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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 #}

Comment Explorer

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Active: "As an Indian, i don't …" 4,309 comments · Page 123 of 173
I would rather have an Indian majority over Somali. Indians are very nice people.
I would rather have an Indian majority over Somali. Indians are very nice people.
Identity Attack0.2839175
Insult0.070482984
Profanity0.06946823
Threat0.020436687
Severe Toxicity0.013478675
Low Tox 0.25462922 Constructive 0.522 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canadians, why are you angry? You don't want to have children, and besides, Canada brought in Indians because they are smart in the field of technology. This isn't an attack on Indians, but it's the …
Canadians, why are you angry? You don't want to have children, and besides, Canada brought in Indians because they are smart in the field of technology. This isn't an attack on Indians, but it's the truth.
Identity Attack0.2854555
Insult0.07428485
Profanity0.019485557
Threat0.009048914
Severe Toxicity0.0059509277
Low Tox 0.25462922 Constructive 0.527 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
2:04 That's a canadian!!! That indian man understands what it means to enter a hosting country.
2:04 That's a canadian!!! That indian man understands what it means to enter a hosting country.
Identity Attack0.27991617
Insult0.06889887
Profanity0.029460056
Threat0.007598988
Severe Toxicity0.008354187
Low Tox 0.25462922 Moderate Con 0.471 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
Identity Attack0.22063516
Insult0.053791173
Profanity0.02932342
Threat0.2836219
Severe Toxicity0.012435913
Low Tox 0.25462922 Moderate Con 0.459 Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
Indian food is not ethnic it’s Indian😂😂😂
Indian food is not ethnic it’s Indian😂😂😂
Identity Attack0.2772088
Insult0.046764325
Profanity0.04867618
Threat0.008453408
Severe Toxicity0.013866014
Low Tox 0.25462922 Low Con 0.176 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Too many Indians
Too many Indians
Identity Attack0.3043136
Insult0.06529768
Profanity0.052183274
Threat0.010291707
Severe Toxicity0.010528564
Low Tox 0.25462922 Moderate Con 0.386 Identity_Assertion
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
Identity Attack0.24462871
Insult0.11978693
Profanity0.117874645
Threat0.013217449
Severe Toxicity0.008621216
Low Tox 0.25462922 Moderate Con 0.412 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay …
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay their college fees, pay their taxes & contribute in economy unlike khalstanis.
Identity Attack0.2831485
Insult0.10587067
Profanity0.016001316
Threat0.0071847234
Severe Toxicity0.005645752
Low Tox 0.25462922 Moderate Con 0.483 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
all Indian should watch this and think about how panjabi are
all Indian should watch this and think about how panjabi are
Identity Attack0.2831485
Insult0.07745308
Profanity0.08710717
Threat0.023371955
Severe Toxicity0.0125103295
Low Tox 0.25462922 Moderate Con 0.322
Jan 27, 2026 Inside Canada's Indian Invasion...
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain …
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain about the lack of assimilation of immigrants to the diverse Indian culture. But abroad in another country as immigrants they want to protect their culture and do not want to assimilate to that country's culture or way of life. 😅 The comments about equality of humans, non discrimination etc made me laugh so much.. Ask them about the caste discrimination in their society, anti-conversion laws, attacks on sikhs, muslims, christians institutions/places of worship, and how they treat african students & other non-white races in India to have a better understanding on their views. 😂😅
Identity Attack0.28034934
Insult0.09563028
Profanity0.06946823
Threat0.009023022
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.792 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex problem of imbalance in the multicultural immigration policy entries,, STOP favouring a particular RACE and set of people over others, setting an english test prerequisite for others and waiving for these RACE that dont even speak ABC...Create a balanced society and Maintain the Quota measures across board or scrap the quota that is not adopted seamlessly. The Problem of IMBALANCE in culture will distort the society further...Take a lesson learned from United Kingdom now being overrun ,,,Ya land at Hearthrow now ya think ya not in UK. In Canada now, if ya not from the RACE of leading population, ya dont get food (the job)...Basic needs of life are now out of the window...Canada ya got massive resources and ya still less than the STATE OF CALIFORNIA in population...Born here,,now looking to sign a work deal contract in the so called middle East. Most importantly, Canada should humble before the LORD GOD under whom the forefathers belief and obey Him, stop provoking the LORD GOD,,,Eradicate and REPENT from being Sodomic and Gomorrahic Abolish same sex ABOMINATION as The Ubited States of America is doing..for Mercy and Progress to come to this Nation under GOD ALMIGHTY...
Identity Attack0.27991617
Insult0.09563028
Profanity0.024131214
Threat0.008634649
Severe Toxicity0.009307861
Low Tox 0.25462922 Constructive 0.572 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
Funny how people are comfortable being racist online, but in real life they’ll still hire Indians, rent to Indians, and take Indian customers. If you depend on us to ‘make money,’ at least have the …
Funny how people are comfortable being racist online, but in real life they’ll still hire Indians, rent to Indians, and take Indian customers. If you depend on us to ‘make money,’ at least have the honesty to show basic respect
Identity Attack0.27875587
Insult0.0817555
Profanity0.054437835
Threat0.008505191
Severe Toxicity0.008392334
Low Tox 0.25462922 Moderate Con 0.311 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada used to be a bottom feeder foir Indian Students
Canada used to be a bottom feeder foir Indian Students
Identity Attack0.2783691
Insult0.13607834
Profanity0.052183274
Threat0.007547205
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.216
Sep 28, 2025 IRCC Names India in Study …
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
Identity Attack0.2823795
Insult0.09416737
Profanity0.042413518
Threat0.008738215
Severe Toxicity0.0065612793
Low Tox 0.25462922 Constructive 0.59 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian enter in Canada proper channel with government permission What about refugees 😂😂
Indian enter in Canada proper channel with government permission What about refugees 😂😂
Identity Attack0.2869935
Insult0.06722072
Profanity0.023721304
Threat0.00713294
Severe Toxicity0.006980896
Low Tox 0.25462922 Low Con 0.182 Question
Feb 24, 2026 Inside Canada's Indian Invasion...
the whole of canada is an indian metropolis at this point
the whole of canada is an indian metropolis at this point
Identity Attack0.2831485
Insult0.08484049
Profanity0.051431753
Threat0.0071847234
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.197
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
Identity Attack0.27340925
Insult0.06023245
Profanity0.08064143
Threat0.010214032
Severe Toxicity0.009422302
Low Tox 0.25462922 Constructive 0.632
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, …
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, because they force you to work, why don't you go back to India?
Identity Attack0.29798782
Insult0.06826523
Profanity0.016479544
Threat0.0078449575
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.66
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Identity Attack0.27662867
Insult0.08582769
Profanity0.019075647
Threat0.03649433
Severe Toxicity0.008163452
Low Tox 0.25462922 Moderate Con 0.33
Sep 29, 2025 IRCC Names India in Study …
I a Canadian don’t have an issue with Indian immigrants I have an issue with immigrants who don’t work and live off The government and our money, but thank you for speaking of this
I a Canadian don’t have an issue with Indian immigrants I have an issue with immigrants who don’t work and live off The government and our money, but thank you for speaking of this
Identity Attack0.31307843
Insult0.08212569
Profanity0.017914234
Threat0.0065956907
Severe Toxicity0.006904602
Low Tox 0.25462922 Constructive 0.666 Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
even the older indians who came here 30 plus years ago arent happy about the new generation indians coming here
even the older indians who came here 30 plus years ago arent happy about the new generation indians coming here
Identity Attack0.3043136
Insult0.06494803
Profanity0.06646215
Threat0.010421164
Severe Toxicity0.009002686
Low Tox 0.25462922 Moderate Con 0.331
Sep 28, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)

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.