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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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Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "You're on your own now …" 1,066 comments · Page 43 of 43
They’re not missing their all working construction, security or driving trucks
They’re not missing their all working construction, security or driving trucks
IRCC Names India in Study Permit Fraud | … · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0020533812
Insult0.007987879
Profanity0.00998929
Threat0.0065956907
Severe Toxicity0.00071048737
Low Tox 0.012314741 Low Con 0.249
Oct 1, 2025 IRCC Names India in Study …
They're everywhere.
They're everywhere.
Inside Canada's Indian Invasion... · 324: Cluster #323
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.007664877
Profanity0.012243799
Threat0.006925808
Severe Toxicity0.00084877014
Low Tox 0.01218908 Low Con 0.284 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They're everywhere.
They're everywhere.
Inside Canada's Indian Invasion... · 324: Cluster #323
Close reading → Discourse → Video sentiment →
Identity Attack0.0027378413
Insult0.007607877
Profanity0.012107162
Threat0.0068999166
Severe Toxicity0.00082969666
Low Tox 0.012000589 Low Con 0.284 Fear_Threat
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.0029043318
Insult0.0068668723
Profanity0.011936366
Threat0.006492125
Severe Toxicity0.00082969666
Low Tox 0.007916619 Constructive 0.53 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
If you're Canadian,you don't need to face any border measures by just not going to the United States of Ammo.Why go to Trump's prison if they're are so many better and safer places to travel …
If you're Canadian,you don't need to face any border measures by just not going to the United States of Ammo.Why go to Trump's prison if they're are so many better and safer places to travel to.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0031212054
Insult0.0018402105
Profanity0.000058827416
Threat0.00014311883
Severe Toxicity0.0000030153317
Low Tox 0.007891749
Dec 8, 2025
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out …
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out when reading discover Canada. If you’re in doubt, don’t be. This is an excellent resource that can get you to pass the test in one sitting!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0017666477
Insult0.0068098716
Profanity0.00993805
Threat0.006162008
Severe Toxicity0.00046730042
Low Tox 0.007602467 Constructive 0.685 Solidarity
Dec 27, 2025 11 likes Canadian Citizenship Test 2025 – …
It’s simple, you’re not wanted
It’s simple, you’re not wanted
· 50: Cluster #49
Close reading → Video sentiment →
Identity Attack0.00012855743
Insult0.0016346548
Profanity0.000039812516
Threat0.000038455408
Severe Toxicity0.0000017830191
Low Tox 0.002415921
Dec 13, 2025
trump is saying 'we're not friends anymore'. That's it. The message is clear.
trump is saying 'we're not friends anymore'. That's it. The message is clear.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00011767534
Insult0.0011382559
Profanity0.000026843749
Threat0.000025700228
Severe Toxicity0.0000016341071
Low Tox 0.0020666695 Comparative_Framing
Dec 10, 2025
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.
· 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.00021630489
Insult0.00028040312
Profanity0.000052242904
Threat0.000028844901
Severe Toxicity0.000002951865
Low Tox 0.00092790026 Policy_Critique
Jun 6, 2025
Oh you mean they're actually going to do their job
Oh you mean they're actually going to do their job
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00009189989
Insult0.0002907923
Profanity0.000026997892
Threat0.0000743414
Severe Toxicity0.000002259391
Low Tox 0.0009234757
Dec 7, 2025 7 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
Don't worry, we're not going
Don't worry, we're not going
· 50: Cluster #49
Close reading → Video sentiment →
Identity Attack0.00006708476
Insult0.00019357626
Profanity0.000019678238
Threat0.000018601264
Severe Toxicity0.0000021660162
Low Tox 0.00044310777
Dec 7, 2025 7 likes
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 likes
This is the beginning all countries they’re going to start doing it get ready
This is the beginning all countries they’re going to start doing it get ready
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000065073764
Insult0.00012353502
Profanity0.000019866533
Threat0.000027396973
Severe Toxicity0.0000024752674
Low Tox 0.00033513375 Fear_Threat
Dec 8, 2025 1 likes
Fingerprints Eh? No wonder why they're building more data centres. Anybody building fingerprint printing machines yet? Oh, that's right, it's still 2025.
Fingerprints Eh? No wonder why they're building more data centres. Anybody building fingerprint printing machines yet? Oh, that's right, it's still 2025.
· 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.00004768638
Insult0.00012335717
Profanity0.000019682948
Threat0.000019547442
Severe Toxicity0.0000028341503
Low Tox 0.00027699352
Dec 8, 2025
No big deal. If you've really travelled anywhere else in the world, there's more stringent and expensive measures when crossing into other countries. We're in FL for the season. Not a problem driving over. Took …
No big deal. If you've really travelled anywhere else in the world, there's more stringent and expensive measures when crossing into other countries. We're in FL for the season. Not a problem driving over. Took @ 5 mins at the inside counter with maybe 2 minutes wait. The CBP folks were polite. We did the i94 online before, so they took our finger prints on a small scanner and took our picture matched to our passport photo. We gave them our destination address as normal and how long we are staying. We were informed of our expected exit before date. If you have Nexis already, nothing really different that what you do now, just print your i94.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000040068124
Insult0.00012499224
Profanity0.000019785251
Threat0.000019371739
Severe Toxicity0.0000029470918
Low Tox 0.00025541594
Dec 12, 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.