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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: "It's everywhere not just Canada. …" 88 comments · Page 4 of 4
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent …
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent a basement maybe just a room. I told everyone not to come to canada. My brother payed 40,000$ in education with single day job. So he thinking going back nothing here. And its everywhere not just in canada
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.027815815
Insult0.017227544
Profanity0.011970525
Threat0.0062267366
Severe Toxicity0.0014305115
Low Tox 0.05255287 Constructive 0.656
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Everywhere in Canada will be Brampton soon.
Everywhere in Canada will be Brampton soon.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.016259583
Insult0.017549826
Profanity0.0127561875
Threat0.008181547
Severe Toxicity0.0018310547
Low Tox 0.04240986 Low Con 0.249
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, Kerala, the State where most of them come to American Continent!*
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.017967897
Insult0.011996903
Profanity0.012892825
Threat0.0066798385
Severe Toxicity0.0013923645
Low Tox 0.034513097 Moderate Con 0.367 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Invasion...
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.01374736
Insult0.01302291
Profanity0.013780965
Threat0.006543908
Severe Toxicity0.0016593933
Low Tox 0.03357032 Moderate Con 0.393 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Too late to stop. You already see them everywhere you go in Canada
Too late to stop. You already see them everywhere you go in Canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010729378
Insult0.012642908
Profanity0.010621235
Threat0.008220384
Severe Toxicity0.0012493134
Low Tox 0.031684756 Low Con 0.264 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Alberta Canada and they are everywhere fr
I live in Alberta Canada and they are everywhere fr
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.008916483
Insult0.010286893
Profanity0.017845914
Threat0.0076637166
Severe Toxicity0.001745224
Low Tox 0.022610499 Moderate Con 0.453 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It’s not just Canada, I’m just saying, you find them everywhere 😂
It’s not just Canada, I’m just saying, you find them everywhere 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0071405866
Insult0.010666896
Profanity0.013405213
Threat0.0066280556
Severe Toxicity0.0010299683
Low Tox 0.022139108 Moderate Con 0.389 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.009393888
Profanity0.010177165
Threat0.0062979385
Severe Toxicity0.00084877014
Low Tox 0.02107848 Moderate Con 0.389 Comparative_Framing
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.006955597
Insult0.009545889
Profanity0.010996987
Threat0.006194372
Severe Toxicity0.00074863434
Low Tox 0.01859777 Moderate Con 0.344
Oct 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They everywhere in Canada
They everywhere in Canada
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0054756827
Insult0.006961873
Profanity0.010894509
Threat0.0063108844
Severe Toxicity0.0007724762
Low Tox 0.010304171 Moderate Con 0.325 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Not just in Brampton almost everywhere in canada
Not just in Brampton almost everywhere in canada
IRCC Names India in Study Permit Fraud | … · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0044767405
Insult0.007303875
Profanity0.010655395
Threat0.0062396824
Severe Toxicity0.0006580353
Low Tox 0.009801528 Low Con 0.279
Sep 28, 2025 IRCC Names India in Study …
F the USA. There are lots of other places to go. Stay in Canada with your RVs, or sell them and use the cash to travel everywhere else.
F the USA. There are lots of other places to go. Stay in Canada with your RVs, or sell them and use the cash to travel everywhere else.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0000752574
Insult0.00016063922
Profanity0.0000219224
Threat0.00004360448
Severe Toxicity0.0000022718104
Low Tox 0.00045602393
Dec 10, 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.