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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: "Get them all out" 2,660 comments · Page 56 of 107
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)
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of …
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of homes through mortgage fraud (watch the CDC report), to rent out as rooming houses, and they are a big reason for the housing shortage. Please do not buy from them if they are the selling agent. They are known to put harmful hidden clauses in the documents to get more money out of you than the list price, then you find out after the sale closes. They did this to one lady who bought her first home, and when the details were revealed AFTER closing, she had to file for BANKRUPTCY to clear her name and start her financial life again. DO NOT do the deal if they are the selling agent, and NEVER sign any paperwork they give you. We call it P----i paperwork. Do not sign it. Period. If they are the selling agent, walk away. Please spread the word. Their behavior is an ORGANIZED assault on the Canadian real estate and financial system, and it demands Canadians to deliver an organized response in rejection of this behavior. Boycott.
Identity Attack0.20680901
Insult0.1669316
Profanity0.07320584
Threat0.01187109
Severe Toxicity0.008354187
Low Tox 0.25462922 Constructive 0.661 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Bike guy is gonna get arrested for sure
Bike guy is gonna get arrested for sure
Identity Attack0.029402243
Insult0.06250052
Profanity0.050680235
Threat0.22120713
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.213 Meta_Commentary
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...
It's 2019 - why is CBC so silent on this topic? Haven't seen any stories in the last 6 months. Anything to do with the millions in support Trudeau gave the broadcast sector? Corruption all …
It's 2019 - why is CBC so silent on this topic? Haven't seen any stories in the last 6 months. Anything to do with the millions in support Trudeau gave the broadcast sector? Corruption all around! Get off your virtue horse CBC....
Identity Attack0.006881601
Insult0.24767025
Profanity0.022149978
Threat0.007598988
Severe Toxicity0.0032615662
Low Tox 0.25462922 Low Con 0.289
Feb 8, 2019 How much do refugees and …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get to enjoy a diversity of culture instead of it being white washed down to hamburgers and soggy, bland fries. Seriously, I don't understand any of the xenophobia in the comments- or the video here! Some of y'all sound like the MAGA that we have such a problem with here in the USA.
Identity Attack0.28034934
Insult0.0838533
Profanity0.026180768
Threat0.0073918556
Severe Toxicity0.006942749
Low Tox 0.25462922 Constructive 0.753 Moral_Argument
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s crazy to me that it’s even being allowed to welcome even more immigrants. Our healthcare, housing etc is stretched so thin it’s dangerous. Try getting a Dr if yours retires! They need to send …
It’s crazy to me that it’s even being allowed to welcome even more immigrants. Our healthcare, housing etc is stretched so thin it’s dangerous. Try getting a Dr if yours retires! They need to send more back to perhaps other countries that will accept them. That alone will save Canada money.
Identity Attack0.18002926
Insult0.15485314
Profanity0.027683776
Threat0.008414571
Severe Toxicity0.006980896
Low Tox 0.25462922 Constructive 0.604 Economic_Argument
Dec 28, 2025 Deportations From Canada at Their …
Disgrace. They let it get too this point?!
Disgrace. They let it get too this point?!
Identity Attack0.0058456613
Insult0.15485314
Profanity0.051932767
Threat0.007819066
Severe Toxicity0.0044441223
Low Tox 0.25462922 Low Con 0.212
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Why wallow in filth when you can travel to a better place and get free stuff you didn’t work for?
Why wallow in filth when you can travel to a better place and get free stuff you didn’t work for?
Identity Attack0.0045322375
Insult0.15769513
Profanity0.08775374
Threat0.0062785195
Severe Toxicity0.0037193298
Low Tox 0.25462922 Low Con 0.208 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people …
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people for who they are and what they provide ignoring race or politics and I’ve never been racist. With all of that said I almost feel as a white Canadian now a days what “first generation racism” feels like. But it’s not like traditional “racism” hating for the sake of hating. It’s more so getting mad that they come into our country refusing to adapt and then also take countless amounts of jobs while sky rocketing housing prices. Like damn when I was a kid I felt like I had so many options. But now there’s no seeable future for me it feels like. Immigrants are taking so many jobs and countless people faking disabilities so I cannot have mine taken seriously or properly. Like holy crap man call me “racist” but mass immigration has undeniably changed Canada for the worst and if you don’t agree you’re probably one of the problems that moved here
Identity Attack0.27914262
Insult0.09563028
Profanity0.03615085
Threat0.009696201
Severe Toxicity0.0075531006
Low Tox 0.25462922 Constructive 0.78
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Get them tf out now.
Get them tf out now.
Identity Attack0.009693438
Insult0.0811385
Profanity0.22622968
Threat0.048481647
Severe Toxicity0.010147095
Low Tox 0.25462922 Low Con 0.218 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Funny thing is you will get in more trouble for that knife then the traffickers
Funny thing is you will get in more trouble for that knife then the traffickers
Identity Attack0.01555616
Insult0.06722072
Profanity0.07047026
Threat0.13815513
Severe Toxicity0.009994507
Low Tox 0.25462922 Low Con 0.159 Policy_Critique
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any …
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any business and pay better taxes to contribute better. Sorry to say, we love white people. I myself had to spend 5 years, put in efforts to make white friends, chinese, japanese, arab, black friends (in order to learn canadian culture and try to adjust myself in it, without compromising extremely on my spiritual beliefs and positive aspects of my culture). quite a few are very good friends and discuss my problems and share theirs while others behave like they are somehow supreme than me... 6.5 years in Canada, worked hard to assimilate and now, Federal Government backstabbed me for PR along with a minimum wage paying, but expecting $30 results employer (white-canadians)... So, I guess, people who are not trusting them knew something that I didn't... I never worked cash never tried to misrepresent myself to IRCC and this is what I am made feel... while 100s of people did cash jobs, saved money and today are getting PRs... still I am trying my best to stay legally, without exploiting loopholes... but, I feel scammed by the canadian dream.
Identity Attack0.293411
Insult0.0818789
Profanity0.037904397
Threat0.008246276
Severe Toxicity0.008773804
Low Tox 0.25462922 Constructive 0.706 Personal_Narrative
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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...
Just like the Democrats in the US did. Let in all kinds of illegals and "asylum seekers" to get their votes.
Just like the Democrats in the US did. Let in all kinds of illegals and "asylum seekers" to get their votes.
Identity Attack0.26494437
Insult0.09563028
Profanity0.016957775
Threat0.008259222
Severe Toxicity0.005683899
Low Tox 0.25462922 Low Con 0.263 Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
Get them out of here lol
Get them out of here lol
Identity Attack0.022791367
Insult0.083112895
Profanity0.08775374
Threat0.030969119
Severe Toxicity0.0075531006
Low Tox 0.25462922 Low Con 0.293
Jan 27, 2026 Inside Canada's Indian Invasion...
Who benefits ? Big companies which require a steady supply of low skilled labor . Recruiters , consultants, lawyers all get their cut . No regard for quality … just numbers, and society must deal …
Who benefits ? Big companies which require a steady supply of low skilled labor . Recruiters , consultants, lawyers all get their cut . No regard for quality … just numbers, and society must deal with the dregs … similar to pollution by greedy corporations.
Identity Attack0.0102854045
Insult0.24903896
Profanity0.02303812
Threat0.0071717775
Severe Toxicity0.0024986267
Low Tox 0.25462922 Moderate Con 0.332 Economic_Argument
Jun 17, 2025 29 likes How Canada broke its immigration …
This video is too close to home I am getting so enraged. Please make em leave
This video is too close to home I am getting so enraged. Please make em leave
Identity Attack0.01857083
Insult0.042665333
Profanity0.07385241
Threat0.05042134
Severe Toxicity0.01083374
Low Tox 0.25462922 Moderate Con 0.45 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Keep voting for the same party that’s actually destroying the country and this is what you get
Keep voting for the same party that’s actually destroying the country and this is what you get
Identity Attack0.018269362
Insult0.12159709
Profanity0.025087673
Threat0.018537397
Severe Toxicity0.0045204163
Low Tox 0.25462922 Low Con 0.234 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
San Francisco gets red state homeless. Canada gets illegal immigrants fleeing Trump.
San Francisco gets red state homeless. Canada gets illegal immigrants fleeing Trump.
Identity Attack0.20680901
Insult0.09416737
Profanity0.015625564
Threat0.009204263
Severe Toxicity0.0048828125
Low Tox 0.25462922 Low Con 0.146 Comparative_Framing
Jul 10, 2025 1 likes How Canada broke its immigration …
Everything in this video is the sad reality of today, I worked in a production of fruits and veggies, and the agency "immigrants" hiring were practically, eating food with their hands instead of utensiles available …
Everything in this video is the sad reality of today, I worked in a production of fruits and veggies, and the agency "immigrants" hiring were practically, eating food with their hands instead of utensiles available to everyone at said place to even praying infront of canadian employees about their own beliefs and old ways.... it's truly disrespectful to be surrounded by immigrants who couldn't care for 2 cents about the country they migrate too. I'm now unemployed, been searching for a job for the last 3 months and can't even get hired into a basic low wage job like mc donalds tim hortons or any of those because its filled with nothing but immigrants. Really sad, and i'm annoyed that I dont get any callback from anywhere due to overflux of immigrants taking the jobs that can atleast get you out of trouble.
Identity Attack0.21470967
Insult0.16773392
Profanity0.03765389
Threat0.007883795
Severe Toxicity0.0075149536
Low Tox 0.25462922 Constructive 0.729
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Main culprit here are the Agents/lawyers who tried to convince an applicant that by using loop hole in the system, they can get every crook in Canada, this is what the problem is, there should …
Main culprit here are the Agents/lawyers who tried to convince an applicant that by using loop hole in the system, they can get every crook in Canada, this is what the problem is, there should be a permanent banned and jail time for any person who is legally misleading or helping to circumvent the system which resulting in flood of illegals in the country.
Identity Attack0.10221587
Insult0.24630153
Profanity0.028776871
Threat0.0113014765
Severe Toxicity0.0049972534
Low Tox 0.25462922 Moderate Con 0.433 Policy_Critique
Nov 20, 2025 274 likes Quebec Ends Economic Immigration Program …
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Its not that we don't care, if we speak out about the unchecked immigration, we risk getting arrested and thrown in prison for hate speech.
Identity Attack0.14875233
Insult0.0811385
Profanity0.038154904
Threat0.11769595
Severe Toxicity0.008583069
Low Tox 0.25462922 Constructive 0.583 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …

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.