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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

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Active: "I am not saying all …" 1,368 comments · Page 48 of 55
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, …
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, and gerrymandering.
Identity Attack0.010655383
Insult0.025800243
Profanity0.013371054
Threat0.0068999166
Severe Toxicity0.001206398
Low Tox 0.055274166 Moderate Con 0.392 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like …
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like you need to shut the program down until you get caught up. This seems quite mis-managed, who was in charge for the last 10 years to let this spiral out of control so badly?
Identity Attack0.01565665
Insult0.025929155
Profanity0.011014067
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.055274166 Constructive 0.677 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
And they say Channel 5 is better. 😂
And they say Channel 5 is better. 😂
Identity Attack0.010433395
Insult0.015872927
Profanity0.028913507
Threat0.009592636
Severe Toxicity0.0031280518
Low Tox 0.055026773 Low Con 0.287 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting what they love they will be first one on line of defence, Mark my word. We Respect every Countries constitution, and we are hard workers that's why we prosper. Law and Love that's what country's build on. Have a great day.
Identity Attack0.034816213
Insult0.018838953
Profanity0.014156717
Threat0.0071070488
Severe Toxicity0.0016498566
Low Tox 0.054284602 Constructive 0.758 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
4:53 oh yeah he be saying it a regular daily basis
4:53 oh yeah he be saying it a regular daily basis
Identity Attack0.008102531
Insult0.014960921
Profanity0.026044132
Threat0.008867673
Severe Toxicity0.0030899048
Low Tox 0.054037213 Low Con 0.293 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way. Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else …
We shouldn't offer Healthcare of any kind to non citizens or non permanent residents. Let's say that again another way. Healthcare should only go to citizens and permanent residents, and temporary foriegn workers. Nobody else should get anything unless they pay up front out of pocket.
Identity Attack0.02037963
Insult0.020385906
Profanity0.010945748
Threat0.0069646453
Severe Toxicity0.0013542175
Low Tox 0.054037213 Moderate Con 0.412 Policy_Critique
Feb 24, 2026 18 likes 'We do know that there's …
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
Identity Attack0.01857083
Insult0.023866551
Profanity0.010040528
Threat0.006097279
Severe Toxicity0.0013160706
Low Tox 0.05378982 Moderate Con 0.461 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
There is nothing that Kenny has said or will ever say that provides a reason to respect him...
There is nothing that Kenny has said or will ever say that provides a reason to respect him...
Identity Attack0.0024788564
Insult0.025800243
Profanity0.010706633
Threat0.006136116
Severe Toxicity0.00092983246
Low Tox 0.05378982 Low Con 0.236 Meta_Commentary
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When you say there is a labor shortage it's completely false thousands of skilled trades workers can't find work because of the temporary cheap labor program
When you say there is a labor shortage it's completely false thousands of skilled trades workers can't find work because of the temporary cheap labor program
Identity Attack0.0034038029
Insult0.023995465
Profanity0.014771583
Threat0.006000186
Severe Toxicity0.0009441376
Low Tox 0.05354243 Moderate Con 0.432 Policy_Critique
Jan 20, 2026 Why Canada’s immigration system has …
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that …
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that little thing. Just saying😁
Identity Attack0.035331827
Insult0.018581128
Profanity0.019553876
Threat0.0078449575
Severe Toxicity0.0024414062
Low Tox 0.05354243 Constructive 0.669
Sep 29, 2025 Why Canadians Are Turning Against …
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Identity Attack0.00449524
Insult0.012110904
Profanity0.018255826
Threat0.030969119
Severe Toxicity0.0026512146
Low Tox 0.053295042 Moderate Con 0.408 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than …
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than my family by like 50 years 😂
Identity Attack0.041261412
Insult0.01625293
Profanity0.018255826
Threat0.006382086
Severe Toxicity0.0016975403
Low Tox 0.05131592 Constructive 0.592 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
18:45 the way bro just says that casually...
18:45 the way bro just says that casually...
Identity Attack0.008176526
Insult0.014124917
Profanity0.028640235
Threat0.010214032
Severe Toxicity0.0031852722
Low Tox 0.05131592 Moderate Con 0.321 Meta_Commentary
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
Glad that this problem is being tackled...but...the person from Alberta does not have much time she says,,,so hurry up. This is not the time to hurry ma'am...be polite and please don't imitate the pushy tone …
Glad that this problem is being tackled...but...the person from Alberta does not have much time she says,,,so hurry up. This is not the time to hurry ma'am...be polite and please don't imitate the pushy tone that's being used south of the border. It is a question-session not the inquisition.
Identity Attack0.008139528
Insult0.023479814
Profanity0.0118338885
Threat0.007029374
Severe Toxicity0.0011491776
Low Tox 0.050821137 Constructive 0.717
Oct 1, 2025 IRCC Names India in Study …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical notion in the present political climate, but just because you want to come to Canada doesn't mean you can. Actual native born Canadian citizens have a say in this and we say No !
Identity Attack0.02238941
Insult0.018710041
Profanity0.0108774295
Threat0.006653947
Severe Toxicity0.0014400482
Low Tox 0.050573748 Constructive 0.542 Identity_Assertion
Nov 22, 2025 97 likes Quebec Ends Economic Immigration Program …
It’s sad to say but if ur makin $57000 a year in Canada u are now not close to middle class. $100000 a year is the new middle class, even then - no cottage at …
It’s sad to say but if ur makin $57000 a year in Canada u are now not close to middle class. $100000 a year is the new middle class, even then - no cottage at the lake for you!
Identity Attack0.015053716
Insult0.022577424
Profanity0.0108774295
Threat0.0063238298
Severe Toxicity0.0012874603
Low Tox 0.050573748 Moderate Con 0.342
Jan 3, 2026 220 likes New rules, regulations take effect …
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with …
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with certain things/activity. I say this as someone who was born and raised in a Canadian city that has also seen a drastic shift in its local population.
Identity Attack0.0074365693
Insult0.02373764
Profanity0.013166099
Threat0.006647474
Severe Toxicity0.0012874603
Low Tox 0.050078966 Constructive 0.816
Jan 27, 2026 Inside Canada's Indian Invasion...
The news station itself terrified to suggest that if some stricter immigration laws might help... Even afraid to say that
The news station itself terrified to suggest that if some stricter immigration laws might help... Even afraid to say that
Identity Attack0.016762028
Insult0.017614283
Profanity0.012995303
Threat0.006977591
Severe Toxicity0.0011587143
Low Tox 0.050078966 Low Con 0.233 Policy_Critique
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …
Many Punjabis say from Punjab whereas the rest say from India.
Many Punjabis say from Punjab whereas the rest say from India.
Identity Attack0.052490227
Insult0.017807651
Profanity0.019212283
Threat0.006925808
Severe Toxicity0.0017642975
Low Tox 0.049831573 Low Con 0.293 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
Identity Attack0.043581683
Insult0.015340924
Profanity0.010655395
Threat0.0066733654
Severe Toxicity0.0016880035
Low Tox 0.049584184 Moderate Con 0.428 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Where do they get this 80k the guy says in the intro. I think the first time an immigrant applies for any assistance they get deported along with all attached to their application to come …
Where do they get this 80k the guy says in the intro. I think the first time an immigrant applies for any assistance they get deported along with all attached to their application to come here. This is because they need to prove they can support themselves to come here.
Identity Attack0.031722516
Insult0.014580919
Profanity0.011560614
Threat0.00704232
Severe Toxicity0.0012159348
Low Tox 0.049089402 Moderate Con 0.435
Sep 11, 2025 Why Canadians Are Turning Against …
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)
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I …
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I would text her and say ok its mine now. She was so funny. There is a class system, but I must have lived with amazing people. If you make a friend of them. You have a friend for life. Again, this is Dallas millions of populations!
Identity Attack0.029402243
Insult0.017743196
Profanity0.023379711
Threat0.0082074385
Severe Toxicity0.0025558472
Low Tox 0.04834723 Constructive 0.827 Personal_Narrative
Jan 28, 2026 2 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...

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.