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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: "It was better before they …" 672 comments · Page 23 of 27
I don't understand those people who came here in Canada to be safe but do not follow the system here. Stay in your country if you want the same system that you're used to. I …
I don't understand those people who came here in Canada to be safe but do not follow the system here. Stay in your country if you want the same system that you're used to. I came here to Canada 18years ago to feel safe and have a better future and worked so hard and I was very happy but now everything starts to break 😢
Identity Attack0.0376521
Insult0.022255141
Profanity0.011150704
Threat0.006168481
Severe Toxicity0.001373291
Low Tox 0.067380086 Constructive 0.718 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
A better idea is to visit a friendlier country like Iran or North Korea.
A better idea is to visit a friendlier country like Iran or North Korea.
Identity Attack0.04394128
Insult0.008035453
Profanity0.00012725375
Threat0.002808112
Severe Toxicity0.0000099527415
Low Tox 0.06725414
Dec 10, 2025
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
Identity Attack0.031722516
Insult0.023608726
Profanity0.010006369
Threat0.006045496
Severe Toxicity0.0016021729
Low Tox 0.0665887 Constructive 0.571
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Make it make sense to me how a refugee, legitimate or not, gets better welfare, housing, medical and dental care while the average Canadian get's little to nothing or is living on the street? Please …
Make it make sense to me how a refugee, legitimate or not, gets better welfare, housing, medical and dental care while the average Canadian get's little to nothing or is living on the street? Please square that? On what grounds do the LIEberals base and justify this???
Identity Attack0.031206898
Insult0.023479814
Profanity0.011389818
Threat0.006433869
Severe Toxicity0.0015830994
Low Tox 0.06579731 Moderate Con 0.492 Question
Feb 17, 2026 7 likes LILLEY UNLEASHED: The fall of …
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...
You better pray to god only
You better pray to god only
Identity Attack0.020178653
Insult0.019225692
Profanity0.017845914
Threat0.007417747
Severe Toxicity0.0025367737
Low Tox 0.06381883 Low Con 0.298 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
This is quite the contradiction to the other video you have showing that refugees get better healthcare than most canadians, in fact its on the right panel there>>>>> Not to mention no punishment for illegal …
This is quite the contradiction to the other video you have showing that refugees get better healthcare than most canadians, in fact its on the right panel there>>>>> Not to mention no punishment for illegal border jumping.
Identity Attack0.033527173
Insult0.020643732
Profanity0.010330882
Threat0.00746953
Severe Toxicity0.0015068054
Low Tox 0.06184035 Moderate Con 0.439
Oct 25, 2017 126 likes How much do refugees and …
I'm sure Canada's current economic conditions are a complete disappointment to any foreigners who were seeking a better life. Working for low wages and paying a very high cost of living is not sustainable for …
I'm sure Canada's current economic conditions are a complete disappointment to any foreigners who were seeking a better life. Working for low wages and paying a very high cost of living is not sustainable for anyone.
Identity Attack0.031206898
Insult0.023866551
Profanity0.011150704
Threat0.006045496
Severe Toxicity0.0011825562
Low Tox 0.06184035 Constructive 0.633
Dec 10, 2025 Quebec Ends Economic Immigration Program …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, and there needs to be limits. But this is an emergency situation! We need to help good people who are at risk and just wanting a better life! How would you like to be in their shoes?? It would be scary! Lets be the safe place to land for these good people!! Even though I am tenth generation Canadian, we are all immigrants except for the First Nations People.
Identity Attack0.024600167
Insult0.024640027
Profanity0.01627459
Threat0.0077025536
Severe Toxicity0.0018310547
Low Tox 0.06104896 Constructive 0.859
Dec 29, 2025 Deportations From Canada at Their …
They just cutting from the middle, they need to take care of the source, Who are giving them study permits ? This will get better when they are gone.
They just cutting from the middle, they need to take care of the source, Who are giving them study permits ? This will get better when they are gone.
Identity Attack0.0045692353
Insult0.021868404
Profanity0.013473531
Threat0.011379151
Severe Toxicity0.0015449524
Low Tox 0.06065326 Moderate Con 0.323 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
How they can be permanent if own citizen suffering for jobless must better they dont promise to the immigrant and focus to the citizen who needed too
How they can be permanent if own citizen suffering for jobless must better they dont promise to the immigrant and focus to the citizen who needed too
Identity Attack0.037394293
Insult0.019419061
Profanity0.011184863
Threat0.006861079
Severe Toxicity0.0014209747
Low Tox 0.06025757 Moderate Con 0.408 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
It was better before they came, it will be better once they're gone.
It was better before they came, it will be better once they're gone.
Identity Attack0.004846719
Insult0.017872108
Profanity0.014498309
Threat0.0130621
Severe Toxicity0.0018405914
Low Tox 0.059727192 Moderate Con 0.359 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
You better wakeup Canada..
You better wakeup Canada..
Identity Attack0.022188433
Insult0.022448512
Profanity0.011253181
Threat0.008052089
Severe Toxicity0.0021648407
Low Tox 0.05651112 Low Con 0.246 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Better to leave fast..Many Canadians are jobless in this economy..Canada needs to take care of our people first!!
Better to leave fast..Many Canadians are jobless in this economy..Canada needs to take care of our people first!!
Identity Attack0.031206898
Insult0.020321451
Profanity0.009698936
Threat0.0070552654
Severe Toxicity0.0016021729
Low Tox 0.05651112 Moderate Con 0.413
Jan 15, 2026 209 likes 2.9 million Canadian temporary visas …
And they say Channel 5 is better. 😂
And they say Channel 5 is better. 😂
Identity Attack0.010433395
Insult0.015872927
Profanity0.028913507
Threat0.009592636
Severe Toxicity0.0031280518
Low Tox 0.055026773 Low Con 0.287 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
Identity Attack0.02439919
Insult0.023995465
Profanity0.010587076
Threat0.0062914654
Severe Toxicity0.0013637543
Low Tox 0.055026773 Low Con 0.191 Policy_Critique
Feb 25, 2026 Canadian immigration officers investigating hundreds …
A lot of immigrants who had skills in demand, after 5, 10 years decided to go back where they came from due to cost of living vs income. Housing for example in Canada is steep. …
A lot of immigrants who had skills in demand, after 5, 10 years decided to go back where they came from due to cost of living vs income. Housing for example in Canada is steep. Some left for USA, better pay, lower housing costs. Those that do not have skills in demand, having a job, it's pay is worth the cost of living pain.
Identity Attack0.029402243
Insult0.019483518
Profanity0.010911589
Threat0.006770459
Severe Toxicity0.0012779236
Low Tox 0.054284602 Constructive 0.645 Economic_Argument
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that …
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that little thing. Just saying😁
Identity Attack0.035331827
Insult0.018581128
Profanity0.019553876
Threat0.0078449575
Severe Toxicity0.0024414062
Low Tox 0.05354243 Constructive 0.669
Sep 29, 2025 Why Canadians Are Turning Against …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
Yes stay in canada money is better spend here in our country mr stump going too sink usa
Yes stay in canada money is better spend here in our country mr stump going too sink usa
Identity Attack0.0012413493
Insult0.0029865694
Profanity0.00018919048
Threat0.040129766
Severe Toxicity0.000017283843
Low Tox 0.052940443 Economic_Argument
Dec 9, 2025
Better students come into Canada as they pay all their own costs than TFWs (other than seasonal farm workers) that deprive Canadians of jobs.
Better students come into Canada as they pay all their own costs than TFWs (other than seasonal farm workers) that deprive Canadians of jobs.
Identity Attack0.02128403
Insult0.02264188
Profanity0.009818493
Threat0.0063108844
Severe Toxicity0.0012969971
Low Tox 0.05230548 Moderate Con 0.383
Jan 12, 2026 Canada’s new rules in 2026
the numbers should be 2.96 million. this is weak, do better canada
the numbers should be 2.96 million. this is weak, do better canada
Identity Attack0.012240025
Insult0.02122384
Profanity0.011475217
Threat0.0069905366
Severe Toxicity0.0012302399
Low Tox 0.05205809 Low Con 0.169 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …

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.