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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: "This is what an honest …" 300 comments · Page 10 of 12
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
Identity Attack0.0040142676
Insult0.026058068
Profanity0.02023706
Threat0.01187109
Severe Toxicity0.003490448
Low Tox 0.09958932 Low Con 0.219 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
This video is very honest and open review against crypt government of India
This video is very honest and open review against crypt government of India
Identity Attack0.050671257
Insult0.02373764
Profanity0.031641733
Threat0.012803185
Severe Toxicity0.0035476685
Low Tox 0.09872158 Moderate Con 0.309 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
8:17 that' guy was honest 😂
8:17 that' guy was honest 😂
Identity Attack0.010433395
Insult0.02425329
Profanity0.044167064
Threat0.010058682
Severe Toxicity0.004386902
Low Tox 0.09828771 Moderate Con 0.346 Meta_Commentary
Feb 14, 2026 Inside Canada's Indian Invasion...
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 years ago when I came here. I learned true Canadian cultures from my host family and my Canadian friends. Honestly, there are some immigrants who are coming to Canada who are not trying to learn and even tried to integrate into the culture. You don't come to someone's home and destroy it. You want to make yourself welcomed in Canada. Canada is an amazing country please don't destroy it. I worked hard to stay in Canada and I love this country. I also pay my taxes for some people to get their free stuffs when they entered into Canada, what is going on? Love Canada and let's us united again. ❤❤❤❤❤
Identity Attack0.048737846
Insult0.032689095
Profanity0.022423252
Threat0.009230154
Severe Toxicity0.0027275085
Low Tox 0.09828771 Constructive 0.866
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
A honest guy! What a rare sight, maby that dude should go into politics
A honest guy! What a rare sight, maby that dude should go into politics
Identity Attack0.0052906936
Insult0.03522326
Profanity0.01627459
Threat0.008841781
Severe Toxicity0.0015068054
Low Tox 0.09611836 Moderate Con 0.442 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
the guyy on the bike!!! just talking truthhh lololololol so honestly lol.
the guyy on the bike!!! just talking truthhh lololololol so honestly lol.
Identity Attack0.003607291
Insult0.029163294
Profanity0.021398475
Threat0.007857903
Severe Toxicity0.0027275085
Low Tox 0.09525062 Moderate Con 0.397 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
guy in the vest just being honest…
guy in the vest just being honest…
Identity Attack0.006363631
Insult0.03423163
Profanity0.020920247
Threat0.00704232
Severe Toxicity0.0019741058
Low Tox 0.09438288 Moderate Con 0.348
Jan 27, 2026 Inside Canada's Indian Invasion...
I’ll be brutally honest if a person comes to ur country legally and is contributing to ur economy opening his/her business legally or building temples legally there nothing wrong in that if anyone has any …
I’ll be brutally honest if a person comes to ur country legally and is contributing to ur economy opening his/her business legally or building temples legally there nothing wrong in that if anyone has any problem they should blame there government because before these people all that place which is not built was merely dust and at the same time the crime which has increased because of these people I stand against that too
Identity Attack0.023796257
Insult0.024382202
Profanity0.020510335
Threat0.008556974
Severe Toxicity0.0021839142
Low Tox 0.09394901 Constructive 0.618 Moral_Argument
Feb 15, 2026 Inside Canada's Indian Invasion...
Well Canada needs something ICE. I made sure to arrive here with PR, I had the requirement etc. I didnt use fake student visa and then expect to stay. These people do not add anything …
Well Canada needs something ICE. I made sure to arrive here with PR, I had the requirement etc. I didnt use fake student visa and then expect to stay. These people do not add anything to society if they are not honest members of it.
Identity Attack0.016259583
Insult0.038566336
Profanity0.012961143
Threat0.0065115434
Severe Toxicity0.0015258789
Low Tox 0.09394901 Constructive 0.536 Personal_Narrative
Jan 15, 2026 4 likes 2.9 million Canadian temporary visas …
The ending felt so heart touching honestly, i felt like my soul was leaving my body
The ending felt so heart touching honestly, i felt like my soul was leaving my body
Identity Attack0.006511623
Insult0.012034904
Profanity0.051431753
Threat0.01750142
Severe Toxicity0.004310608
Low Tox 0.09112182 Moderate Con 0.442 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Identity Attack0.06795148
Insult0.0233509
Profanity0.03715288
Threat0.008531082
Severe Toxicity0.003929138
Low Tox 0.09112182 Moderate Con 0.435 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I love that guy on the bike he's honest 😭😭😭 😂😂😂
I love that guy on the bike he's honest 😭😭😭 😂😂😂
Identity Attack0.009619443
Insult0.018645585
Profanity0.04065997
Threat0.016638106
Severe Toxicity0.0062179565
Low Tox 0.09033044 Moderate Con 0.468 Meta_Commentary
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
One person is direct and clear and the other one is using political-speak which is intentionally unclear. If you have the well-being of Canadian citizens as your top priority, why would you not be clear …
One person is direct and clear and the other one is using political-speak which is intentionally unclear. If you have the well-being of Canadian citizens as your top priority, why would you not be clear and direct? Even if being honest is embarrassing or inconvenient, it is the expectation of every Canadian citizen.
Identity Attack0.017867407
Insult0.037395194
Profanity0.012175481
Threat0.005974294
Severe Toxicity0.0011587143
Low Tox 0.08795626 Constructive 0.561
Oct 2, 2025 IRCC Names India in Study …
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Identity Attack0.004606233
Insult0.025413504
Profanity0.020646973
Threat0.008259222
Severe Toxicity0.002040863
Low Tox 0.08716487 Low Con 0.299 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler …
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler will take some of the money he makes off this video and use that to better the state of India so that people won't need to seek a better quality of life.
Identity Attack0.02439919
Insult0.023995465
Profanity0.030138692
Threat0.010369381
Severe Toxicity0.002822876
Low Tox 0.08479069 Constructive 0.704 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe bill to keeo these immigrants/ refugees in rather nice 3/4 Hotles for the last few years . I’m a farmer who lives in the county but the closest city to where I live is Windsor and for the last 4 ish year the Government was hosting them in Five Hotel's across the city . It got to the point where it was cheaper for the government to BUY the hotels then rent all the rooms , so that’s what they did … No I’m all for helping people but that is kinda pushing it don’t you think ? There are no jobs for them , no homes for them , etc . We have been in a trade war for the last 2 years with the two largest economies in the world and we need to focus our economic power on thous conflicts at the moment and if the world like it or not fighting that is out top priority and everything else comes second .Even with out that fact Our former government overloaded what our ability’s where capable of handling . We have a pretty advanced social care network but these new folks who have never payed a dime into it and are living off of it for years with the government having no real plan on how to deal with it is just to much , with our with out the economic conflict we are currently in . The facts are the facts and we live in reality, anyways you guys all have a good one , cheers .
Identity Attack0.031206898
Insult0.030926194
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.0024318695
Low Tox 0.08479069 Constructive 0.816 Policy_Critique
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same many live in Brampton because it’s next to Toronto where everyone goes to work and it’s honestly not a big deal think of it as Chinatown in New York.
Identity Attack0.07177465
Insult0.022061773
Profanity0.016957775
Threat0.006647474
Severe Toxicity0.0022792816
Low Tox 0.083999306 Constructive 0.631 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
5:48 this guy is honestly intelligent
5:48 this guy is honestly intelligent
Identity Attack0.013646871
Insult0.023608726
Profanity0.034397304
Threat0.010809537
Severe Toxicity0.0047302246
Low Tox 0.08004235 Low Con 0.283 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
See the thing about the knife to protect yourself, that is incredibly illegal in Canada It's an offense to carry anything for self-defense. Would probably get in more trouble than the trafficker if we're being …
See the thing about the knife to protect yourself, that is incredibly illegal in Canada It's an offense to carry anything for self-defense. Would probably get in more trouble than the trafficker if we're being honest
Identity Attack0.015355183
Insult0.025542418
Profanity0.013507691
Threat0.011327368
Severe Toxicity0.0021362305
Low Tox 0.075294 Constructive 0.563 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
All people except the Native people are immigrants or offspring of immigrants. Absolutely, embracing diversity and promoting equality are essential steps toward creating a more inclusive and harmonious society. Recognizing that everyone has unique backgrounds …
All people except the Native people are immigrants or offspring of immigrants. Absolutely, embracing diversity and promoting equality are essential steps toward creating a more inclusive and harmonious society. Recognizing that everyone has unique backgrounds and perspectives can enrich our communities and foster understanding. Working together to build a better future for ourselves and generations to come is a shared responsibility that benefits us all. We cannot label people based on our perception. Everyone should earn an honest living and be kind to people around them. That is what makes us Canadian - the kind and polite.
Identity Attack0.048995655
Insult0.02425329
Profanity0.014942379
Threat0.006433869
Severe Toxicity0.0019168854
Low Tox 0.07450261 Constructive 0.774 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Identity Attack0.031464707
Insult0.023866551
Profanity0.013712646
Threat0.006039023
Severe Toxicity0.001707077
Low Tox 0.071337044 Moderate Con 0.496 Humor_Satire
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
I wish we would all be as honest as bike dude.
I wish we would all be as honest as bike dude.
Identity Attack0.0062526376
Insult0.025284592
Profanity0.020783609
Threat0.007741391
Severe Toxicity0.0020503998
Low Tox 0.06381883 Moderate Con 0.475 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Update!!!! Dude on the bike was arrested and charged for being honest. Oh canada 🍁
Update!!!! Dude on the bike was arrested and charged for being honest. Oh canada 🍁
Identity Attack0.015254694
Insult0.025929155
Profanity0.011014067
Threat0.009204263
Severe Toxicity0.0020313263
Low Tox 0.063423134 Moderate Con 0.402 Unverified_Claim
Jan 29, 2026 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.