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
Active: "You need to take those …" 211 comments · Page 9 of 9
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with a need, they have started to respond to it, and this is how we progress. Today, the fastest and most motivated move forward, regardless of their background. It is essential that life goes on, animated by the belief in prosperity and, above all, by generosity, so that we can share the true essence of life. I follow you from Paris and I wish you all the best.
Identity Attack0.0032003147
Insult0.017872108
Profanity0.01442999
Threat0.006653947
Severe Toxicity0.0010156631
Low Tox 0.032156147 Constructive 0.819 Solidarity
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take …
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take advantage of all the freedoms and continue doing what they are doing.
Identity Attack0.014048826
Insult0.0114649
Profanity0.010023449
Threat0.0059807673
Severe Toxicity0.0009059906
Low Tox 0.025320992 Moderate Con 0.481 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Canada (Trudeau) Let too many in at the same time... We cant take more for now... we need to prepare schools, more hospitals, ect. Its now time for other provinces to take more .... like …
Canada (Trudeau) Let too many in at the same time... We cant take more for now... we need to prepare schools, more hospitals, ect. Its now time for other provinces to take more .... like quebec, Ontario and BC are overloaded....
Identity Attack0.0044582416
Insult0.012566907
Profanity0.010006369
Threat0.007081157
Severe Toxicity0.0010538101
Low Tox 0.023199737 Constructive 0.595
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Sounds like Canada needs to take notes from the US.
Sounds like Canada needs to take notes from the US.
Identity Attack0.0103594
Insult0.010932897
Profanity0.010108846
Threat0.0070164283
Severe Toxicity0.0009727478
Low Tox 0.022728346 Low Con 0.198 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Identity Attack0.009693438
Insult0.010096892
Profanity0.009118228
Threat0.0063497215
Severe Toxicity0.00071048737
Low Tox 0.021667719 Constructive 0.701 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
If only discussion will take place, nothing in this matter is going to change. We need action from the government.
Identity Attack0.0030708222
Insult0.00817788
Profanity0.011355659
Threat0.007935578
Severe Toxicity0.00081062317
Low Tox 0.01608456 Low Con 0.26 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New …
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New Immigrants We are enough with are CANADIENSE citizens🇨🇦.
Identity Attack0.0005027372
Insult0.00024303119
Profanity0.000014654734
Threat0.000031428724
Severe Toxicity0.0000022643567
Low Tox 0.000949252 Unverified_Claim
Apr 16, 2025 1 likes
So no need for Nexus anymore? They are taking fingerprints for free?
So no need for Nexus anymore? They are taking fingerprints for free?
Identity Attack0.00004848822
Insult0.00018890802
Profanity0.0000194958
Threat0.000023041464
Severe Toxicity0.000002072405
Low Tox 0.00041168067
Dec 12, 2025
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes …
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes enough security steps before getting influx. It is not the country where from you come, it is who is coming. And, if one has clean records, what should one worry?
Identity Attack0.000120073375
Insult0.00013968495
Profanity0.000021232883
Threat0.000024228715
Severe Toxicity0.0000028339366
Low Tox 0.0003879494
Dec 8, 2025 10 likes
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the …
Heightened scrutiny undermines Canada's reputation as a welcoming destination? Isn't this the point? Meanwhile, lax policies allow too much abuse of our "wecoming" system. Finally, with the US tightening their borders, Canada will be the desired destination for North America, and our policies must prepare for this likely outcome. One last point is this: i would rather this country take care of the first nations peoples, the dispossessed, those marginalized within our society and our elderly who've contributed to this country's growth and prosperity but, due to one or another reason, dont have workplace pensions for retirement. Once we've sorted out our own peoples, seen properly to the needs of those who were actually born here, ensured our hospitals and schools are well funded, then we can look to service the needs of a migrant population.
Identity Attack0.000051619318
Insult0.000120263016
Profanity0.000018316585
Threat0.000020267227
Severe Toxicity0.000003076367
Low Tox 0.00027410034
Apr 23, 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.