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: "This is what an honest …" 300 comments · Page 12 of 12
So honest question. Has anybody bought a beer for the guy on the bike
So honest question. Has anybody bought a beer for the guy on the bike
Identity Attack0.0022661188
Insult0.014504919
Profanity0.012482914
Threat0.006925808
Severe Toxicity0.0010871887
Low Tox 0.031449065 Moderate Con 0.428 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Yeah there’s a lot of them here but they’re all pretty funny and nice quite honestly.
Yeah there’s a lot of them here but they’re all pretty funny and nice quite honestly.
Identity Attack0.007473567
Insult0.014314918
Profanity0.021398475
Threat0.008323951
Severe Toxicity0.0017356873
Low Tox 0.030506283 Moderate Con 0.367
Jan 27, 2026 Inside Canada's Indian Invasion...
I just took the test. 19/20 This video was a great help! I watched it twice and read the guide four times. Plus taking lots of mock tests online. Honestly, I was over prepared! The …
I just took the test. 19/20 This video was a great help! I watched it twice and read the guide four times. Plus taking lots of mock tests online. Honestly, I was over prepared! The questions in the actual test were quite easy!
Identity Attack0.0068446035
Insult0.012034904
Profanity0.024541125
Threat0.009074804
Severe Toxicity0.0019550323
Low Tox 0.03015274 Constructive 0.662 Personal_Narrative
Jul 5, 2025 25 likes Canadian Citizenship Test 2025 – …
A very good move. I hope genuine people will be looked after and criminals, bad elements & weirdos will be checked thoroughly. However I hope the honest and sincere people will be recognised. The IRCC …
A very good move. I hope genuine people will be looked after and criminals, bad elements & weirdos will be checked thoroughly. However I hope the honest and sincere people will be recognised. The IRCC policy of refusing Visas to one and all with the same statement of overstaying and presumption that the visitors will not return is a standard excuse of visa refusal. This should be more foolproof and effective.
Identity Attack0.0008459363
Insult0.0140146725
Profanity0.0004678239
Threat0.0000924824
Severe Toxicity0.000004883466
Low Tox 0.030141091
Apr 14, 2025 2 likes
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
Identity Attack0.011839314
Insult0.012794908
Profanity0.010279642
Threat0.0067057298
Severe Toxicity0.0011396408
Low Tox 0.028385026 Low Con 0.168 Economic_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
“I will go next month” let’s be honest…. No you will not…. You’ll overstay like a lot of them 🙂
“I will go next month” let’s be honest…. No you will not…. You’ll overstay like a lot of them 🙂
Identity Attack0.0030708222
Insult0.012870909
Profanity0.013302735
Threat0.007534259
Severe Toxicity0.0011491776
Low Tox 0.02826718 Moderate Con 0.337 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Hope the guy on the bike stays safe. Being honest these days can get you in trouble
Identity Attack0.001692652
Insult0.0129089095
Profanity0.011663092
Threat0.008116818
Severe Toxicity0.00086307526
Low Tox 0.027677942 Moderate Con 0.453 Fear_Threat
Jan 27, 2026 212 likes Inside Canada's Indian Invasion...
Did Warren say that the control was lost at the tail end of the Trudeau government? Being honest, it was lost BEFORE that??
Did Warren say that the control was lost at the tail end of the Trudeau government? Being honest, it was lost BEFORE that??
Identity Attack0.0022291208
Insult0.015720926
Profanity0.010587076
Threat0.0059775305
Severe Toxicity0.00062942505
Low Tox 0.026145924 Moderate Con 0.378 Question
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Identity Attack0.0014984132
Insult0.010818896
Profanity0.011184863
Threat0.009437286
Severe Toxicity0.0010490417
Low Tox 0.024142517 Constructive 0.75 Solidarity
Mar 1, 2026 Inside Canada's Indian Invasion...
Bike guy is honest and true
Bike guy is honest and true
Identity Attack0.006363631
Insult0.0129089095
Profanity0.01846078
Threat0.007793174
Severe Toxicity0.0016021729
Low Tox 0.023553278 Moderate Con 0.432 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Bike guy is the most honest; he says it how it is.
Bike guy is the most honest; he says it how it is.
Identity Attack0.0036812867
Insult0.013820915
Profanity0.013063621
Threat0.006576272
Severe Toxicity0.00088214874
Low Tox 0.023317585 Moderate Con 0.43 Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Identity Attack0.0044582416
Insult0.011274899
Profanity0.015488927
Threat0.0073789097
Severe Toxicity0.0011301041
Low Tox 0.022728346 Constructive 0.503 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's …
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's to keep the site safe 😄 yet TESTER UP is exactly the same sort of app and you don't need id to withdraw. Be careful because I honestly think it's a data harvester under the guise of a game app.
Identity Attack0.0023031165
Insult0.010210892
Profanity0.013268576
Threat0.007521313
Severe Toxicity0.0009822845
Low Tox 0.022728346 Constructive 0.718 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
Let's be honest.... Its probably too late for Canada.
Let's be honest.... Its probably too late for Canada.
Identity Attack0.008620501
Insult0.0105148945
Profanity0.00997221
Threat0.0072753434
Severe Toxicity0.00096321106
Low Tox 0.022256956 Low Con 0.198
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
pretty wild how basic cable is a luxury honestly. Ive had it for a few months when my and my g/f moved to our very first apartment like 15-20 years ago and its been outa …
pretty wild how basic cable is a luxury honestly. Ive had it for a few months when my and my g/f moved to our very first apartment like 15-20 years ago and its been outa the budget ever since. Used to be in every middle class home across Canada
Identity Attack0.0043657473
Insult0.011160898
Profanity0.013029462
Threat0.0060908063
Severe Toxicity0.00076293945
Low Tox 0.019980038 Constructive 0.624 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
"Oh I can't be honest, I work for the city"
"Oh I can't be honest, I work for the city"
Identity Attack0.0030338243
Insult0.009982891
Profanity0.012892825
Threat0.0066151097
Severe Toxicity0.0008773804
Low Tox 0.019477395 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike buddy was too honest….
Bike buddy was too honest….
Identity Attack0.0020071338
Insult0.011198899
Profanity0.011611853
Threat0.0065115434
Severe Toxicity0.00084877014
Low Tox 0.01834645 Moderate Con 0.42 Humor_Satire
Jan 29, 2026 6 likes Inside Canada's Indian Invasion...
Thank you for covering this! 💯 Quite honestly Canada went down the drain and we all notice it, see it, experience it. This needs to be talked about a lot more and you did a …
Thank you for covering this! 💯 Quite honestly Canada went down the drain and we all notice it, see it, experience it. This needs to be talked about a lot more and you did a great job starting that conversation 💯💯
Identity Attack0.0053276913
Insult0.009678889
Profanity0.011458136
Threat0.006162008
Severe Toxicity0.0007343292
Low Tox 0.01608456 Constructive 0.64
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy in the high-vis is a legend. He should run for mayor. Honest and well spoken.
That guy in the high-vis is a legend. He should run for mayor. Honest and well spoken.
Identity Attack0.0025713511
Insult0.010248893
Profanity0.011184863
Threat0.006977591
Severe Toxicity0.0007200241
Low Tox 0.015644746 Constructive 0.571 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The video was super helpful! 🙏 I passed the citizenship test — the questions were easy, and I had practiced a lot of tests. Honestly, I didn’t read the book at all. Huge thanks to …
The video was super helpful! 🙏 I passed the citizenship test — the questions were easy, and I had practiced a lot of tests. Honestly, I didn’t read the book at all. Huge thanks to the person who made this video! 💐 If anyone has questions, I’m happy to help 😊
Identity Attack0.005253696
Insult0.00808288
Profanity0.015967157
Threat0.008582866
Severe Toxicity0.0013828278
Low Tox 0.015330595 Constructive 0.666 Personal_Narrative
Jul 11, 2025 3 likes Canadian Citizenship Test 2025 – …
Finally an honest review
Finally an honest review
Identity Attack0.0032373124
Insult0.0075698765
Profanity0.013678487
Threat0.0075083673
Severe Toxicity0.0010061264
Low Tox 0.01218908 Moderate Con 0.359 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler Oliver, thanks for covering this story because Ben Bankas, one of the best stand-up comedians from Canada, has been doing great jokes about this situation, and I honestly didn't know anything about it until …
Tyler Oliver, thanks for covering this story because Ben Bankas, one of the best stand-up comedians from Canada, has been doing great jokes about this situation, and I honestly didn't know anything about it until now. Thanks again, brother.
Identity Attack0.0017851467
Insult0.009184887
Profanity0.010160086
Threat0.00598724
Severe Toxicity0.00045776367
Low Tox 0.012126249 Constructive 0.754
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Seems good to be honest.
Seems good to be honest.
Identity Attack0.0025343532
Insult0.0076838774
Profanity0.012312118
Threat0.0068287146
Severe Toxicity0.00079631805
Low Tox 0.011246625 Moderate Con 0.312
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
"Reciprocity!" my fellow Canadians, the Yanks bit the hand of kindness and friendship time to let them have a taste. Having travelled a lot in the big wide world I can honestly say "Transit Visa's" …
"Reciprocity!" my fellow Canadians, the Yanks bit the hand of kindness and friendship time to let them have a taste. Having travelled a lot in the big wide world I can honestly say "Transit Visa's" for Yanks wanting to go to Alaska, Point Roberts and the North West Angle should focus the "murican mindset wonderfully" Far too long have we give them a break.
Identity Attack0.00059858494
Insult0.0002636598
Profanity0.000045734458
Threat0.00003525252
Severe Toxicity0.0000029478283
Low Tox 0.0011098926 Comparative_Framing
Dec 8, 2025 5 likes
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another 6 months, and sometimes even another full year if someone applies again. How is that stricter than before? It’s not. The government is misleading Canadians when it says immigration rules are tightening. In reality, it’s becoming more lenient, and it’s frustrating for those of us who follow the rules, pay taxes, and contribute honestly to this country.
Identity Attack0.00021630489
Insult0.00028040312
Profanity0.000052242904
Threat0.000028844901
Severe Toxicity0.000002951865
Low Tox 0.00092790026 Policy_Critique
Jun 6, 2025

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.