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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Why not!…. Isn’t that a …" 318 comments · Page 13 of 13
His map says he's turning and he isn't turning the wheel with his hand...
His map says he's turning and he isn't turning the wheel with his hand...
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0022568693
Insult0.010894896
Profanity0.0113215
Threat0.0073918556
Severe Toxicity0.00084400177
Low Tox 0.022374803 Low Con 0.277 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses …
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses our border especially when their first step on western land was the US.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006992595
Insult0.010248893
Profanity0.010484599
Threat0.0068869707
Severe Toxicity0.0007867813
Low Tox 0.022139108 Moderate Con 0.449 Policy_Critique
Dec 29, 2025 1 likes Deportations From Canada at Their …
The Great Replacement isn't a theory... it's fact
The Great Replacement isn't a theory... it's fact
Inside Canada's Indian Invasion... · 120: Cluster #119
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.009070885
Profanity0.012038844
Threat0.006641001
Severe Toxicity0.00086307526
Low Tox 0.01859777 Low Con 0.12 Unverified_Claim
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
What's the problem? Not enough housing? Raise taxes. Not enough jobs. Raise taxes. Food too expensive? Raise taxes. This isn't rocket science.
Quebec Ends Economic Immigration Program | Your Morning · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.001294925
Insult0.011046898
Profanity0.010313802
Threat0.005906329
Severe Toxicity0.0006532669
Low Tox 0.017969469 Low Con 0.297 Humor_Satire
Nov 22, 2025 5 likes Quebec Ends Economic Immigration Program …
Note; even if denied status, and with a removal order, if a failed claimant shows up at emerg, they get looked after. The health system isn't alerted.
Note; even if denied status, and with a removal order, if a failed claimant shows up at emerg, they get looked after. The health system isn't alerted.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.001812895
Insult0.009507888
Profanity0.009647697
Threat0.0068028234
Severe Toxicity0.00059843063
Low Tox 0.015958898 Constructive 0.566
Nov 21, 2025 2 likes Thousands of refugees allowed into …
This isn’t just Brampton as a Canadian it’s in every major city
This isn’t just Brampton as a Canadian it’s in every major city
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0068076057
Insult0.008367881
Profanity0.011389818
Threat0.0061037517
Severe Toxicity0.00076293945
Low Tox 0.014953613 Moderate Con 0.353 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Isn't question number 88 the Iceland?
Isn't question number 88 the Iceland?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 297: Cluster #296
Close reading → Discourse → Video sentiment →
Identity Attack0.007473567
Insult0.0072658747
Profanity0.0118338885
Threat0.0072365063
Severe Toxicity0.0011062622
Low Tox 0.014450971 Low Con 0.244 Question
Oct 21, 2025 1 likes Canadian Citizenship Test 2025 – …
replacement isn’t a theory, it’s real.
replacement isn’t a theory, it’s real.
Canada's tighter immigration policy divides the country • … · 24: Cluster #23
Close reading → Discourse → Video sentiment →
Identity Attack0.0024973555
Insult0.008044879
Profanity0.011082385
Threat0.0066215824
Severe Toxicity0.00068187714
Low Tox 0.013634177 Low Con 0.123 Fear_Threat
Feb 11, 2026 15 likes Canada's tighter immigration policy divides …
just remember, the fact this is happening everywhere isn't a coincidence.
just remember, the fact this is happening everywhere isn't a coincidence.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0018313939
Insult0.0076268767
Profanity0.0108774295
Threat0.0066215824
Severe Toxicity0.0006723404
Low Tox 0.013382856 Low Con 0.281
Jan 27, 2026 Inside Canada's Indian Invasion...
Why isn’t the aiming that message at Doug Ford and Danielle Smith? They control healthcare in their provinces
Why isn’t the aiming that message at Doug Ford and Danielle Smith? They control healthcare in their provinces
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.002552852
Insult0.009108886
Profanity0.009664777
Threat0.0059516393
Severe Toxicity0.0005054474
Low Tox 0.012754552 Low Con 0.294 Policy_Critique
Feb 24, 2026 'We do know that there's …
Immigration is out of control ! It is 2025 , the year isn’t even half over and they have already brought in almost 1 million mostly Indians . You need to get your facts straight …
Immigration is out of control ! It is 2025 , the year isn’t even half over and they have already brought in almost 1 million mostly Indians . You need to get your facts straight .
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.014597976
Insult0.0013591878
Profanity0.00011599752
Threat0.00016591376
Severe Toxicity0.000005316609
Low Tox 0.012240606
Jun 26, 2025
400 a week isn't anywhere close enough. Should be 10x that.
400 a week isn't anywhere close enough. Should be 10x that.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0018036455
Insult0.006952373
Profanity0.011526455
Threat0.0071199946
Severe Toxicity0.0007677078
Low Tox 0.0103670005 Low Con 0.247 Economic_Argument
Dec 25, 2025 1 likes Deportations From Canada at Their …
Anytime I go it's for a couple weeks max, so no big deal. Trump isn't requiring anything that wasn't required for any other country visiting for more than 30 days or more.
Anytime I go it's for a couple weeks max, so no big deal. Trump isn't requiring anything that wasn't required for any other country visiting for more than 30 days or more.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00006602047
Insult0.00037631864
Profanity0.00002430585
Threat0.000021382153
Severe Toxicity0.0000019071622
Low Tox 0.00076238293
Dec 8, 2025 10 likes
Everyone is boycotting USA, when every fabric of Canada runs on USA technology and infrastructure. Amazon, Walmart, Google, Microsoft , apple... Why isn't anyone boycotting ROGERS XFINITY? sell your iPhone and buy a blackberry, Canada …
Everyone is boycotting USA, when every fabric of Canada runs on USA technology and infrastructure. Amazon, Walmart, Google, Microsoft , apple... Why isn't anyone boycotting ROGERS XFINITY? sell your iPhone and buy a blackberry, Canada would be a frozen wasteland still in the dark ages of it wasn't for USA.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00006577903
Insult0.00023082343
Profanity0.000020217845
Threat0.000022782564
Severe Toxicity0.000002309757
Low Tox 0.00052124116
Dec 8, 2025 13 likes
We're just not going to the states anymore. Why isn't biometric facial analysis enough? There's zero need for fingerprinting.
We're just not going to the states anymore. Why isn't biometric facial analysis enough? There's zero need for fingerprinting.
· 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.00007271947
Insult0.00019462024
Profanity0.000017252241
Threat0.00002653241
Severe Toxicity0.0000020799212
Low Tox 0.0005007371
Dec 8, 2025 2 likes
This isn’t news. Just stirring things up
This isn’t news. Just stirring things up
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00004744624
Insult0.00016100296
Profanity0.000021945098
Threat0.000021988752
Severe Toxicity0.0000022348368
Low Tox 0.0003849506
Dec 7, 2025 13 likes
It's sobering to realize that many who have studied, worked, and built lives in Canada may now be left in limbo. The question isn't just about policy—it’s about identity, belonging, and the kind of future …
It's sobering to realize that many who have studied, worked, and built lives in Canada may now be left in limbo. The question isn't just about policy—it’s about identity, belonging, and the kind of future Canada envisions for itself. Can a nation remain strong while turning away those who have already contributed to its strength?
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00004286426
Insult0.00014268374
Profanity0.000018013197
Threat0.000017618344
Severe Toxicity0.0000025745335
Low Tox 0.00029857497 Moral_Argument
Apr 19, 2025 1 likes
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the …
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the desired destination for North America, and our policies must prepare for this likely outcome. One last point is this: i would rather this country take care of the first nations peoples, the dispossessed, those marginalized within our society and our elderly who've contributed to this country's growth and prosperity but, due to one or another reason, dont have workplace pensions for retirement. Once we've sorted out our own peoples, seen properly to the needs of those who were actually born here, ensured our hospitals and schools are well funded, then we can look to service the needs of a migrant population.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000051619318
Insult0.000120263016
Profanity0.000018316585
Threat0.000020267227
Severe Toxicity0.000003076367
Low Tox 0.00027410034
Apr 23, 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.