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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: "Am I tripping or I …" 34 comments · Page 2 of 2
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. Being 25 minutes delayed on my "35 minute" trip
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.022590388
Insult0.018774498
Profanity0.020373698
Threat0.007909686
Severe Toxicity0.0019741058
Low Tox 0.054531995 Constructive 0.52 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Have a good trip home
Have a good trip home
2.9 million Canadian temporary visas expire in 2025-2026 · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.0052166977
Insult0.018065477
Profanity0.017777596
Threat0.009437286
Severe Toxicity0.0022602081
Low Tox 0.050573748 Moderate Con 0.464 Identity_Assertion
Jan 15, 2026 199 likes 2.9 million Canadian temporary visas …
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a …
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a war torn country. Highschoolers must be given priority in local jobs, it's up to the franchise owners to work their schedules up. It's ok if the cost of the product increases. This will help wages keep up with inflation. No free pregnancy trips, if you want to have your child born here make sure you pay up.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.020837102
Profanity0.012175481
Threat0.0067769317
Severe Toxicity0.0016117096
Low Tox 0.048099842 Constructive 0.585 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such …
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such as law enforcement. Each city town and borough has that information. Had the rolls been reversed you would not have faired any better. Not make a major public statement? Yes you did.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.0014244175
Insult0.013174911
Profanity0.010006369
Threat0.0059678215
Severe Toxicity0.00059843063
Low Tox 0.0201057 Constructive 0.671
Sep 29, 2025 IRCC Names India in Study …
420$ saving…that’s one trip to Costco…
420$ saving…that’s one trip to Costco…
Canada’s new rules in 2026 · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.001276426
Insult0.007322875
Profanity0.009801413
Threat0.006246155
Severe Toxicity0.00059604645
Low Tox 0.009738698 Moderate Con 0.303
Jan 17, 2026 1 likes Canada’s new rules in 2026
Canadians really need to reconsider trips across the border. It’s dangerous times down there. 🇨🇦
Canadians really need to reconsider trips across the border. It’s dangerous times down there. 🇨🇦
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0036176527
Insult0.00053960254
Profanity0.000032808126
Threat0.00015328692
Severe Toxicity0.0000037089508
Low Tox 0.003797595
Dec 10, 2025
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's not worth it. I can remember crossing a few years back before COVID my stomach would do flip flops waiting in the line and it should never be like that
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00007683819
Insult0.00023573764
Profanity0.000022703574
Threat0.000026121497
Severe Toxicity0.0000022189006
Low Tox 0.00061102543 Personal_Narrative
Dec 8, 2025
I just had a wonderful time in Anaheim. Our family was treated extremely well. Already planning our next trip😊
I just had a wonderful time in Anaheim. Our family was treated extremely well. Already planning our next trip😊
· 52: Cluster #51
Close reading → Video sentiment →
Identity Attack0.000038851373
Insult0.000120718345
Profanity0.000018294904
Threat0.000019004383
Severe Toxicity0.0000028729673
Low Tox 0.00025136193
Dec 8, 2025 17 likes

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.