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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "For some yet to be …" 308 comments · Page 5 of 13
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually …
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually do anything they've been bad for Canada and will never be any good they hate the country but yet they want to be citizens give me a break our country is full of protesters and criminals
Identity Attack0.33675182
Insult0.37846634
Profanity0.027547138
Threat0.009256045
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.602 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Identity Attack0.38445538
Insult0.2659317
Profanity0.080318145
Threat0.010214032
Severe Toxicity0.012703998
Moderate 0.37694603 Moderate Con 0.371 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
8:17 can't understand a simple question, yet insults Africans IQ .
8:17 can't understand a simple question, yet insults Africans IQ .
Identity Attack0.3817989
Insult0.18604483
Profanity0.10982819
Threat0.020782012
Severe Toxicity0.015286255
Moderate 0.37576625 Low Con 0.211 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in …
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in majority and yet ranting over immigrants. Karma follows everywhere 😄😄
Identity Attack0.41975367
Insult0.2469859
Profanity0.04892669
Threat0.010964886
Severe Toxicity0.017610285
Moderate 0.37576625 Constructive 0.507 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
and yet indians discriminate against muslim community in india
and yet indians discriminate against muslim community in india
Identity Attack0.4508763
Insult0.0836065
Profanity0.080318145
Threat0.027515862
Severe Toxicity0.013155893
Moderate 0.37073207 Low Con 0.191 Comparative_Framing
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
totally another lie by the governments money sucking corporate voiceBig Brother says these people don't get more yet some have established business and bought housesListen to the lies at your peril now 200 million Ontario …
totally another lie by the governments money sucking corporate voiceBig Brother says these people don't get more yet some have established business and bought housesListen to the lies at your peril now 200 million Ontario is owed by fedshow come seniors and veterans living on nothing
Identity Attack0.017867407
Insult0.3416952
Profanity0.196476
Threat0.0070552654
Severe Toxicity0.01121521
Moderate 0.3625127 Moderate Con 0.47
Jul 26, 2018 1 likes How much do refugees and …
At least they aren't crapping on the sidewalks, yet.
At least they aren't crapping on the sidewalks, yet.
Identity Attack0.0052906936
Insult0.27763805
Profanity0.3122265
Threat0.008789998
Severe Toxicity0.009536743
Moderate 0.36095104 Low Con 0.267
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)
What do we think about it? I've heard words that are not in any dictionary. Yet, they are understood in their intent. There are too many that are far too ignorant. Those, give them all …
What do we think about it? I've heard words that are not in any dictionary. Yet, they are understood in their intent. There are too many that are far too ignorant. Those, give them all a bad rep. I don't blame them for being here, except those that don't leave when required. However, the government knew it would be a problem with the numbers allowed; lack of resources to ensure they were sent packing when their time expired. It should be codified in law that if you do nkmot leave, your entire family, including extended family gets the boot.
Identity Attack0.016159095
Insult0.40243408
Profanity0.06546012
Threat0.009929225
Severe Toxicity0.005722046
Moderate 0.36043653 Constructive 0.758 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
And yet, legal students get blamed and Canadians being called racists for years🤡
And yet, legal students get blamed and Canadians being called racists for years🤡
Identity Attack0.37730414
Insult0.25007802
Profanity0.02385794
Threat0.00756015
Severe Toxicity0.010070801
Moderate 0.3561489 Moderate Con 0.311 Moral_Argument
Sep 28, 2025 832 likes IRCC Names India in Study …
guy really worked hard to find negativity yet whites and others themselves claim indians are better people to live with then other ethnicity 😁 .
guy really worked hard to find negativity yet whites and others themselves claim indians are better people to live with then other ethnicity 😁 .
Identity Attack0.40255263
Insult0.15698463
Profanity0.10301965
Threat0.010757755
Severe Toxicity0.015609037
Moderate 0.35186127 Low Con 0.29 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine …
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine attitude and judging them. The amount of adharm bleeding out of India, and yet y'all throw a Kurta on and pretend otherwise... Its honestly wild.
Identity Attack0.25309357
Insult0.3470427
Profanity0.05393682
Threat0.010757755
Severe Toxicity0.011138916
Moderate 0.34757367 Moderate Con 0.419 Identity_Assertion
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
How sad hahahaa! Are the rivers full of trash yet?
How sad hahahaa! Are the rivers full of trash yet?
Identity Attack0.008176526
Insult0.34101152
Profanity0.04867618
Threat0.0065115434
Severe Toxicity0.005569458
Moderate 0.3389984 Moderate Con 0.319 Humor_Satire
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
Yet they said Americans were horrible for deporting illegals.
Yet they said Americans were horrible for deporting illegals.
Identity Attack0.36702603
Insult0.25205973
Profanity0.082581155
Threat0.010110466
Severe Toxicity0.009460449
Moderate 0.3389984 Low Con 0.232
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The fact that Tyler hasn't somehow been killed yet is kinda insane.
The fact that Tyler hasn't somehow been killed yet is kinda insane.
Identity Attack0.010729378
Insult0.16802633
Profanity0.10611444
Threat0.34804323
Severe Toxicity0.01502803
Moderate 0.3389984 Low Con 0.22 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Im sorry for the earlier Indian immigrants who did assimilate and now India has found them to swamp them yet again
Im sorry for the earlier Indian immigrants who did assimilate and now India has found them to swamp them yet again
Identity Attack0.38445538
Insult0.16195811
Profanity0.10735235
Threat0.094697006
Severe Toxicity0.02296847
Moderate 0.33836752 Moderate Con 0.497
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate how hard I work trying to save up for a house and yet immigrants who come over just automatically get one. I'm tired when I'm on a call with someone it always ends …
I hate how hard I work trying to save up for a house and yet immigrants who come over just automatically get one. I'm tired when I'm on a call with someone it always ends up being someone with an extremely thick accent to the point where I have to decipher what they're saying. I've kept most of this frustration to myself cause I don't want to be racist, but it's getting over to that boil over point. It honestly feels like we're slowly being taken over. I'm never having kids simply because it's too expensive. Why would I bring a kid into this world, if they're probably gonna have it way worse than I.
Identity Attack0.36273825
Insult0.18480228
Profanity0.20592089
Threat0.012596053
Severe Toxicity0.018707745
Moderate 0.3317266 Constructive 0.698
Aug 26, 2025 Why Canadians Are Turning Against …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want to take responsibility ever for anything that they do and they rely on equally inept voters to keep them in office. As to the subject at hand, Canadians should not be responsible for immigrants or people claiming asylum health costs for anything past their first 6 months here. Going past 6 months indicates that they have yet to gain employment and are living off our backs. Those who are still here after being turned back should be located and sent packing immediately regardless of their present standing. For example, someone came here and was rejected but never left. Today they get picked up and now they claim they have a family here. They should still be removed because if they had left when they were supposed to they wouldn't have that family now would they. Yes, it may appear to be harsh but is it not harsh to use the funds provided by people who have a legal right to be here to support those who never should have been here?
Identity Attack0.11163961
Insult0.35505778
Profanity0.027820412
Threat0.007624879
Severe Toxicity0.005874634
Moderate 0.3302291 Constructive 0.611 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian immigrant from the late 80's here. This nightmare is all by design. If you want to know Canada's future, look to the UK. It's coming here. Yet Canadians keep voting Liberal!!! What's it going …
Canadian immigrant from the late 80's here. This nightmare is all by design. If you want to know Canada's future, look to the UK. It's coming here. Yet Canadians keep voting Liberal!!! What's it going to take for Canadians to wake tf up?!
Identity Attack0.28034934
Insult0.19500497
Profanity0.25367188
Threat0.009722093
Severe Toxicity0.014188796
Moderate 0.32397532 Constructive 0.528 Personal_Narrative
Aug 26, 2025 Why Canadians Are Turning Against …
That's wild people are advertising human smuggling on social medias, are the government thinking this must a scam thats why they havent lifted a figner yet lol
That's wild people are advertising human smuggling on social medias, are the government thinking this must a scam thats why they havent lifted a figner yet lol
Identity Attack0.050216515
Insult0.24928534
Profanity0.13256322
Threat0.023199292
Severe Toxicity0.012207031
Moderate 0.32289913 Low Con 0.293 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So …
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So here we are, another four years and none of this will change and if there is a crisis, it will only deepen. If you voted Liberal and you're watching this video, YOU are the reason you're upset.
Identity Attack0.04048799
Insult0.3388922
Profanity0.06044999
Threat0.008285114
Severe Toxicity0.0063705444
Moderate 0.32236105 Moderate Con 0.375
Sep 2, 2025 2 likes Why Canadians Are Turning Against …
This is known and yet it continues. How do we stop this?? We who have paid into everything all of our lives cant get good health care, among other things!! INSANE!
This is known and yet it continues. How do we stop this?? We who have paid into everything all of our lives cant get good health care, among other things!! INSANE!
Identity Attack0.0040327664
Insult0.32211447
Profanity0.055940874
Threat0.0076507707
Severe Toxicity0.005264282
Moderate 0.32020867 Moderate Con 0.488 Moral_Argument
Feb 17, 2026 19 likes LILLEY UNLEASHED: The fall of …

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.