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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: "I LOVE that he keeps …" 43 comments · Page 2 of 2
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Identity Attack0.015254694
Insult0.024511116
Profanity0.072882555
Threat0.04233929
Severe Toxicity0.008163452
Low Tox 0.13561769 Constructive 0.511 Meta_Commentary
Feb 25, 2026 Inside Canada's Indian Invasion...
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of …
Every one of you in Canada is an immigrant or descendant of an immigrant, so please don’t do to each other what they did to your grandfathers and grandmothers! Put yourself in the place of the person who just arrived and feel how much they are suffering to start a new life, find a new place, find furniture, change career and look for a new job, get the cultural shock and cold weather shock and learn how to survive the cold winter and learn a new language, and make new contacts, new friends and new families maybe… too much to handle while you are not giving a fuck about all his struggles but pushing him to change his culture automatically like if it’s magic and at the same time he is not aware why on earth is everyone against his religion or accent or way of thinking and your rejections towards them by showing clearly your attack towards them here online without shame! Those people who are escaping from wars or genocides or poverty to find a better opportunity to be able to feed their families abroad, you have no consideration for what brought them here or what they had endured and you want to let them endure more above their struggle to survive all the inconvenience in a capitalist frozen country! Please try to be nice to each other and teach one another how to live respecting one another boundaries and culture! a country with many nationalities is multicultural and multiculturalisme can’t exist with racism and discrimination. Keep the multiculturalism with the nice picture it holds which keep the country warm and colourful. Live in peace and love❤
Identity Attack0.09410924
Insult0.06285016
Profanity0.017845914
Threat0.007417747
Severe Toxicity0.0037002563
Low Tox 0.13214645 Constructive 0.735
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Identity Attack0.0060676485
Insult0.07365121
Profanity0.016479544
Threat0.005935457
Severe Toxicity0.0015449524
Low Tox 0.12086493 Constructive 0.555 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. …
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. All but the Indians I encountered treated me well, to the indians I was another competition for their piece of land (so as to say). I unfortunately didn't settle in Canada due to some family emergency and had to come back to India for good, but on hind sight I think it was for the best, considering how bad the situation is in Canada. If one migrates to another country they should assimilate in the existing culture so that they can keep alive the very soul of the land they moved to, not try to make it another India...
Identity Attack0.10221587
Insult0.033570543
Profanity0.026044132
Threat0.0086087575
Severe Toxicity0.0037574768
Low Tox 0.10913446 Constructive 0.818 Personal_Narrative
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
hey I feel sorry for them too, but theirs about 2 billion poor people that would love to emigrate to europe…how many are you going to take in ? half a billion? A billion? All …
hey I feel sorry for them too, but theirs about 2 billion poor people that would love to emigrate to europe…how many are you going to take in ? half a billion? A billion? All 2 billion ? what’s the limit? And what happens when you reach the limit and they still keep coming in ?
Identity Attack0.047190998
Insult0.026960457
Profanity0.015591404
Threat0.007353018
Severe Toxicity0.0023269653
Low Tox 0.102192536 Moderate Con 0.325
Mar 24, 2018 1 likes How much do refugees and …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this country. This isn't the Canada I grew up in and it's not the Canada that I want to keep living in. I hope it will be fixed. I love Canada
Identity Attack0.06385879
Insult0.028832749
Profanity0.011133623
Threat0.0067186756
Severe Toxicity0.002231598
Low Tox 0.10045706 Constructive 0.625
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
As an immigrant to Canada (in 1982), my family and I integrated into Canadian culture. That is what immigrants used to do. Yes, you can keep aspects of your own culture, but the expectation was …
As an immigrant to Canada (in 1982), my family and I integrated into Canadian culture. That is what immigrants used to do. Yes, you can keep aspects of your own culture, but the expectation was that you become Canadians first and foremost. I don't see that with many new immigrants today. They just milk Canada for all it is worth and try to make it a version of their country of origin. I love diversity and multiculturalism, but it has gone way too far IMO.
Identity Attack0.035589635
Insult0.017936565
Profanity0.01127026
Threat0.006259101
Severe Toxicity0.0015068054
Low Tox 0.04735767 Constructive 0.774
Aug 26, 2025 Why Canadians Are Turning Against …
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
Identity Attack0.019173764
Insult0.014580919
Profanity0.009750174
Threat0.0059613483
Severe Toxicity0.0011348724
Low Tox 0.034748793 Constructive 0.761 Solidarity
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Dude. Why do you keep running away right when the story gets good. You’ve already “risked your life”…. Follow through. Love the content. ❤
Dude. Why do you keep running away right when the story gets good. You’ve already “risked your life”…. Follow through. Love the content. ❤
Identity Attack0.0019701358
Insult0.013820915
Profanity0.011167783
Threat0.009204263
Severe Toxicity0.0012016296
Low Tox 0.034513097 Moderate Con 0.46 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Hard-working, no crime, kind, keeps to themselves, smart, driven, and great food. Love Indian people
Hard-working, no crime, kind, keeps to themselves, smart, driven, and great food. Love Indian people
Identity Attack0.019776696
Insult0.011768902
Profanity0.019963788
Threat0.008945347
Severe Toxicity0.0023937225
Low Tox 0.032391842 Constructive 0.559 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
I wish I knew u came to Brampton love your channel Tyler keep up the good.
I wish I knew u came to Brampton love your channel Tyler keep up the good.
Identity Attack0.008176526
Insult0.012186904
Profanity0.023243073
Threat0.010265815
Severe Toxicity0.0025558472
Low Tox 0.030270588 Constructive 0.595 Solidarity
Feb 14, 2026 Inside Canada's Indian Invasion...
I'm from Quebec i know it's hard to do but could you send me the adress of the safehouse so we can fix this in Montreal city! I'll send this to the right people so …
I'm from Quebec i know it's hard to do but could you send me the adress of the safehouse so we can fix this in Montreal city! I'll send this to the right people so they can go raid those places, big love from Quebec keep up the journalism
Identity Attack0.0061416444
Insult0.010780896
Profanity0.011167783
Threat0.010990778
Severe Toxicity0.0014400482
Low Tox 0.028974265 Constructive 0.736
Jan 27, 2026 Inside Canada's Indian Invasion...
Love your videos. To me, a good content creator keeps your eyes glued to the screen from start to finish. I feel most of your videos do that for me. Keep it up thanks for …
Love your videos. To me, a good content creator keeps your eyes glued to the screen from start to finish. I feel most of your videos do that for me. Keep it up thanks for what you do !
Identity Attack0.0071035884
Insult0.010894896
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0026130676
Low Tox 0.026617315 Constructive 0.629
Sep 19, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
Love your channel , keep it up , stay safe
Love your channel , keep it up , stay safe
Identity Attack0.0073995716
Insult0.010020891
Profanity0.020578653
Threat0.010705971
Severe Toxicity0.002336502
Low Tox 0.02449606 Moderate Con 0.463
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ God Blesd you all. Jesus loves you and is King. Christ always and forever.
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ God Blesd you all. Jesus loves you and is King. Christ always and forever.
Identity Attack0.0043657473
Insult0.008234881
Profanity0.012175481
Threat0.006375613
Severe Toxicity0.00084400177
Low Tox 0.014073989 Constructive 0.516 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Keep it up, Tyler. Love from croatia!!!!
Keep it up, Tyler. Love from croatia!!!!
Identity Attack0.0044582416
Insult0.007892879
Profanity0.012243799
Threat0.007262398
Severe Toxicity0.0010061264
Low Tox 0.011623607 Moderate Con 0.448 Solidarity
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...

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.