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: "There is not men in …" 149 comments · Page 6 of 6
Punjabi men are so tall.
Punjabi men are so tall.
Identity Attack0.10221587
Insult0.04383647
Profanity0.06395709
Threat0.011249693
Severe Toxicity0.007019043
Low Tox 0.113263406 Moderate Con 0.318 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
I wonder what these people think of Canadian men enjoying the beach in just shorts. Oh the humanity!!! Yep. Canada has changed. No longer can people do what they do. IN CANADA!
I wonder what these people think of Canadian men enjoying the beach in just shorts. Oh the humanity!!! Yep. Canada has changed. No longer can people do what they do. IN CANADA!
Identity Attack0.07921951
Insult0.033239998
Profanity0.012277958
Threat0.007145886
Severe Toxicity0.0032234192
Low Tox 0.11305673 Moderate Con 0.327
Dec 31, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
we can tell it's all by design..look around, the mass immigration isn't just canada..it's the uk, france, germany, austrialia, new zealand, ireland, and any other 1st world country. They literally have wiped out any culture …
we can tell it's all by design..look around, the mass immigration isn't just canada..it's the uk, france, germany, austrialia, new zealand, ireland, and any other 1st world country. They literally have wiped out any culture the natural citizens had, replaced by ideology. Why is it mostly military aged men?? Who leaves their family and goes to another country??? Why are all these countries paying these immigrants, asylum/refugee so much money, literally almost 4 x what a senior gets?
Identity Attack0.07591068
Insult0.030265106
Profanity0.0147374235
Threat0.0070034824
Severe Toxicity0.0033187866
Low Tox 0.11212669 Moderate Con 0.437 Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to the men’s room without seeing 3 or 4 dudes hanging out. Foreign students also take from the food banks enough to have 1st year students now banned and many people no longer donate. I generally have great experiences Indian people, and have travelled India extensively, but if you let in too many of one type the native population will have a hard time and the immigrants themselves won’t integrate and build their own society. Blame the Liberal government.
Identity Attack0.08583717
Insult0.033790905
Profanity0.023584666
Threat0.012026439
Severe Toxicity0.0037384033
Low Tox 0.11161 Constructive 0.762 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from every other kind of family background are like sometimes. Would be interesting to find out how they mangaged to survive after choosing to leave the faith of their parents behind them.
Identity Attack0.06658725
Insult0.028392024
Profanity0.012551232
Threat0.0064468146
Severe Toxicity0.0019264221
Low Tox 0.10089093 Constructive 0.645 Personal_Narrative
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
The divorce laws are one of the biggest reasons canadians are not having kids. Canadians are terrified to have children because if the women decides shes not happy, the men will get taken to the …
The divorce laws are one of the biggest reasons canadians are not having kids. Canadians are terrified to have children because if the women decides shes not happy, the men will get taken to the cleaners. So these laws need to change
Identity Attack0.06249457
Insult0.026315894
Profanity0.013166099
Threat0.007637825
Severe Toxicity0.0018978119
Low Tox 0.09872158 Constructive 0.511
Aug 24, 2025 116 likes Why Canadians Are Turning Against …
Allowing mass immigration of mostly military aged single men will only increase your population temporarily. If you really want to increase population long term they should be tilting the scales to 60% females < 30 …
Allowing mass immigration of mostly military aged single men will only increase your population temporarily. If you really want to increase population long term they should be tilting the scales to 60% females < 30 yo.
Identity Attack0.06158508
Insult0.01890341
Profanity0.012995303
Threat0.008116818
Severe Toxicity0.0020503998
Low Tox 0.09481675 Low Con 0.285 Policy_Critique
Jun 20, 2025 3 likes How Canada broke its immigration …
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
What's there to think about when it comes to sending law enforcement to enforce the law? Soft men creating hard times for everyone is exactly what's wrong with this country.
Identity Attack0.009434453
Insult0.03522326
Profanity0.013371054
Threat0.0066733654
Severe Toxicity0.001335144
Low Tox 0.09481675 Moderate Con 0.352 Policy_Critique
Feb 3, 2026 2.9 million Canadian temporary visas …
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Identity Attack0.039456755
Insult0.030595649
Profanity0.010655395
Threat0.0062914654
Severe Toxicity0.001745224
Low Tox 0.09112182 Low Con 0.291 Policy_Critique
Feb 26, 2026 LILLEY UNLEASHED: The fall of …
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on …
what one of the first indian old men you interviewed i think had an amazing point. There is no reason you should choose to immigrate to another country and continue to push your culture on everyone in said country.
Identity Attack0.05976611
Insult0.020579277
Profanity0.015659723
Threat0.0069646453
Severe Toxicity0.001821518
Low Tox 0.081625134 Constructive 0.602 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Men ham Allohga shukur qilaman kofir bulib tug'ulmaganimga Yoki Sigirni hudo demaganimga Shukur Bu velosipedlik Hayvonga uhshab qolmaganimga😂😂😂
Men ham Allohga shukur qilaman kofir bulib tug'ulmaganimga Yoki Sigirni hudo demaganimga Shukur Bu velosipedlik Hayvonga uhshab qolmaganimga😂😂😂
Identity Attack0.033269364
Insult0.04383647
Profanity0.06596114
Threat0.012440704
Severe Toxicity0.008392334
Low Tox 0.06421452 Moderate Con 0.37 Humor_Satire
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not …
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not everyone is fit to work in construction) So we sent 5% of the country away, mostly to Canada. Most everyone who emigrated was fit and of working age. A lot of them where farmers. Twenty years later there was a massive labour shortage. Our country needed fit men of working age. So we got immigrants.
Identity Attack0.02048012
Insult0.022964163
Profanity0.01309778
Threat0.0069905366
Severe Toxicity0.0016498566
Low Tox 0.056758508 Constructive 0.628 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Where are all the men ??
Where are all the men ??
Identity Attack0.027614836
Insult0.016100928
Profanity0.01627459
Threat0.008259222
Severe Toxicity0.0020694733
Low Tox 0.054531995 Moderate Con 0.368
Sep 28, 2025 1 likes IRCC Names India in Study …
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
Identity Attack0.04667538
Insult0.016556932
Profanity0.011936366
Threat0.006763986
Severe Toxicity0.0015830994
Low Tox 0.051563308 Constructive 0.636 Comparative_Framing
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. Then said their plan was to go home, get married and bring their actual wife back to Canada.
Identity Attack0.037394293
Insult0.0154929245
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.0014209747
Low Tox 0.050573748 Moderate Con 0.482
Oct 2, 2025 IRCC Names India in Study …
One thing also never discussed: because the point system prioritizes specialized labor, almost all immigrants are men. This has led to a massive demographic distortion with somewhere around 56% of people 35 and under in …
One thing also never discussed: because the point system prioritizes specialized labor, almost all immigrants are men. This has led to a massive demographic distortion with somewhere around 56% of people 35 and under in canada being men. This of course makes the birth rate issue much worse and will have future consequences.
Identity Attack0.036878675
Insult0.015644927
Profanity0.010023449
Threat0.006420923
Severe Toxicity0.001115799
Low Tox 0.048594624 Moderate Con 0.44 Unverified_Claim
Jun 17, 2025 2 likes How Canada broke its immigration …
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Identity Attack0.015757138
Insult0.01838776
Profanity0.010706633
Threat0.0064468146
Severe Toxicity0.0012207031
Low Tox 0.043399423 Constructive 0.568 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
men with bike is 100 procent right !!! we love u :D
men with bike is 100 procent right !!! we love u :D
Identity Attack0.011543332
Insult0.014086916
Profanity0.018529098
Threat0.008789998
Severe Toxicity0.002861023
Low Tox 0.04240986 Moderate Con 0.467 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Are there no Men working for the government anymore?
Are there no Men working for the government anymore?
Identity Attack0.017364962
Insult0.013744914
Profanity0.011441057
Threat0.0064597605
Severe Toxicity0.001115799
Low Tox 0.03639866 Low Con 0.227
Oct 1, 2025 IRCC Names India in Study …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a question about start of the modern energy industry, it had given timefram and what was the energy . I chose the Oil Alberta 1947 , which was correct. It has I think hydroelectricity Quebec 1980 as another answer closest for choice. Another question I remember True false , it has 3 names Question was are these one of the great inventors of Canada. So I would suggest you take note of Greatest inventors of Canada. There are multiple. Many answers of questions are too easy to eliminate because they don't make sense at all. You are mostly between 2 answers easily. If you just study this video I think you'll surely pass 😅. Another question was ; Who are appointed by on the advice of Prime minister? Answers; Memebers of parliement Mayors Senators Citizens Obviously Senators was the answer but answers might differ, so just study the other applicable answers for the questions.
Identity Attack0.0055866763
Insult0.016936934
Profanity0.015215653
Threat0.007353018
Severe Toxicity0.0014209747
Low Tox 0.034984488 Constructive 0.721 Meta_Commentary
Jan 28, 2026 8 likes Canadian Citizenship Test 2025 – …
If you notice most of the newcomers are young military men and I just read an article on ctv news stating that canada is recruiting 300000 volunteers for the miltary as threats are on the …
If you notice most of the newcomers are young military men and I just read an article on ctv news stating that canada is recruiting 300000 volunteers for the miltary as threats are on the rise from the world.
Identity Attack0.0069185994
Insult0.010970897
Profanity0.010160086
Threat0.008259222
Severe Toxicity0.0010538101
Low Tox 0.026499467 Constructive 0.516
Nov 21, 2025 1 likes Thousands of refugees allowed into …
After seeing this like i support all these woman & men who want to enjoy canadian values. If you read this and moved here or born and raised but support this video you are beautiful …
After seeing this like i support all these woman & men who want to enjoy canadian values. If you read this and moved here or born and raised but support this video you are beautiful people
Identity Attack0.0075105648
Insult0.008443882
Profanity0.013029462
Threat0.007029374
Severe Toxicity0.001168251
Low Tox 0.018095128 Constructive 0.633 Solidarity
Aug 29, 2025 19 likes Why Canadians Are Turning Against …
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
Identity Attack0.00258985
Insult0.006724371
Profanity0.009698936
Threat0.0063885585
Severe Toxicity0.0006079674
Low Tox 0.00804228 Low Con 0.154 Humor_Satire
Feb 26, 2026 1 likes LILLEY UNLEASHED: The fall of …

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.