Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "From Germany: This is what …" 35 comments · Page 2 of 2
Unless Canada enforces strict immigration laws, it will be destroyed like Sweden, the UK, France, Germany, and the US have been.
Unless Canada enforces strict immigration laws, it will be destroyed like Sweden, the UK, France, Germany, and the US have been.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06929302
Insult0.025284592
Profanity0.012722028
Threat0.022681303
Severe Toxicity0.0032234192
Low Tox 0.11078331 Low Con 0.18 Fear_Threat
Dec 27, 2025 Deportations From Canada at Their …
Pls in Germany pls pls
Pls in Germany pls pls
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023796257
Insult0.013478912
Profanity0.027820412
Threat0.010214032
Severe Toxicity0.004196167
Low Tox 0.057748068 Moderate Con 0.31 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
Germany will be next
Germany will be next
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023193322
Insult0.014124917
Profanity0.022149978
Threat0.009929225
Severe Toxicity0.00333786
Low Tox 0.054037213 Low Con 0.27 Fear_Threat
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is going to be like UK France and Germany election have consequences politicians have no consequences all the best Canada
Canada is going to be like UK France and Germany election have consequences politicians have no consequences all the best Canada
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.01555616
Insult0.01838776
Profanity0.011441057
Threat0.007417747
Severe Toxicity0.0015544891
Low Tox 0.04760506 Low Con 0.221 Comparative_Framing
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Same with the uk, Germany and Switzerland smh
Same with the uk, Germany and Switzerland smh
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020279141
Insult0.014390918
Profanity0.027137227
Threat0.008298059
Severe Toxicity0.0027275085
Low Tox 0.045873325 Low Con 0.244 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
I came here from a refugee camp in Germany when I was six. I integrated into Canadian life and I think that the new immigrants will as well eventually.
I came here from a refugee camp in Germany when I was six. I integrated into Canadian life and I think that the new immigrants will as well eventually.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.017465452
Insult0.010552894
Profanity0.011970525
Threat0.0064468146
Severe Toxicity0.0011348724
Low Tox 0.027442247 Constructive 0.59
Sep 18, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
EU trade deal announced today. The same thing will happen to Germany very soon.
EU trade deal announced today. The same thing will happen to Germany very soon.
Inside Canada's Indian Invasion... · 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.008435511
Insult0.008709883
Profanity0.012312118
Threat0.008155655
Severe Toxicity0.0010967255
Low Tox 0.021903414 Low Con 0.141 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
My parents came from Germany in 1962 my father had to prove he had a job before he was allowed to come come to Canada and he had to wait a year before he could …
My parents came from Germany in 1962 my father had to prove he had a job before he was allowed to come come to Canada and he had to wait a year before he could send for us plus he was told he had to buy a house
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006992595
Insult0.00821588
Profanity0.01173141
Threat0.006440342
Severe Toxicity0.00081539154
Low Tox 0.01646154 Constructive 0.526 Personal_Narrative
Dec 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and …
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and beautiful countries to visit.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00007052848
Insult0.00011272319
Profanity0.000018407784
Threat0.000022497099
Severe Toxicity0.000002824779
Low Tox 0.0002750349 Fear_Threat
Dec 9, 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.