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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: "They should stay in their …" 460 comments · Page 15 of 19
All students who don't comply should allow to stay
All students who don't comply should allow to stay
Identity Attack0.021183543
Insult0.016936934
Profanity0.018324144
Threat0.009281937
Severe Toxicity0.0019359589
Low Tox 0.0665887 Low Con 0.222
Oct 1, 2025 IRCC Names India in Study …
It’s up to you if you want to go but don’t be whining about it what s%it hits the fan you should already be aware do your f-in homework and stay in beautiful CANADA
It’s up to you if you want to go but don’t be whining about it what s%it hits the fan you should already be aware do your f-in homework and stay in beautiful CANADA
Identity Attack0.0011992828
Insult0.02346504
Profanity0.01223047
Threat0.00063836924
Severe Toxicity0.000010517128
Low Tox 0.06559748 Call_To_Action
Dec 8, 2025 2 likes
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Only one issue a lot are over staying their visas lol.
Only one issue a lot are over staying their visas lol.
Identity Attack0.015053716
Insult0.020063626
Profanity0.020510335
Threat0.0070552654
Severe Toxicity0.0018978119
Low Tox 0.063027434 Moderate Con 0.395
Jan 27, 2026 Inside Canada's Indian Invasion...
Stay away
Stay away
Identity Attack0.002872898
Insult0.012328475
Profanity0.000056466208
Threat0.008018568
Severe Toxicity0.000006779439
Low Tox 0.062748045
Dec 8, 2025 52 likes
The number of deportations should be 100x higher in numbers and the deported should be made to pay for their stay in Canada
The number of deportations should be 100x higher in numbers and the deported should be made to pay for their stay in Canada
Identity Attack0.033784978
Insult0.014504919
Profanity0.010894509
Threat0.009281937
Severe Toxicity0.0018024445
Low Tox 0.062236045 Low Con 0.27
Dec 24, 2025 1 likes Deportations From Canada at Their …
Canadians need to stay as far away from the USA as we can. I have absolutely no sympathy for any Canadian who is abused, arrested, detained, or otherwise harassed by American authorities.
Canadians need to stay as far away from the USA as we can. I have absolutely no sympathy for any Canadian who is abused, arrested, detained, or otherwise harassed by American authorities.
Identity Attack0.060815755
Insult0.0054495744
Profanity0.00009033835
Threat0.0011450568
Severe Toxicity0.000008170178
Low Tox 0.061566275
Dec 9, 2025
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
They bring their country's political problems and make Canada their battle ground. If you want to fight for a separate state in your old country stay there and fight.
They bring their country's political problems and make Canada their battle ground. If you want to fight for a separate state in your old country stay there and fight.
Identity Attack0.027011903
Insult0.021546122
Profanity0.010979908
Threat0.0082074385
Severe Toxicity0.0016403198
Low Tox 0.06065326 Moderate Con 0.382 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
AS LONG AS THEY STAY IN CANADA !!
AS LONG AS THEY STAY IN CANADA !!
Identity Attack0.04023018
Insult0.015796926
Profanity0.01128734
Threat0.006977591
Severe Toxicity0.0023651123
Low Tox 0.059232414 Low Con 0.189
Jan 27, 2026 Inside Canada's Indian Invasion...
While Canadians argue on social media about immigrants, corporations raise profits, housing collapses, and wages stay frozen. Public anger is pushed downward, never upward.
While Canadians argue on social media about immigrants, corporations raise profits, housing collapses, and wages stay frozen. Public anger is pushed downward, never upward.
Identity Attack0.03636306
Insult0.021675033
Profanity0.010177165
Threat0.006653947
Severe Toxicity0.001411438
Low Tox 0.05898502 Moderate Con 0.395 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Brampton has the cheapest rental rates in GTA, plus a lotta warehousing jobs if ya stay in Brampton. Plus the only region where ya can survive without speaking an iota of english. You can survive …
Brampton has the cheapest rental rates in GTA, plus a lotta warehousing jobs if ya stay in Brampton. Plus the only region where ya can survive without speaking an iota of english. You can survive just by knowing Punjabi.
Identity Attack0.038167715
Insult0.021675033
Profanity0.013371054
Threat0.006602164
Severe Toxicity0.0017929077
Low Tox 0.057005897 Constructive 0.534
Jan 27, 2026 Inside Canada's Indian Invasion...
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and even an invitation to reply. Watch that back door. Also, way too much money is leaving the country. It's not just about attracting investment but getting it to stay. The immigration policies, ironically, are 'not' diversified.
Identity Attack0.015757138
Insult0.022448512
Profanity0.011663092
Threat0.0076766624
Severe Toxicity0.001335144
Low Tox 0.056263726 Constructive 0.632 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Another reason to stay out of Magastan. F the USA and F Trump.
Another reason to stay out of Magastan. F the USA and F Trump.
Identity Attack0.0015442696
Insult0.012282227
Profanity0.011722041
Threat0.0030337914
Severe Toxicity0.0000128938145
Low Tox 0.053456746 Comparative_Framing
Dec 10, 2025
Yes stay in canada money is better spend here in our country mr stump going too sink usa
Yes stay in canada money is better spend here in our country mr stump going too sink usa
Identity Attack0.0012413493
Insult0.0029865694
Profanity0.00018919048
Threat0.040129766
Severe Toxicity0.000017283843
Low Tox 0.052940443 Economic_Argument
Dec 9, 2025
Stay in Canada and run for prime minister
Stay in Canada and run for prime minister
Identity Attack0.013546381
Insult0.018710041
Profanity0.011167783
Threat0.0083886795
Severe Toxicity0.001783371
Low Tox 0.051810697 Low Con 0.272
Jan 27, 2026 Inside Canada's Indian Invasion...
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Identity Attack0.033527173
Insult0.015416925
Profanity0.012346277
Threat0.0063497215
Severe Toxicity0.0013256073
Low Tox 0.050573748 Moderate Con 0.31
Jan 2, 2026 10 likes New rules, regulations take effect …
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
Identity Attack0.029144434
Insult0.01632893
Profanity0.009647697
Threat0.006382086
Severe Toxicity0.0011730194
Low Tox 0.049089402 Moderate Con 0.415 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Many migrants claim asylum or refugee status so they can stay and get paid to do so.
Many migrants claim asylum or refugee status so they can stay and get paid to do so.
Identity Attack0.041261412
Insult0.013212911
Profanity0.012722028
Threat0.0070034824
Severe Toxicity0.0013065338
Low Tox 0.048842013 Low Con 0.279 Unverified_Claim
Feb 17, 2026 78 likes LILLEY UNLEASHED: The fall of …
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire …
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire GTA and even beyond will be like Brampton is today. It will be unliveable.
Identity Attack0.0073255757
Insult0.019419061
Profanity0.015488927
Threat0.00780612
Severe Toxicity0.0013828278
Low Tox 0.04760506 Constructive 0.568
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
And they ain't going anywhere. Just a click on the "RENEW" button and their here to stay. 😂😂😂😂😂😂😂
And they ain't going anywhere. Just a click on the "RENEW" button and their here to stay. 😂😂😂😂😂😂😂
Identity Attack0.0052906936
Insult0.016632931
Profanity0.017709278
Threat0.008582866
Severe Toxicity0.0018882751
Low Tox 0.0466155 Low Con 0.222
Jan 16, 2026 2.9 million Canadian temporary visas …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they were bummed that they personally couldn't stay, but they also openly complained that the levels of immigration was unsustainable, competition for rent/jobs/healthcare too high and felt that some people would have to go back home and it happened to be them.
Identity Attack0.020580608
Insult0.017807651
Profanity0.020988565
Threat0.0066215824
Severe Toxicity0.0015068054
Low Tox 0.045873325 Constructive 0.787 Personal_Narrative
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Identity Attack0.023193322
Insult0.014884921
Profanity0.010245483
Threat0.007365964
Severe Toxicity0.0014209747
Low Tox 0.044388983 Moderate Con 0.439
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Im West indian but I was born in Canada. Am I allowed to stay or should i go back to Trinidad and Tobago?
Im West indian but I was born in Canada. Am I allowed to stay or should i go back to Trinidad and Tobago?
Identity Attack0.03894114
Insult0.01302291
Profanity0.012926984
Threat0.0070552654
Severe Toxicity0.0017166138
Low Tox 0.044141594 Moderate Con 0.491 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
Like sweden make them wait 5years before benefits… stay and proved you are not just using it and leave.
Like sweden make them wait 5years before benefits… stay and proved you are not just using it and leave.
Identity Attack0.010507392
Insult0.017356457
Profanity0.012243799
Threat0.007598988
Severe Toxicity0.0012969971
Low Tox 0.04315203 Low Con 0.266
Nov 23, 2025 65 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.