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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

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.

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Active: "I love how when he …" 699 comments · Page 22 of 28
The US is chasing them out and so they come to the soft country of canada who accepts anyone with unconditional love
The US is chasing them out and so they come to the soft country of canada who accepts anyone with unconditional love
Identity Attack0.023193322
Insult0.020708188
Profanity0.012858666
Threat0.008789998
Severe Toxicity0.0015735626
Low Tox 0.056263726 Moderate Con 0.307 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
Identity Attack0.006696612
Insult0.019096779
Profanity0.022354934
Threat0.00967031
Severe Toxicity0.0021743774
Low Tox 0.055274166 Moderate Con 0.336 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
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 …
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
Identity Attack0.036105253
Insult0.015720926
Profanity0.02932342
Threat0.009230154
Severe Toxicity0.003414154
Low Tox 0.054779384 Constructive 0.555 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
People suddenly love to blame Trudeau government but they refuse to blame themselves for putting them in power for so long. 😅
People suddenly love to blame Trudeau government but they refuse to blame themselves for putting them in power for so long. 😅
Identity Attack0.005919657
Insult0.026702631
Profanity0.011441057
Threat0.0068869707
Severe Toxicity0.0011730194
Low Tox 0.054531995 Low Con 0.287
Jun 19, 2025 6 likes How Canada broke its immigration …
I love helmet guy))))
I love helmet guy))))
Identity Attack0.00828752
Insult0.017485369
Profanity0.026180768
Threat0.012233571
Severe Toxicity0.0032043457
Low Tox 0.054284602 Moderate Con 0.382 Meta_Commentary
Jan 28, 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)
DIVERSITY not at the cost of Canadians and Canadian Culture..Oh I love Canada..
DIVERSITY not at the cost of Canadians and Canadian Culture..Oh I love Canada..
Identity Attack0.036105253
Insult0.015644927
Profanity0.010228404
Threat0.0065244893
Severe Toxicity0.0017738342
Low Tox 0.05378982 Moderate Con 0.488 Identity_Assertion
Oct 26, 2025 1 likes Why Canadians Are Turning Against …
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...
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
love your stuff
love your stuff
Identity Attack0.008139528
Insult0.018129934
Profanity0.03189224
Threat0.008789998
Severe Toxicity0.0030517578
Low Tox 0.053295042 Moderate Con 0.483 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
0:47 loved the shabad playing in backgrroundd...,❤
0:47 loved the shabad playing in backgrroundd...,❤
Identity Attack0.011321344
Insult0.013440913
Profanity0.029596692
Threat0.011922873
Severe Toxicity0.004272461
Low Tox 0.05255287 Moderate Con 0.452
Oct 6, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Man on the bike love that guy
Man on the bike love that guy
Identity Attack0.009915425
Insult0.017807651
Profanity0.026863953
Threat0.011120236
Severe Toxicity0.003929138
Low Tox 0.05230548 Moderate Con 0.372 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
5:33 man I love this guy ! Speaking facts
5:33 man I love this guy ! Speaking facts
Identity Attack0.009693438
Insult0.016024929
Profanity0.024609445
Threat0.009955117
Severe Toxicity0.0032806396
Low Tox 0.051810697 Moderate Con 0.45 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals love this
Liberals love this
Identity Attack0.022188433
Insult0.019419061
Profanity0.021466793
Threat0.008323951
Severe Toxicity0.0024986267
Low Tox 0.051810697 Low Con 0.232 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Last I heard Canadiens don’t have an issue with immigration and the current government is reviewing the process anyhow so what is your problem here right? Trump loving Toronto Sun
Last I heard Canadiens don’t have an issue with immigration and the current government is reviewing the process anyhow so what is your problem here right? Trump loving Toronto Sun
Identity Attack0.014752249
Insult0.021868404
Profanity0.011014067
Threat0.0060713873
Severe Toxicity0.0011396408
Low Tox 0.05131592 Moderate Con 0.326 Meta_Commentary
Mar 2, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada loves Indian food so the rest is history
Canada loves Indian food so the rest is history
Identity Attack0.032753747
Insult0.017356457
Profanity0.013063621
Threat0.006382086
Severe Toxicity0.0016403198
Low Tox 0.050326355 Low Con 0.231 Humor_Satire
Feb 28, 2026 Inside Canada's Indian Invasion...
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Bro I LOVE indians and i’m from canada😢
Bro I LOVE indians and i’m from canada😢
Identity Attack0.028886627
Insult0.013782915
Profanity0.023789622
Threat0.008492245
Severe Toxicity0.0034332275
Low Tox 0.049336795 Constructive 0.53 Solidarity
Feb 5, 2026 Inside Canada's Indian Invasion...
2:03 I love this unc
2:03 I love this unc
Identity Attack0.008842488
Insult0.014732921
Profanity0.034397304
Threat0.011560392
Severe Toxicity0.0042533875
Low Tox 0.049089402 Moderate Con 0.361
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love this bicycle guy., stand up comedy 😂
I love this bicycle guy., stand up comedy 😂
Identity Attack0.005512681
Insult0.018710041
Profanity0.022286616
Threat0.008764107
Severe Toxicity0.0022506714
Low Tox 0.048594624 Moderate Con 0.404 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I love my country and my people and what the government is doing is not right. We are decent people and don’t deserve this.
I love my country and my people and what the government is doing is not right. We are decent people and don’t deserve this.
Identity Attack0.0058826595
Insult0.017936565
Profanity0.012414595
Threat0.006835188
Severe Toxicity0.00093460083
Low Tox 0.048594624 Constructive 0.511 Moral_Argument
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Bike dude was honest to the core 😂, love it
Bike dude was honest to the core 😂, love it
Identity Attack0.0076585566
Insult0.018001022
Profanity0.031391226
Threat0.009023022
Severe Toxicity0.0032234192
Low Tox 0.048099842 Moderate Con 0.413 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
lOVE Desi women
lOVE Desi women
Identity Attack0.018872296
Insult0.01617693
Profanity0.034146797
Threat0.008789998
Severe Toxicity0.0036811829
Low Tox 0.04760506 Moderate Con 0.397 Meta_Commentary
Oct 31, 2025 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.