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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: "When I was just starting …" 577 comments · Page 22 of 24
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this …
Canada also has a human trafficking issue and it just keeps getting worse. I think it would be so awesome if you could bring some light to this issue so that people start taking this 15 times more seriously.
Identity Attack0.011321344
Insult0.013706914
Profanity0.010279642
Threat0.0065697995
Severe Toxicity0.0010490417
Low Tox 0.029327808 Constructive 0.658 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
Identity Attack0.009545447
Insult0.012642908
Profanity0.012892825
Threat0.0073789097
Severe Toxicity0.0010538101
Low Tox 0.02873857 Moderate Con 0.461 Policy_Critique
Sep 14, 2025 How Canada broke its immigration …
Stopped watching right after he start advertising mobile gambling games!
Stopped watching right after he start advertising mobile gambling games!
Identity Attack0.0021828737
Insult0.01306091
Profanity0.0127903465
Threat0.006530962
Severe Toxicity0.0008869171
Low Tox 0.028502874 Low Con 0.225 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They started letting in "you people". That's how.
They started letting in "you people". That's how.
Identity Attack0.0039587705
Insult0.012870909
Profanity0.012551232
Threat0.0071847234
Severe Toxicity0.0011396408
Low Tox 0.028031485 Low Con 0.131
Jun 22, 2025 How Canada broke its immigration …
I have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses …
I have many Indian friends who came to Canada over the years. My friends’ families came here for a better life, to integrate into Canadian society, to adopt our values and have started successful businesses based on those shared values. Sadly things seem to have shifted in the past 10 years…
Identity Attack0.017766917
Insult0.0116169015
Profanity0.010621235
Threat0.0059775305
Severe Toxicity0.0008010864
Low Tox 0.027560094 Constructive 0.701 Personal_Narrative
Feb 6, 2026 3 likes Inside Canada's Indian Invasion...
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
When you get your residency, suddenly you start quitting your job and rely on government's social welfare . As a tax payer obviously I would like those benefits to go to Canadians first.
Identity Attack0.012061302
Insult0.011996903
Profanity0.009442741
Threat0.0062008454
Severe Toxicity0.0009012222
Low Tox 0.026970858 Constructive 0.578
Nov 26, 2025 Quebec Ends Economic Immigration Program …
just a reminder that the ambassador to the usa that was just appointed (wiseman) worked at black rock and started the charity to get canada to 100,000,000 inhabitants through immigration by 2100. who voted for …
just a reminder that the ambassador to the usa that was just appointed (wiseman) worked at black rock and started the charity to get canada to 100,000,000 inhabitants through immigration by 2100. who voted for this?
Identity Attack0.008953481
Insult0.012756908
Profanity0.010040528
Threat0.0062914654
Severe Toxicity0.00093460083
Low Tox 0.026735162 Moderate Con 0.428 Unverified_Claim
Dec 30, 2025 Deportations From Canada at Their …
Love your videos. To me, a good content creator keeps your eyes glued to the screen from start to finish. I feel most of your videos do that for me. Keep it up thanks for …
Love your videos. To me, a good content creator keeps your eyes glued to the screen from start to finish. I feel most of your videos do that for me. Keep it up thanks for what you do !
Identity Attack0.0071035884
Insult0.010894896
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0026130676
Low Tox 0.026617315 Constructive 0.629
Sep 19, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
Identity Attack0.006511623
Insult0.014504919
Profanity0.0094256615
Threat0.005877201
Severe Toxicity0.0006914139
Low Tox 0.026145924 Moderate Con 0.435
Jun 18, 2025 89 likes How Canada broke its immigration …
Step it up 85% would be somewhat a start
Step it up 85% would be somewhat a start
Identity Attack0.0042547537
Insult0.009507888
Profanity0.017231047
Threat0.009644418
Severe Toxicity0.0019741058
Low Tox 0.025792383 Low Con 0.282
Dec 24, 2025 Deportations From Canada at Their …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Started in 2015 with trudeau and liberals. Continues with Marx Carnage.
Started in 2015 with trudeau and liberals. Continues with Marx Carnage.
Identity Attack0.0025158543
Insult0.0151129225
Profanity0.010347961
Threat0.0064985976
Severe Toxicity0.0007200241
Low Tox 0.023199737 Low Con 0.135
Jan 22, 2026 Why Canada’s immigration system has …
Time for the police to start checking the immigration status of people they come into contact with.
Time for the police to start checking the immigration status of people they come into contact with.
Identity Attack0.0102854045
Insult0.008747884
Profanity0.010365041
Threat0.0071070488
Severe Toxicity0.0007677078
Low Tox 0.022846194 Moderate Con 0.308 Call_To_Action
Jan 15, 2026 12 likes 2.9 million Canadian temporary visas …
Very powerful start
Very powerful start
Identity Attack0.004162259
Insult0.00971689
Profanity0.017026093
Threat0.009230154
Severe Toxicity0.0016975403
Low Tox 0.022610499 Moderate Con 0.356
Jan 14, 2026 Canada’s new rules in 2026
I took my test today (07/16/25) and I scored 20/20. This video was super helpful. I read the guide book, then went through the video twice from start to the end (yesterday and today). Thanks …
I took my test today (07/16/25) and I scored 20/20. This video was super helpful. I read the guide book, then went through the video twice from start to the end (yesterday and today). Thanks a lot to the person(s) that put the video together.
Identity Attack0.0073255757
Insult0.009108886
Profanity0.02071529
Threat0.010550622
Severe Toxicity0.0021648407
Low Tox 0.022610499 Constructive 0.654 Meta_Commentary
Jul 16, 2025 12 likes Canadian Citizenship Test 2025 – …
They are smart people who are good at business they are not dangerous so they are not a threat to safety but they will literally own the whole town Don’t start thinking about moving away …
They are smart people who are good at business they are not dangerous so they are not a threat to safety but they will literally own the whole town Don’t start thinking about moving away because that’s how they will buy your house and business and so on and then that’s it they have the town
Identity Attack0.0027563404
Insult0.0114269
Profanity0.013302735
Threat0.0071070488
Severe Toxicity0.001039505
Low Tox 0.02249265 Moderate Con 0.431 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our …
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our first cars and our deposits for our first homes. Thanks Liberal government.
Identity Attack0.005771666
Insult0.013288911
Profanity0.00995513
Threat0.0062137907
Severe Toxicity0.0008249283
Low Tox 0.022374803 Constructive 0.593
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and …
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and 60’s to bringing in low paying service jobs from the 70’s till now. This decline started 50 years ago
Identity Attack0.0071775843
Insult0.012946909
Profanity0.008938893
Threat0.005825418
Severe Toxicity0.0005698204
Low Tox 0.022256956 Moderate Con 0.468 Policy_Critique
Feb 20, 2026 3 likes LILLEY UNLEASHED: The fall of …
I just read a story that over 851,000 immigrants have left Canada on their own because of the high cost of housing and living conditions here , and won't this solve the problem when it …
I just read a story that over 851,000 immigrants have left Canada on their own because of the high cost of housing and living conditions here , and won't this solve the problem when it comes to immigration in the country . Should have asked Kenny who is going to pay his golf plated pension when the population starts going down and there is less taxpayers paying into the system when we start having a major population decline .
Identity Attack0.009767435
Insult0.0105148945
Profanity0.009400043
Threat0.0062785195
Severe Toxicity0.00081062317
Low Tox 0.022139108 Constructive 0.683 Economic_Argument
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
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 …
50.000 a month would not even be a good start
50.000 a month would not even be a good start
Identity Attack0.0025713511
Insult0.009241886
Profanity0.012517073
Threat0.007327127
Severe Toxicity0.00086307526
Low Tox 0.021432023 Low Con 0.247
Dec 24, 2025 172 likes Deportations From Canada at Their …
A good start
A good start
Identity Attack0.0041992567
Insult0.0096028885
Profanity0.016342908
Threat0.0084793
Severe Toxicity0.0015258789
Low Tox 0.02072494 Moderate Con 0.401 Policy_Critique
Dec 26, 2025 Deportations From Canada at Their …
they're all nice and good until they start banning beef or non-veg around their locality.
they're all nice and good until they start banning beef or non-veg around their locality.
Identity Attack0.0036997858
Insult0.009868891
Profanity0.010040528
Threat0.0067963502
Severe Toxicity0.000667572
Low Tox 0.02072494 Moderate Con 0.394 Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Identity Attack0.0055496786
Insult0.009431887
Profanity0.0147374235
Threat0.0083886795
Severe Toxicity0.0016212463
Low Tox 0.02072494 Moderate Con 0.414 Fear_Threat
Jan 1, 2026 Deportations From Canada at Their …

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.