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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "This is what I’ve been …" 564 comments · Page 20 of 23
Lots of Indians I've met say "Kannada" not "Canada"
Lots of Indians I've met say "Kannada" not "Canada"
Identity Attack0.047706615
Insult0.015948927
Profanity0.016035475
Threat0.006485652
Severe Toxicity0.00166893
Low Tox 0.048842013 Moderate Con 0.458 Unverified_Claim
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a yearly limit to how many people could immigrate that would’ve preserved canadas culture and forced immigrants to assimilate to Canadian culture. But all politicians saw was 💰 so they made it easier.
Identity Attack0.023796257
Insult0.01838776
Profanity0.011970525
Threat0.006835188
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.442 Policy_Critique
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Identity Attack0.03249594
Insult0.014884921
Profanity0.012243799
Threat0.006272047
Severe Toxicity0.0016784668
Low Tox 0.048842013 Low Con 0.23 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these educators don't understand the policies and how to best support the children so its effecting quality and safety. There was supposed to be a limit on international students. That's not happening. Most of Conestoga colleges student ECE's are international
Identity Attack0.039972372
Insult0.017743196
Profanity0.010689554
Threat0.0059904763
Severe Toxicity0.0013065338
Low Tox 0.048594624 Constructive 0.798 Unverified_Claim
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
The Indians in Canada are hands down coolest people I’ve met. I’m American
The Indians in Canada are hands down coolest people I’ve met. I’m American
Identity Attack0.036620867
Insult0.0154929245
Profanity0.022696527
Threat0.0076637166
Severe Toxicity0.0024795532
Low Tox 0.04834723 Constructive 0.513 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license …
I'm Canadian born and raised. I've been driving since I was 18 years old that's 27 years of driving i got to say the driving is really bad. Some people shouldn't even have their license but yet they do. People don't even know how to share the road. You put your signal on to change lanes and some drivers actually speed up. That's how scary it is to drive.
Identity Attack0.009545447
Insult0.022512967
Profanity0.011816809
Threat0.006485652
Severe Toxicity0.0011777878
Low Tox 0.04735767 Constructive 0.685 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Yup as an American I’ve been to Canada a couple times mainly Montreal and Toronto and it’s bad they need ice too
Yup as an American I’ve been to Canada a couple times mainly Montreal and Toronto and it’s bad they need ice too
Identity Attack0.019676208
Insult0.01632893
Profanity0.014805742
Threat0.0077025536
Severe Toxicity0.0017166138
Low Tox 0.04711028 Moderate Con 0.497 Comparative_Framing
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Those are rookie numbers, you’ve gotta pump those numbers up
Those are rookie numbers, you’ve gotta pump those numbers up
Identity Attack0.0038477771
Insult0.017012933
Profanity0.025360947
Threat0.010265815
Severe Toxicity0.0021457672
Low Tox 0.04711028 Low Con 0.214 Humor_Satire
Dec 24, 2025 1 likes Deportations From Canada at Their …
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
Identity Attack0.019575719
Insult0.020063626
Profanity0.011970525
Threat0.006492125
Severe Toxicity0.0013446808
Low Tox 0.045131154 Moderate Con 0.437 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Identity Attack0.028886627
Insult0.016860934
Profanity0.010245483
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.044636376 Constructive 0.551 Fear_Threat
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower …
I believe the statements regarding how immigration has changed in Canada. Born in 90s and raised in this country I’ve noticed a change in the type of immigrants. There used to be a much lower limit and priority for skilled workers, whereas now our liberal policies admitted many unskilled immigrants for low level labour jobs.
Identity Attack0.022590388
Insult0.019096779
Profanity0.009681856
Threat0.0059613483
Severe Toxicity0.00096321106
Low Tox 0.04315203 Constructive 0.71
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Identity Attack0.005401687
Insult0.016784932
Profanity0.017162729
Threat0.009048914
Severe Toxicity0.001821518
Low Tox 0.042657252 Constructive 0.599 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Identity Attack0.0026823445
Insult0.015644927
Profanity0.029888187
Threat0.00713294
Severe Toxicity0.001373291
Low Tox 0.04216247 Constructive 0.567 Question
Dec 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
😂😂 some of the best most honest interviews I’ve ever seen
😂😂 some of the best most honest interviews I’ve ever seen
Identity Attack0.0056236745
Insult0.014428918
Profanity0.024541125
Threat0.0074824756
Severe Toxicity0.0024986267
Low Tox 0.041915078 Moderate Con 0.443 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Identity Attack0.004846719
Insult0.018774498
Profanity0.01309778
Threat0.006738094
Severe Toxicity0.0010108948
Low Tox 0.0414203 Constructive 0.7 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You've got a lot to answer for Kenny. Don't pretend your on the right side now.
You've got a lot to answer for Kenny. Don't pretend your on the right side now.
Identity Attack0.0027193425
Insult0.021417208
Profanity0.010194245
Threat0.006246155
Severe Toxicity0.0007867813
Low Tox 0.04067813 Low Con 0.293 Policy_Critique
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated …
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated change. I’ll admit I’ve been in the situation where I forgot which day my bill is coming out and didn’t have my bank account prepared accordingly. Getting slapped with $50+ NSF fees just made it even worse. Nice to see a cap on that now as I felt like companies were abusing it.
Identity Attack0.007214582
Insult0.018129934
Profanity0.014464149
Threat0.0077025536
Severe Toxicity0.0011014938
Low Tox 0.04067813 Constructive 0.76 Policy_Critique
Jan 21, 2026 Canada’s new rules in 2026
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Identity Attack0.007029593
Insult0.0151129225
Profanity0.023652986
Threat0.0076507707
Severe Toxicity0.0020599365
Low Tox 0.040430736 Moderate Con 0.458 Call_To_Action
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love being here and become citizens.. The ultimate perfect example of what it means to be an immigrant in the US.
Identity Attack0.037136484
Insult0.012946909
Profanity0.017777596
Threat0.006699257
Severe Toxicity0.0019168854
Low Tox 0.039935954 Constructive 0.654 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't worked because bringing in immigrants only treats the symptoms not the cause.
Identity Attack0.025002124
Insult0.014124917
Profanity0.00997221
Threat0.0066927844
Severe Toxicity0.0011301041
Low Tox 0.039226998 Constructive 0.626 Policy_Critique
Jun 21, 2025 1 likes How Canada broke its immigration …
I’ve been waiting for this video forever
I’ve been waiting for this video forever
Identity Attack0.007991537
Insult0.010894896
Profanity0.026317406
Threat0.011612174
Severe Toxicity0.003414154
Low Tox 0.03828422 Moderate Con 0.42 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live in Canada to a particular group of people who weren’t the First people of Canada especially if the Government allows the information out !! Also 340 million is cheaper than keeping them here
Identity Attack0.01666154
Insult0.014276917
Profanity0.00997221
Threat0.0063432488
Severe Toxicity0.0011396408
Low Tox 0.036162965 Constructive 0.609
Dec 31, 2025 1 likes Deportations From Canada at Their …
By far the best short Horror film I've ever seen. Good job.
By far the best short Horror film I've ever seen. Good job.
Identity Attack0.004236255
Insult0.01309891
Profanity0.017504321
Threat0.0091524795
Severe Toxicity0.0016975403
Low Tox 0.03592727 Moderate Con 0.468
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been focused industries only such as agriculture. Instead our business model is basically : Cheap Labour via Worker Visas, Housing Market due to quick and massive population boost and Student Visas making them pay 3.5x more than regular students that encourages post-secondary schools to choose international over domestic which may also have long-term consequences as we see many immigrants go back to their home or take their degree to a higher paying nation.
Identity Attack0.003884775
Insult0.019419061
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0010824203
Low Tox 0.034748793 Constructive 0.527 Policy_Critique
Jan 19, 2026 9 likes Why Canada’s immigration system has …

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.