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: "This is how a world …" 1,032 comments · Page 42 of 42
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
Going and loving it, any chance I get to leave trudeau land is a bonus! As your guest stated they want to make sure travelers are not planning on staying in their country....hmmm every border …
Going and loving it, any chance I get to leave trudeau land is a bonus! As your guest stated they want to make sure travelers are not planning on staying in their country....hmmm every border at every country in the world does this in various ways!!
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00005806109
Insult0.00017108928
Profanity0.000020702953
Threat0.000021759333
Severe Toxicity0.0000023298671
Low Tox 0.00040393107
Dec 11, 2025
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in …
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in Canada so long USA
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00005048602
Insult0.00017170592
Profanity0.000022286635
Threat0.000020514557
Severe Toxicity0.0000023438358
Low Tox 0.0003805725 Call_To_Action
Dec 8, 2025 1 likes
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have …
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have certainly been enjoying the warmth and sunshine in Arizona this winter
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00007182752
Insult0.00012571958
Profanity0.00001991213
Threat0.000021373244
Severe Toxicity0.0000028812753
Low Tox 0.0003070725
Dec 10, 2025
WE ARE NOT GOING TO AMERICA, DUE TO 1 PERSON! WE HAVE NEW ALLIES, ACROSS THE WORLD! WHEN HE GOES THINGS WILL CHANGE!
WE ARE NOT GOING TO AMERICA, DUE TO 1 PERSON! WE HAVE NEW ALLIES, ACROSS THE WORLD! WHEN HE GOES THINGS WILL CHANGE!
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.000055733934
Insult0.00012188845
Profanity0.000018277447
Threat0.000022422668
Severe Toxicity0.0000025175918
Low Tox 0.0002808684 Identity_Assertion
Dec 10, 2025
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.