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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: "This is going to be …" 2,613 comments · Page 51 of 105
Every where you go you can see Punjabi celebrations everywhere it’s like no other culture exists! Way too much immigrants! We don’t want to be forced to see or participate in other peoples culture practice …
Every where you go you can see Punjabi celebrations everywhere it’s like no other culture exists! Way too much immigrants! We don’t want to be forced to see or participate in other peoples culture practice your culture or religion at home please!
Identity Attack0.28034934
Insult0.07301756
Profanity0.020988565
Threat0.007573096
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.57 Identity_Assertion
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
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...
Modern states (all post cold war NATO) are tailored as such to put the descendants of the citizens are always at a disadvantage. Land, taxes, infrastructure, livelihood stolen from their grandparents by their own state …
Modern states (all post cold war NATO) are tailored as such to put the descendants of the citizens are always at a disadvantage. Land, taxes, infrastructure, livelihood stolen from their grandparents by their own state and distributed to newcomers. The scapegoats are Indians in Canada, North Aficans in France, Syrians and Afghans in Turkey while the politicians commit the crime go unpunished.
Identity Attack0.23467018
Insult0.15982662
Profanity0.019758832
Threat0.009877442
Severe Toxicity0.0062179565
Low Tox 0.25462922 Moderate Con 0.382
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
13:22 he can always go back in fact, he SHOULD go back; because at some point, Canadians are gonna be fed up; and you dont want to see the most tolerant and patient people in …
13:22 he can always go back in fact, he SHOULD go back; because at some point, Canadians are gonna be fed up; and you dont want to see the most tolerant and patient people in the world get fed up cause thats when things get UGLY
Identity Attack0.10221587
Insult0.14874944
Profanity0.047173142
Threat0.010239923
Severe Toxicity0.0065994263
Low Tox 0.25462922 Moderate Con 0.479
Sep 23, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our …
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our government jobs in Ottawa and leave the lower paying jobs to other non speaking French. Go to Quebec they have NO ENGLISH SIGNS, but come to Ottawa making sure they are entitled!. Im sick of the language barrier its discrimination and take the free riders from other countries with you.
Identity Attack0.15945168
Insult0.16766082
Profanity0.016479544
Threat0.0065050707
Severe Toxicity0.005760193
Low Tox 0.25462922 Constructive 0.516 Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
Where are the indigenous people or first nation. No temple or mosque should be in Canada, you cannot go to their country and do that
Where are the indigenous people or first nation. No temple or mosque should be in Canada, you cannot go to their country and do that
Identity Attack0.2964622
Insult0.061801232
Profanity0.015693882
Threat0.007573096
Severe Toxicity0.0074386597
Low Tox 0.25462922 Moderate Con 0.303 Identity_Assertion
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
So for all the racists cheering about this, most of the people I personally know that are being deported are from places like New Zealand and the UK. A few have weird specialized jobs that …
So for all the racists cheering about this, most of the people I personally know that are being deported are from places like New Zealand and the UK. A few have weird specialized jobs that are not going to be filled by some random college graduate. So. Good job, i guess.
Identity Attack0.18705739
Insult0.16551061
Profanity0.029460056
Threat0.007301235
Severe Toxicity0.005874634
Low Tox 0.25462922 Moderate Con 0.481 Personal_Narrative
Jan 15, 2026 2.9 million Canadian temporary visas …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. They go about their daily lives like any other Quebecer who is settled here. And when the time comes to leave, they have to sell off what little they own and return with nothing. They shout and argue as if Canada owes them something, even though they haven't received any financial assistance from their own governments in their home countries, yet here they come demanding it. I hope that what they experienced here will motivate them to prosper when they return.
Identity Attack0.25309357
Insult0.15769513
Profanity0.026590679
Threat0.00823333
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.727 Policy_Critique
Nov 20, 2025 8 likes Quebec Ends Economic Immigration Program …
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like …
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like Indians going to other Countries without valid visa or an invite from the other Country. It destroys genuine people like me.
Identity Attack0.28034934
Insult0.071116626
Profanity0.072882555
Threat0.012751401
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.754
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
hate what theyve done to our cities its not just brampton missisauaga and everywhere in ontario is bad unless you go far in the country
hate what theyve done to our cities its not just brampton missisauaga and everywhere in ontario is bad unless you go far in the country
Identity Attack0.105256535
Insult0.09270445
Profanity0.028503597
Threat0.010395273
Severe Toxicity0.0060653687
Low Tox 0.25462922 Moderate Con 0.484 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well one thing- people who go to another country to start a new life must respect and integrate in their culture. And if they don’t send them back. Also mostly Punjabis and hindu atleast no …
Well one thing- people who go to another country to start a new life must respect and integrate in their culture. And if they don’t send them back. Also mostly Punjabis and hindu atleast no Muslims otherwise they will try to convert Brampton into Brampistan😂
Identity Attack0.2964622
Insult0.0811385
Profanity0.05268429
Threat0.012285355
Severe Toxicity0.0127685545
Low Tox 0.25462922 Moderate Con 0.421 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The liberal government has ruined our country. We need them to go and finally have a mentally well conservative government that's actually for the people.
The liberal government has ruined our country. We need them to go and finally have a mentally well conservative government that's actually for the people.
Identity Attack0.10221587
Insult0.16124763
Profanity0.027000591
Threat0.011612174
Severe Toxicity0.004348755
Low Tox 0.25462922 Moderate Con 0.344 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I agree they should check their culture at the door and adapt to our culture and our ways, or go back home.
I agree they should check their culture at the door and adapt to our culture and our ways, or go back home.
Identity Attack0.27340925
Insult0.06687108
Profanity0.026180768
Threat0.015774792
Severe Toxicity0.009689331
Low Tox 0.25462922 Moderate Con 0.471
Sep 11, 2025 Why Canadians Are Turning Against …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
"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)
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone …
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone feels alienated so small communities exist but making the quality of life go down on this level is just crazy
Identity Attack0.19495805
Insult0.12521741
Profanity0.12727508
Threat0.009023022
Severe Toxicity0.007286072
Low Tox 0.25462922 Constructive 0.594 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Identity Attack0.23011416
Insult0.07555214
Profanity0.017162729
Threat0.011767523
Severe Toxicity0.006942749
Low Tox 0.25462922 Low Con 0.233 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m from Ontario and I’ve slowly watched my home town turn into new delhi since covid. Brampton has always been especially bad. If I wanted to feel like I was in India I would go …
I’m from Ontario and I’ve slowly watched my home town turn into new delhi since covid. Brampton has always been especially bad. If I wanted to feel like I was in India I would go to India, when I’m Canada I want to feel like I’m in Canada. A once great country being ruined.
Identity Attack0.25309357
Insult0.09416737
Profanity0.024472807
Threat0.010369381
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.585 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Please go to Israel, I want to see how they treat nonjews
Please go to Israel, I want to see how they treat nonjews
Identity Attack0.2854555
Insult0.035443626
Profanity0.07740857
Threat0.024753258
Severe Toxicity0.0126394415
Low Tox 0.25462922 Moderate Con 0.363 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
As a caucasian, its no point complaining because most of the new age kids are playing games, doing weed and staying indoors while the immigrants deliver them pizza... So what is the point of complaining …
As a caucasian, its no point complaining because most of the new age kids are playing games, doing weed and staying indoors while the immigrants deliver them pizza... So what is the point of complaining that you see other colours around when the nation's commerce must go on... The guy saying no taxes doesnt look like our regular tax payer either... Seems to me the only work he does is buying synthetic drugs and sleeping on benches...
Identity Attack0.18313584
Insult0.12521741
Profanity0.018665737
Threat0.009385503
Severe Toxicity0.005340576
Low Tox 0.25462922 Constructive 0.604
Sep 19, 2025 93 likes Inside Canada's Indian Metropolis (Brampton)
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Identity Attack0.23011416
Insult0.07555214
Profanity0.017162729
Threat0.011767523
Severe Toxicity0.006942749
Low Tox 0.25462922 Low Con 0.233 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau and Carney: there's nothing wrong with our border security. Elbows up! Gullible Canadians: okay, and they said a hockey term, I'm going to vote for them! Rational Canadians: 🤦🏼‍♂️
Trudeau and Carney: there's nothing wrong with our border security. Elbows up! Gullible Canadians: okay, and they said a hockey term, I'm going to vote for them! Rational Canadians: 🤦🏼‍♂️
Identity Attack0.17925262
Insult0.16795322
Profanity0.022423252
Threat0.007586042
Severe Toxicity0.0061035156
Low Tox 0.25462922 Low Con 0.233 Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
I’m from just by here n it’s bad, there not here to be your friendly neighbour. They want to take over and it has already happened. They have ruined there own country so what do …
I’m from just by here n it’s bad, there not here to be your friendly neighbour. They want to take over and it has already happened. They have ruined there own country so what do u think is going to happen to ours
Identity Attack0.23770751
Insult0.07460167
Profanity0.04642162
Threat0.016120117
Severe Toxicity0.0090789795
Low Tox 0.25462922 Constructive 0.531 Fear_Threat
Jan 27, 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...
And people in america still tell me to this day that this cant happen. Its already happening. Not just with indians, but with dozens of different ethnicities. Thank god trump shut the border down. But …
And people in america still tell me to this day that this cant happen. Its already happening. Not just with indians, but with dozens of different ethnicities. Thank god trump shut the border down. But I feel very uneasy about how the us will look in 2 decades. Its going to be a brown melting pot 😢
Identity Attack0.27510223
Insult0.06858205
Profanity0.038154904
Threat0.016292779
Severe Toxicity0.008735657
Low Tox 0.2540519 Constructive 0.557 Fear_Threat
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.