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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 #}

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Active: "I have been living in …" 1,641 comments · Page 21 of 66
I knew an Indian guy named Kumar from back when i lived in Southern Denmark.. he was awesome, he had a Kiosk, where he sold EVERYTHING .. bongs, blunt papir, glass bottle cokes, candy of …
I knew an Indian guy named Kumar from back when i lived in Southern Denmark.. he was awesome, he had a Kiosk, where he sold EVERYTHING .. bongs, blunt papir, glass bottle cokes, candy of all sorts, and porn.. lots of porn.. Kumar was my boy!
Identity Attack0.2028587
Insult0.09124154
Profanity0.3597395
Threat0.03787563
Severe Toxicity0.024819711
Moderate 0.37955463 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Identity Attack0.4508763
Insult0.1640896
Profanity0.0913099
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.37955463 Moderate Con 0.38
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu …
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu terrorist attacks in Europe, USA or Canada?
Identity Attack0.4887047
Insult0.16861114
Profanity0.03915693
Threat0.025616571
Severe Toxicity0.018578632
Moderate 0.37795907 Constructive 0.54 Comparative_Framing
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Identity Attack0.39677486
Insult0.16266862
Profanity0.12220735
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.513 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
Identity Attack0.46028158
Insult0.15911613
Profanity0.07223598
Threat0.009696201
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.452 Identity_Assertion
Feb 20, 2026 2 likes LILLEY UNLEASHED: The fall of …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand …
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand what happening right now. No one in Canada (except maybe Albertans) want to live in your fascist dictatorship.
Identity Attack0.19100772
Insult0.40243408
Profanity0.027410502
Threat0.0070164283
Severe Toxicity0.007972717
Moderate 0.37751234 Constructive 0.507 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in the northeast of the US. The Indians are buying up all these old country stores. Little small towns with the old quaint country store is now an Indian mart. It’s so odd. …
I live in the northeast of the US. The Indians are buying up all these old country stores. Little small towns with the old quaint country store is now an Indian mart. It’s so odd. Instead of cool little trinkets it’s now bongs, Kratom and nitrous kits. Kind of sucks that it takes away the charm of these places.
Identity Attack0.29951343
Insult0.26957804
Profanity0.35597226
Threat0.008841781
Severe Toxicity0.019224197
Moderate 0.37751234 Moderate Con 0.484 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why do refugees have access to social benefits at all? Do like Gulf countries, you can get work permit and work, but never citizenship, AND NEVER ACCESS TO SOCIAL BENEFITS, which are reserved to citizens …
Why do refugees have access to social benefits at all? Do like Gulf countries, you can get work permit and work, but never citizenship, AND NEVER ACCESS TO SOCIAL BENEFITS, which are reserved to citizens only. They don't have income and don't pay taxes. Did the gouvernment ask tax payers whether they want to pay for the living of refugees in this country?? How the hell can someone justify this? Or should we say the lefty extremist gouvernment hijacks tax payers for their superior feelings?
Identity Attack0.25647953
Insult0.24928534
Profanity0.33453682
Threat0.00948907
Severe Toxicity0.019224197
Moderate 0.37751234 Constructive 0.541
Dec 7, 2018 How much do refugees and …
Chuslims crying in the corner long live Hinduism
Chuslims crying in the corner long live Hinduism
Identity Attack0.44690517
Insult0.17734702
Profanity0.1554785
Threat0.038911607
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.151 Identity_Assertion
Oct 15, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are …
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are WAY WAY WAY TOO MANY!!!!!! We seriously need Trump here to shut down the borders because our soft government won't.😡😡😡👳👳👳
Identity Attack0.43256098
Insult0.23237456
Profanity0.05543986
Threat0.020609349
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.516 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
This almost feels like the borat social experiment. So openly racist and not caring , its just downright disgusting , diversity is what makes canada strong and having lived on every province , there is …
This almost feels like the borat social experiment. So openly racist and not caring , its just downright disgusting , diversity is what makes canada strong and having lived on every province , there is things i would change but im glad people are building new lives here and finding it safe, dont blame all your problems on immigrants and then call it based. Thats just a excuse.
Identity Attack0.24970764
Insult0.37392882
Profanity0.057944927
Threat0.0074954215
Severe Toxicity0.009613037
Moderate 0.37751234 Constructive 0.622 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their …
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their beliefs on everyone else and threaten people 3.) get entitled benefits to the moon.
Identity Attack0.3895355
Insult0.26957804
Profanity0.22429734
Threat0.019055385
Severe Toxicity0.02116089
Moderate 0.37751234 Constructive 0.57
Aug 25, 2025 Why Canadians Are Turning Against …
Now paki's come have 10 kids then the parents get divorced on paper but its fake. Then the man goes and works under the table and still lives with the family. Completely scamming the welfare …
Now paki's come have 10 kids then the parents get divorced on paper but its fake. Then the man goes and works under the table and still lives with the family. Completely scamming the welfare system.
Identity Attack0.38246045
Insult0.2838064
Profanity0.20483992
Threat0.019573374
Severe Toxicity0.022064678
Moderate 0.37751234 Moderate Con 0.356 Unverified_Claim
Jun 18, 2025 How Canada broke its immigration …
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just …
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just living life..im ok with that as long as their not criminals
Identity Attack0.40447855
Insult0.30326313
Profanity0.0715894
Threat0.010757755
Severe Toxicity0.015867263
Moderate 0.37751234 Constructive 0.684 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
"I love India, but I would never ever want to live there"
"I love India, but I would never ever want to live there"
Identity Attack0.4508763
Insult0.0777699
Profanity0.09098661
Threat0.06658544
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.443 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in a town close to brampton and seeing all of them come to the trails here makes me mad because I used to ride my bike on the trail but now you cant …
I live in a town close to brampton and seeing all of them come to the trails here makes me mad because I used to ride my bike on the trail but now you cant ot just hurts so much to see the urbanization of nature. ASWELL as they leave trash everywhere nit saying white people dont but they leave more per capita I would say
Identity Attack0.38246045
Insult0.2838064
Profanity0.18356428
Threat0.013217449
Severe Toxicity0.020386212
Moderate 0.37751234 Constructive 0.69
Jan 27, 2026 Inside Canada's Indian Invasion...
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
No let me rephrase that we are fed up with bad ppl, immigrants are not the problem .... the mentality of racist ppl are ... Yes we expect when you come ot canada that you …
No let me rephrase that we are fed up with bad ppl, immigrants are not the problem .... the mentality of racist ppl are ... Yes we expect when you come ot canada that you adapt to our culture way if living ... which is kindess to all and acceptance of all that means no religion disputes respect each other relgions respect gender equality , respect laws , respect ppl workign hard to mke aliving btw il lpoint this out the worse crimes are commited by white canadian citizens and that is fact so stop trying to act liek immigrants are theproblem this false disinfo crap is just that
Identity Attack0.4453683
Insult0.3388922
Profanity0.059948977
Threat0.010291707
Severe Toxicity0.016900165
Moderate 0.37751234 Constructive 0.542
Aug 28, 2025 Why Canadians Are Turning Against …
About time someone brought this to attention. I live in northern bc and they are still coming. U can tell which ones are fresh. They don't know how to use a crosswalk. So damn tired …
About time someone brought this to attention. I live in northern bc and they are still coming. U can tell which ones are fresh. They don't know how to use a crosswalk. So damn tired of it. My kid is having a hard time finding work. They took all our youths jobs.
Identity Attack0.032753747
Insult0.24903896
Profanity0.40878695
Threat0.0091524795
Severe Toxicity0.01644827
Moderate 0.37751234 Constructive 0.704 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
Identity Attack0.44690517
Insult0.25404143
Profanity0.03464781
Threat0.009307829
Severe Toxicity0.015350811
Moderate 0.37751234 Moderate Con 0.319
Dec 24, 2025 Deportations From Canada at Their …
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a …
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a one hell of empty apartments builds .. or lots of millionaires …OR MORE CANADIANS LIVING ON THE STREETS ..
Identity Attack0.2700233
Insult0.24630153
Profanity0.27342406
Threat0.020091362
Severe Toxicity0.021031776
Moderate 0.37694603 Moderate Con 0.434 Economic_Argument
Jan 4, 2026 New rules, regulations take effect …

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.