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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: "This is same thing the …" 894 comments · Page 33 of 36
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
They vote Justin out to put carney in which was their own mistake because it's like when u vote carney in you still vote Justin in , so to tell u the truth Justin is …
They vote Justin out to put carney in which was their own mistake because it's like when u vote carney in you still vote Justin in , so to tell u the truth Justin is still running the show behind close doors the Canadians shud of vote Pierre pollieve as pm and all things wud of start changing
Identity Attack0.0058826595
Insult0.017485369
Profanity0.010774951
Threat0.006265574
Severe Toxicity0.0008010864
Low Tox 0.031684756 Moderate Con 0.409
Aug 29, 2025 Why Canadians Are Turning Against …
Hopefully this video changes things for us here in Brampton!!!!
Hopefully this video changes things for us here in Brampton!!!!
Identity Attack0.008842488
Insult0.010628895
Profanity0.02023706
Threat0.010214032
Severe Toxicity0.0025177002
Low Tox 0.031213367 Moderate Con 0.415
Jan 27, 2026 Inside Canada's Indian Invasion...
Does anybody remember the air India thing?
Does anybody remember the air India thing?
Identity Attack0.014249804
Insult0.011274899
Profanity0.018597418
Threat0.008285114
Severe Toxicity0.0018596649
Low Tox 0.03109552 Low Con 0.269
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and almost every fast food restaurant lets them work there without having Canadian taxes taking off their checks.Plus what happen to that box on most applications where it says are you legally allowed to work in Canada.
Identity Attack0.02238941
Insult0.0116169015
Profanity0.010074687
Threat0.005809236
Severe Toxicity0.0009393692
Low Tox 0.030388435 Constructive 0.616
Dec 14, 2025 How Canada broke its immigration …
I’m in college and I can’t understand a single thing they say. I’m moving to the states
I’m in college and I can’t understand a single thing they say. I’m moving to the states
Identity Attack0.0074365693
Insult0.012452906
Profanity0.01535229
Threat0.0067769317
Severe Toxicity0.0011491776
Low Tox 0.02968135 Moderate Con 0.422
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
Identity Attack0.0050317086
Insult0.01648093
Profanity0.010809111
Threat0.0059160385
Severe Toxicity0.0007724762
Low Tox 0.02968135 Constructive 0.555 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Love and ✌️ Peace everyone 😅..... We are all 1 my brothers no such thing as a take over. Love
Love and ✌️ Peace everyone 😅..... We are all 1 my brothers no such thing as a take over. Love
Identity Attack0.0059936526
Insult0.011312899
Profanity0.019348921
Threat0.008945347
Severe Toxicity0.0018024445
Low Tox 0.029327808 Constructive 0.507 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Lindu p4_jeet doing their best thing 😂
Lindu p4_jeet doing their best thing 😂
Identity Attack0.0064006294
Insult0.019999169
Profanity0.027410502
Threat0.008220384
Severe Toxicity0.0025558472
Low Tox 0.02920996 Low Con 0.264 Humor_Satire
Feb 11, 2026 Inside Canada's Indian Invasion...
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 …
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 years. We've become too Liberal. It was JT with his government and advisors like MC, who did this.
Identity Attack0.0043657473
Insult0.01640493
Profanity0.011782649
Threat0.0063432488
Severe Toxicity0.00084400177
Low Tox 0.028974265 Constructive 0.759
Aug 29, 2025 Why Canadians Are Turning Against …
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
Identity Attack0.014953227
Insult0.012680908
Profanity0.010245483
Threat0.0063367756
Severe Toxicity0.00084400177
Low Tox 0.028856417 Constructive 0.504 Personal_Narrative
Jan 27, 2026 3 likes 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 …
Look what happened to Surrey BC especially Newton same thing years ago now they have the whole thing
Look what happened to Surrey BC especially Newton same thing years ago now they have the whole thing
Identity Attack0.0032928092
Insult0.013934915
Profanity0.013371054
Threat0.0070164283
Severe Toxicity0.0010585785
Low Tox 0.028385026 Moderate Con 0.34 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
You're a Canadian citizen, not a Canadian?That means something totally different.Canadian citizen and a canadian are two different things
You're a Canadian citizen, not a Canadian?That means something totally different.Canadian citizen and a canadian are two different things
Identity Attack0.018470341
Insult0.011046898
Profanity0.011167783
Threat0.0060260775
Severe Toxicity0.0009441376
Low Tox 0.028385026 Moderate Con 0.407
Nov 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Notice how the media frames things to try and push their agenda and narrative.
Notice how the media frames things to try and push their agenda and narrative.
Identity Attack0.003921773
Insult0.014124917
Profanity0.010689554
Threat0.00704232
Severe Toxicity0.00081539154
Low Tox 0.027913637 Low Con 0.174 Meta_Commentary
Feb 11, 2026 3 likes Canada's tighter immigration policy divides …
The sikh man talked the right thing,, respect sir
The sikh man talked the right thing,, respect sir
Identity Attack0.015254694
Insult0.011084898
Profanity0.018392462
Threat0.009204263
Severe Toxicity0.002155304
Low Tox 0.027677942 Moderate Con 0.469 Solidarity
Dec 31, 2025 Inside Canada's Indian Metropolis (Brampton)
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
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...
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Identity Attack0.008509507
Insult0.011920903
Profanity0.011167783
Threat0.007301235
Severe Toxicity0.0011014938
Low Tox 0.027442247 Constructive 0.531 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Grew up there. If anything this video understates things. Finally people outside of Canada are talking about it more.
Identity Attack0.008657498
Insult0.0129089095
Profanity0.011253181
Threat0.006492125
Severe Toxicity0.0010585785
Low Tox 0.02685301 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
The national school food program is definitely worthwhile. There’s a lot of children out there whose parents are short on time and cash to provide proper nutrition. It’s a terrible sad thing we should consider …
The national school food program is definitely worthwhile. There’s a lot of children out there whose parents are short on time and cash to provide proper nutrition. It’s a terrible sad thing we should consider bringing back home economics into the classroom.
Identity Attack0.0032928092
Insult0.013896915
Profanity0.010757872
Threat0.006084333
Severe Toxicity0.0006914139
Low Tox 0.02638162 Constructive 0.613 Moral_Argument
Jan 22, 2026 Canada’s new rules in 2026
It's a global thing it's the same in ireland now
It's a global thing it's the same in ireland now
Identity Attack0.012061302
Insult0.010058892
Profanity0.017026093
Threat0.008103873
Severe Toxicity0.0017738342
Low Tox 0.026028076 Moderate Con 0.403 Comparative_Framing
Feb 9, 2026 Inside Canada's Indian Invasion...
Anyone can tell me please if this freexashback app thing acc works?
Anyone can tell me please if this freexashback app thing acc works?
Identity Attack0.0054756827
Insult0.009678889
Profanity0.020988565
Threat0.008945347
Severe Toxicity0.0018405914
Low Tox 0.025910228 Moderate Con 0.335 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
Another thing trump could fix...
Another thing trump could fix...
Identity Attack0.0026638457
Insult0.012642908
Profanity0.011150704
Threat0.007754337
Severe Toxicity0.0010824203
Low Tox 0.024731753 Low Con 0.193 Comparative_Framing
Jun 21, 2025 3 likes How Canada broke its immigration …

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.