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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: "Canada don't see them as …" 389 comments · Page 16 of 16
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to …
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to get into Canada😂
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.011321344
Insult0.009944891
Profanity0.015249812
Threat0.0076507707
Severe Toxicity0.0014305115
Low Tox 0.023199737 Constructive 0.548 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0011994684
Insult0.002749452
Profanity0.000105210725
Threat0.0029555399
Severe Toxicity0.000006617666
Low Tox 0.017347202 Comparative_Framing
Dec 10, 2025
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in …
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in crowded halls. We see it in tents against winter wind, we hear it in ER sirens that never sleep, we feel it in classrooms stretched past breath. This is not red or blue. It is heartbeat and shelter and future. Stand together. Guard the door. Restore the quiet strength of our home—now.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.009279887
Profanity0.012551232
Threat0.00713294
Severe Toxicity0.00096797943
Low Tox 0.01633588 Constructive 0.599 Call_To_Action
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Thank you for covering this! 💯 Quite honestly Canada went down the drain and we all notice it, see it, experience it. This needs to be talked about a lot more and you did a …
Thank you for covering this! 💯 Quite honestly Canada went down the drain and we all notice it, see it, experience it. This needs to be talked about a lot more and you did a great job starting that conversation 💯💯
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0053276913
Insult0.009678889
Profanity0.011458136
Threat0.006162008
Severe Toxicity0.0007343292
Low Tox 0.01608456 Constructive 0.64
Jan 27, 2026 Inside Canada's Indian Invasion...
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0050317086
Insult0.009640889
Profanity0.0103821205
Threat0.0059548756
Severe Toxicity0.0006914139
Low Tox 0.015644746 Moderate Con 0.415
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I am in Canada and i see no divide Temporary workers signed viewers where they promise to leave Canada after work visa expired
I am in Canada and i see no divide Temporary workers signed viewers where they promise to leave Canada after work visa expired
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0058086636
Insult0.008253881
Profanity0.009570839
Threat0.0062849927
Severe Toxicity0.0006246567
Low Tox 0.01419965 Constructive 0.558 Personal_Narrative
Feb 11, 2026 31 likes Canada's tighter immigration policy divides …
Have a look at top Spotify Artist in Canada, you'll see
Have a look at top Spotify Artist in Canada, you'll see
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.0038477771
Insult0.007797878
Profanity0.010979908
Threat0.0066086366
Severe Toxicity0.00071048737
Low Tox 0.011120965 Low Con 0.228 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Curious what experts say "they will give back more to Canada then they will cost in the beginning"? I would like to see some facts to back up that claim and how long that would …
Curious what experts say "they will give back more to Canada then they will cost in the beginning"? I would like to see some facts to back up that claim and how long that would take.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00362579
Insult0.007645877
Profanity0.0088961935
Threat0.0061425893
Severe Toxicity0.0004506111
Low Tox 0.010429831 Moderate Con 0.387
Aug 1, 2018 74 likes How much do refugees and …
I hope the do more. I visit Canada about every month and I can see Canada is changing. I love the old Canada culture. People are friendly.
I hope the do more. I visit Canada about every month and I can see Canada is changing. I love the old Canada culture. People are friendly.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0047727237
Insult0.007132874
Profanity0.010535837
Threat0.0066086366
Severe Toxicity0.00071048737
Low Tox 0.009110395 Constructive 0.617 Personal_Narrative
Feb 22, 2026 Deportations From Canada at Their …
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love …
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love to see a bill breakdown. "$9 for insurance" That is a bill... "I work 8 and a half hours a day" So... That means you work 42 hours a week.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019146391
Insult0.006999873
Profanity0.010604155
Threat0.005971058
Severe Toxicity0.00053167343
Low Tox 0.008482091 Constructive 0.708 Policy_Critique
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Welcome to the party Canada ….see why we voted for Donald Trump
Welcome to the party Canada ….see why we voted for Donald Trump
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000040266736
Insult0.0008287797
Profanity0.000024448937
Threat0.000029469085
Severe Toxicity0.0000014783134
Low Tox 0.0013172895 Comparative_Framing
Apr 16, 2025 5 likes
No need to go there, there's lots to do and see in Canada. 🇨🇦
No need to go there, there's lots to do and see in Canada. 🇨🇦
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00012058259
Insult0.00023009678
Profanity0.000027533984
Threat0.000036471163
Severe Toxicity0.0000020613531
Low Tox 0.0007051512 Solidarity
Dec 9, 2025
Make it easy, don’t go. Lots to see in Canada
Make it easy, don’t go. Lots to see in Canada
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00017231374
Insult0.00020387981
Profanity0.000023755887
Threat0.000051840074
Severe Toxicity0.000002303277
Low Tox 0.00065214984 Humor_Satire
Dec 11, 2025
Not worried . Never going down there again. Lots to do and see here in Canada and other places around the world.
Not worried . Never going down there again. Lots to do and see here in Canada and other places around the world.
· 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.00009102059
Insult0.0001617528
Profanity0.000017906594
Threat0.000023141307
Severe Toxicity0.0000020821756
Low Tox 0.00041384067 Personal_Narrative
Dec 21, 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.