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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: "What about the other 5 …" 438 comments · Page 18 of 18
The “breaking point” was 5 years ago.
The “breaking point” was 5 years ago.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0015909078
Insult0.007968879
Profanity0.010689554
Threat0.0064468146
Severe Toxicity0.00056505203
Low Tox 0.011874928 Low Con 0.226 Fear_Threat
Feb 12, 2026 Why Canada’s immigration system has …
Question now is how do we correct this. Judicial , Education, Health, social and cultural balance all got to be corrected. How can any political party in a 4 year or 5 year term correct …
Question now is how do we correct this. Judicial , Education, Health, social and cultural balance all got to be corrected. How can any political party in a 4 year or 5 year term correct it?
Why Canadians Are Turning Against Immigrants. · 127: Cluster #126
Close reading → Discourse → Video sentiment →
Identity Attack0.0024788564
Insult0.0076838774
Profanity0.010006369
Threat0.0065633263
Severe Toxicity0.0006008148
Low Tox 0.011372286 Constructive 0.542 Question
Aug 26, 2025 Why Canadians Are Turning Against …
I’m a traffic control person and I get brampton sites pretty often. 3 out 5 of them dont slow down on construction sites (usually truck driver)
I’m a traffic control person and I get brampton sites pretty often. 3 out 5 of them dont slow down on construction sites (usually truck driver)
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0019793853
Insult0.007360875
Profanity0.01086035
Threat0.007068211
Severe Toxicity0.0007677078
Low Tox 0.010743983 Constructive 0.504 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
If Canada kicks out a minimum of 5 million , I think it would be fair.
If Canada kicks out a minimum of 5 million , I think it would be fair.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0011029757
Insult0.00091691763
Profanity0.000065007895
Threat0.0030173268
Severe Toxicity0.0000061104174
Low Tox 0.010582994 Policy_Critique
Apr 19, 2025 3 likes
5 million permits expired this month and im to believe 18 thousand is an okay number?
5 million permits expired this month and im to believe 18 thousand is an okay number?
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022291208
Insult0.0067908717
Profanity0.010313802
Threat0.006809296
Severe Toxicity0.00071525574
Low Tox 0.01005285 Moderate Con 0.308
Dec 23, 2025 7 likes Deportations From Canada at Their …
Super helpful! Thank you for this video! 🙏 Most questions were True/False and fill-in-the-blanks, with a few MCQs. I scored 20/20 and finished in 5 minutes. Also study the Discover Canada PDF along with this. …
Super helpful! Thank you for this video! 🙏 Most questions were True/False and fill-in-the-blanks, with a few MCQs. I scored 20/20 and finished in 5 minutes. Also study the Discover Canada PDF along with this. Highly recommended!🎉🎉🎉
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.002192123
Insult0.0070473733
Profanity0.009835573
Threat0.006194372
Severe Toxicity0.0005364418
Low Tox 0.00804228 Constructive 0.674
Dec 31, 2025 6 likes Canadian Citizenship Test 2025 – …
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
2.9 million Canadian temporary visas expire in 2025-2026 · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.0013504218
Insult0.0070378734
Profanity0.00907553
Threat0.006149062
Severe Toxicity0.0004196167
Low Tox 0.008010864 Moderate Con 0.371 Policy_Critique
Jan 16, 2026 1 likes 2.9 million Canadian temporary visas …
Bravo le gars à vélo !!! 👍👍👏👏👏👏😎💪 5:43
Bravo le gars à vélo !!! 👍👍👏👏👏👏😎💪 5:43
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.000656712
Insult0.009013886
Profanity0.010074687
Threat0.005482355
Severe Toxicity0.00067710876
Low Tox 0.007288316 Moderate Con 0.402 Meta_Commentary
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
2% wage increase. 4% increase in food. 5% increase in rent. 3% increase in bus fares. 5 % increase in license registrations. So we make less then last year.
2% wage increase. 4% increase in food. 5% increase in rent. 3% increase in bus fares. 5 % increase in license registrations. So we make less then last year.
Canada’s new rules in 2026 · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0010266906
Insult0.006667371
Profanity0.009109689
Threat0.0058448366
Severe Toxicity0.00044584274
Low Tox 0.006754258 Moderate Con 0.351 Economic_Argument
Jan 11, 2026 398 likes Canada’s new rules in 2026
thats bs none for the next 5 years then back to 200000 like it used to be and only those with skills and they will need to learn english
thats bs none for the next 5 years then back to 200000 like it used to be and only those with skills and they will need to learn english
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0000930994
Insult0.00017000348
Profanity0.000022312452
Threat0.00003339689
Severe Toxicity0.0000021373992
Low Tox 0.0004968769
Apr 14, 2025 7 likes
Born and raised in canada … 5 generations … I no longer have a doctor (last 6 years). On a waitlist!!???
Born and raised in canada … 5 generations … I no longer have a doctor (last 6 years). On a waitlist!!???
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00006266972
Insult0.00017574274
Profanity0.000016628395
Threat0.000024624645
Severe Toxicity0.0000019114266
Low Tox 0.00040123044
Apr 16, 2025 6 likes
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to …
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to 5 million temporary resident in canada
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000051010913
Insult0.00012469533
Profanity0.000017913682
Threat0.0000208587
Severe Toxicity0.0000026697837
Low Tox 0.0002793177 Policy_Critique
Dec 8, 2025 8 likes
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.