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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: "From Québec 🤣🤣🤣🤣🤣🤣🤣" 23 comments
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Identity Attack0.3072352
Insult0.5678696
Profanity0.5722072
Threat0.019228047
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.27 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Ils sont tous entassés au Québec Ils prient dans les rues de Montréal. Ils ont tout les priorités. Mais toi qui est née ici tu passe en deuxième. Priorité a l intégrations pour qu ils …
Ils sont tous entassés au Québec Ils prient dans les rues de Montréal. Ils ont tout les priorités. Mais toi qui est née ici tu passe en deuxième. Priorité a l intégrations pour qu ils puissent être bien dans leurs peaux!!!!! Déportation Criss! On ouvre des piquerie pour qu’il puisse se piquer. Résultats plein de zombies qui se chie dans leur pantalon et qui jette leur caleçon plein de marde partout. Dans les bosquets , les parc public, dans les stationnements, dans les escaliers résidentiels Y a pas un endroit où te fait pas demander de l argent! Et avec agressivité. Déportation
Identity Attack0.44690517
Insult0.5739874
Profanity0.58072567
Threat0.07323132
Severe Toxicity0.45895407
Moderate 0.5716857 Moderate Con 0.339 Insult
Sep 9, 2025 Why Canadians Are Turning Against …
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. …
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. In general there's things to complain about in Montreal to be sure - including on the immigration front - but IMO we're far better off than all the other big Canadian cities. You can't really get by in Québec city if you don't speak French but if you want to be in a Canadian city and avoid all _this_ kind of stuff then Québec city is the real ticket.
Identity Attack0.2831485
Insult0.42567953
Profanity0.5365423
Threat0.0113014765
Severe Toxicity0.0475607
Moderate 0.47886392 Constructive 0.743 Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Identity Attack0.28034934
Insult0.47384647
Profanity0.36230123
Threat0.011767523
Severe Toxicity0.13863131
Moderate 0.3977292 Low Con 0.188 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Québecois here. I cant wait for the AI french audio track to send this to my father. I keep telling him about how Canada is f***ed by immigration just like France and UK but he …
Québecois here. I cant wait for the AI french audio track to send this to my father. I keep telling him about how Canada is f***ed by immigration just like France and UK but he dont believe me. I explain to him that's because of the 101 law that make difficult for non-french speaker to come in Québec. Almost like a law for the preservation of the language and culture is a good thing.
Identity Attack0.21470967
Insult0.19967617
Profanity0.4044591
Threat0.009799767
Severe Toxicity0.022710243
Moderate 0.36095104 Constructive 0.713 Policy_Critique
Jan 29, 2026 9 likes Inside Canada's Indian Invasion...
Ce sont les politiques de Trudeau qui ont mis le Québec dans la 💩.
Ce sont les politiques de Trudeau qui ont mis le Québec dans la 💩.
Identity Attack0.05089863
Insult0.4339631
Profanity0.28249276
Threat0.0063367756
Severe Toxicity0.020127986
Moderate 0.36095104 Low Con 0.227 Policy_Critique
Nov 21, 2025 39 likes Quebec Ends Economic Immigration Program …
Canadians have always think Québec has bad people those french now you know you are wrong 😂
Canadians have always think Québec has bad people those french now you know you are wrong 😂
Identity Attack0.36702603
Insult0.24928534
Profanity0.027683776
Threat0.0071847234
Severe Toxicity0.00919342
Moderate 0.33421695 Low Con 0.243
Aug 26, 2025 Why Canadians Are Turning Against …
Québec is the only province that still feels like its former self since Indians don’t speak French, unlike other provinces, which lack a backbone and only care about money
Québec is the only province that still feels like its former self since Indians don’t speak French, unlike other provinces, which lack a backbone and only care about money
Identity Attack0.18313584
Insult0.08582769
Profanity0.018392462
Threat0.0062396824
Severe Toxicity0.0036621094
Low Tox 0.21508642 Moderate Con 0.345
Jan 27, 2026 Inside Canada's Indian Invasion...
3:50 !!!! 😮😱😱 Même chose avec le Dollarama ICI au Québec !! Sauf que ce je sont pas des Indien !! Mais des RATP (Religion dAmour eT de Paix)
3:50 !!!! 😮😱😱 Même chose avec le Dollarama ICI au Québec !! Sauf que ce je sont pas des Indien !! Mais des RATP (Religion dAmour eT de Paix)
Identity Attack0.19100772
Insult0.15627414
Profanity0.025907494
Threat0.006162008
Severe Toxicity0.020257099
Low Tox 0.20839658 Moderate Con 0.322 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thank God. As an American in Québec who is fluent in French, these kind of policies were turning this unique province into another boring and culture-less Ontario. Adios and au revoir. Québec needs to entirely …
Thank God. As an American in Québec who is fluent in French, these kind of policies were turning this unique province into another boring and culture-less Ontario. Adios and au revoir. Québec needs to entirely focus on francophone immigration. MOST of these « English speakers » in the « important » industries he is talking about are NOT native English speakers. Go somewhere else where French has not existed for the past 400 years if you do not speak French. Not just immigration fatigue but globalization fatigue.
Identity Attack0.10221587
Insult0.09270445
Profanity0.020646973
Threat0.006815769
Severe Toxicity0.0044059753
Low Tox 0.1883923 Constructive 0.616
Nov 23, 2025 29 likes Quebec Ends Economic Immigration Program …
And when Québec says : no cop/judge shall wear religious signs while in uniform ? ( law 21 ) Brampton mayor calls us racist and furthur more , he will use Brampton's tax money to …
And when Québec says : no cop/judge shall wear religious signs while in uniform ? ( law 21 ) Brampton mayor calls us racist and furthur more , he will use Brampton's tax money to fight a law that is only valid in Québec ! ( can someone tell Mr Brown that Brampton is not in Québec ? )
Identity Attack0.06749674
Insult0.06984934
Profanity0.010996987
Threat0.0067898775
Severe Toxicity0.002746582
Low Tox 0.16043124 Moderate Con 0.464
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they …
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they were in a program who said that come to Canada and you will have citizenship if you adapt to our country. We change the rules in middle of the program!!! Those people left everything to come to our country! It's an honor for us that they choose to come here. We need people for specific jobs and send them back??? That is looking like Trump manner!!! We should be angry and ashame of the way liberal treat those people!!! We live in a really crual world! Where are our humanity and empathy??? There is a lot of good people who come here to have a good life and be good citizens. I met an young woman from Ukraine and I said to her: I love Ukraine! She jump in my arms and put her head in my shoulder!!! That is a moment I will never forget...
Identity Attack0.058856625
Insult0.061626412
Profanity0.017777596
Threat0.007624879
Severe Toxicity0.004081726
Low Tox 0.1460314 Constructive 0.792 Moral_Argument
Jan 1, 2026 Deportations From Canada at Their …
Good I live in Québec and they don’t speak English so they can’t come here 😛
Good I live in Québec and they don’t speak English so they can’t come here 😛
Identity Attack0.10221587
Insult0.032799274
Profanity0.014976538
Threat0.006815769
Severe Toxicity0.0029754639
Low Tox 0.12867521 Moderate Con 0.369 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Québec. French people. Bill 101. French Civil Code legal system. No burqas permitted. Québec City has final say on all immigration to Québec, not Ottawa.
Québec. French people. Bill 101. French Civil Code legal system. No burqas permitted. Québec City has final say on all immigration to Québec, not Ottawa.
Identity Attack0.09576365
Insult0.021868404
Profanity0.012414595
Threat0.006763986
Severe Toxicity0.0029754639
Low Tox 0.10002319 Moderate Con 0.315 Comparative_Framing
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Remember, most of us here in Canada are immigrants… I work a lot in Native towns throughout Québec and realized that they were here for thousands of years. Are we just scared ?
Remember, most of us here in Canada are immigrants… I work a lot in Native towns throughout Québec and realized that they were here for thousands of years. Are we just scared ?
Identity Attack0.036620867
Insult0.017088935
Profanity0.011782649
Threat0.006576272
Severe Toxicity0.0013923645
Low Tox 0.05230548 Constructive 0.686 Moral_Argument
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Well done Quebec! Vive le Québec vital et libre. Our country has sold us out our political class has completely betrayed us. It's time to restore ourselves as masters of our own destiny in this …
Well done Quebec! Vive le Québec vital et libre. Our country has sold us out our political class has completely betrayed us. It's time to restore ourselves as masters of our own destiny in this beautiful land of ours. Je suis très hureux d'entendre ces actualites de ca. Bon travail mes amis! Amour de tes frères à l'Alberta! Laissons nous créer un avenir nous aurons fierté dans nos mêmes encores. Excuse mon français mauvais j'ai besoin plus pratiquer. Je suis si content. Vous m'avez donné espoirs pour l'avenir de nos pays! 😭😭🥰🥰
Identity Attack0.0073255757
Insult0.028502205
Profanity0.017777596
Threat0.007029374
Severe Toxicity0.0020313263
Low Tox 0.049336795 Constructive 0.712
Nov 24, 2025 Quebec Ends Economic Immigration Program …
There are a lot of issues around immigration. Firstly, the IRCC filters receiving low skilled people, second most of them are located on main cities and provinces, most of the country is empty and finally …
There are a lot of issues around immigration. Firstly, the IRCC filters receiving low skilled people, second most of them are located on main cities and provinces, most of the country is empty and finally if you are gonna keep your traditions here, do it inside your four walls. I begin to understand why Québec is willing to be independent.
Identity Attack0.01857083
Insult0.019741343
Profanity0.010194245
Threat0.0062332097
Severe Toxicity0.0010919571
Low Tox 0.046120718 Constructive 0.68 Policy_Critique
Sep 6, 2025 2 likes Why Canadians Are Turning Against …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in the very short term, but it will need to deal with mass unemployment in 3 years from now, being very optimistic. Immigration in the AI era needs to be rethought. Being an immigrant myself, I advocate for skilled immigration, but we are on the brink of a social disruption. It's time to take it slow.
Identity Attack0.013546381
Insult0.017872108
Profanity0.011253181
Threat0.0076507707
Severe Toxicity0.0012207031
Low Tox 0.038991302 Constructive 0.75
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Québec realized too much is too much.
Québec realized too much is too much.
Identity Attack0.0050687063
Insult0.012072904
Profanity0.009587918
Threat0.0059516393
Severe Toxicity0.0008010864
Low Tox 0.019603057 Low Con 0.212
Nov 23, 2025 2 likes Quebec Ends Economic Immigration Program …
We can boycott american product cut hydro Québec elictricity
We can boycott american product cut hydro Québec elictricity
Identity Attack0.0019406565
Insult0.00094671757
Profanity0.00023597376
Threat0.003291554
Severe Toxicity0.000015412026
Low Tox 0.01725521 Call_To_Action
Dec 8, 2025 1 likes
📊 Québec Immigration – Top Countries (Recent %) ┌───────────────┬──────────────┐ │ Country │ Ratio (%) │ ├───────────────┼──────────────┤ │ France │ 14.7% │ │ Cameroon │ 8.3% │ │ China │ 8.6% │ │ Algeria │ 5.6% …
📊 Québec Immigration – Top Countries (Recent %) ┌───────────────┬──────────────┐ │ Country │ Ratio (%) │ ├───────────────┼──────────────┤ │ France │ 14.7% │ │ Cameroon │ 8.3% │ │ China │ 8.6% │ │ Algeria │ 5.6% │ │ Tunisia │ 5.0% │ │ Morocco │ 4.9% │ │ Haiti │ 4.4% │ │ India │ 2.6% │ │ Others │ 45.9% │ └───────────────┴──────────────┘
Identity Attack0.007547563
Insult0.007968879
Profanity0.012346277
Threat0.0062267366
Severe Toxicity0.0011730194
Low Tox 0.01225191 Moderate Con 0.365 Meta_Commentary
Nov 21, 2025 Quebec Ends Economic Immigration Program …
From Québec 🤣🤣🤣🤣🤣🤣🤣
From Québec 🤣🤣🤣🤣🤣🤣🤣
Identity Attack0.002210622
Insult0.011008898
Profanity0.0118338885
Threat0.005353707
Severe Toxicity0.000910759
Low Tox 0.012063419 Moderate Con 0.32 Humor_Satire
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
That’s why we have bill 21 in Québec.
That’s why we have bill 21 in Québec.
Identity Attack0.0020256327
Insult0.006344369
Profanity0.009365883
Threat0.006259101
Severe Toxicity0.00056266785
Low Tox 0.00713124 Moderate Con 0.306
Sep 9, 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.