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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: "Not surprised it’s India. Most …" 25 comments
Not surprised it’s India. Most scammers are from that shyt hole.
Not surprised it’s India. Most scammers are from that shyt hole.
Identity Attack0.55044734
Insult0.6308392
Profanity0.6528205
Threat0.014220826
Severe Toxicity0.23225145
Toxic 0.7510937 Low Con 0.201 Identity Attack Insult Unverified_Claim
Oct 5, 2025 IRCC Names India in Study …
The hanuman monkey from India is the worst Indian part. Surprised it’s shaved and standing naked in a freezing weather
The hanuman monkey from India is the worst Indian part. Surprised it’s shaved and standing naked in a freezing weather
Identity Attack0.55044734
Insult0.4986907
Profanity0.36230123
Threat0.035803676
Severe Toxicity0.3476075
Moderate 0.57271194 Low Con 0.269 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without …
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without any doubt.
Identity Attack0.36942887
Insult0.45758462
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.15443328
Moderate 0.5559701 Moderate Con 0.333 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You …
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You get 24K people liking this comment: “Wanting your country not to turn into India is not racist.” Whoosh. 🙄
Identity Attack0.32476485
Insult0.57566804
Profanity0.11230402
Threat0.008103873
Severe Toxicity0.023076924
Moderate 0.54325575 Moderate Con 0.322 Insult Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
People from the land of scammers and fraudulent documents -- India!!! Oh, and they can get jobs despite being unskilled or having poor English skills because they have group chats where they share the interview …
People from the land of scammers and fraudulent documents -- India!!! Oh, and they can get jobs despite being unskilled or having poor English skills because they have group chats where they share the interview questions and answers. They help each other cheat the system! Why am I not surprised?
Identity Attack0.55011386
Insult0.47384647
Profanity0.11292298
Threat0.010757755
Severe Toxicity0.02420936
Moderate 0.4850187 Moderate Con 0.369 Identity Attack
Jun 19, 2025 2 likes How Canada broke its immigration …
India! Fraud!!! What a surprise 😂
India! Fraud!!! What a surprise 😂
Identity Attack0.48915586
Insult0.45758462
Profanity0.22693542
Threat0.019055385
Severe Toxicity0.07805709
Moderate 0.48141238 Low Con 0.179 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
India is the top country for fraud...that's not a surprise by any means
India is the top country for fraud...that's not a surprise by any means
Identity Attack0.5135796
Insult0.4339631
Profanity0.18663849
Threat0.015947454
Severe Toxicity0.043077253
Moderate 0.47622904 Low Con 0.225 Identity Attack
Sep 28, 2025 409 likes IRCC Names India in Study …
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology …
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology witn extreme castiesm Thats why theh both control the most of the place, Because castiesm is one of tge dangerous ideology world didn't experience except hindu 🕉️ hindians As they are every parts of the world now people realise and see its effects and though not surprising for good few 🇮🇳s, it has destroyed community, spread hatred, thats the ideology these RSS wants , casteism brings extreme selfishness, corruption and its affects are seen all around the world , in canada🇨🇦 Do anything for money why care about others, no rules, upper caste are chosen by God, most hindu hindian follow these and even if they are not from upper caste. Extreme pride, attitude, show off, tired of it sick🤢🤢🤢🤢🤢 sickening
Identity Attack0.54151535
Insult0.45758462
Profanity0.32658687
Threat0.16067244
Severe Toxicity0.35368225
Moderate 0.47119883 Constructive 0.51 Identity Attack Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
Identity Attack0.5135796
Insult0.40243408
Profanity0.13608865
Threat0.019746035
Severe Toxicity0.024678862
Moderate 0.46982017 Low Con 0.175 Identity Attack Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
India, fraud, scams. Is anyone surprised? does this shock you at all?
India, fraud, scams. Is anyone surprised? does this shock you at all?
Identity Attack0.4508763
Insult0.42881694
Profanity0.1589207
Threat0.011379151
Severe Toxicity0.023076924
Moderate 0.45757914 Low Con 0.199
Sep 29, 2025 IRCC Names India in Study …
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them …
What you are seeing is a take over. Dont forget only one state in India is 40 millions people, the entité population of Canada. It is nothing for yhem to take over if let Them in. Carney again wore the turban recentky. That should never happen. What message are été sending to the world. That we do have our own identity anymore.The most surprising is thèse Sikh people have no shame in destroying our country, our history, its root, They are rewriting our history by saying they were hère in the 1900. Bullshit. We started to be Invaded little by little 20 years ago, As long as they can abuse the system, they will keep coming ans have bâbord here. It $$ yo gave baby here. It is so madening to see this.
Identity Attack0.38826546
Insult0.26957804
Profanity0.064458095
Threat0.025961896
Severe Toxicity0.020644438
Moderate 0.3389984 Moderate Con 0.423
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
India and fraud in the same sentence? Why am I surprised. 😂
India and fraud in the same sentence? Why am I surprised. 😂
Identity Attack0.2823795
Insult0.16897665
Profanity0.058946952
Threat0.009437286
Severe Toxicity0.010375977
Moderate 0.30514878 Low Con 0.223
Oct 9, 2025 IRCC Names India in Study …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Identity Attack0.2823795
Insult0.25602314
Profanity0.02071529
Threat0.02440793
Severe Toxicity0.010528564
Moderate 0.30514878 Constructive 0.581 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
I went to Highschool at J. A. Turner SS in Brampton, during the early 80's and there were a couple black kids and everyone else was white. Then I moved to Montreal, to start my …
I went to Highschool at J. A. Turner SS in Brampton, during the early 80's and there were a couple black kids and everyone else was white. Then I moved to Montreal, to start my career as a fashion designer... it was surprising to come back to visit family in Toronto and hear how fast Brampton had became a 'brown' town. (Not surprised to hear of India's global domination, as the population of the planet is out of control... consider the population of the planet in 1725 was half a billion, then in 1825 it was 1 billion, then in 1925 it was 2 billion, and in 2025 it is over 8 billion.)
Identity Attack0.3072352
Insult0.0838533
Profanity0.051431753
Threat0.011249693
Severe Toxicity0.009765625
Low Tox 0.25462922 Constructive 0.709
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
For years I goaded my liberal mate here in rural AB. Tongue firmly in cheek. That the conspiracy theory Project Kali was a real thing. That’s to say the shadowy Indian Illuminati are orchestrating a …
For years I goaded my liberal mate here in rural AB. Tongue firmly in cheek. That the conspiracy theory Project Kali was a real thing. That’s to say the shadowy Indian Illuminati are orchestrating a takeover of Canada with the assistance of quisling politicians. The very ones he votes for by-the-way. Kali is funded by rich Indian billionaires. End-game 2100. When Canada be little more than offshore state of India. Well recently his son was laid off from his job. Replaced by a lower paid Indian worker as prophesied would gradually happen to native workers by whoever outed Project Kali four decades back. Low & behold his lad is now looking to move overseas. Surprise, surprise. My mate has become a big believer in Project Kali. Now even wants an Alberta free of Ottawa.
Identity Attack0.14661247
Insult0.1469393
Profanity0.026454043
Threat0.009955117
Severe Toxicity0.0061798096
Low Tox 0.22311419 Constructive 0.529 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood …
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood out was how some speakers treated all Indians as a single people, despite hundreds of cultures, and accused them of failing to assimilate to ‘their way.’ Many of those voices were themselves descendants of immigrants who were once pressured to abandon Norwegian or other identities in the name of assimilation. Yet there was little evidence they had actually spent time getting to know their Indian neighbors, their cultures, friendships, or daily realities. Instead, the focus was fear and a narrative of societal collapse, rather than honest engagement that separates real local issues from blanket blame. Of course, any local community can have problems, and some groups can be unwelcoming. But the argument presented implied there is only one way to be Canadian. That echoes xenophobic rhetoric in the US about who counts as ‘American,’ often while ignoring the reality of Indigenous peoples entirely. I do not deny the importance of shared commitments like the rule of law, freedom, and evidence based policy rooted in the Enlightenment and scientific thinking. But culture and learning can coexist with those values. What troubled me most was how poverty and discrimination were replaced with racial generalizations, and how victim language was used to deflect responsibility, something that resembles DARVO. Given the same conditions, these problems could arise in any group, regardless of race.
Identity Attack0.22063516
Insult0.06826523
Profanity0.022969801
Threat0.00899713
Severe Toxicity0.004711151
Low Tox 0.19219314 Constructive 0.817 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
Not surprised. Look at how overpopulated India is as a country.
Not surprised. Look at how overpopulated India is as a country.
Identity Attack0.17381613
Insult0.04442204
Profanity0.018802373
Threat0.00746953
Severe Toxicity0.005683899
Low Tox 0.16245349 Low Con 0.177 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. …
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. My dad worked 3 jobs and worked everyday until he passed away. No free checks that I heard about growing up.
Identity Attack0.10221587
Insult0.045593183
Profanity0.015693882
Threat0.0287245
Severe Toxicity0.005760193
Low Tox 0.1587729 Constructive 0.56 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
I’m not surprised by the bad driving. Have you seen drivers in India. They turn two lanes into three. Crossing the street there is risking your life! When I was there, I almost had a …
I’m not surprised by the bad driving. Have you seen drivers in India. They turn two lanes into three. Crossing the street there is risking your life! When I was there, I almost had a heart attack and prayed every time I had to get into a car.
Identity Attack0.10221587
Insult0.03768798
Profanity0.014498309
Threat0.012647836
Severe Toxicity0.00415802
Low Tox 0.1460314 Constructive 0.622 Comparative_Framing
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
zero assimilation. theyre just transplanting a bit of India into Canada....just like they do throughout the west. and looking at India today, WOW.....Canada is in for a bit of a surprise.
zero assimilation. theyre just transplanting a bit of India into Canada....just like they do throughout the west. and looking at India today, WOW.....Canada is in for a bit of a surprise.
Identity Attack0.11396073
Insult0.032468732
Profanity0.013200258
Threat0.0065697995
Severe Toxicity0.0032424927
Low Tox 0.13041082 Low Con 0.242
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
India...you say! I am very surprised.😂
India...you say! I am very surprised.😂
Identity Attack0.04048799
Insult0.017807651
Profanity0.022013342
Threat0.007870848
Severe Toxicity0.0026893616
Low Tox 0.05799546 Moderate Con 0.455
Sep 29, 2025 IRCC Names India in Study …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada …
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada since then
Identity Attack0.031464707
Insult0.014884921
Profanity0.011184863
Threat0.0062526283
Severe Toxicity0.0013446808
Low Tox 0.04240986 Constructive 0.51 Personal_Narrative
Jan 28, 2026 3 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.