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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: "Biased is that what all …" 60 comments · Page 2 of 3
Lazy reporting, just bring in the president of the association of refugee lawyers for a non-biased opinion…sigh.
Lazy reporting, just bring in the president of the association of refugee lawyers for a non-biased opinion…sigh.
Identity Attack0.013043936
Insult0.28586254
Profanity0.020578653
Threat0.007598988
Severe Toxicity0.0030708313
Low Tox 0.29771072 Low Con 0.175 Meta_Commentary
Dec 24, 2025 1 likes Deportations From Canada at Their …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was extremely disheartening (I’m experiencing racism from people darker than me?!). Eventually one landlord told me what was up - they must help their own people and essentially only rent to other Indian people. You see it in all the companies where you have an Indian hiring manager - they are biased to employing only their own. I was left no choice but to leave Brampton.
Identity Attack0.36702603
Insult0.15556364
Profanity0.10178173
Threat0.010938995
Severe Toxicity0.013414118
Low Tox 0.28548008 Constructive 0.737
Sep 21, 2025 104 likes Inside Canada's Indian Metropolis (Brampton)
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Identity Attack0.2846865
Insult0.082866095
Profanity0.039657943
Threat0.009799767
Severe Toxicity0.007133484
Low Tox 0.26104406 Low Con 0.262
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Identity Attack0.17459276
Insult0.086852804
Profanity0.06596114
Threat0.008841781
Severe Toxicity0.007171631
Low Tox 0.23812068 Constructive 0.56 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Presenting like government of India is involved in it, very biased and misguided. It's agents and Canadian education institutions hand in gloves showing glorious Canadian dream and fooling students but yes, it's not criminal because …
Presenting like government of India is involved in it, very biased and misguided. It's agents and Canadian education institutions hand in gloves showing glorious Canadian dream and fooling students but yes, it's not criminal because it's their people involved!
Identity Attack0.10221587
Insult0.14331897
Profanity0.019212283
Threat0.008052089
Severe Toxicity0.0042152405
Low Tox 0.21107252 Moderate Con 0.369
Sep 27, 2025 1 likes IRCC Names India in Study …
2026-2-26-why do you not ask the Carney government directly about these two ministers who need to be replaced - officially - due to their absolute and incomprehensible lacking in leadership abilities and skills - why …
2026-2-26-why do you not ask the Carney government directly about these two ministers who need to be replaced - officially - due to their absolute and incomprehensible lacking in leadership abilities and skills - why he keeps them in their respective portfolio? But he absolutely needs to be also removed He is doing so much harm to Canada as this 70 yr old has never seen in her entire adult life He has done nothing to repair the relationship with USA Which he has to repair No instead he is working on China Go figure why Because they are a communist regime Whereas the USA is a democracy and solvant democracy such as our own and as far back Canada use to have a rather strong relationship with them But now its not Why? These are the kind of questions that should be asked Why Because CTV and CBC Are our CNN NBC Equivalent of fake news And totally Libéral bias
Identity Attack0.010063417
Insult0.16751462
Profanity0.020168742
Threat0.013631714
Severe Toxicity0.0051498413
Low Tox 0.20312156 Moderate Con 0.448 Call_To_Action
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
@rocanews trust Indians, your view looks biased but, we don't loot people like the British did to India in 1947. We just stay without harming no one.
@rocanews trust Indians, your view looks biased but, we don't loot people like the British did to India in 1947. We just stay without harming no one.
Identity Attack0.18158256
Insult0.06285016
Profanity0.027547138
Threat0.012803185
Severe Toxicity0.005760193
Low Tox 0.20009702 Constructive 0.595
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that …
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that Indians are among the hardest-working and most enterprising contributors to Brampton’s economy. Content like this unfairly damages the reputation of our city. As a proud Brampton resident, I can confidently say that Brampton stands out as a welcoming and supportive place for immigrants, students, skilled workers, business owners, and seniors alike.
Identity Attack0.11860296
Insult0.08030447
Profanity0.032643758
Threat0.010058682
Severe Toxicity0.00541687
Low Tox 0.19893374 Constructive 0.742
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This is a very biased interview. Of course the refugee lawyer is going to cry about Canada deporting fake refugees because its bad for her business.😅 There are over 250,000 people awaiting refugee claims because …
This is a very biased interview. Of course the refugee lawyer is going to cry about Canada deporting fake refugees because its bad for her business.😅 There are over 250,000 people awaiting refugee claims because a lot of people, like former international students and foreign workers, think they scam the system to get PR.
Identity Attack0.10221587
Insult0.082866095
Profanity0.025497584
Threat0.00780612
Severe Toxicity0.0029945374
Low Tox 0.19409354 Constructive 0.532 Policy_Critique
Dec 27, 2025 1 likes Deportations From Canada at Their …
host is east indian and an immigration and a biased lawyer reporting....you do the math and let me know how objective reporting this is inherently
host is east indian and an immigration and a biased lawyer reporting....you do the math and let me know how objective reporting this is inherently
Identity Attack0.120924085
Insult0.07333439
Profanity0.01490822
Threat0.006589218
Severe Toxicity0.0032234192
Low Tox 0.19409354 Low Con 0.237 Meta_Commentary
Jan 22, 2026 1 likes Why Canada’s immigration system has …
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make …
This is the most biased Canadian propaganda I've ever heard. I was standing in line at city hall in Calgary (paying my past due power bill which I can barely afford, even though I make 40k a year.) and watched a flood of immigrants in front of me claiming their 100% free bus passes. Apparently, you need an authorisation letter from welfare to claim your free bus pass, yet, none of them seemed to have documentation that matched their id. One guy picked up six free bus passes with a stack of letters that didn't match his name, or, even surname, at all. The cashiers seemed like they had just given up and handed over the bus passes saying, "next time make sure the person named in the letter is here to pick it up in their free pass person." <sigh>
Identity Attack0.10221587
Insult0.07998765
Profanity0.019280603
Threat0.00756015
Severe Toxicity0.004043579
Low Tox 0.18269104 Constructive 0.613
Oct 13, 2018 How much do refugees and …
The host must not live here in Canada 😳🧐 weird argumentative biased tone
The host must not live here in Canada 😳🧐 weird argumentative biased tone
Identity Attack0.061130337
Insult0.082866095
Profanity0.012687869
Threat0.007094103
Severe Toxicity0.0029182434
Low Tox 0.18269104 Low Con 0.229 Meta_Commentary
Feb 24, 2026 18 likes 'We do know that there's …
reminder this channel is controlled by the notoriously leftist biased BBC.
reminder this channel is controlled by the notoriously leftist biased BBC.
Identity Attack0.051580742
Insult0.071433455
Profanity0.022901481
Threat0.007689608
Severe Toxicity0.0025939941
Low Tox 0.16331999 Low Con 0.131 Meta_Commentary
Feb 25, 2026 Canada's tighter immigration policy divides …
American owned Toronto Sun with right wing biased Batra putting down liberals again. Same old shtick.
American owned Toronto Sun with right wing biased Batra putting down liberals again. Same old shtick.
Identity Attack0.027413858
Insult0.07523532
Profanity0.020783609
Threat0.009281937
Severe Toxicity0.00289917
Low Tox 0.15766735 Low Con 0.193 Meta_Commentary
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I am not biased for Indians or any community, but the criticism for any community invasion should be shown towards the government for allowing it. The policies allow immigrants from India to come to Canada
I am not biased for Indians or any community, but the criticism for any community invasion should be shown towards the government for allowing it. The policies allow immigrants from India to come to Canada
Identity Attack0.18705739
Insult0.030044744
Profanity0.01620627
Threat0.007586042
Severe Toxicity0.0032234192
Low Tox 0.15711457 Constructive 0.642
Jan 27, 2026 Inside Canada's Indian Invasion...
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were …
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were were surrounded by Italians. Richmond was nothing years ago and now is mostly Chinese and Asian. Foreigners are energetic and have cultural roots they are proud of why shouldn’t they. The First Nations people here were exploited in every way by the English and French followed by every other European country. So the video focuses on Indian immigrants slanted with negative biases. India is a very diverse and historically one of the most accepting of foreigners in the world exploited terribly by the British and their hero Churchill who let millions of Indians starve by robbing them. Does anyone interviewed in this video know any history. Please stop belly aching.
Identity Attack0.11163961
Insult0.06529768
Profanity0.021466793
Threat0.008841781
Severe Toxicity0.004386902
Low Tox 0.15711457 Constructive 0.806
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration lawyer that’s about as bias as you can get
Immigration lawyer that’s about as bias as you can get
Identity Attack0.04538634
Insult0.06302499
Profanity0.022696527
Threat0.007262398
Severe Toxicity0.002822876
Low Tox 0.15545623 Low Con 0.277 Policy_Critique
Jan 22, 2026 1 likes Why Canada’s immigration system has …
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
This report is very biased, Canada took 100 times more immigrants, now they can not fit everyone in, so people have to leave, the government profited, blame Trudeau!!
Identity Attack0.058401883
Insult0.06337463
Profanity0.012073003
Threat0.007547205
Severe Toxicity0.002632141
Low Tox 0.15435068 Moderate Con 0.417 Policy_Critique
Feb 11, 2026 26 likes Canada's tighter immigration policy divides …
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling …
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling division through race, gender, culture, religion, countries and language - things that were meant to unite us, not divide us. They were created to build common ground, foster belonging, and promote love and peace - not hate. Anything that creates an "us versus them" narrative is harmful. Humanity must rise above borders and differences. Love is the only cure for this global virus of hate. ❤️😢 Sending love to all hate zombies who are suffering this virus and hugs I hope prayers and love might change their actions. ❤️😢 Is there hope? Reply with hearts if you are cured or agree with this message love all humans unconditionally for humanity? 🙏
Identity Attack0.058401883
Insult0.076185785
Profanity0.029050145
Threat0.008362788
Severe Toxicity0.004348755
Low Tox 0.15435068 Constructive 0.602
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel like showing a homeless shelter and saying no indian is pretty bias. Ive been homeless before, and anytime you go to a sikh temple, its part of their religion to feed you. They …
I feel like showing a homeless shelter and saying no indian is pretty bias. Ive been homeless before, and anytime you go to a sikh temple, its part of their religion to feed you. They serve meals and tea pretty much every day. Regardless of race or religon. A lot of it is vegetarian, but when you are homeless it can be a blessing 🧡
Identity Attack0.1508922
Insult0.02982438
Profanity0.03239325
Threat0.008466354
Severe Toxicity0.004463196
Low Tox 0.1373533 Constructive 0.787 Solidarity
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Our founders quit their jobs in August 2020 because they couldn’t bear consuming divisive, biased, and fear-mongering news any longer. News media had been deteriorating for years; the pandemic accelerated the trend. 😂😂😂
Our founders quit their jobs in August 2020 because they couldn’t bear consuming divisive, biased, and fear-mongering news any longer. News media had been deteriorating for years; the pandemic accelerated the trend. 😂😂😂
Identity Attack0.00828752
Insult0.046178754
Profanity0.021535112
Threat0.007340072
Severe Toxicity0.0021362305
Low Tox 0.1269396 Low Con 0.285 Meta_Commentary
Dec 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion …
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion voiced on that tv is on the beneficiaries & the immigration lawyers that make bank off of trading in humans, why are u guys so biased against & isolated from this country’s ppl?
Identity Attack0.06249457
Insult0.034341812
Profanity0.0118680475
Threat0.0064985976
Severe Toxicity0.002155304
Low Tox 0.11161 Moderate Con 0.424 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Identity Attack0.0040327664
Insult0.061101943
Profanity0.013712646
Threat0.0063432488
Severe Toxicity0.0012969971
Low Tox 0.11067997 Low Con 0.275 Policy_Critique
Jan 19, 2026 14 likes Why Canada’s immigration system has …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 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.