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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

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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 #}

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Active: "In the UK if you …" 245 comments · Page 6 of 10
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
Identity Attack0.06158508
Insult0.12159709
Profanity0.051431753
Threat0.010395273
Severe Toxicity0.0046920776
Low Tox 0.20572066 Moderate Con 0.365 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m in the UK and I got arrested for watching the bike guy 😂😂😂😂
I’m in the UK and I got arrested for watching the bike guy 😂😂😂😂
Identity Attack0.055673428
Insult0.031146556
Profanity0.07385241
Threat0.04524883
Severe Toxicity0.0077056885
Low Tox 0.2043827 Moderate Con 0.413
Jan 27, 2026 10,445 likes Inside Canada's Indian Invasion...
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
Identity Attack0.2772088
Insult0.04090862
Profanity0.07320584
Threat0.009722093
Severe Toxicity0.008506775
Low Tox 0.2043827 Constructive 0.74 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Mass immigration is a horrible thing. It ruins culture and countries. Failed countries need to be held accountable for their failures. Their homelands need to take care of their people. Too many people come to …
Mass immigration is a horrible thing. It ruins culture and countries. Failed countries need to be held accountable for their failures. Their homelands need to take care of their people. Too many people come to the US and probably Canada definitely the UK. They get there and then expect the country to conform to them and their culture and that’s not right. People that move to different countries need to conform to that country and shouldn’t be allowed to be a citizen if they can’t speak, read and write that countries language proficiently.
Identity Attack0.1294935
Insult0.0818789
Profanity0.02433617
Threat0.00866054
Severe Toxicity0.005455017
Low Tox 0.20149297 Constructive 0.513 Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
there everywhere apart from india lol look at the uk..........
there everywhere apart from india lol look at the uk..........
Identity Attack0.18705739
Insult0.055547886
Profanity0.03690237
Threat0.007948523
Severe Toxicity0.005874634
Low Tox 0.20102765 Low Con 0.225 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Even the UK Prime Minister is Indian
Even the UK Prime Minister is Indian
Identity Attack0.19890837
Insult0.061276767
Profanity0.042413518
Threat0.007793174
Severe Toxicity0.005722046
Low Tox 0.19314334 Low Con 0.235 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada's post-pandemic Indian migrants definitely do not hail from India's upper class. Most of the recent arrivals are from towns and villages in Punjab, Gujarat and Haryana, i.e. India's "Wild West". India's upper class usually …
Canada's post-pandemic Indian migrants definitely do not hail from India's upper class. Most of the recent arrivals are from towns and villages in Punjab, Gujarat and Haryana, i.e. India's "Wild West". India's upper class usually migrates directly to the US, UK, UAE and Singapore. Canada and Australia used to be popular destinations, but there's so many lower class Indians in Canada and Australia that neither country is sought after by the richer Indians now.
Identity Attack0.26155844
Insult0.06285016
Profanity0.013371054
Threat0.006479179
Severe Toxicity0.004272461
Low Tox 0.19219314 Constructive 0.612 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Haha we are taking revenge of the colonisation by the Britishers... Now we will colonise Canada, Usa, Uk.. and a lot more countries 😈 (This is satire btw so don't start a war in the …
Haha we are taking revenge of the colonisation by the Britishers... Now we will colonise Canada, Usa, Uk.. and a lot more countries 😈 (This is satire btw so don't start a war in the replies)
Identity Attack0.10221587
Insult0.059061307
Profanity0.027273865
Threat0.021990653
Severe Toxicity0.0065231323
Low Tox 0.19124292 Moderate Con 0.31 Humor_Satire
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates …
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates who find all possible loop holes and even defraud immigration rules and exploit it. Whole villages are emptying in India and moving to suburbs in the west.. One who see Indians in the west might think Sikhs are India, but they are a miniscule minority of about 2% concentrated in Punjab region..
Identity Attack0.21866
Insult0.07365121
Profanity0.047674157
Threat0.010990778
Severe Toxicity0.006904602
Low Tox 0.19124292 Constructive 0.581
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Similar situation in the UK. Southall is basically British Brampton, a London suburb where even many British Indians who have been living in the UK for decades are repulsed by.
Similar situation in the UK. Southall is basically British Brampton, a London suburb where even many British Indians who have been living in the UK for decades are repulsed by.
Identity Attack0.17925262
Insult0.06774519
Profanity0.038154904
Threat0.008026198
Severe Toxicity0.003929138
Low Tox 0.18744208 Constructive 0.588
Oct 19, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
UK citizen here. It gets worse.
UK citizen here. It gets worse.
Identity Attack0.10221587
Insult0.05964688
Profanity0.022423252
Threat0.008194493
Severe Toxicity0.0037002563
Low Tox 0.18649188 Moderate Con 0.44 Comparative_Framing
Feb 8, 2026 Inside Canada's Indian Invasion...
We need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh Then the millions in the uk … We need real biodiversity on this …
We need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh Then the millions in the uk … We need real biodiversity on this planet. If India can’t support its own population does other sovereign nations have to be replaced by Indians ???
Identity Attack0.22631748
Insult0.035553806
Profanity0.017982552
Threat0.011094344
Severe Toxicity0.0059509277
Low Tox 0.18554166 Moderate Con 0.407 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Still way better than what Pakistanis did in UK
Still way better than what Pakistanis did in UK
Identity Attack0.18391247
Insult0.036435258
Profanity0.028640235
Threat0.009178371
Severe Toxicity0.006866455
Low Tox 0.18269104 Moderate Con 0.324 Comparative_Framing
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing …
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing the truth.
Identity Attack0.10221587
Insult0.06424874
Profanity0.016616182
Threat0.011456826
Severe Toxicity0.004234314
Low Tox 0.17718399 Constructive 0.712 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being …
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being less in numbers. But today Why don't these 1st world countries set criteria for visa just like a strict driving licence which includes more than basic English, how to stand in a line, how to throw garbage in the bin, where to park your vehicle, no loud music, and no public processions if they don't relate to host country. It would have worked fine. Then there's fugitives being granted refuge in UK and Canada. How can they expect social order with ageing demographics?!
Identity Attack0.1064171
Insult0.0806213
Profanity0.035148825
Threat0.0068999166
Severe Toxicity0.004634857
Low Tox 0.17545098 Constructive 0.541 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
Identity Attack0.08583717
Insult0.033680726
Profanity0.075468846
Threat0.012130005
Severe Toxicity0.007972717
Low Tox 0.17025198 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 709 likes Inside Canada's Indian Invasion...
Watch out Canada or you will end up like the UK 😢
Watch out Canada or you will end up like the UK 😢
Identity Attack0.14661247
Insult0.03827355
Profanity0.015147334
Threat0.020264024
Severe Toxicity0.0059890747
Low Tox 0.17025198 Low Con 0.239 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Simple answer to all of your questions: pos WEF government that was elected by VERY low information voters is destroying the country. People will revolt when it gets bad enough but will it be too …
Simple answer to all of your questions: pos WEF government that was elected by VERY low information voters is destroying the country. People will revolt when it gets bad enough but will it be too late by that time like the UK?
Identity Attack0.027413858
Insult0.07523532
Profanity0.022286616
Threat0.012906751
Severe Toxicity0.0037002563
Low Tox 0.1693855 Moderate Con 0.334
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Anyone from the UK caught watching this will be reported to the internet police
Anyone from the UK caught watching this will be reported to the internet police
Identity Attack0.062039822
Insult0.028942931
Profanity0.027273865
Threat0.06863153
Severe Toxicity0.004749298
Low Tox 0.16591948 Low Con 0.245 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This is just like the UK bro,I feel there’s almost as much Pakistani/Indian than more British
This is just like the UK bro,I feel there’s almost as much Pakistani/Indian than more British
Identity Attack0.18235919
Insult0.033790905
Profanity0.046922635
Threat0.008945347
Severe Toxicity0.0064849854
Low Tox 0.16245349 Moderate Con 0.477 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native youth can't afford to pay for a degree or end up in debt. Then the country complains there are no graduates to fill jobs so they say they have to IMPORT THE LABOUR. Eduction should be a service not a capitalist business! The whole world has been sold off and run by big businesses. Billionaires run the world. Its not democracy. Its capitalism gone mad. Makes need jobs. Where is the upper sustainable limit
Identity Attack0.033011556
Insult0.07491849
Profanity0.026863953
Threat0.007922632
Severe Toxicity0.0037574768
Low Tox 0.16158698 Moderate Con 0.456
Oct 2, 2025 IRCC Names India in Study …
3:50 Fun Fact: Pakistanis have more per capita immigrants in UK,US,Canada than India, and they are preaching about assimilation.
3:50 Fun Fact: Pakistanis have more per capita immigrants in UK,US,Canada than India, and they are preaching about assimilation.
Identity Attack0.18002926
Insult0.031697463
Profanity0.022764845
Threat0.007521313
Severe Toxicity0.004463196
Low Tox 0.15987846 Moderate Con 0.35
Dec 31, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Australia, New Zealand, UK, Europe, USA soon to follow suit. All will become India 🤣
Australia, New Zealand, UK, Europe, USA soon to follow suit. All will become India 🤣
Identity Attack0.120924085
Insult0.038566336
Profanity0.046922635
Threat0.012854968
Severe Toxicity0.0077056885
Low Tox 0.15932569 Low Con 0.117 Comparative_Framing
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...

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.