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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: "Over the years I have …" 1,624 comments · Page 52 of 65
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Identity Attack0.025806036
Insult0.016860934
Profanity0.011714331
Threat0.006912862
Severe Toxicity0.0013446808
Low Tox 0.05131592 Constructive 0.708 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than …
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than my family by like 50 years 😂
Identity Attack0.041261412
Insult0.01625293
Profanity0.018255826
Threat0.006382086
Severe Toxicity0.0016975403
Low Tox 0.05131592 Constructive 0.592 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope something can be done before its too late! It breaks my heart not to see Canada as 50 years ago any more. 😢
Identity Attack0.033527173
Insult0.018967867
Profanity0.0098868115
Threat0.006602164
Severe Toxicity0.0014400482
Low Tox 0.05131592 Constructive 0.745
Aug 25, 2025 Why Canadians Are Turning Against …
As A Canadian Sienor That Can't Afford To Retire. With Over Half My Income In Several Taxes. And They Get To Enjoy OVER TWO YEARS OF MONEY WHILE WAITING FOR A IMAGRATION HEARING
As A Canadian Sienor That Can't Afford To Retire. With Over Half My Income In Several Taxes. And They Get To Enjoy OVER TWO YEARS OF MONEY WHILE WAITING FOR A IMAGRATION HEARING
Identity Attack0.022188433
Insult0.018710041
Profanity0.011680172
Threat0.0063626673
Severe Toxicity0.0015258789
Low Tox 0.05131592 Moderate Con 0.37
Nov 21, 2025 18 likes Thousands of refugees allowed into …
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
Identity Attack0.00621564
Insult0.023221988
Profanity0.017162729
Threat0.0063432488
Severe Toxicity0.0012302399
Low Tox 0.051068526 Constructive 0.513 Personal_Narrative
Sep 19, 2025 315 likes Inside Canada's Indian Metropolis (Brampton)
The lady in green is the ones we want .the ones who've been here 50 years and up .the new ones gotta go man .
The lady in green is the ones we want .the ones who've been here 50 years and up .the new ones gotta go man .
Identity Attack0.014048826
Insult0.019741343
Profanity0.014225035
Threat0.008919456
Severe Toxicity0.0020885468
Low Tox 0.051068526 Moderate Con 0.472
Nov 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We just found the most based Canadian ive seen in years
We just found the most based Canadian ive seen in years
Identity Attack0.030175667
Insult0.019676886
Profanity0.012380436
Threat0.0072106146
Severe Toxicity0.0019168854
Low Tox 0.050573748 Moderate Con 0.435 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It’s sad to say but if ur makin $57000 a year in Canada u are now not close to middle class. $100000 a year is the new middle class, even then - no cottage at …
It’s sad to say but if ur makin $57000 a year in Canada u are now not close to middle class. $100000 a year is the new middle class, even then - no cottage at the lake for you!
Identity Attack0.015053716
Insult0.022577424
Profanity0.0108774295
Threat0.0063238298
Severe Toxicity0.0012874603
Low Tox 0.050573748 Moderate Con 0.342
Jan 3, 2026 220 likes New rules, regulations take effect …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Indians are living there last 140+ years there
Indians are living there last 140+ years there
Identity Attack0.047190998
Insult0.014732921
Profanity0.02208166
Threat0.007935578
Severe Toxicity0.0023460388
Low Tox 0.049831573 Low Con 0.235 Comparative_Framing
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
I dians collect pensions, helathcare and benefits but live 6 months out if the year in India.
I dians collect pensions, helathcare and benefits but live 6 months out if the year in India.
Identity Attack0.04512853
Insult0.015644927
Profanity0.014395831
Threat0.007249452
Severe Toxicity0.0017166138
Low Tox 0.049831573 Moderate Con 0.461 Unverified_Claim
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
I will go next year 🤣🤣 truth comes out
I will go next year 🤣🤣 truth comes out
Identity Attack0.0061416444
Insult0.01632893
Profanity0.024267852
Threat0.0091524795
Severe Toxicity0.0025558472
Low Tox 0.049831573 Moderate Con 0.331 Humor_Satire
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
only reason deportations are at an all time high is because they did zero deportations the last 10 years
only reason deportations are at an all time high is because they did zero deportations the last 10 years
Identity Attack0.022791367
Insult0.011920903
Profanity0.0137468055
Threat0.0074306927
Severe Toxicity0.0015735626
Low Tox 0.049584184 Low Con 0.146
Dec 26, 2025 Deportations From Canada at Their …
as a fellow Canadian that lives in Ontario it has gotten really bad over the past few years especially the job opportunities .
as a fellow Canadian that lives in Ontario it has gotten really bad over the past few years especially the job opportunities .
Identity Attack0.019877186
Insult0.020643732
Profanity0.010911589
Threat0.0062979385
Severe Toxicity0.0011634827
Low Tox 0.049584184 Constructive 0.565 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just …
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just bad journalism. I’d like to know because I cross the path of many immigrants and care about them. If the federal government’s economic plans work out, there could be more demand for workers in the coming year, especially in and around Montreal - I also pay attention to announcements of companies setting up or expanding here - and this might be another example of the CAQ shooting themselves in the foot again. They seem oblivious that an election is coming next fall.
Identity Attack0.01374736
Insult0.02373764
Profanity0.015625564
Threat0.00666042
Severe Toxicity0.0012779236
Low Tox 0.049336795 Constructive 0.805
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in the last 30 years.
Identity Attack0.014852738
Insult0.015796926
Profanity0.028503597
Threat0.00814271
Severe Toxicity0.0025367737
Low Tox 0.049336795 Constructive 0.625 Humor_Satire
Feb 18, 2026 Inside Canada's Indian Invasion...
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Identity Attack0.023595277
Insult0.012300906
Profanity0.010979908
Threat0.013113883
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.461
Dec 24, 2025 9 likes Deportations From Canada at Their …
I don't get how people can afford to go travel to their countries so much. I met a migrant and she goes to Japan 8 times a year.
I don't get how people can afford to go travel to their countries so much. I met a migrant and she goes to Japan 8 times a year.
Identity Attack0.040745795
Insult0.01306091
Profanity0.014771583
Threat0.0066280556
Severe Toxicity0.0014686584
Low Tox 0.049089402 Constructive 0.573
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state …
Big mistake, the only thing saved the Canadian economy after the tariffs, is the massive Trudeau’s immigration, immigrants are consumers as well. If Canada stops immigration then it will be no doubt an American state before the next 30 years end.
Identity Attack0.027413858
Insult0.017356457
Profanity0.009442741
Threat0.006375613
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.437 Economic_Argument
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
If these companies can’t find workers, then why is our unemployment rate so high in 16 years?! It’s because they want cheap labour than to pay proper wages to a Canadian. If they up the …
If these companies can’t find workers, then why is our unemployment rate so high in 16 years?! It’s because they want cheap labour than to pay proper wages to a Canadian. If they up the pay, many unemployed would come forsure but not when paying peanuts
Identity Attack0.010581387
Insult0.024382202
Profanity0.013371054
Threat0.0059160385
Severe Toxicity0.0009536743
Low Tox 0.048842013 Moderate Con 0.451 Economic_Argument
Feb 11, 2026 3 likes Canada's tighter immigration policy divides …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a …
The problem isn’t immigration it’s how rapid the immigration was there should’ve been a cap so that there wasn’t a major influx of people that destroyed the culture if immigration was controlled and had a yearly limit to how many people could immigrate that would’ve preserved canadas culture and forced immigrants to assimilate to Canadian culture. But all politicians saw was 💰 so they made it easier.
Identity Attack0.023796257
Insult0.01838776
Profanity0.011970525
Threat0.006835188
Severe Toxicity0.0012207031
Low Tox 0.048842013 Moderate Con 0.442 Policy_Critique
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What else would you expect in "post-national" Canada with the gates thrown open to 1 million every year?
What else would you expect in "post-national" Canada with the gates thrown open to 1 million every year?
Identity Attack0.01857083
Insult0.02193286
Profanity0.01084327
Threat0.0067445673
Severe Toxicity0.0016880035
Low Tox 0.048842013 Low Con 0.198
Jan 20, 2026 1 likes Why Canada’s immigration system has …
I’m from Costa Rica , Canadian cititzen whoever tells me to go back to my country , I just tell them there are more Canadians in Costa Rica than Costa Ricans in Canada . I …
I’m from Costa Rica , Canadian cititzen whoever tells me to go back to my country , I just tell them there are more Canadians in Costa Rica than Costa Ricans in Canada . I have the right to be here just like Canadians have the right to be Costa Rica . 10 years here makes me Canadian 🍁
Identity Attack0.038425524
Insult0.015188923
Profanity0.01490822
Threat0.006848133
Severe Toxicity0.0020885468
Low Tox 0.048594624 Constructive 0.596 Personal_Narrative
Feb 14, 2026 2 likes Canada's tighter immigration policy divides …

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.