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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: "here in my city in …" 524 comments · Page 20 of 21
1million backlog and 400000 another target to get in every year,what a funny strategy lol...the cities and other infrastructures are already overcapacity
1million backlog and 400000 another target to get in every year,what a funny strategy lol...the cities and other infrastructures are already overcapacity
Identity Attack0.0018683918
Insult0.014504919
Profanity0.014088398
Threat0.006815769
Severe Toxicity0.0010061264
Low Tox 0.028502874 Low Con 0.272 Policy_Critique
Jan 20, 2026 Why Canada’s immigration system has …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
It’s like yuba city ca
It’s like yuba city ca
Identity Attack0.005364689
Insult0.011692902
Profanity0.01764096
Threat0.007870848
Severe Toxicity0.0016307831
Low Tox 0.02543884 Low Con 0.241 Comparative_Framing
Feb 9, 2026 Inside Canada's Indian Invasion...
a high city worker lady, i like it
a high city worker lady, i like it
Identity Attack0.008657498
Insult0.010628895
Profanity0.01893901
Threat0.007909686
Severe Toxicity0.0019836426
Low Tox 0.025320992 Moderate Con 0.463 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Great! attempt but would not be complete unless you make similar reports for cities like Markham, Scarborough, Richmond Hill. It is true there should not be any discrimination based on colors, ethnicity and religion. Especially …
Great! attempt but would not be complete unless you make similar reports for cities like Markham, Scarborough, Richmond Hill. It is true there should not be any discrimination based on colors, ethnicity and religion. Especially in careers, business and opportunities. Let us all support talent to grow and nurture.
Identity Attack0.012842959
Insult0.009070885
Profanity0.010228404
Threat0.0062396824
Severe Toxicity0.00078201294
Low Tox 0.024613906 Constructive 0.739
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food shops. That's not including grocery stores or food trucks.
Identity Attack0.014551271
Insult0.010932897
Profanity0.011526455
Threat0.006530962
Severe Toxicity0.0010156631
Low Tox 0.024260364 Constructive 0.741 Comparative_Framing
Feb 20, 2026 Inside Canada's Indian Invasion...
That guy on the bike got fired from his job , he was a City of Brampton employée
That guy on the bike got fired from his job , he was a City of Brampton employée
Identity Attack0.00258985
Insult0.010932897
Profanity0.0113215
Threat0.007637825
Severe Toxicity0.0009202957
Low Tox 0.02402467 Moderate Con 0.401 Personal_Narrative
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the …
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the thousands upon thousands of people living packed into illegal basement apartments and officially empty "investment properties." Why do you think covid lasted longer in Brampton than anywhere else in Canada and commuting in this city is impossible
Identity Attack0.008435511
Insult0.012414906
Profanity0.009681856
Threat0.006058442
Severe Toxicity0.0008392334
Low Tox 0.023906821 Constructive 0.715 Unverified_Claim
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
So true the crime rate is up and disorganization in the cities.
So true the crime rate is up and disorganization in the cities.
Identity Attack0.003866276
Insult0.011958904
Profanity0.009664777
Threat0.0067316215
Severe Toxicity0.000834465
Low Tox 0.023788974 Constructive 0.566 Unverified_Claim
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
We have a huge city adding billions of dollars to economy nd infrastructure but at wat cost 😂🤣
We have a huge city adding billions of dollars to economy nd infrastructure but at wat cost 😂🤣
Identity Attack0.0017851467
Insult0.0114269
Profanity0.014942379
Threat0.006155535
Severe Toxicity0.0009775162
Low Tox 0.023671126 Low Con 0.24
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is still taking in 400k immigrants this year, that is no small number. Just building homes for 400k people in the major cities is a challenge.
Canada is still taking in 400k immigrants this year, that is no small number. Just building homes for 400k people in the major cities is a challenge.
Identity Attack0.013646871
Insult0.009678889
Profanity0.009109689
Threat0.00636914
Severe Toxicity0.0007867813
Low Tox 0.02343543 Moderate Con 0.406 Economic_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
Identity Attack0.0029413297
Insult0.012718908
Profanity0.011902207
Threat0.0065180166
Severe Toxicity0.0008010864
Low Tox 0.022139108 Moderate Con 0.475 Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Dear America: this is every city in Canada
Dear America: this is every city in Canada
Identity Attack0.01139534
Insult0.009450888
Profanity0.012892825
Threat0.006822242
Severe Toxicity0.0013923645
Low Tox 0.022021262 Moderate Con 0.328 Comparative_Framing
Jan 27, 2026 601 likes Inside Canada's Indian Invasion...
They’ve been flowing into CA for years. Last time I went to Canada was before Covid and there were a lot then,and in not major cities like you’d think 😭
They’ve been flowing into CA for years. Last time I went to Canada was before Covid and there were a lot then,and in not major cities like you’d think 😭
Identity Attack0.006770608
Insult0.012452906
Profanity0.010091767
Threat0.0061296434
Severe Toxicity0.0007534027
Low Tox 0.021903414 Constructive 0.56 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
This is happening to every Canadian city...
This is happening to every Canadian city...
Identity Attack0.007214582
Insult0.008937885
Profanity0.00902429
Threat0.0072882893
Severe Toxicity0.0009727478
Low Tox 0.02107848 Moderate Con 0.374
Jan 27, 2026 Inside Canada's Indian Invasion...
This is the only advance development and clean city in india
This is the only advance development and clean city in india
Identity Attack0.010137413
Insult0.009488888
Profanity0.013610168
Threat0.0079873605
Severe Toxicity0.0015830994
Low Tox 0.020960633 Low Con 0.268 Comparative_Framing
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Brampton is the most beautiful city of entire world.
Brampton is the most beautiful city of entire world.
Identity Attack0.0063266335
Insult0.009507888
Profanity0.016616182
Threat0.008129764
Severe Toxicity0.0016593933
Low Tox 0.02048268 Moderate Con 0.351 Humor_Satire
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
It's not even just Brampton. Kitchener is blitzed too, among many many other cities people don't hear about.
It's not even just Brampton. Kitchener is blitzed too, among many many other cities people don't hear about.
Identity Attack0.0026453468
Insult0.012338906
Profanity0.011458136
Threat0.006420923
Severe Toxicity0.000705719
Low Tox 0.020231359 Constructive 0.505
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada in general. This was due to the French language requirements in order to increase the number of French speakers. However, many would abuse the system by immigrating to Quebec, then move to more anglophone provinces and cities like Toronto or Vancouver...
Identity Attack0.009360458
Insult0.010096892
Profanity0.009562299
Threat0.0061878995
Severe Toxicity0.0006723404
Low Tox 0.020231359 Moderate Con 0.473
Nov 21, 2025 50 likes Quebec Ends Economic Immigration Program …
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such …
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such as law enforcement. Each city town and borough has that information. Had the rolls been reversed you would not have faired any better. Not make a major public statement? Yes you did.
Identity Attack0.0014244175
Insult0.013174911
Profanity0.010006369
Threat0.0059678215
Severe Toxicity0.00059843063
Low Tox 0.0201057 Constructive 0.671
Sep 29, 2025 IRCC Names India in Study …
"Oh I can't be honest, I work for the city"
"Oh I can't be honest, I work for the city"
Identity Attack0.0030338243
Insult0.009982891
Profanity0.012892825
Threat0.0066151097
Severe Toxicity0.0008773804
Low Tox 0.019477395 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
3:18 - Have you noticed any big demographic here in Brampton? "I can't be specific, because I'm a city worker" Exactly, people can't speak against any of this of we risk our jobs
3:18 - Have you noticed any big demographic here in Brampton? "I can't be specific, because I'm a city worker" Exactly, people can't speak against any of this of we risk our jobs
Identity Attack0.0031263188
Insult0.010058892
Profanity0.009852652
Threat0.006485652
Severe Toxicity0.0006079674
Low Tox 0.019100413 Constructive 0.611 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
No one from the surrounding cities in the GTA want to step foot in Brampton. May as well be a different country.
No one from the surrounding cities in the GTA want to step foot in Brampton. May as well be a different country.
Identity Attack0.00621564
Insult0.010058892
Profanity0.010125926
Threat0.0064015044
Severe Toxicity0.0007247925
Low Tox 0.019100413 Moderate Con 0.352
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This used to just be Brampton's reputation, but it is basically every city in every province now
This used to just be Brampton's reputation, but it is basically every city in every province now
Identity Attack0.0054756827
Insult0.010020891
Profanity0.014088398
Threat0.0069905366
Severe Toxicity0.0010061264
Low Tox 0.017969469 Moderate Con 0.349 Fear_Threat
Jan 27, 2026 1,179 likes 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.