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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: "I am Ukrainian, we are …" 33 comments · Page 2 of 2
Broad Ethnic Groups (2021 Census) This classification focuses on larger panethnic groups. White: 72.9% Asian: 17.7% Indigenous: 5.2% Black: 3.5% Latin American: 1.5% Canada hasn't changed all that much, and certain cities having one ethnic …
Broad Ethnic Groups (2021 Census) This classification focuses on larger panethnic groups. White: 72.9% Asian: 17.7% Indigenous: 5.2% Black: 3.5% Latin American: 1.5% Canada hasn't changed all that much, and certain cities having one ethnic group that is not even new. Little Italy? Cabbage Town? China Town(s), Ukrainian and Finnish areas in western Canada? Asians in Vancouver. This time, it's the Indians, but Brampton has been changing for years into Brown Town. Years!
Inside Canada's Indian Metropolis (Brampton) · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.099072486
Insult0.019419061
Profanity0.011765569
Threat0.0067057298
Severe Toxicity0.0020980835
Low Tox 0.09828771 Constructive 0.561 Comparative_Framing
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Realty check Indians are not applying for asylum, they have proper paper and visa and they work day and night to gain experience and fulfil all the IRCC requirements to get permanent residency. If you …
Realty check Indians are not applying for asylum, they have proper paper and visa and they work day and night to gain experience and fulfil all the IRCC requirements to get permanent residency. If you really want to see asylum seekers look for Ukrainian, Syrian, afghans etc
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.09162762
Insult0.021159383
Profanity0.014395831
Threat0.006848133
Severe Toxicity0.0022125244
Low Tox 0.09785384 Constructive 0.658
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
No. The Ukrainians came mostly from the Austro-Hungarian Empire. Galicia, in fact. Now, modern day Poland.
No. The Ukrainians came mostly from the Austro-Hungarian Empire. Galicia, in fact. Now, modern day Poland.
How Canada broke its immigration system · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.033784978
Insult0.013212911
Profanity0.017504321
Threat0.007340072
Severe Toxicity0.0018024445
Low Tox 0.046120718 Moderate Con 0.311
Jun 28, 2025 1 likes How Canada broke its immigration …
Actual the reason Ukrainian were brought in was they were successful at farming in Chernozem/black soil that appears in both the Steppe region of Ukraine and the Prairies region of Canada. Up to very recent …
Actual the reason Ukrainian were brought in was they were successful at farming in Chernozem/black soil that appears in both the Steppe region of Ukraine and the Prairies region of Canada. Up to very recent everyone who is here is here for a reason, whether it was the points system or informal economic reason in the more distant past.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027413858
Insult0.01625293
Profanity0.011902207
Threat0.0062979385
Severe Toxicity0.001411438
Low Tox 0.04315203 Constructive 0.52 Comparative_Framing
Jun 16, 2025 19 likes How Canada broke its immigration …
Yet, Canada gave away billions of dollars to Ukraine and took in so many Ukrainian refugees, and beg Canadians to make donations to the Food Banks. What gives?
Yet, Canada gave away billions of dollars to Ukraine and took in so many Ukrainian refugees, and beg Canadians to make donations to the Food Banks. What gives?
New rules, regulations take effect across Canada · 34: Cluster #33
Close reading → Video sentiment →
Identity Attack0.014149316
Insult0.013440913
Profanity0.009733095
Threat0.006162008
Severe Toxicity0.0009441376
Low Tox 0.030388435 Moderate Con 0.373
Jan 3, 2026 6 likes New rules, regulations take effect …
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.018269362
Insult0.010210892
Profanity0.010501678
Threat0.0062785195
Severe Toxicity0.0009393692
Low Tox 0.028502874 Constructive 0.623 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
78 million is a fraction of the money gifted to Ukraine, and on top of it the support payments to Ukrainians in Canada... if its about money there are other pressing issues.
78 million is a fraction of the money gifted to Ukraine, and on top of it the support payments to Ukrainians in Canada... if its about money there are other pressing issues.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0069185994
Insult0.009089886
Profanity0.009374423
Threat0.0061231707
Severe Toxicity0.0006079674
Low Tox 0.015519086 Moderate Con 0.482
Jan 12, 2026 Deportations From Canada at Their …
How many Ukrainians are vacationing in Russia? Get smart. Don't go.
How many Ukrainians are vacationing in Russia? Get smart. Don't go.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.014823868
Insult0.0017246281
Profanity0.000062863175
Threat0.0003254312
Severe Toxicity0.0000045505294
Low Tox 0.013718403
Dec 8, 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.