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: "When I was just starting …" 577 comments · Page 17 of 24
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Here is the reason: broken families, drugs, drunkenness, failure to use the education system to their advantage (college, university). Solution: start with proper parental enforcement and sticking together as a family through thick and thin.
Identity Attack0.010433395
Insult0.037395194
Profanity0.012448754
Threat0.0076119336
Severe Toxicity0.0018882751
Low Tox 0.10522962 Moderate Con 0.379 Moral_Argument
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Venezualian oil will start Flowing soon, Canadian oil can NOT compete. Expect a COLAPSE of econmy as only real source of exports will cloapse . GET OUT now
Venezualian oil will start Flowing soon, Canadian oil can NOT compete. Expect a COLAPSE of econmy as only real source of exports will cloapse . GET OUT now
Identity Attack0.01565665
Insult0.030044744
Profanity0.013576009
Threat0.009877442
Severe Toxicity0.0025558472
Low Tox 0.104795754 Low Con 0.248
Jan 13, 2026 2 likes Canada’s new rules in 2026
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs …
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs of Canadian taxpayers. Time to close the borders for at least 5yrs.
Identity Attack0.062039822
Insult0.027730936
Profanity0.011133623
Threat0.008272167
Severe Toxicity0.0025749207
Low Tox 0.104795754 Moderate Con 0.393 Policy_Critique
Sep 27, 2025 2 likes Why Canadians Are Turning Against …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
The video starts with the Indian music note. How unexpected.!
The video starts with the Indian music note. How unexpected.!
Identity Attack0.057492398
Insult0.022964163
Profanity0.019485557
Threat0.007832011
Severe Toxicity0.0029754639
Low Tox 0.103060275 Low Con 0.29 Meta_Commentary
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Some of the street cops don't take the initiative but some of them take the extra step to bring it up the chain when they find criminals living here illegally. I know from experience as …
Some of the street cops don't take the initiative but some of them take the extra step to bring it up the chain when they find criminals living here illegally. I know from experience as my ex was abusive and a cop took the time to start the process and my ex got deported
Identity Attack0.025806036
Insult0.032138187
Profanity0.01764096
Threat0.01086132
Severe Toxicity0.0020885468
Low Tox 0.10175867 Constructive 0.833 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 country might not be good, because of countries, society mentality…………. One Example ; a-lot people in the USA are strong guns advocate, if Canada only get people from the US and because the majority of Americans love their guns, they may advocate to have more guns freedom in Canada and teach their children guns loving mentality. So it is probably best to mix individual from various country to minimize this outcome. ………………. In any case immigration are very important for countries whom don’t make a lot of babies, to survive and stay strong in today’s world where weak countries are getting crushed by strong countries……………… what make countries strong is their population, where government take taxes to pay and buy defensive guns to defend a country without the need to go into dept and sell its soul to powerful countries. I did not go to any university and yet I was able to understand this …
Identity Attack0.04151922
Insult0.030595649
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0030517578
Low Tox 0.1013248 Constructive 0.579
Jul 20, 2025 How Canada broke its immigration …
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Identity Attack0.06613251
Insult0.024897853
Profanity0.010979908
Threat0.009437286
Severe Toxicity0.0025749207
Low Tox 0.10045706 Moderate Con 0.306 Economic_Argument
Dec 24, 2025 4 likes Deportations From Canada at Their …
It's time Canada changed its policies and started deporting those who can not adjust to the Canadian way of life and our culture.
It's time Canada changed its policies and started deporting those who can not adjust to the Canadian way of life and our culture.
Identity Attack0.058401883
Insult0.025413504
Profanity0.010365041
Threat0.010472948
Severe Toxicity0.0023841858
Low Tox 0.09958932 Low Con 0.248 Policy_Critique
Sep 8, 2025 Why Canadians Are Turning Against …
Next, I think Tyler should document himself getting smuggled across the southern US/Mexico border and actually go all the way with it. Bonus if he starts even further south and crosses more borders especially Mexico's …
Next, I think Tyler should document himself getting smuggled across the southern US/Mexico border and actually go all the way with it. Bonus if he starts even further south and crosses more borders especially Mexico's southern border
Identity Attack0.0543092
Insult0.023093075
Profanity0.016001316
Threat0.010576514
Severe Toxicity0.0024604797
Low Tox 0.09958932 Moderate Con 0.436 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Around 1492, some Europeans invaded the American continent and later began calling themselves Americans. Now people from other countries have started living there and earning, and those same people call it an invasion. 😅
Around 1492, some Europeans invaded the American continent and later began calling themselves Americans. Now people from other countries have started living there and earning, and those same people call it an invasion. 😅
Identity Attack0.057492398
Insult0.020837102
Profanity0.01846078
Threat0.0076766624
Severe Toxicity0.0024986267
Low Tox 0.09915545 Moderate Con 0.459 Comparative_Framing
Feb 14, 2026 4 likes Inside Canada's Indian Invasion...
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to boom, as I thought would all other ethnicities. Regardless of the changes of demographics, Brampton is still such a beautiful city, just taken over by overpopulation at a fast pace. We do not complain, but as a Country we should consider the rate of growth as a positive but also has many negatives. Finding jobs in Brampton is nearly impossible as a young adult - and also looking for new homes with landlords that aren't of Indian descent is becoming a rare occurrence. Changes can be made to benefit both Canadians and Indians as we are known for accepting all cultures, that is what I love about Canada. It is a sight to see when you witness the Indian culture in Brampton, lets not take that away!
Identity Attack0.060220852
Insult0.03070583
Profanity0.021876704
Threat0.008867673
Severe Toxicity0.0033569336
Low Tox 0.09785384 Constructive 0.869 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You’re gonna start seeing American citizens coming very soon. I sure hope you have your tent cities ready.
You’re gonna start seeing American citizens coming very soon. I sure hope you have your tent cities ready.
Identity Attack0.033784978
Insult0.023479814
Profanity0.014839902
Threat0.0116639575
Severe Toxicity0.002708435
Low Tox 0.09741997 Low Con 0.234 Fear_Threat
Jan 3, 2026 4 likes New rules, regulations take effect …
The father started the path to destruction. The son ended it.
The father started the path to destruction. The son ended it.
Identity Attack0.0068076057
Insult0.01890341
Profanity0.01846078
Threat0.03235042
Severe Toxicity0.0028800964
Low Tox 0.09741997 Low Con 0.217 Meta_Commentary
Feb 11, 2026 Canada's tighter immigration policy divides …
I Might Start a Go Fundme for Myself For being Canadian LMFAO in 2026 Government Helps Them More then Born and Raised Canadians that worked there whole lives to contribute to Canadian Values but cant …
I Might Start a Go Fundme for Myself For being Canadian LMFAO in 2026 Government Helps Them More then Born and Raised Canadians that worked there whole lives to contribute to Canadian Values but cant even afford Rent,Groceries and Medication. Especially us here in Ontario! It Really needs to Change its Already so far Gone🤢
Identity Attack0.03249594
Insult0.027476108
Profanity0.021398475
Threat0.006550381
Severe Toxicity0.0028419495
Low Tox 0.0969861 Moderate Con 0.448 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It started with Trudope. Need mass re-migration.
It started with Trudope. Need mass re-migration.
Identity Attack0.022992345
Insult0.028722567
Profanity0.01764096
Threat0.008893564
Severe Toxicity0.0025939941
Low Tox 0.09655223 Low Con 0.269 Policy_Critique
Feb 28, 2026 Inside Canada's Indian Invasion...
Really started when harper stopped university subsidies and they were never restoed...then the insesitivityof the liberals to organized crime with universty organizations
Really started when harper stopped university subsidies and they were never restoed...then the insesitivityof the liberals to organized crime with universty organizations
Identity Attack0.01274247
Insult0.03768798
Profanity0.0127561875
Threat0.0077802283
Severe Toxicity0.0014305115
Low Tox 0.09655223 Low Con 0.23
Jun 27, 2025 1 likes How Canada broke its immigration …
First, they should fire right now those goverment officials who don't know data about students. Actually they should take responsability about their jobs. It's simple: send an ultimatum to students and colleges and after start …
First, they should fire right now those goverment officials who don't know data about students. Actually they should take responsability about their jobs. It's simple: send an ultimatum to students and colleges and after start revoking visas and licenses.
Identity Attack0.0076955543
Insult0.028502205
Profanity0.013576009
Threat0.028379176
Severe Toxicity0.0022506714
Low Tox 0.09611836 Moderate Con 0.318
Oct 6, 2025 IRCC Names India in Study …
The chick started giving interview
The chick started giving interview
Identity Attack0.017867407
Insult0.026444806
Profanity0.04667213
Threat0.010110466
Severe Toxicity0.0037956238
Low Tox 0.09611836 Low Con 0.298 Meta_Commentary
Feb 5, 2026 Inside Canada's Indian Invasion...
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. …
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. Europe will be gone soon as well.
Identity Attack0.058401883
Insult0.025800243
Profanity0.015523086
Threat0.0077672824
Severe Toxicity0.0021457672
Low Tox 0.09308127 Moderate Con 0.348 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
This what happening when a nation has rejected their first Christian identity. All of that started in spiritual realm first and after in the natural world. #gobacktochristianity
This what happening when a nation has rejected their first Christian identity. All of that started in spiritual realm first and after in the natural world. #gobacktochristianity
Identity Attack0.08170113
Insult0.017485369
Profanity0.012517073
Threat0.006440342
Severe Toxicity0.0018310547
Low Tox 0.091913216 Low Con 0.256
Oct 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Don’t give them anything when they come full stop 🛑. The Europeans started from scratch and built their own success
Don’t give them anything when they come full stop 🛑. The Europeans started from scratch and built their own success
Identity Attack0.028418748
Insult0.02708937
Profanity0.021056883
Threat0.009747985
Severe Toxicity0.002746582
Low Tox 0.091913216 Low Con 0.176 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Peope dont realise this but there is no stopping immigration in Canada. The stock market anticipates huge immigration as it is the only feasible path towards growing corporate profits. If we dont have huge immmigration, …
Peope dont realise this but there is no stopping immigration in Canada. The stock market anticipates huge immigration as it is the only feasible path towards growing corporate profits. If we dont have huge immmigration, the purchasing power of boomers, derived from a booming market and real estate market, will lead to massive inflation as labor shortages occur. There is nothing we can do to stop this. Boomers are going to vote Liberal and liberals will continue to flood the country with third world immigrants who cook, clean, drive, caretake, etc. Millenials and gen Z are the ones who will never own a home or start a family. And ironically the low birth rate will lead to even more immigration. I suspect that Canada will be primarily asian and african by 2060.
Identity Attack0.026007013
Insult0.033239998
Profanity0.0147374235
Threat0.0077284453
Severe Toxicity0.0020217896
Low Tox 0.091913216 Constructive 0.614 Economic_Argument
Jun 21, 2025 How Canada broke its immigration …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …

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.