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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 saw it with my …" 121 comments · Page 4 of 5
Most of the people I know came from 2008-2013 were skilled professionals were accessed on a point based system ,worked hard and now many own several properties and are contributing to the country. Not bogus …
Most of the people I know came from 2008-2013 were skilled professionals were accessed on a point based system ,worked hard and now many own several properties and are contributing to the country. Not bogus international students, unskilled temp workers or fake refugees we saw under Trudeau era
Identity Attack0.047706615
Insult0.10587067
Profanity0.013302735
Threat0.007029374
Severe Toxicity0.002937317
Low Tox 0.17545098 Constructive 0.656 Personal_Narrative
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …
I moved from Canada almost two years ago, my parents came to Canada when I was a baby and I grew up in usa and Canada all my life, but a few years back I …
I moved from Canada almost two years ago, my parents came to Canada when I was a baby and I grew up in usa and Canada all my life, but a few years back I saw a trend. And I had to move. Sorry Canada, you're literally India now Plus. F. Winter b
Identity Attack0.15731181
Insult0.06285016
Profanity0.031391226
Threat0.0069905366
Severe Toxicity0.0059890747
Low Tox 0.17371799 Constructive 0.591
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Last winter I saw with my own eyes a couple of immigrants between the ages of 50 and 60, along with a priest, bring an urn containing the ashes of a dead person and throw …
Last winter I saw with my own eyes a couple of immigrants between the ages of 50 and 60, along with a priest, bring an urn containing the ashes of a dead person and throw it into the river... The problem is that we drink this water, so what do you think?
Identity Attack0.10221587
Insult0.03136692
Profanity0.018597418
Threat0.055270568
Severe Toxicity0.0064468384
Low Tox 0.16331999 Moderate Con 0.485
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such …
Major reason for so much immigration of Indians is because here in india to get a well paying job and a well settled life you need to be educated and skilled. Whereas in countrys such as canada it is more easy to have a good living with less efforts and less education. Therefore they prefer moving out of country than working hard in there own country. And in the case of Brampton they saw an opportunity and demand for businesses and workforce so they grabbed there opportunity. Because at that time there was not much going on in Brampton when indians started immigrating . So you can say indians are the reason Brampton has grown gradually. But i do think now it is too crowded and people haven't stopped coming. Now there are no requirements as such. So that is why more useless indians are moving in canada nowadays.
Identity Attack0.17226285
Insult0.061101943
Profanity0.018802373
Threat0.006977591
Severe Toxicity0.004119873
Low Tox 0.16158698 Constructive 0.663 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada used to have one of the strictest immigration systems in the world. We need to get back to that system where immigrants were vetted for years before earning citizenship. It's like Trudeau saw what …
Canada used to have one of the strictest immigration systems in the world. We need to get back to that system where immigrants were vetted for years before earning citizenship. It's like Trudeau saw what Biden was doing and then said "Hold my White Claw!"
Identity Attack0.10221587
Insult0.04032305
Profanity0.015693882
Threat0.009851551
Severe Toxicity0.004005432
Low Tox 0.15158679 Constructive 0.586 Policy_Critique
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Identity Attack0.011839314
Insult0.024640027
Profanity0.10240069
Threat0.011560392
Severe Toxicity0.005760193
Low Tox 0.11912931 Constructive 0.556 Fear_Threat
Jan 27, 2026 116 likes Inside Canada's Indian Invasion...
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own language amongst themselves. Even the new manager speaks Hindi. Work conditions have worsened because these people are willing to do much more for low wages. They drive erratically and treat the country like their playground to make money. This is the future of Canada.
Identity Attack0.09576365
Insult0.04032305
Profanity0.011628932
Threat0.006427396
Severe Toxicity0.0023555756
Low Tox 0.11316007 Constructive 0.654
Sep 22, 2025 1,585 likes Inside Canada's Indian Metropolis (Brampton)
I once saw an Indian dude cutting his toe nails bare foot on the TTC. (Public Transit) letting the toenails fly.
I once saw an Indian dude cutting his toe nails bare foot on the TTC. (Public Transit) letting the toenails fly.
Identity Attack0.08666438
Insult0.02618698
Profanity0.030389199
Threat0.045572113
Severe Toxicity0.0048828125
Low Tox 0.11305673 Moderate Con 0.443
Jan 27, 2026 824 likes Inside Canada's Indian Invasion...
These colleges should be shut down, and the determined names should be sent out. Plus, I saw a house that has 12-15 people in it? Was that even possible? Some doesn’t speak English. It’s just …
These colleges should be shut down, and the determined names should be sent out. Plus, I saw a house that has 12-15 people in it? Was that even possible? Some doesn’t speak English. It’s just puzzling? How did they get here in the first place? Well in the first place? You need to have a good ielts score, money to provide for yourself? It’s just mind boggling that these are happening? Right under in the governments noses.
Identity Attack0.0075845607
Insult0.04207976
Profanity0.021876704
Threat0.009463178
Severe Toxicity0.0025177002
Low Tox 0.11171334 Moderate Con 0.484
Nov 8, 2025 1 likes IRCC Names India in Study …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I subscribed when I saw this lol
I subscribed when I saw this lol
Identity Attack0.009915425
Insult0.02373764
Profanity0.06546012
Threat0.00951496
Severe Toxicity0.0045394897
Low Tox 0.103494145 Moderate Con 0.456 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
When I saw the mattress my immediate thought: DO NOT SIT ON IT TYLER (bed bugs and lice)!!
When I saw the mattress my immediate thought: DO NOT SIT ON IT TYLER (bed bugs and lice)!!
Identity Attack0.0032743104
Insult0.028392024
Profanity0.022149978
Threat0.0100069
Severe Toxicity0.0030136108
Low Tox 0.1013248 Moderate Con 0.43 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent …
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent home. Our government is so complacent.This was out in plain sight.
Identity Attack0.011025362
Insult0.039151907
Profanity0.012858666
Threat0.006330303
Severe Toxicity0.0012397766
Low Tox 0.09655223 Constructive 0.621 Personal_Narrative
Feb 18, 2026 3 likes LILLEY UNLEASHED: The fall of …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
No way 😂😂😂😂 who saw this coming for 1 million miles away
No way 😂😂😂😂 who saw this coming for 1 million miles away
Identity Attack0.006622616
Insult0.017936565
Profanity0.027820412
Threat0.009204263
Severe Toxicity0.0037002563
Low Tox 0.08716487 Low Con 0.291 Humor_Satire
Jan 19, 2026 22 likes Why Canada’s immigration system has …
im mexican i went to canada with a work permit for a few mounts in 2024 and its true i saw a lot of people from india
im mexican i went to canada with a work permit for a few mounts in 2024 and its true i saw a lot of people from india
Identity Attack0.06795148
Insult0.017743196
Profanity0.018119188
Threat0.007029374
Severe Toxicity0.0021648407
Low Tox 0.08083374 Constructive 0.525 Personal_Narrative
Jan 27, 2026 10 likes Inside Canada's Indian Invasion...
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of …
The guy at 3:15 is looking at things with a bit of romantic hindsight. He has no idea what it was like back in the thirties and I'm sure they were taking a lot of welfare and engaging in crime back then. He just never saw it.
Identity Attack0.0065486208
Insult0.028061481
Profanity0.017504321
Threat0.008362788
Severe Toxicity0.0017166138
Low Tox 0.079250954 Constructive 0.64 Moral_Argument
Dec 11, 2025 Inside Canada's Indian Metropolis (Brampton)
I saw these videos before my trip to Toronto in September … it made me think Brampton would be run down … it’s not Brampton is quite affluent and the south asians of Toronto are …
I saw these videos before my trip to Toronto in September … it made me think Brampton would be run down … it’s not Brampton is quite affluent and the south asians of Toronto are much more generous than their USA counterparts … I was pleasantly surprised
Identity Attack0.0440973
Insult0.021288296
Profanity0.013780965
Threat0.008505191
Severe Toxicity0.0019931793
Low Tox 0.07054565 Constructive 0.682 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
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...
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
Identity Attack0.004994711
Insult0.014162917
Profanity0.017299367
Threat0.019746035
Severe Toxicity0.002784729
Low Tox 0.06263174 Low Con 0.294
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They …
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They very well might NOT be trafficking people to the US afaic... This ended before any real 'proof' was established.
Identity Attack0.004421244
Insult0.028722567
Profanity0.014464149
Threat0.00666042
Severe Toxicity0.0010585785
Low Tox 0.06263174 Moderate Con 0.357 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
Identity Attack0.019877186
Insult0.016100928
Profanity0.030389199
Threat0.009126588
Severe Toxicity0.0030708313
Low Tox 0.058490243 Moderate Con 0.462 Meta_Commentary
Feb 18, 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.