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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: "How can be ppl from …" 156 comments · Page 6 of 7
do u know punjab has most accidents in india too? and ppl wonder why many accidents in brampton
do u know punjab has most accidents in india too? and ppl wonder why many accidents in brampton
Identity Attack0.08749158
Insult0.024768941
Profanity0.026180768
Threat0.012854968
Severe Toxicity0.0036811829
Low Tox 0.112746716 Low Con 0.244 Unverified_Claim
Feb 6, 2026 Inside Canada's Indian Invasion...
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I …
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I didn't understand y they just dont stay in their own country
Identity Attack0.10221587
Insult0.022770792
Profanity0.022149978
Threat0.0070552654
Severe Toxicity0.002822876
Low Tox 0.11212669 Moderate Con 0.41 Identity_Assertion
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
No reason the population of this country should be more than 35M ppl. Canada should not be accepting a single immigrant until the population goes down to 35M.
No reason the population of this country should be more than 35M ppl. Canada should not be accepting a single immigrant until the population goes down to 35M.
Identity Attack0.1015541
Insult0.023479814
Profanity0.012004685
Threat0.009747985
Severe Toxicity0.003376007
Low Tox 0.11202335 Low Con 0.224 Policy_Critique
Dec 24, 2025 15 likes Deportations From Canada at Their …
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Identity Attack0.058856625
Insult0.04442204
Profanity0.013063621
Threat0.0062267366
Severe Toxicity0.0021266937
Low Tox 0.11161 Moderate Con 0.452 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion …
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion voiced on that tv is on the beneficiaries & the immigration lawyers that make bank off of trading in humans, why are u guys so biased against & isolated from this country’s ppl?
Identity Attack0.06249457
Insult0.034341812
Profanity0.0118680475
Threat0.0064985976
Severe Toxicity0.002155304
Low Tox 0.11161 Moderate Con 0.424 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Stop bringing ppl here for awhile...bring 250000 over the next 50 yrs
Stop bringing ppl here for awhile...bring 250000 over the next 50 yrs
Identity Attack0.038167715
Insult0.020966014
Profanity0.01402008
Threat0.010162249
Severe Toxicity0.0031089783
Low Tox 0.10175867 Low Con 0.198
Jan 4, 2026 1 likes New rules, regulations take effect …
I hope Canada doesn’t keep making ppl work years for PR then pull the rug from under them. This isn’t fair and this will turn skilled workers away. 🙄🤨😒🙈🙉🙊
I hope Canada doesn’t keep making ppl work years for PR then pull the rug from under them. This isn’t fair and this will turn skilled workers away. 🙄🤨😒🙈🙉🙊
Identity Attack0.014249804
Insult0.033570543
Profanity0.016957775
Threat0.009074804
Severe Toxicity0.0023174286
Low Tox 0.10089093 Moderate Con 0.435 Policy_Critique
Nov 24, 2025 Quebec Ends Economic Immigration Program …
and the same goes for all ppl regardless of citizen or immigrant as for trucker convoy they was undermining canada while accept money form foreing coubtrys ....
and the same goes for all ppl regardless of citizen or immigrant as for trucker convoy they was undermining canada while accept money form foreing coubtrys ....
Identity Attack0.04564415
Insult0.027841117
Profanity0.011406898
Threat0.007068211
Severe Toxicity0.0019264221
Low Tox 0.091913216 Moderate Con 0.373
Aug 28, 2025 Why Canadians Are Turning Against …
finally...ppl will believe me brampton is a real place lolol
finally...ppl will believe me brampton is a real place lolol
Identity Attack0.0102854045
Insult0.025413504
Profanity0.02795705
Threat0.007948523
Severe Toxicity0.002861023
Low Tox 0.09112182 Low Con 0.27 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
how is it different from the Cajun ppl in Louisiana ? They have their own language and culture and names.
how is it different from the Cajun ppl in Louisiana ? They have their own language and culture and names.
Identity Attack0.051353373
Insult0.02173949
Profanity0.016616182
Threat0.006097279
Severe Toxicity0.0016975403
Low Tox 0.07212844 Moderate Con 0.348 Comparative_Framing
Jan 19, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Sikhs are the best ppl
Sikhs are the best ppl
Identity Attack0.04512853
Insult0.017088935
Profanity0.025087673
Threat0.00951496
Severe Toxicity0.0045776367
Low Tox 0.06817148 Moderate Con 0.363 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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...
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)
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might …
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might learn something.
Identity Attack0.004606233
Insult0.0279513
Profanity0.011133623
Threat0.005945166
Severe Toxicity0.0009441376
Low Tox 0.057005897 Moderate Con 0.344
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
Guy that ran the gasking the past 30 years in my hometown got laidoff for ppl fresh off the boat
Guy that ran the gasking the past 30 years in my hometown got laidoff for ppl fresh off the boat
Identity Attack0.0032188136
Insult0.01838776
Profanity0.016821137
Threat0.010343489
Severe Toxicity0.0020313263
Low Tox 0.055521555 Moderate Con 0.42 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
When there are ppl coming to Canada in high thousands and hardly anyone is canadian anymore. It's hard to speak up when you are few and far between
When there are ppl coming to Canada in high thousands and hardly anyone is canadian anymore. It's hard to speak up when you are few and far between
Identity Attack0.033011556
Insult0.019354604
Profanity0.011628932
Threat0.0066798385
Severe Toxicity0.0013160706
Low Tox 0.054779384 Constructive 0.554
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Welcome to America Alberta and all conservative ppl from the failed state of canada
Welcome to America Alberta and all conservative ppl from the failed state of canada
Identity Attack0.003862237
Insult0.034872442
Profanity0.000120081626
Threat0.00028181527
Severe Toxicity0.0000028187105
Low Tox 0.054697383 Identity_Assertion
Apr 15, 2025
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. Being 25 minutes delayed on my "35 minute" trip
Identity Attack0.022590388
Insult0.018774498
Profanity0.020373698
Threat0.007909686
Severe Toxicity0.0019741058
Low Tox 0.054531995 Constructive 0.52 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Where can I donate to Sidhu so he can take more ppl out of Canada? 🙏
Where can I donate to Sidhu so he can take more ppl out of Canada? 🙏
Identity Attack0.025404079
Insult0.018452216
Profanity0.011355659
Threat0.008039144
Severe Toxicity0.0017929077
Low Tox 0.05354243 Moderate Con 0.406 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Sikhs are wonderful ppl, I hv been around the world. Sikhs are no.1 - they help others, support and feed the poor.
Sikhs are wonderful ppl, I hv been around the world. Sikhs are no.1 - they help others, support and feed the poor.
Identity Attack0.031980325
Insult0.016100928
Profanity0.020783609
Threat0.008582866
Severe Toxicity0.0026512146
Low Tox 0.050078966 Constructive 0.706 Solidarity
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less …
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less than 50,000 people which reflects 0.12% of the population…. This money would have been better used giving low income ppl a random cash bonus 😩
Identity Attack0.003385304
Insult0.020579277
Profanity0.012073003
Threat0.0063432488
Severe Toxicity0.001168251
Low Tox 0.045131154 Moderate Con 0.449
Oct 1, 2025 IRCC Names India in Study …
I know ppl love to blame the gouvernement for it, with reason, but dont forget those corporation who always need more cheap labours and how they try to scare ppl after the covid telling us …
I know ppl love to blame the gouvernement for it, with reason, but dont forget those corporation who always need more cheap labours and how they try to scare ppl after the covid telling us how the economy will collapse if we dont bring masive number of new workers.
Identity Attack0.0061046463
Insult0.018967867
Profanity0.012346277
Threat0.0069646453
Severe Toxicity0.0009965897
Low Tox 0.040925518 Constructive 0.507
Aug 29, 2025 Why Canadians Are Turning Against …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Identity Attack0.008657498
Insult0.018001022
Profanity0.011458136
Threat0.008453408
Severe Toxicity0.0014877319
Low Tox 0.04067813 Constructive 0.736 Personal_Narrative
Jan 16, 2026 2.9 million Canadian temporary visas …
Greetings from Poland. Decent polish ppl working hard and telling the TRUTH.
Greetings from Poland. Decent polish ppl working hard and telling the TRUTH.
Identity Attack0.016963007
Insult0.013592913
Profanity0.015420608
Threat0.0082074385
Severe Toxicity0.0020313263
Low Tox 0.039226998 Moderate Con 0.463 Identity_Assertion
Dec 25, 2025 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.