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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: "I don’t hold it against …" 136 comments · Page 3 of 6
We need immigrant we need each other to make a country , no people no country , love each other as a hold person . The hold world is in the because of Trump and …
We need immigrant we need each other to make a country , no people no country , love each other as a hold person . The hold world is in the because of Trump and his hate .
Identity Attack0.0775651
Insult0.23704576
Profanity0.023789622
Threat0.0070552654
Severe Toxicity0.0042915344
Low Tox 0.2855005 Moderate Con 0.48
Aug 25, 2025 Why Canadians Are Turning Against …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome. Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community. So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them. Its a tough issue on both sides that our goverments are forcing us the people to deal with
Identity Attack0.2949366
Insult0.22303216
Profanity0.07999486
Threat0.007870848
Severe Toxicity0.0090789795
Low Tox 0.2854937 Constructive 0.853 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Wait hold on i don't think Indians in canada don't work? 8:50
Wait hold on i don't think Indians in canada don't work? 8:50
Identity Attack0.36702603
Insult0.0806213
Profanity0.032643758
Threat0.007081157
Severe Toxicity0.007247925
Low Tox 0.2854835 Moderate Con 0.311 Question
Dec 17, 2025 Inside Canada's Indian Metropolis (Brampton)
99% of the India MBA international students from Vancouver West College are working in Tim Hortons, underground constructions, security guards… Liberals should be hold responsible for their changes of policies and incompetence
99% of the India MBA international students from Vancouver West College are working in Tim Hortons, underground constructions, security guards… Liberals should be hold responsible for their changes of policies and incompetence
Identity Attack0.11860296
Insult0.25007802
Profanity0.016547862
Threat0.0068999166
Severe Toxicity0.0041007996
Low Tox 0.28312725 Low Con 0.244 Unverified_Claim
Oct 1, 2025 12 likes IRCC Names India in Study …
How yt people gentrify and colonize.. bro come on bro, you can focus on your people and have all the content you need. People never hold each other accountable and point fingers .
How yt people gentrify and colonize.. bro come on bro, you can focus on your people and have all the content you need. People never hold each other accountable and point fingers .
Identity Attack0.04538634
Insult0.07808672
Profanity0.08775374
Threat0.012751401
Severe Toxicity0.008773804
Low Tox 0.27750343 Moderate Con 0.368 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada's nowhere near done with its own Biden years yet, and won't ever be until the wretched Liberal regime has been dropkicked out of the picture altogether...don't hold your breath...
Canada's nowhere near done with its own Biden years yet, and won't ever be until the wretched Liberal regime has been dropkicked out of the picture altogether...don't hold your breath...
Identity Attack0.05089863
Insult0.2469859
Profanity0.026727317
Threat0.012854968
Severe Toxicity0.005302429
Low Tox 0.26859093 Low Con 0.265
Nov 21, 2025 Thousands of refugees allowed into …
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially …
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially the labeling of them as “low IQ.” Many immigrants from Africa are hardworking and striving to assimilate, yet they continue to face unfair stereotypes. In fact, many Black immigrants are professors, post-doctoral researchers, doctors, engineers, and other professionals. Those who do not hold advanced degrees are still performing essential labor that sustains the economy. Ignoring these contributions suggests that the concern is not genuinely about protecting Canada from immigration or cultural change, but rather reflects a deeper, selective hostility toward Black people. Honest reflection and research would make this clear.
Identity Attack0.36702603
Insult0.09563028
Profanity0.023584666
Threat0.0077025536
Severe Toxicity0.006790161
Low Tox 0.2667042 Constructive 0.682 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Hold these institutions accountable for ruining our country
Hold these institutions accountable for ruining our country
Identity Attack0.038167715
Insult0.10148193
Profanity0.041661996
Threat0.042662576
Severe Toxicity0.005836487
Low Tox 0.25462922 Low Con 0.257
Oct 3, 2025 IRCC Names India in Study …
That number is not nearly enough! All immigration into this country should be put on hold. And all those who are hostile to the Canadian way of life must leave as well. They have no …
That number is not nearly enough! All immigration into this country should be put on hold. And all those who are hostile to the Canadian way of life must leave as well. They have no business fleecing the Canadian taxpayers. And let's not forget those who started this whole scam in the first place.....
Identity Attack0.14019285
Insult0.1505596
Profanity0.017572641
Threat0.012751401
Severe Toxicity0.005455017
Low Tox 0.24603334 Moderate Con 0.325
Dec 30, 2025 Deportations From Canada at Their …
We have failed to give orientation to the new comers Simply few manners , holding door for the person behind No pee n poop in the public spaces Please we want Canada 🇨🇦 of 1995
We have failed to give orientation to the new comers Simply few manners , holding door for the person behind No pee n poop in the public spaces Please we want Canada 🇨🇦 of 1995
Identity Attack0.015757138
Insult0.08459369
Profanity0.14225815
Threat0.008181547
Severe Toxicity0.007286072
Low Tox 0.2396185 Constructive 0.53 Policy_Critique
Sep 14, 2025 Why Canadians Are Turning Against …
Stop from india period. Canada is holding all the cards, and 5 percent of 40 million is 2 million per year, immigration is not going down. I know most canadians cannot do math so their …
Stop from india period. Canada is holding all the cards, and 5 percent of 40 million is 2 million per year, immigration is not going down. I know most canadians cannot do math so their is the numbers
Identity Attack0.2700233
Insult0.07840354
Profanity0.014327513
Threat0.006712203
Severe Toxicity0.004234314
Low Tox 0.23415339 Moderate Con 0.339 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
Identity Attack0.02821777
Insult0.1798321
Profanity0.018255826
Threat0.008453408
Severe Toxicity0.0030517578
Low Tox 0.23379272 Low Con 0.194 Policy_Critique
Feb 26, 2026 114 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
All this tough talk and posturing but no actions on the ground. I love that she is trying to get answers and holding people accountable but in reality nothings changing. Students and immigrants keep coming …
All this tough talk and posturing but no actions on the ground. I love that she is trying to get answers and holding people accountable but in reality nothings changing. Students and immigrants keep coming in. They just don’t give a f$@* about Canadian laws because no one has seen any consequences!
Identity Attack0.053399716
Insult0.082619295
Profanity0.257327
Threat0.0072753434
Severe Toxicity0.007171631
Low Tox 0.23162876 Constructive 0.59 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Identity Attack0.010951365
Insult0.0670459
Profanity0.069969244
Threat0.025961896
Severe Toxicity0.0077056885
Low Tox 0.22311419 Low Con 0.237 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
If you ain’t my mom, I ain’t holding the door for no ones.
If you ain’t my mom, I ain’t holding the door for no ones.
Identity Attack0.012842959
Insult0.06634661
Profanity0.064458095
Threat0.022335978
Severe Toxicity0.0062942505
Low Tox 0.22177623 Moderate Con 0.316 Humor_Satire
Aug 27, 2025 Why Canadians Are Turning Against …
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
Identity Attack0.06158508
Insult0.12159709
Profanity0.051431753
Threat0.010395273
Severe Toxicity0.0046920776
Low Tox 0.20572066 Moderate Con 0.365 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Our laws were not initially set up to hold foreign delinquents accountable. WE NEED LAW REFORM to adequately monitor and punish illegal immigrants in a timely efficient and effective manner. No boards, no committees. Just …
Our laws were not initially set up to hold foreign delinquents accountable. WE NEED LAW REFORM to adequately monitor and punish illegal immigrants in a timely efficient and effective manner. No boards, no committees. Just officers and judges.
Identity Attack0.22935481
Insult0.07428485
Profanity0.013985921
Threat0.013528148
Severe Toxicity0.005302429
Low Tox 0.2043827 Moderate Con 0.384
Sep 30, 2025 IRCC Names India in Study …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation is fake, and although the guy who invited you DOES HALF OWN the house, but it is HIS BROTHER hosting the party, and your friend, whenever his brother holds a party prints out fake invitations. And then after being told to just STAY PUT, after thinking that you would like to just leave, the guy who explained this comes over to tell you that since your friend IS half owner of the house, that you are ALLOWED TO STAY, but preferably if you could just walk a long narrow hallway in sit in the large roomy storage closet. Maybe then, you think it preferable to just leave, but IT MIGHT BE CONSTRUED that you are making A BIG FUSS about leaving, and this would be BEING RUDE to the people WHO TOOK QUITE A BIT OF TIME to help you sort out YOUR DILEMMA, and IF you DO leave, you might NOT EVER be invited back again, and if you AREN'T invited back, MAYBE someone who saw you AT THE PARTY: LIKES YOU, and will go around LOOKING FOR YOU, even to the points of looking through people's windows to find you, and WHAT IF this would happen at like 3am, and maybe you should JUST TRY TO enjoy your stay in the broom closet BECAUSE someone who DOES LIKE YOU would wait and be able to SPOT YOU and say 'hi' AS YOU EXIT the main entrance, if that is the only exit.
Identity Attack0.014249804
Insult0.0816321
Profanity0.10982819
Threat0.011767523
Severe Toxicity0.008277893
Low Tox 0.20335422 Constructive 0.667 Humor_Satire
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly …
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly no red flags, that means our system is broken or not competent enough to catch them and protect the safety and security of this nation. Or did we just lower the requirements, skip security checks, and issue the visas anyway? Now we have these criminals walking our streets and terrorizing citizens. How did they get guns? How broken is our system? Logically, something needs to make sense: either we severely compromised our processes and allowed this to happen, or we are seriously incompetent.
Identity Attack0.027413858
Insult0.16053712
Profanity0.024267852
Threat0.010913103
Severe Toxicity0.0044059753
Low Tox 0.20265625 Moderate Con 0.414 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Hey Tyler do me a favour please and dont hold conversations in the middle of the lanes weather it be on the road or in the store (very indian of you).
Hey Tyler do me a favour please and dont hold conversations in the middle of the lanes weather it be on the road or in the store (very indian of you).
Identity Attack0.099072486
Insult0.0670459
Profanity0.027547138
Threat0.008634649
Severe Toxicity0.004043579
Low Tox 0.18269104 Moderate Con 0.456 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us …
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us hate the whole community. The gentleman in first half of the video mentioned “They sell among themselves and they live among themselves “, could’ve most probably come from his personal experience which might not have been the best and influenced from the dirty politics. 2nd part of the video shows two gentlemen saying “everyone is welcome”. Maybe it’s high time to break that instinct survival barrier and see if all are welcomed for the free food, belongingness and if they’re paying taxes. Also, not being unaware of the criminals that are there in every community of every society. Should they be the ones holding power to our narrative? Thank you for doing this video and showing both sides! Hope this brings more peace and prosperity in the society and within ourselves.
Identity Attack0.028418748
Insult0.082619295
Profanity0.07611542
Threat0.012803185
Severe Toxicity0.0048828125
Low Tox 0.18079062 Constructive 0.799
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like …
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like me from Africa. And despite his hate I LOVE him as a human being.
Identity Attack0.17925262
Insult0.035443626
Profanity0.073529124
Threat0.009955117
Severe Toxicity0.006713867
Low Tox 0.17631748 Constructive 0.763 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
By far the biggest thing is accountability. Whether an Immigrant, Illegal Alien or Citizen, all must be held accountable for THEIR choices. When you dismiss a certain segment just for the fact that they are …
By far the biggest thing is accountability. Whether an Immigrant, Illegal Alien or Citizen, all must be held accountable for THEIR choices. When you dismiss a certain segment just for the fact that they are this segment, it's no wonder you have a huge population grown tired of all the Woke, pandering, PC nonsense. Just hold all accountable and ensure consistent following of the laws on the books-and make new laws when necessary and appropriate. It's really that simple.
Identity Attack0.08087392
Insult0.07396803
Profanity0.021466793
Threat0.0062396824
Severe Toxicity0.002861023
Low Tox 0.16331999 Constructive 0.684
Jan 27, 2026 Inside Canada's Indian Invasion...
Happiness and joy are largely natural e. first time you hold your baby child/grandchild/niece/nephew etc. No one ever taught you to feel what you did in that moment. Hate and bigotry are learned. From family, …
Happiness and joy are largely natural e. first time you hold your baby child/grandchild/niece/nephew etc. No one ever taught you to feel what you did in that moment. Hate and bigotry are learned. From family, school, friends, TV (hello Fox News), internet (influencers, comments made by others). Hatred and bigotry also require work and effort. To maintain your hatred, you need to apply an effort. Like building a fire. Once it begins to start, need to add sticks, wood etc. Not the case with happiness and joy
Identity Attack0.018068384
Insult0.07333439
Profanity0.026044132
Threat0.009540852
Severe Toxicity0.0041770935
Low Tox 0.16098402 Constructive 0.62
Sep 17, 2025 1 likes 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.