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: "Now you know how I …" 1,129 comments · Page 40 of 46
Good thing I know Buddy on the bike. Dude is about to lose his job. Thank God for the internet.
Good thing I know Buddy on the bike. Dude is about to lose his job. Thank God for the internet.
Identity Attack0.005956655
Insult0.020063626
Profanity0.015318131
Threat0.0079873605
Severe Toxicity0.0014305115
Low Tox 0.05255287 Constructive 0.508
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's literally a joke and the reality here in Canada, we all know it but nothing happens
It's literally a joke and the reality here in Canada, we all know it but nothing happens
Identity Attack0.018872296
Insult0.02122384
Profanity0.013849284
Threat0.006330303
Severe Toxicity0.0014209747
Low Tox 0.05230548 Low Con 0.264 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
3:50 - you mispronounced "Singh Hortons" and I know the answer is ZERO
3:50 - you mispronounced "Singh Hortons" and I know the answer is ZERO
Identity Attack0.0047357255
Insult0.02103047
Profanity0.014498309
Threat0.0069905366
Severe Toxicity0.0014877319
Low Tox 0.05230548 Moderate Con 0.415 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Identity Attack0.036620867
Insult0.018967867
Profanity0.010792031
Threat0.006051969
Severe Toxicity0.001335144
Low Tox 0.051563308 Constructive 0.577 Comparative_Framing
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
3:08 this man knows it and it's so true
3:08 this man knows it and it's so true
Identity Attack0.009471451
Insult0.016100928
Profanity0.024472807
Threat0.009644418
Severe Toxicity0.0033187866
Low Tox 0.051563308 Moderate Con 0.399 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
God bless the green shirt woman. What she said is all you need to know.
God bless the green shirt woman. What she said is all you need to know.
Identity Attack0.015254694
Insult0.020837102
Profanity0.014669105
Threat0.0067057298
Severe Toxicity0.0013923645
Low Tox 0.05131592 Moderate Con 0.398 Meta_Commentary
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Oh nah not the Montreal strays I know one of those places :sob:
Oh nah not the Montreal strays I know one of those places :sob:
Identity Attack0.009064475
Insult0.020321451
Profanity0.021876704
Threat0.007870848
Severe Toxicity0.0018596649
Low Tox 0.050821137 Moderate Con 0.427 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Identity Attack0.029144434
Insult0.018516673
Profanity0.009664777
Threat0.005818945
Severe Toxicity0.0011205673
Low Tox 0.050573748 Moderate Con 0.353 Economic_Argument
Jan 19, 2026 28 likes Why Canada’s immigration system has …
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Identity Attack0.033527173
Insult0.015416925
Profanity0.012346277
Threat0.0063497215
Severe Toxicity0.0013256073
Low Tox 0.050573748 Moderate Con 0.31
Jan 2, 2026 10 likes New rules, regulations take effect …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
And so, it's not surprising that many are angry at what's happening in the world, and even well-mannered people are fed up with it. What does this ultimately lead to? God only knows.
Identity Attack0.011173353
Insult0.017614283
Profanity0.017367685
Threat0.006925808
Severe Toxicity0.0014400482
Low Tox 0.050573748 Moderate Con 0.486 Fear_Threat
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have …
Another MP of the Liberal party being put in a position that they have NO business being in. What did she do to get the Ministry ? CBC do your job goodness knows you have been GIVEN enough money from the people of Canada.
Identity Attack0.007288578
Insult0.02657372
Profanity0.011219022
Threat0.005906329
Severe Toxicity0.0011205673
Low Tox 0.050078966 Moderate Con 0.391 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students? By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Identity Attack0.015455672
Insult0.022255141
Profanity0.014259194
Threat0.0074565844
Severe Toxicity0.0015640259
Low Tox 0.050078966 Constructive 0.685 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
She knows exactly why she's not tracking the 'missing' ones. Wink, wink. Easy entry
She knows exactly why she's not tracking the 'missing' ones. Wink, wink. Easy entry
Identity Attack0.0027008436
Insult0.023093075
Profanity0.013200258
Threat0.006589218
Severe Toxicity0.0010108948
Low Tox 0.049831573 Low Con 0.283 Unverified_Claim
Oct 4, 2025 IRCC Names India in Study …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just …
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just bad journalism. I’d like to know because I cross the path of many immigrants and care about them. If the federal government’s economic plans work out, there could be more demand for workers in the coming year, especially in and around Montreal - I also pay attention to announcements of companies setting up or expanding here - and this might be another example of the CAQ shooting themselves in the foot again. They seem oblivious that an election is coming next fall.
Identity Attack0.01374736
Insult0.02373764
Profanity0.015625564
Threat0.00666042
Severe Toxicity0.0012779236
Low Tox 0.049336795 Constructive 0.805
Nov 21, 2025 Quebec Ends Economic Immigration Program …
5:20 Everything you need to know.
5:20 Everything you need to know.
Identity Attack0.006770608
Insult0.015036922
Profanity0.022696527
Threat0.011094344
Severe Toxicity0.0027656555
Low Tox 0.04785245 Low Con 0.253 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Invasion...
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
For 30 yrs now it has been know as Brambledesh
For 30 yrs now it has been know as Brambledesh
Identity Attack0.0073995716
Insult0.01617693
Profanity0.019007329
Threat0.008414571
Severe Toxicity0.0020503998
Low Tox 0.04760506 Moderate Con 0.355 Meta_Commentary
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
You want to know what broke Canada's immigration system. Look up the Supreme Court case, the Singh decision. That was the dynamite in the dam that opened the flood..
You want to know what broke Canada's immigration system. Look up the Supreme Court case, the Singh decision. That was the dynamite in the dam that opened the flood..
Identity Attack0.007029593
Insult0.021997316
Profanity0.013405213
Threat0.0068028234
Severe Toxicity0.0012588501
Low Tox 0.04735767 Moderate Con 0.389
Jun 24, 2025 How Canada broke its immigration …
Hi, My question is not about financial assistance, but still asking maybe you know about it. I am a refugee, who's referred for resettlement in Canada by UNHCR. I have already been through biometrics and …
Hi, My question is not about financial assistance, but still asking maybe you know about it. I am a refugee, who's referred for resettlement in Canada by UNHCR. I have already been through biometrics and medical examination by IOM. Received a letter by IRCC regarding Pre-Arrival Services. When I checked today at IRCC website for estimated time period for Government Assisted Refugees Program, it shows 31 months in the country where I am currently hiding. My question, does it really take so long?
Identity Attack0.020681098
Insult0.017807651
Profanity0.025634222
Threat0.009178371
Severe Toxicity0.0019359589
Low Tox 0.04735767 Constructive 0.727
Feb 27, 2023 How much do refugees and …
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Identity Attack0.0058456613
Insult0.0151129225
Profanity0.011406898
Threat0.01187109
Severe Toxicity0.0015544891
Low Tox 0.0466155 Low Con 0.244 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish …
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish first and foremost. The citizens from their adjoining country are a bit of a different story tho.
Identity Attack0.042550452
Insult0.014732921
Profanity0.021876704
Threat0.007301235
Severe Toxicity0.0019931793
Low Tox 0.046368107 Constructive 0.796 Solidarity
Jan 27, 2026 2 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.