buy some food to continue to work to make happy others. Economic of this country is going in the toilet...we can't live decent anymore and hope to make true the dream of having a house or a car. And also, if you come in Quebec to work, there is no excuse to not learn french, QC government offer FREE classes, you pay nothing, just apply and go there and learn french and integrate in society. But, if you are lazy...well..than fuk off.
Identity Attack0.019977676
Insult0.06512285
Profanity0.030138692
Threat0.006757513
Severe Toxicity0.003376007
Low Tox 0.13388206 Constructive 0.631
Aug 30, 2025 Why Canadians Are Turning Against …
Goog for Quebec putting a stop to english invation
Goog for Quebec putting a stop to english invation
Identity Attack0.10221587
Insult0.030816011
Profanity0.015557245
Threat0.008336896
Severe Toxicity0.0032997131
Low Tox 0.1182615 Low Con 0.249
Nov 27, 2025 Quebec Ends Economic Immigration Program …

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.