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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 want to say a …" 201 comments · Page 8 of 9
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)
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...
Why does the govt never never never ever do anything that the majority of Canadians want? We want, the economy, immigration, crime.pipelines, natural resources harvesting, trade with US and on and on. They never do …
Why does the govt never never never ever do anything that the majority of Canadians want? We want, the economy, immigration, crime.pipelines, natural resources harvesting, trade with US and on and on. They never do any of these. Say what you want about Donald Trump but HE GETS THINGS DONE!! Says he's gonna get control of immigration, he gets control. Gonna drill baby drill. He drills. Get trade deals, he gets trade deals. God bless America God bless Donald Trump
Identity Attack0.014249804
Insult0.023028618
Profanity0.012175481
Threat0.00814271
Severe Toxicity0.0024414062
Low Tox 0.063423134 Constructive 0.557 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, …
Why do you say it's broken? It's just the way the liberals want it on purpose. The very same reason why the democrats in the states are doing, and defending it at all costs. Votes, and gerrymandering.
Identity Attack0.010655383
Insult0.025800243
Profanity0.013371054
Threat0.0068999166
Severe Toxicity0.001206398
Low Tox 0.055274166 Moderate Con 0.392 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
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...
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical …
It's not a tragedy. Stop playing this like we are responsible for the well-being of the third world. If they have no path to permanent residency then they go home. This may be a radical notion in the present political climate, but just because you want to come to Canada doesn't mean you can. Actual native born Canadian citizens have a say in this and we say No !
Identity Attack0.02238941
Insult0.018710041
Profanity0.0108774295
Threat0.006653947
Severe Toxicity0.0014400482
Low Tox 0.050573748 Constructive 0.542 Identity_Assertion
Nov 22, 2025 97 likes Quebec Ends Economic Immigration Program …
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
Identity Attack0.043581683
Insult0.015340924
Profanity0.010655395
Threat0.0066733654
Severe Toxicity0.0016880035
Low Tox 0.049584184 Moderate Con 0.428 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that …
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that were the case the health, and safety of Canadians is in question because no one wants to see reality. Canada cannot save the world when the boat is sinking at home. Sad state of affairs and no one wants to address the dangers at home.
Identity Attack0.022791367
Insult0.018710041
Profanity0.009750174
Threat0.0066798385
Severe Toxicity0.0012397766
Low Tox 0.043646812 Constructive 0.523 Fear_Threat
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? Same with temporary workers. It is TEMPORARY. It shouldn't be automatic for students, they get an education and we choose who we want to stay.
Identity Attack0.01555616
Insult0.014808921
Profanity0.012517073
Threat0.0061231707
Severe Toxicity0.00096797943
Low Tox 0.039462693 Constructive 0.646 Policy_Critique
Jan 20, 2026 6 likes Why Canada’s immigration system has …
I just want to say my gratitude to the people behind this video, it helped me passed my test 18/20.
I just want to say my gratitude to the people behind this video, it helped me passed my test 18/20.
Identity Attack0.00984143
Insult0.013364912
Profanity0.025497584
Threat0.010680079
Severe Toxicity0.0030326843
Low Tox 0.039226998 Constructive 0.573
Dec 22, 2025 9 likes Canadian Citizenship Test 2025 – …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
he is saying if someone in AI wants to come, would be discouraged to come here, however most of the people coming here seems to be minimum wage workers
he is saying if someone in AI wants to come, would be discouraged to come here, however most of the people coming here seems to be minimum wage workers
Identity Attack0.010729378
Insult0.015036922
Profanity0.012995303
Threat0.0065697995
Severe Toxicity0.0010824203
Low Tox 0.035220183 Moderate Con 0.416
Nov 22, 2025 2 likes Quebec Ends Economic Immigration Program …
Dude saying he’s not a number. He’s a literally a number to the ministry. Everyone is a number. No one owes anyone anything. The majority of Canadians are asking for a cut to immigration. I …
Dude saying he’s not a number. He’s a literally a number to the ministry. Everyone is a number. No one owes anyone anything. The majority of Canadians are asking for a cut to immigration. I for one celebrate that governments are doing what the majority wants instead of catering to the few. If it didn’t work out, that’s too bad.
Identity Attack0.0076585566
Insult0.017872108
Profanity0.011355659
Threat0.0062979385
Severe Toxicity0.0008249283
Low Tox 0.034984488 Constructive 0.661 Policy_Critique
Nov 20, 2025 82 likes Quebec Ends Economic Immigration Program …
I want to say a big thank you for this video it help me to pass my citizens test Friday the 14th of November 2025 at 9:10 it only take me 10 minutes to complete …
I want to say a big thank you for this video it help me to pass my citizens test Friday the 14th of November 2025 at 9:10 it only take me 10 minutes to complete the test
Identity Attack0.008768492
Insult0.010210892
Profanity0.020510335
Threat0.011120236
Severe Toxicity0.0029182434
Low Tox 0.034748793 Constructive 0.561 Personal_Narrative
Nov 14, 2025 1 likes Canadian Citizenship Test 2025 – …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to see a problem before opening the flood gates. My grandpa was an immigrant, my husband's grandparents were as well. They came here with nothing, no handouts, worked hard in this country ❤
Identity Attack0.016058605
Insult0.012376905
Profanity0.013507691
Threat0.006699257
Severe Toxicity0.0011014938
Low Tox 0.03309893 Constructive 0.845
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
I just want to say thank you to the person who prepare this video.pass my exam today i got 19/20 i watch it two time and get good result .❤
I just want to say thank you to the person who prepare this video.pass my exam today i got 19/20 i watch it two time and get good result .❤
Identity Attack0.007288578
Insult0.0107048955
Profanity0.022354934
Threat0.010395273
Severe Toxicity0.0028038025
Low Tox 0.030741978 Constructive 0.585 Personal_Narrative
May 29, 2025 15 likes Canadian Citizenship Test 2025 – …
I just want to say Thank you for making this video. I pass my exam today and got 19/20 I watched this video twice and got good result . Thanks
I just want to say Thank you for making this video. I pass my exam today and got 19/20 I watched this video twice and got good result . Thanks
Identity Attack0.007917541
Insult0.0107048955
Profanity0.023106437
Threat0.010162249
Severe Toxicity0.0027275085
Low Tox 0.029563503 Constructive 0.608 Personal_Narrative
Jun 5, 2025 4 likes Canadian Citizenship Test 2025 – …
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
Identity Attack0.006437627
Insult0.010210892
Profanity0.019963788
Threat0.009230154
Severe Toxicity0.0022411346
Low Tox 0.025792383 Constructive 0.586 Personal_Narrative
Jun 5, 2025 8 likes Canadian Citizenship Test 2025 – …
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as …
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as to who was being pulled from the warzone...
Identity Attack0.006363631
Insult0.011920903
Profanity0.00993805
Threat0.0072365063
Severe Toxicity0.0007677078
Low Tox 0.024378212 Moderate Con 0.473 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
hi, i just want to say thank you. i watched your video and completed my test 18 out of 20. Thank you so much for making this video
hi, i just want to say thank you. i watched your video and completed my test 18 out of 20. Thank you so much for making this video
Identity Attack0.008028535
Insult0.010362893
Profanity0.021740068
Threat0.010705971
Severe Toxicity0.002746582
Low Tox 0.023788974 Constructive 0.573 Meta_Commentary
Jun 21, 2025 2 likes Canadian Citizenship Test 2025 – …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and …
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and answers in this video are very helpful. I highly recommend this video to those who are planning to take their citizenship exam. I wish you all the best. Cheers!
Identity Attack0.007029593
Insult0.009089886
Profanity0.01805087
Threat0.009385503
Severe Toxicity0.0018119812
Low Tox 0.02107848 Constructive 0.711 Personal_Narrative
Jun 2, 2025 5 likes Canadian Citizenship Test 2025 – …
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. …
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. 👍
Identity Attack0.0042917514
Insult0.0066293706
Profanity0.010552917
Threat0.0065827454
Severe Toxicity0.00071048737
Low Tox 0.008482091 Constructive 0.678
Jan 12, 2026 2 likes Canadian Citizenship Test 2025 – …
I just want to say a big thanks to whoever put this together. I read discover Canada once and watched this twice. Scored (19/20) today June 15, 2025.
I just want to say a big thanks to whoever put this together. I read discover Canada once and watched this twice. Scored (19/20) today June 15, 2025.
Identity Attack0.001951637
Insult0.0064298697
Profanity0.009869732
Threat0.006550381
Severe Toxicity0.0006580353
Low Tox 0.0068799187 Constructive 0.62 Personal_Narrative
Jun 16, 2025 20 likes Canadian Citizenship Test 2025 – …

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.