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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 what a real …" 506 comments · Page 17 of 21
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is …
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is a lack of updated skills. In my previous office of 71 employees, around 60% were Indian and Chinese professionals — many of them exceptionally skilled and hardworking. The fact is, immigrants don’t take jobs; they earn them through their capabilities. I currently work at BlackRock, managing a team of 221 people. Individuals with strong mathematical and analytical abilities often come from Indian or Chinese backgrounds, while only about 20% of our workforce is American. I conduct 4–5 interviews daily, and the pattern remains consistent — candidates from Europe, the U.S., and Canada frequently lag behind in technical skills. It’s a tough truth, but one worth acknowledging: in today’s competitive job market, skill development matters far more than nationality.
Identity Attack0.051126
Insult0.025800243
Profanity0.014464149
Threat0.006647474
Severe Toxicity0.0017929077
Low Tox 0.071337044 Constructive 0.76 Personal_Narrative
Oct 7, 2025 58 likes Inside Canada's Indian Metropolis (Brampton)
All the real Canadians who want to get away should move to Alberta and join the secession movement
All the real Canadians who want to get away should move to Alberta and join the secession movement
Identity Attack0.035589635
Insult0.02103047
Profanity0.011714331
Threat0.0086087575
Severe Toxicity0.001783371
Low Tox 0.07054565 Low Con 0.226
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm getting real Archie Bunker vibes from that dude on the bike. 🤣
I'm getting real Archie Bunker vibes from that dude on the bike. 🤣
Identity Attack0.004920715
Insult0.024768941
Profanity0.02522431
Threat0.010058682
Severe Toxicity0.0025558472
Low Tox 0.07054565 Moderate Con 0.397 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
My family was given a stay at a 5 star hotel and we stepped passed veterans who are homeless and they dont get help . I live like a king have a large bank account …
My family was given a stay at a 5 star hotel and we stepped passed veterans who are homeless and they dont get help . I live like a king have a large bank account and have 3 different alias . My wife uses her maiden name as well her real name and her new name . Most families I know get average of 3850 per month free luxury hotel free food free clothes healthcare free tracfone and there is no need to work anymore . My family has almost enough for a new home already and only in country 5 months .THANK YOU Mr BIDEN
Identity Attack0.006992595
Insult0.029273475
Profanity0.025634222
Threat0.0066280556
Severe Toxicity0.0024604797
Low Tox 0.06896287 Constructive 0.775
Jul 19, 2021 How much do refugees and …
5:20 this guy is a real one
5:20 this guy is a real one
Identity Attack0.010655383
Insult0.023479814
Profanity0.03189224
Threat0.010343489
Severe Toxicity0.0035476685
Low Tox 0.06896287 Low Con 0.278 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. …
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. Most people don't even know, unless you listen to the many that are in shelters and on social media, most have been told that Canada is a country which will pay you and cover all your housing. There is a code of silence which does not always come from inside Canada. It's the code on how to take advantage of a countries blindness by abusing it's Government financial Immigration and Refugee programs. 1. Make a claim, any claim as it will take years before Canada figures out your claim is false. If all does not go well, have a baby on the land. This way you can't be deported and the Canadian government will give you more money because you have a child. There are many more but I will not write them to place them into the open world but there are many more tactics of abuse, Student Visa is but one of them, the next is Migrants. If you are not near the system but you listen closely to the stories, you will hear the real truth and you will also hear the underground truth which people speak about behind closed doors.
Identity Attack0.022992345
Insult0.030154925
Profanity0.015147334
Threat0.0067963502
Severe Toxicity0.0018405914
Low Tox 0.06381883 Constructive 0.705 Unverified_Claim
Dec 24, 2025 4 likes Deportations From Canada at Their …
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They …
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They very well might NOT be trafficking people to the US afaic... This ended before any real 'proof' was established.
Identity Attack0.004421244
Insult0.028722567
Profanity0.014464149
Threat0.00666042
Severe Toxicity0.0010585785
Low Tox 0.06263174 Moderate Con 0.357 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Identity Attack0.049761772
Insult0.017420914
Profanity0.019622196
Threat0.0071199946
Severe Toxicity0.002298355
Low Tox 0.059974585 Constructive 0.721
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
Finally a video about a real crisis
Finally a video about a real crisis
Identity Attack0.009619443
Insult0.014314918
Profanity0.025497584
Threat0.01086132
Severe Toxicity0.0032997131
Low Tox 0.059974585 Moderate Con 0.313 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
8:17 😂 he kept it real
8:17 😂 he kept it real
Identity Attack0.0071405866
Insult0.01617693
Profanity0.029460056
Threat0.009955117
Severe Toxicity0.0035858154
Low Tox 0.059479803 Moderate Con 0.314 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
420 on a years of taxes 😂😂 That is a real joke !
420 on a years of taxes 😂😂 That is a real joke !
Identity Attack0.0016371552
Insult0.027730936
Profanity0.014600786
Threat0.0060778605
Severe Toxicity0.0011348724
Low Tox 0.058737632 Low Con 0.24 Humor_Satire
Feb 6, 2026 Canada’s new rules in 2026
SO TRUE !!! LET'S START WITH THE GOVERNMENTS !! OUR GOVERNMENTS SHOULD BE GOOD REAL CANADIANS... " FROM CANADA ONLY" !!!!
SO TRUE !!! LET'S START WITH THE GOVERNMENTS !! OUR GOVERNMENTS SHOULD BE GOOD REAL CANADIANS... " FROM CANADA ONLY" !!!!
Identity Attack0.042550452
Insult0.019547975
Profanity0.011236101
Threat0.0072882893
Severe Toxicity0.00289917
Low Tox 0.058737632 Moderate Con 0.368
Sep 16, 2025 2 likes Why Canadians Are Turning Against …
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Identity Attack0.008842488
Insult0.026831545
Profanity0.012141321
Threat0.0063238298
Severe Toxicity0.0010538101
Low Tox 0.058737632 Low Con 0.223 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
If it wasn't for expensive real estate and lax immigration policies, the economy would collapse.
If it wasn't for expensive real estate and lax immigration policies, the economy would collapse.
Identity Attack0.023193322
Insult0.019354604
Profanity0.010245483
Threat0.0065633263
Severe Toxicity0.0012397766
Low Tox 0.057748068 Low Con 0.237
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
poojeet fatigue is real 😅
poojeet fatigue is real 😅
Identity Attack0.00621564
Insult0.030154925
Profanity0.068967216
Threat0.0063238298
Severe Toxicity0.0059509277
Low Tox 0.057005897 Moderate Con 0.387 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The Fatigue is Real!
The Fatigue is Real!
Identity Attack0.006622616
Insult0.020450363
Profanity0.019895468
Threat0.0071588317
Severe Toxicity0.0019550323
Low Tox 0.055768944 Moderate Con 0.306
Aug 26, 2025 Why Canadians Are Turning Against …
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Identity Attack0.02821777
Insult0.0198058
Profanity0.011765569
Threat0.0070034824
Severe Toxicity0.001964569
Low Tox 0.055521555 Moderate Con 0.335 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
Identity Attack0.02439919
Insult0.023995465
Profanity0.010587076
Threat0.0062914654
Severe Toxicity0.0013637543
Low Tox 0.055026773 Low Con 0.191 Policy_Critique
Feb 25, 2026 Canadian immigration officers investigating hundreds …
how'd you even escape from that far place back to where you are? we asking the real questions
how'd you even escape from that far place back to where you are? we asking the real questions
Identity Attack0.0041992567
Insult0.01890341
Profanity0.015079016
Threat0.00823333
Severe Toxicity0.0019264221
Low Tox 0.054779384 Moderate Con 0.36 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
They took over 💯 replacement is real
They took over 💯 replacement is real
Identity Attack0.00776955
Insult0.01929015
Profanity0.037403382
Threat0.00866054
Severe Toxicity0.0032234192
Low Tox 0.054284602 Moderate Con 0.362
Jan 27, 2026 Inside Canada's Indian Invasion...
what? just 18 000 ??? a real joke.
what? just 18 000 ??? a real joke.
Identity Attack0.0029043318
Insult0.022770792
Profanity0.013268576
Threat0.007094103
Severe Toxicity0.0014019012
Low Tox 0.05378982 Low Con 0.199 Policy_Critique
Dec 26, 2025 2 likes Deportations From Canada at Their …
Now talk about the real problem. The housing issues, the big corporations taking advantage of the housing in Canada, and the companies that are exploiting temporary foreign workers by paying them low wages and taking …
Now talk about the real problem. The housing issues, the big corporations taking advantage of the housing in Canada, and the companies that are exploiting temporary foreign workers by paying them low wages and taking advantage of their immigration status.
Identity Attack0.033527173
Insult0.019225692
Profanity0.010108846
Threat0.006653947
Severe Toxicity0.0012874603
Low Tox 0.05354243 Constructive 0.513
Jun 19, 2025 10 likes How Canada broke its immigration …
It’s time to bring in the real Boyz in The Hoods. The Keeeelan.
It’s time to bring in the real Boyz in The Hoods. The Keeeelan.
Identity Attack0.005956655
Insult0.020579277
Profanity0.01805087
Threat0.012078222
Severe Toxicity0.0024986267
Low Tox 0.05354243 Low Con 0.211 Humor_Satire
Jan 28, 2026 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.