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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

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Active: "Same in the UK." 245 comments · Page 9 of 10
The British shouldn't have violated the Treaty of Amritsar and attacked the Sikhs in the first Anglo-Sikh War and then upon leaving the subcontinent didn't return governance to the Sikhs and for this reason Sikhs …
The British shouldn't have violated the Treaty of Amritsar and attacked the Sikhs in the first Anglo-Sikh War and then upon leaving the subcontinent didn't return governance to the Sikhs and for this reason Sikhs were forced to immigrate to the UK and Canada.
Identity Attack0.057037655
Insult0.015416925
Profanity0.014327513
Threat0.010602405
Severe Toxicity0.0021648407
Low Tox 0.05898502 Constructive 0.52
Sep 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
0:54 might need to correct you there one of the best countries in the world the uk is the best
0:54 might need to correct you there one of the best countries in the world the uk is the best
Identity Attack0.015154205
Insult0.016784932
Profanity0.025770858
Threat0.009747985
Severe Toxicity0.003929138
Low Tox 0.058490243 Moderate Con 0.404 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from happening there!
Identity Attack0.022791367
Insult0.018258847
Profanity0.011970525
Threat0.010990778
Severe Toxicity0.0019550323
Low Tox 0.05750068 Constructive 0.838 Comparative_Framing
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving age was 15 and life expectancy had reached 70 plus and people worked a 40 hour week with paid holidays and a pension to come in your later years. The first time in thousands of years that the average person could have a decent life and live more than an average of thirty years. We now just take that for granted and the third world instead of working to improve their own countries want to come here and live off the system we have created. Our polticians have guilt tripped us into having compassion for these people and now the shear weight of numbers is dragging us backwards and reversing 150 years gains, we are now at the point that if drastic is not taken we will be back to pre Victorian times within 10 years.
Identity Attack0.0069185994
Insult0.02618698
Profanity0.01941724
Threat0.0076766624
Severe Toxicity0.0018310547
Low Tox 0.05651112 Constructive 0.648
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the …
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the same. Sending many blessings x
Identity Attack0.012139536
Insult0.028612386
Profanity0.020100424
Threat0.0063497215
Severe Toxicity0.0012493134
Low Tox 0.055768944 Constructive 0.746 Comparative_Framing
Nov 10, 2025 1 likes Why Canadians Are Turning Against …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to change in the uk. It takes time though.
Identity Attack0.031464707
Insult0.013858915
Profanity0.015659723
Threat0.008013252
Severe Toxicity0.0019931793
Low Tox 0.051563308 Constructive 0.644 Fear_Threat
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
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.
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...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
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
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
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 live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
I live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
Identity Attack0.031206898
Insult0.013212911
Profanity0.027000591
Threat0.010576514
Severe Toxicity0.0032806396
Low Tox 0.044883765 Constructive 0.515 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
This is a problem not just in Canada. But throughout the Anglosphere, Europe, and Nato affiliates generally. Love from the UK 🇬🇧 Joe Public is steaming about it, and the lid is coming off the …
This is a problem not just in Canada. But throughout the Anglosphere, Europe, and Nato affiliates generally. Love from the UK 🇬🇧 Joe Public is steaming about it, and the lid is coming off the pressure cooker soon.
Identity Attack0.011987305
Insult0.01838776
Profanity0.012722028
Threat0.00789674
Severe Toxicity0.0013446808
Low Tox 0.044636376 Moderate Con 0.456 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
we need canada to countrol pepole so thatwe dont Have problem like UK We need our children future to make is first people
we need canada to countrol pepole so thatwe dont Have problem like UK We need our children future to make is first people
Identity Attack0.022188433
Insult0.019161236
Profanity0.011475217
Threat0.0073918556
Severe Toxicity0.0017261505
Low Tox 0.043399423 Moderate Con 0.322
Nov 20, 2025 26 likes Quebec Ends Economic Immigration Program …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Identity Attack0.038683333
Insult0.011882903
Profanity0.013678487
Threat0.0072882893
Severe Toxicity0.0016212463
Low Tox 0.04290464 Moderate Con 0.318 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Noticed in the uk its the same for all tim hortons 😂
Noticed in the uk its the same for all tim hortons 😂
Identity Attack0.0075845607
Insult0.01625293
Profanity0.018665737
Threat0.007094103
Severe Toxicity0.0015354156
Low Tox 0.037577134 Moderate Con 0.367 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We waiting to becom like UK and europe for do something
We waiting to becom like UK and europe for do something
Identity Attack0.01555616
Insult0.011844902
Profanity0.017845914
Threat0.009877442
Severe Toxicity0.0022125244
Low Tox 0.035691574 Low Con 0.233 Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
UK has places like this in London, Birmingham, Leicester, Harrow, Hounslow, Brent,Slough. Come to think of it majority of the UK 🤔 🤣
Identity Attack0.014249804
Insult0.013820915
Profanity0.018802373
Threat0.007314181
Severe Toxicity0.0017356873
Low Tox 0.035220183 Moderate Con 0.499 Comparative_Framing
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Good start, must continue or we'll be the UK really quick
Good start, must continue or we'll be the UK really quick
Identity Attack0.010581387
Insult0.012680908
Profanity0.018324144
Threat0.010447056
Severe Toxicity0.0023078918
Low Tox 0.035220183 Low Con 0.26 Comparative_Framing
Dec 24, 2025 14 likes Deportations From Canada at Their …
I wouldn't say Canada is the only Western country to break it's immigration system. Have you seen what is happening in the UK?
I wouldn't say Canada is the only Western country to break it's immigration system. Have you seen what is happening in the UK?
Identity Attack0.018972786
Insult0.012528907
Profanity0.010433359
Threat0.0068416605
Severe Toxicity0.0010585785
Low Tox 0.034277402 Constructive 0.525 Comparative_Framing
Jun 20, 2025 4 likes How Canada broke its immigration …
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Identity Attack0.008139528
Insult0.012794908
Profanity0.012277958
Threat0.010214032
Severe Toxicity0.0012683868
Low Tox 0.033334624 Moderate Con 0.402 Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
I thought it was the UK for a sec
I thought it was the UK for a sec
Identity Attack0.00984143
Insult0.012148905
Profanity0.02208166
Threat0.008919456
Severe Toxicity0.001783371
Low Tox 0.032863233 Moderate Con 0.35
Jan 27, 2026 Inside Canada's Indian Invasion...
So it's just Canada's version of Bradford UK 😂
So it's just Canada's version of Bradford UK 😂
Identity Attack0.015455672
Insult0.014808921
Profanity0.012687869
Threat0.0063885585
Severe Toxicity0.0013828278
Low Tox 0.032627538 Low Con 0.255 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
Identity Attack0.010729378
Insult0.011882903
Profanity0.012380436
Threat0.009281937
Severe Toxicity0.0010919571
Low Tox 0.031684756 Moderate Con 0.398 Comparative_Framing
Sep 29, 2025 IRCC Names India in Study …
looks like the uk
looks like the uk
Identity Attack0.012139536
Insult0.011882903
Profanity0.017436003
Threat0.0077284453
Severe Toxicity0.0018119812
Low Tox 0.028856417 Low Con 0.27 Comparative_Framing
Feb 12, 2026 Inside Canada's Indian Invasion...
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …

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.