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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: "Guess what you are a …" 161 comments · Page 6 of 7
I guess maple syrup isnt going to be popular anymore
I guess maple syrup isnt going to be popular anymore
Identity Attack0.03919895
Insult0.022384055
Profanity0.03189224
Threat0.008841781
Severe Toxicity0.0033569336
Low Tox 0.09915545 Low Con 0.213 Humor_Satire
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada or India 2.0 I guess trump is not the bad guy after all huh😅
Canada or India 2.0 I guess trump is not the bad guy after all huh😅
Identity Attack0.03249594
Insult0.029163294
Profanity0.016069634
Threat0.0071588317
Severe Toxicity0.0022220612
Low Tox 0.09351514 Low Con 0.255 Comparative_Framing
Feb 14, 2026 Canada's tighter immigration policy divides …
Who would’ve guessed inviting a people whose roads are congested with poor driving chaos would just so happen to bring it with them…it’s almost as if you can’t change the way a person inherently is …
Who would’ve guessed inviting a people whose roads are congested with poor driving chaos would just so happen to bring it with them…it’s almost as if you can’t change the way a person inherently is 😂
Identity Attack0.0071775843
Insult0.033680726
Profanity0.017436003
Threat0.006550381
Severe Toxicity0.0016212463
Low Tox 0.0926474 Low Con 0.23 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Well I guess according to the guy on the bike the peaceful Canadians got the best of the foreigners. Now give him a interview in five years see how he changes his mind then
Well I guess according to the guy on the bike the peaceful Canadians got the best of the foreigners. Now give him a interview in five years see how he changes his mind then
Identity Attack0.0440973
Insult0.030485468
Profanity0.010365041
Threat0.007068211
Severe Toxicity0.0015640259
Low Tox 0.09112182 Low Con 0.293 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, …
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, the schools are complicit, filling those seats as empty and making more money by selling one spot to two students. These are the same schools that appear on your TV screens saying, "cutting down the number of international students means they would be out of work and have to end some of their programs."
Identity Attack0.038167715
Insult0.030375287
Profanity0.017845914
Threat0.0072235605
Severe Toxicity0.0021266937
Low Tox 0.09033044 Constructive 0.576 Policy_Critique
Sep 29, 2025 36 likes IRCC Names India in Study …
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, …
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, Skip, Doordash, etc., BUT...they are not using their legal name to apply for that instead they are using another person's account to do that job, whose account is legal and had been in the job for so many years. The connection between those people is not relevant to any gang or organizations but they operate like one, the advantage is both parties earn money while in their eyes is "legal". This is normal settings in my country(3rd world country), you have several taxis and you need to hire drivers to operate, its up to you if you're gonna hire legit drivers or not, the only difference is that the undocumented driver is cheaper. And how do I know these things, I work in a fastfood chain in Waterloo, you need to identify which order the driver will pickup and the delivery driver need to verify the order by the order number through the app but sometimes you can see the Account's photo is different from the delivery driver, so yeah, that's the gist of it. I have no idea why modern countries like Canada and America are so "dumb" or lack of critical thinking when it comes to crimes like this, but I guess people and politicians are the same all over the world. And now, they are bringing more people without checking their background, if there's any criminal record or such, oh yeah, speaking of that, how do you verify those records from another country if those records can be produced with 3rd party company in which an employee from a government institution is behind it to make it more look like it is legit.
Identity Attack0.025203101
Insult0.028392024
Profanity0.016889455
Threat0.0076119336
Severe Toxicity0.0020217896
Low Tox 0.07054565 Constructive 0.755
Sep 29, 2025 IRCC Names India in Study …
Let me guess , Canada started letting migrants run the immigration system ?
Let me guess , Canada started letting migrants run the immigration system ?
Identity Attack0.053399716
Insult0.018001022
Profanity0.010621235
Threat0.006589218
Severe Toxicity0.0015544891
Low Tox 0.069754265 Low Con 0.168
Jun 26, 2025 1 likes How Canada broke its immigration …
Exactly what do they mean by assimilateion dress like us or speak like us guess what people don't give up their culture just because they moved someplace for a job
Exactly what do they mean by assimilateion dress like us or speak like us guess what people don't give up their culture just because they moved someplace for a job
Identity Attack0.034816213
Insult0.018258847
Profanity0.020851927
Threat0.0069387536
Severe Toxicity0.0022029877
Low Tox 0.067380086 Moderate Con 0.439
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Here's the root of most of the problems, its gov. policy, you take in a million new people a year, give them everything and your dollar ends up losing value, so even though your working …
Here's the root of most of the problems, its gov. policy, you take in a million new people a year, give them everything and your dollar ends up losing value, so even though your working hard, you cannot get ahead in this country. So you end up going into a debt that you can't pay off and the problems increase. Taxes go up value of the dollar keeps going down, so in the end its a no win situation for most of the general population and its the same when you retire, you get an income that's not enough even to pay for rent in the city you were brought up in. This is a very serious problem and gov. does not seem to do anything about it, food banks are overwhelmed along with medical staff, food prices and rents have gone out of sight as far as prices are concerned. We have a national debt that never gets paid and a gov. that spends more money than it takes in in taxes. And a dollar thats going to H in a handbasket. Too much crime, too much violence, too many traffic jams and too much drug use. I have written to this liberal gov. and told them how to fix these problems but they don't listen, their agenda is with the WEF, you will have nothing and you will be happy, right, no. Canada is now a bankrupt country and going to a third world status, I guess you get what you vote for and I did not vote for this gov. to ruin the country. Hey note that this is just the start, its going to get a whole lot worse down the road as we all suffer another great depression, then things really get bad.
Identity Attack0.008176526
Insult0.029163294
Profanity0.017982552
Threat0.0068869707
Severe Toxicity0.0017166138
Low Tox 0.0665887 Constructive 0.691 Economic_Argument
Aug 28, 2025 6 likes Why Canadians Are Turning Against …
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Identity Attack0.034300596
Insult0.017807651
Profanity0.012243799
Threat0.0066086366
Severe Toxicity0.0016212463
Low Tox 0.061444655 Low Con 0.203 Humor_Satire
Jan 20, 2026 77 likes Why Canada’s immigration system has …
Russians are free to come and go I guess...
Russians are free to come and go I guess...
Identity Attack0.09685178
Insult0.001669324
Profanity0.00011216691
Threat0.0008535681
Severe Toxicity0.0000073164956
Low Tox 0.057867046
Dec 11, 2025
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
Identity Attack0.0027378413
Insult0.020063626
Profanity0.012961143
Threat0.008194493
Severe Toxicity0.0020980835
Low Tox 0.055274166 Low Con 0.3 Call_To_Action
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
0:05 let me guess .. Brampton, ON. 😊😊
0:05 let me guess .. Brampton, ON. 😊😊
Identity Attack0.006881601
Insult0.01648093
Profanity0.023243073
Threat0.011327368
Severe Toxicity0.0034713745
Low Tox 0.054779384 Moderate Con 0.318 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I GUESS CANADA LEARN FROM EURO EXPERINCE
I GUESS CANADA LEARN FROM EURO EXPERINCE
Identity Attack0.031980325
Insult0.017807651
Profanity0.012277958
Threat0.0067963502
Severe Toxicity0.0020122528
Low Tox 0.051810697 Low Con 0.264 Policy_Critique
Feb 12, 2026 Canada's tighter immigration policy divides …
I guess people really dislike economic development.......cause wow
I guess people really dislike economic development.......cause wow
Identity Attack0.008768492
Insult0.01929015
Profanity0.014327513
Threat0.0062137907
Severe Toxicity0.0011014938
Low Tox 0.049089402 Low Con 0.262 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
My neighbours daughter was denied a employment from an establishment which is frequented by all and was told if she doesn't speak Hindi she cannot be hired. I told her to report them to the …
My neighbours daughter was denied a employment from an establishment which is frequented by all and was told if she doesn't speak Hindi she cannot be hired. I told her to report them to the government and the HO of the company. I will not say which company but I'm sure someone can guess the establishment in less than 3 guesses
Identity Attack0.031464707
Insult0.015644927
Profanity0.014532468
Threat0.008039144
Severe Toxicity0.0016117096
Low Tox 0.046120718 Constructive 0.739
Aug 25, 2025 Why Canadians Are Turning Against …
I have scored 18 out of 20. 2 or 3 question was outside of this video. 1 that I can remeber was - The Canadian Coat of Arms symbolizes __ the answer suppose to be …
I have scored 18 out of 20. 2 or 3 question was outside of this video. 1 that I can remeber was - The Canadian Coat of Arms symbolizes __ the answer suppose to be - Canada's history, unity, and heritage, blending British, French, and distinctly Canadian symbols, with the maple leaf representing all Canadians and the shield quadrants showing England (lions), France (fleur-de-lis), Scotland (lion), and Ireland (harp). I got that one wrong. Anothe one included a true/false question with the names of poet (not the names mentioned in the video). I marked it as true but I guess it also went wrong. Thanks for this video @immigration Canada Anyone can pass the exam by just following this video.
Identity Attack0.014249804
Insult0.021288296
Profanity0.014942379
Threat0.007365964
Severe Toxicity0.0017356873
Low Tox 0.045873325 Constructive 0.727 Personal_Narrative
Jan 11, 2026 4 likes Canadian Citizenship Test 2025 – …
Well... elbows up, I guess
Well... elbows up, I guess
Identity Attack0.0046987277
Insult0.016860934
Profanity0.022423252
Threat0.009256045
Severe Toxicity0.0020599365
Low Tox 0.044388983 Moderate Con 0.334 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per day per person to track them down. This should be deducted from the Liberal party's salary and not the tax payers! Or better yet, seize/freeze Trudeau's bank account/pension!!!!
Identity Attack0.006955597
Insult0.017292
Profanity0.0103821205
Threat0.008311004
Severe Toxicity0.0013446808
Low Tox 0.041915078 Constructive 0.637
Sep 29, 2025 IRCC Names India in Study …
Largest gold heist in Canadian history was perpetrated by…. You guessed it!
Largest gold heist in Canadian history was perpetrated by…. You guessed it!
Identity Attack0.0071775843
Insult0.019225692
Profanity0.011526455
Threat0.006530962
Severe Toxicity0.0012588501
Low Tox 0.039935954 Low Con 0.15 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Im on Disability and have my own home, but thanks to our gov't making it SO expensive I am slowly being pushed out of my home. Guess I'll have to live in my car too.
Im on Disability and have my own home, but thanks to our gov't making it SO expensive I am slowly being pushed out of my home. Guess I'll have to live in my car too.
Identity Attack0.008694496
Insult0.017012933
Profanity0.011560614
Threat0.0063108844
Severe Toxicity0.0011777878
Low Tox 0.039226998 Constructive 0.583 Personal_Narrative
Nov 24, 2025 1 likes Why Canadians Are Turning Against …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and get side swiped by a City Bus. Can you guess where both at-fault Drivers came from? (This isn't even in Brampton, that's just how quick they spread)
Identity Attack0.0025343532
Insult0.013288911
Profanity0.011782649
Threat0.010654188
Severe Toxicity0.0015258789
Low Tox 0.033334624 Constructive 0.58 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I wish I got 50k to set up my household. I guess I'm going to have to get some bronzer and say I'm stateless.
I wish I got 50k to set up my household. I guess I'm going to have to get some bronzer and say I'm stateless.
Identity Attack0.0042917514
Insult0.011996903
Profanity0.0166845
Threat0.008815889
Severe Toxicity0.0013637543
Low Tox 0.031449065 Constructive 0.511
Jan 22, 2019 11 likes How much do refugees and …
Guess Europe is calling them back ?
Guess Europe is calling them back ?
Identity Attack0.010803374
Insult0.010666896
Profanity0.014942379
Threat0.009048914
Severe Toxicity0.0015830994
Low Tox 0.031213367 Low Con 0.203 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The only "tragedy" will be the people who really NEED the jobs will once again have access to them..
Identity Attack0.008657498
Insult0.013364912
Profanity0.010706633
Threat0.0059095654
Severe Toxicity0.0008249283
Low Tox 0.02685301 Constructive 0.563 Moral_Argument
Nov 21, 2025 9 likes Quebec Ends Economic Immigration Program …

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.