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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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Search comment text, filter by category or toxicity level
Active: "This is also why we …" 839 comments · Page 33 of 34
I mean also traffic lights are different in india than in canada, fluffy gave a good introduction to it, its more of an suggestion.
I mean also traffic lights are different in india than in canada, fluffy gave a good introduction to it, its more of an suggestion.
Identity Attack0.010507392
Insult0.012072904
Profanity0.012277958
Threat0.0061231707
Severe Toxicity0.00084400177
Low Tox 0.023553278 Moderate Con 0.401 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I am a new comer and I want to prepare for citizenship test. Should I watch this video several times or study discover Canada book? My English is also not good, would it be possible …
I am a new comer and I want to prepare for citizenship test. Should I watch this video several times or study discover Canada book? My English is also not good, would it be possible to only watch this video and pass test? Thank you
Identity Attack0.00847251
Insult0.010096892
Profanity0.01128734
Threat0.0067898775
Severe Toxicity0.0009775162
Low Tox 0.023199737 Constructive 0.528
Apr 20, 2025 4 likes Canadian Citizenship Test 2025 – …
I passed my exam today!!! It did ask me about the remembrance day poem though, so that one should also be studied.
I passed my exam today!!! It did ask me about the remembrance day poem though, so that one should also be studied.
Identity Attack0.0048097214
Insult0.010058892
Profanity0.017982552
Threat0.00789674
Severe Toxicity0.0013542175
Low Tox 0.02308189 Moderate Con 0.496 Meta_Commentary
Jul 18, 2025 3 likes Canadian Citizenship Test 2025 – …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 immigrant/year, china 20.000 immigrants/year,....). The second, canada must empower for each territories/provinces to decide how much foreign people can study/work/live in there
Identity Attack0.015857628
Insult0.008994885
Profanity0.009562299
Threat0.006356194
Severe Toxicity0.0008916855
Low Tox 0.022964042 Constructive 0.576 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
So what incentive do they get to work, or what about the ones that never will work Also worth noting is most of these claims won't be heard for over 10 years with the back …
So what incentive do they get to work, or what about the ones that never will work Also worth noting is most of these claims won't be heard for over 10 years with the back log they have
Identity Attack0.0024048607
Insult0.011730902
Profanity0.0113215
Threat0.006304411
Severe Toxicity0.0006866455
Low Tox 0.022610499 Moderate Con 0.362
Aug 22, 2018 How much do refugees and …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Identity Attack0.009693438
Insult0.010096892
Profanity0.009118228
Threat0.0063497215
Severe Toxicity0.00071048737
Low Tox 0.021667719 Constructive 0.701 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
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 …
As a Montrealer, I would love to know how you are in the middle of MTL and also be 30 mins away from the boarder?
As a Montrealer, I would love to know how you are in the middle of MTL and also be 30 mins away from the boarder?
Identity Attack0.003311308
Insult0.0107048955
Profanity0.010979908
Threat0.007301235
Severe Toxicity0.00096321106
Low Tox 0.02035702 Constructive 0.649 Question
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
He also promised a Pipeline to Alberta 😂😂😂😂
He also promised a Pipeline to Alberta 😂😂😂😂
Identity Attack0.0022661188
Insult0.009678889
Profanity0.01084327
Threat0.007197669
Severe Toxicity0.0010490417
Low Tox 0.019351736 Low Con 0.148
Jan 8, 2026 New rules, regulations take effect …
Government is also responsible for a lot
Government is also responsible for a lot
Identity Attack0.0054756827
Insult0.009906891
Profanity0.013951761
Threat0.007029374
Severe Toxicity0.0009918213
Low Tox 0.019100413 Low Con 0.228 Policy_Critique
Feb 22, 2026 Inside Canada's Indian Invasion...
They should also be given membership to Netflix, Paramount, Crave, Disney+, etc.
They should also be given membership to Netflix, Paramount, Crave, Disney+, etc.
Identity Attack0.004920715
Insult0.008728883
Profanity0.014122557
Threat0.0077802283
Severe Toxicity0.0011205673
Low Tox 0.01822079 Low Con 0.19 Humor_Satire
Feb 24, 2026 8 likes 'We do know that there's …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing this video. Also, thanks to everyone for the comments because your testimonies help give credibility.
Identity Attack0.0047727237
Insult0.008557882
Profanity0.015591404
Threat0.008738215
Severe Toxicity0.0014400482
Low Tox 0.016712861 Constructive 0.703 Personal_Narrative
Jul 16, 2025 21 likes Canadian Citizenship Test 2025 – …
I thought it was interesting how you point out Trudeau's policy changes, but don't point out the prior PM(Harper) removing the 6 week vetting period on TFW's and other anti-labour moves that also vastly increased …
I thought it was interesting how you point out Trudeau's policy changes, but don't point out the prior PM(Harper) removing the 6 week vetting period on TFW's and other anti-labour moves that also vastly increased immigration. Despite the government not properly integrating people or providing services for our own countrymen, this immigration has also staved off demographic collapse by several decades.
Identity Attack0.005512681
Insult0.010172892
Profanity0.009195087
Threat0.006003422
Severe Toxicity0.0005841255
Low Tox 0.01646154 Constructive 0.781
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Thats not the only part of the problem. The native population also immigrated to other parts for better opportunities.
Thats not the only part of the problem. The native population also immigrated to other parts for better opportunities.
Identity Attack0.008102531
Insult0.007816878
Profanity0.011031146
Threat0.0062979385
Severe Toxicity0.00072956085
Low Tox 0.01633588 Moderate Con 0.454
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
1:27 better future means a better future for Canada as well. You should contribute something back also.
1:27 better future means a better future for Canada as well. You should contribute something back also.
Identity Attack0.0029228306
Insult0.008576883
Profanity0.010262563
Threat0.006602164
Severe Toxicity0.0008201599
Low Tox 0.014576632 Moderate Con 0.475 Moral_Argument
Feb 13, 2026 Canada's tighter immigration policy divides …
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print …
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print , students must show where they are staying , we have been saying this over and over
Identity Attack0.0019978844
Insult0.008804884
Profanity0.010792031
Threat0.006194372
Severe Toxicity0.00057935715
Low Tox 0.0143253105 Constructive 0.666
Sep 29, 2025 IRCC Names India in Study …
Anderson college is also a real college they are specialized in specific fields
Anderson college is also a real college they are specialized in specific fields
Identity Attack0.0045507364
Insult0.008234881
Profanity0.014532468
Threat0.0066798385
Severe Toxicity0.00092983246
Low Tox 0.01426248 Low Con 0.297 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I also want to add that municipal taxes are going up 7 to 8% a year because municipalities are building homeless shelter and it costs 40,000 a month to house one person in a homeless …
I also want to add that municipal taxes are going up 7 to 8% a year because municipalities are building homeless shelter and it costs 40,000 a month to house one person in a homeless shelter!
Identity Attack0.0022568693
Insult0.008443882
Profanity0.009348803
Threat0.005964585
Severe Toxicity0.0005674362
Low Tox 0.011560776 Constructive 0.652 Economic_Argument
Feb 16, 2026 Canada's tighter immigration policy divides …
Also the most common place to hear on the news.
Also the most common place to hear on the news.
Identity Attack0.0027933381
Insult0.0075888764
Profanity0.01127026
Threat0.0068999166
Severe Toxicity0.00072956085
Low Tox 0.011372286 Low Con 0.273
Jan 7, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
The universities are responsible also, investigate. They made a lot of money in fees.
The universities are responsible also, investigate. They made a lot of money in fees.
Identity Attack0.002090379
Insult0.00806388
Profanity0.009903891
Threat0.006058442
Severe Toxicity0.00044345856
Low Tox 0.011309455 Low Con 0.272
Oct 1, 2025 IRCC Names India in Study …
I think Canada has more than done its part forever, it's time for other countries to step up also. I trust the new immigrations rules are consistent with international human rights standards as well as …
I think Canada has more than done its part forever, it's time for other countries to step up also. I trust the new immigrations rules are consistent with international human rights standards as well as what's best for Canada.
Identity Attack0.0054756827
Insult0.0072278744
Profanity0.009340264
Threat0.0062008454
Severe Toxicity0.0006079674
Low Tox 0.010618322 Constructive 0.661
Dec 24, 2025 Deportations From Canada at Their …
The GDP of Brampton has also tripled so......
The GDP of Brampton has also tripled so......
Identity Attack0.0018868907
Insult0.007873878
Profanity0.010535837
Threat0.006058442
Severe Toxicity0.00056266785
Low Tox 0.010304171 Low Con 0.145 Economic_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Attempted my test in Jan 2026, yes this video helps but you must read the official discover Canada guide at least once and have a good knowledge of you local, provincial, federal government at current …
Attempted my test in Jan 2026, yes this video helps but you must read the official discover Canada guide at least once and have a good knowledge of you local, provincial, federal government at current time. Also question from this video can be asked in form of true/false, so it’s important to pay proper attention to what you reading. Good luck.
Identity Attack0.0020071338
Insult0.0077408776
Profanity0.00950252
Threat0.0062267366
Severe Toxicity0.00051498413
Low Tox 0.009613037 Constructive 0.707
Jan 10, 2026 2 likes Canadian Citizenship Test 2025 – …
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love …
7:00 I checked a tax calculator for Canada, $2710 is not a valid number for $21/hour for 40 hours a week anywhere in the country. The closest I got was $2708. Also, I would love to see a bill breakdown. "$9 for insurance" That is a bill... "I work 8 and a half hours a day" So... That means you work 42 hours a week.
Identity Attack0.0019146391
Insult0.006999873
Profanity0.010604155
Threat0.005971058
Severe Toxicity0.00053167343
Low Tox 0.008482091 Constructive 0.708 Policy_Critique
Sep 8, 2025 1 likes Why Canadians Are Turning Against …

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.