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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: "Good for them...keep it up." 73 comments · Page 2 of 3
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I …
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I have Sikh friends who feel the same way. They feel like the new “students” and business subsidy abusers are ruining everything the old immigrants built. The new ones are ruining the reputation of the ones who have slowly integrated into the Canadian way of life. My Sikh friends are embarrassed by the actions of the wave of people coming in now… they even want them out
Identity Attack0.27875587
Insult0.24928534
Profanity0.08096472
Threat0.009825659
Severe Toxicity0.0104522705
Low Tox 0.29771072 Constructive 0.669 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Yo, love your channel. Just found it. Been bingeing all day. Keep exposing the truth unapologetically. All with a phone. Crazy, all u need is a good phone cam.
Yo, love your channel. Just found it. Been bingeing all day. Keep exposing the truth unapologetically. All with a phone. Crazy, all u need is a good phone cam.
Identity Attack0.01666154
Insult0.17610447
Profanity0.14578357
Threat0.017674083
Severe Toxicity0.009269714
Low Tox 0.28857216 Constructive 0.533 Meta_Commentary
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their …
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their own rules and the way they did things from the country of origin. if they throw trash in the streets where they use to live they throw trash in the streets in the host country.. and again as I said on another video of yours, we use to have a sustainable model that took in high value people (most of the time) now with the liberals they have brought in everyone including criminals, those who refuse to speak English, those who want to keep the way of life they had elsewhere, uneducated, and going to fake schools that are only there to get people here on student visas. their culture is one of scams, racism, do we have good east Indians? yes 100% I have met many that I love, but over these past few years the ones who have taken over.. no.. they do not have any respect for us or even those East Indians that have been here for generations.
Identity Attack0.15731181
Insult0.107333586
Profanity0.09324962
Threat0.008841781
Severe Toxicity0.009841919
Low Tox 0.24924077 Constructive 0.705
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Identity Attack0.17459276
Insult0.086852804
Profanity0.06596114
Threat0.008841781
Severe Toxicity0.007171631
Low Tox 0.23812068 Constructive 0.56 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's …
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's getting harder and harder especially since majority of staff in jobs I worked recently are prejudiced and stick to their own ranks. Good journalism M8 I can't believe you put yourself in that situation at the end
Identity Attack0.26663736
Insult0.06477321
Profanity0.047173142
Threat0.00948907
Severe Toxicity0.00667572
Low Tox 0.22846605 Constructive 0.822 Personal_Narrative
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them …
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them yearly for visa health fee etc. and as soon contract finishes send them back home or keep good ones who are beneficial to your economy give them citizenship. Such a big country like Canada that is going thru housing crisis...shame it is called first world country. Indians can help you in a big way to sort your healthcare woes. YES INDIA AND ONLY INDIA OR TO SOME EXTENT PHILLIPINES CAN PROVIDE YOU ENGLISH EDUCATED LAW ABIDING MAN POWER.
Identity Attack0.18468912
Insult0.082866095
Profanity0.024267852
Threat0.007974415
Severe Toxicity0.0062179565
Low Tox 0.20312156 Constructive 0.709
Oct 2, 2025 IRCC Names India in Study …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just paints a bad picture of all Indian immigrants (even those who assimilate with the country and contribute strongly to the economy). The US at least keeps immigration under control and only allows mostly smart Indians in. The Indian demographic in the US achieved the highest average annual salaries and most have assimilated well. That’s proof the US carried out good immigration control.
Identity Attack0.23467018
Insult0.07745308
Profanity0.017162729
Threat0.0075083673
Severe Toxicity0.004463196
Low Tox 0.20172562 Constructive 0.665 Policy_Critique
Feb 12, 2026 Inside Canada's Indian Invasion...
Good! - Trump influence is finally here... Keep up the good work. Liberals have nearly destroyed Canada.... And its 'Dundas Station' not 'TMU'.
Good! - Trump influence is finally here... Keep up the good work. Liberals have nearly destroyed Canada.... And its 'Dundas Station' not 'TMU'.
Identity Attack0.04667538
Insult0.08582769
Profanity0.015386449
Threat0.012803185
Severe Toxicity0.0032615662
Low Tox 0.20056234 Moderate Con 0.305
Dec 29, 2025 1 likes Deportations From Canada at Their …
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some …
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some of this people even take double status from India and Canada giving them political rights is most dangerous hope your Canadian government wakes up from deep sleep
Identity Attack0.17536941
Insult0.06984934
Profanity0.0157622
Threat0.010188141
Severe Toxicity0.00541687
Low Tox 0.19870108 Constructive 0.598
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, and neither Ottawa nor Washington knew how to deal with this, other than to mass-import lots of foreigners in order to dilute the Anglo-French divide that was quickly turning toxic. Washington was not going to allow a new country to form on its northern frontier, potentially creating a new geopolitical fault line which could be exploited by the Soviet bloc. Therefore all the stops would be pulled out to rearrange the demographics of the suddenly fragile Canada. 3) This immigration game is just a human trafficking operation. Canada itself has been reduced to a human trafficking operation, originally to counter Quebec separatism, and then later the politicians just plain got addicted to importing new voters, rather than solving the problems of existing voters through good governance. 4) We're all up the creek without a paddle. Neither do I have any solutions to the current mess, nor do the people who made this video have any solutions. It's now like the weather - we can complain about it, but can't change it. Maybe Trump can solve it by breaking up Canada and turning pieces of it into new American states. I know - it's blasphemy - but... 5) *_I too am of Indian heritage,_* and have been a Canadian for over half a century.
Identity Attack0.105836816
Insult0.075868964
Profanity0.024062896
Threat0.009644418
Severe Toxicity0.004119873
Low Tox 0.18079062 Constructive 0.573 Unverified_Claim
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so …
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so there smart and keep to themselves..(good thing i guess) but if you try talking to your indian neighbour there anti social with you. (bad thing) im white in a small biker town.. were generally friendly with first impression but can be judgemental. so. take people for who they are.
Identity Attack0.16159154
Insult0.032028005
Profanity0.019485557
Threat0.006712203
Severe Toxicity0.002937317
Low Tox 0.1460314 Constructive 0.71 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
There is a strong possibility that the majority of such non compliant students as reported by the education institutes must have joined better education institutes as the IRCC doesn't really keep a good track of …
There is a strong possibility that the majority of such non compliant students as reported by the education institutes must have joined better education institutes as the IRCC doesn't really keep a good track of such students and they also do not have any such coordinating tool to see who have gone to other schools because many such schools/ institutes are the private colleges or institutes which are total sham with nexus with the bureaucrats and the politicians.
Identity Attack0.008953481
Insult0.08030447
Profanity0.019280603
Threat0.0059937127
Severe Toxicity0.0016403198
Low Tox 0.13561769 Constructive 0.53 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
It’s worth noting j*ws & Indians are good at one thing, to keep you distracted from the real issues. Both have created a tight-knit networks form, leading to hiring that favors people from the same …
It’s worth noting j*ws & Indians are good at one thing, to keep you distracted from the real issues. Both have created a tight-knit networks form, leading to hiring that favors people from the same community rather than merit this gives them huge benefits
Identity Attack0.11047905
Insult0.03511308
Profanity0.05543986
Threat0.008039144
Severe Toxicity0.004863739
Low Tox 0.1269396 Moderate Con 0.338 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Apply for US citizenship, it will take a little while for the paperwork to go through but eventually it will. Anybody with half a brain and a good attitude can earn a six figure income …
Apply for US citizenship, it will take a little while for the paperwork to go through but eventually it will. Anybody with half a brain and a good attitude can earn a six figure income and keep 80% of it as take home pay after tax (graduated tax brackets and standard deduction averages your rate much lower). Add in our investment options and minimal tax on that and you'll realize paying for medical insurance and your own retirement is not a big deal in fact you end up with a lot more money doing it this way vs big government.
Identity Attack0.0076585566
Insult0.06564732
Profanity0.019758832
Threat0.0069516995
Severe Toxicity0.00207901
Low Tox 0.11305673 Constructive 0.677 Comparative_Framing
Jun 18, 2025 How Canada broke its immigration …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for …
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for a while with Trump in office hoping the next one will continue his fight for his people. Canadians are the one to blame and not this politicians. Elbow up huh??? You really don’t know how Trump trying to save North America and recalibrate it for the goodness of its people living in it.
Identity Attack0.041003603
Insult0.054962315
Profanity0.015249812
Threat0.0074048014
Severe Toxicity0.0024318695
Low Tox 0.112643376 Constructive 0.506 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants …
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants you can wellcome as a country. p.s: I'm Romanian
Identity Attack0.09659086
Insult0.0233509
Profanity0.024267852
Threat0.00789674
Severe Toxicity0.0031089783
Low Tox 0.112436704 Constructive 0.776 Economic_Argument
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
GOOD. 78 MILLION, THEY SHOULD KEEP THE FLOATING BOAT
GOOD. 78 MILLION, THEY SHOULD KEEP THE FLOATING BOAT
Identity Attack0.017264472
Insult0.03158728
Profanity0.015249812
Threat0.011974656
Severe Toxicity0.0034713745
Low Tox 0.11109332 Low Con 0.203
Dec 30, 2025 1 likes Deportations From Canada at Their …
Keep the Sikhs, they're actually good people
Keep the Sikhs, they're actually good people
Identity Attack0.09328204
Insult0.024124376
Profanity0.031140719
Threat0.011974656
Severe Toxicity0.00579834
Low Tox 0.11078331 Moderate Con 0.386
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
i remember VICE News producing quality content like this, before they went downhill for money. Keep up the good work Tyler Oliveira, 20M subs coming soon! and remember don't be like VICE
i remember VICE News producing quality content like this, before they went downhill for money. Keep up the good work Tyler Oliveira, 20M subs coming soon! and remember don't be like VICE
Identity Attack0.011247349
Insult0.033570543
Profanity0.023311393
Threat0.008556974
Severe Toxicity0.0020599365
Low Tox 0.11036996 Constructive 0.505 Meta_Commentary
Jan 27, 2026 16 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)
Thank you so much Tyler! I've been watching you and some others for quite some time. I'm actually here right now on business and have been noticing a bunch of crazy stuff. Keep up the …
Thank you so much Tyler! I've been watching you and some others for quite some time. I'm actually here right now on business and have been noticing a bunch of crazy stuff. Keep up the good work. Thank you so much for showcasing just one of the things going on here in Canada.
Identity Attack0.004920715
Insult0.06337463
Profanity0.020442016
Threat0.0058998563
Severe Toxicity0.0012159348
Low Tox 0.10566349 Constructive 0.692 Solidarity
Jan 27, 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.