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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 #}

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Active: "There was no fall of …" 108 comments · Page 4 of 5
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the …
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the decreasing sense of belonging is what does it. If we don't change course soon, we're done. Rome is falling.
Identity Attack0.06340405
Insult0.034011267
Profanity0.017231047
Threat0.0077802283
Severe Toxicity0.0028800964
Low Tox 0.112333365 Constructive 0.628 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
There was no fall of Canada's immigration system ...there was a purposeful change to allow unqualified / unvetted individuals into Canada ...
There was no fall of Canada's immigration system ...there was a purposeful change to allow unqualified / unvetted individuals into Canada ...
Identity Attack0.035847444
Insult0.04383647
Profanity0.010108846
Threat0.006084333
Severe Toxicity0.0016880035
Low Tox 0.10522962 Low Con 0.299 Policy_Critique
Feb 17, 2026 10 likes LILLEY UNLEASHED: The fall of …
The funny part is that any of you think somethings going to change. We’re on a not so slow descent into the destruction of the country and nothings going to change that, the powers that …
The funny part is that any of you think somethings going to change. We’re on a not so slow descent into the destruction of the country and nothings going to change that, the powers that be want the west to fall too much
Identity Attack0.019073274
Insult0.02708937
Profanity0.02392626
Threat0.012596053
Severe Toxicity0.0025177002
Low Tox 0.103494145 Low Con 0.131
Oct 6, 2025 IRCC Names India in Study …
Never rent a motel room in Niagra Falls, Canada.
Never rent a motel room in Niagra Falls, Canada.
Identity Attack0.053399716
Insult0.028832749
Profanity0.016035475
Threat0.0076637166
Severe Toxicity0.0029945374
Low Tox 0.103060275 Low Con 0.161 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
The west is falling!😢
The west is falling!😢
Identity Attack0.026408968
Insult0.026058068
Profanity0.01982715
Threat0.009307829
Severe Toxicity0.002784729
Low Tox 0.102626406 Low Con 0.244 Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
The Fall of Canada: Immigration, Military, Foreign affairs, Economy, Justice, Industry, Agriculture, Transportation, Nothing works in Canada.
The Fall of Canada: Immigration, Military, Foreign affairs, Economy, Justice, Industry, Agriculture, Transportation, Nothing works in Canada.
Identity Attack0.05612817
Insult0.027476108
Profanity0.009784333
Threat0.0067445673
Severe Toxicity0.002374649
Low Tox 0.09872158 Low Con 0.088 Fear_Threat
Feb 17, 2026 232 likes LILLEY UNLEASHED: The fall of …
It will all fail; they are on a free fall.
It will all fail; they are on a free fall.
Identity Attack0.0037922803
Insult0.022706337
Profanity0.018324144
Threat0.019746035
Severe Toxicity0.0023841858
Low Tox 0.09481675 Low Con 0.129
Jan 17, 2026 Canada’s new rules in 2026
Cyclist doesn’t realise he’s actually falling for propaganda
Cyclist doesn’t realise he’s actually falling for propaganda
Identity Attack0.012240025
Insult0.0314771
Profanity0.015113175
Threat0.0068416605
Severe Toxicity0.0015640259
Low Tox 0.08953904 Low Con 0.142 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The Collapse of Canada You see The Bible does state that the FALL OF NATIONS is Coming meaning Canada, US, Britain etc. and when you check it's happening!
The Collapse of Canada You see The Bible does state that the FALL OF NATIONS is Coming meaning Canada, US, Britain etc. and when you check it's happening!
Identity Attack0.036105253
Insult0.0233509
Profanity0.01261955
Threat0.008712323
Severe Toxicity0.0029563904
Low Tox 0.08795626 Low Con 0.289 Unverified_Claim
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
Sad to think that western world is falling
Sad to think that western world is falling
Identity Attack0.029917859
Insult0.019419061
Profanity0.021740068
Threat0.008712323
Severe Toxicity0.0024414062
Low Tox 0.081625134 Low Con 0.248 Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
The Fall of Western civilization started decades ago 😢.
The Fall of Western civilization started decades ago 😢.
Identity Attack0.028418748
Insult0.019741343
Profanity0.016957775
Threat0.0089712385
Severe Toxicity0.0027656555
Low Tox 0.08083374 Low Con 0.193 Fear_Threat
Sep 30, 2025 IRCC Names India in Study …
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of …
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of here we were literally 8k votes off in close ridings to win a conservative minority with how the polls are 41% conservative vs 39% lieberals that would be 172 seats for the conservative just barely a majority and carney is falling just as fast as trudope.
Identity Attack0.0076215584
Insult0.033901088
Profanity0.017367685
Threat0.006815769
Severe Toxicity0.0015544891
Low Tox 0.07845957 Constructive 0.525
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
This is fall of Canada under Carney Trudeau liberals
This is fall of Canada under Carney Trudeau liberals
Identity Attack0.01857083
Insult0.032138187
Profanity0.011526455
Threat0.006602164
Severe Toxicity0.0015640259
Low Tox 0.07845957 Low Con 0.157 Policy_Critique
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation …
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation completely. There needed to be people brought in to build, plant and develop the country at that time. We are no longer in need of mass migration as we already have a developed country. I wonder how many of the liberals would change their positions if the policy was, if you want a new migrant to come into Canada you have to pay for them out of your own paycheques and if you don't want a new migrant you don't have to pay. Pretty sure, very few people would want to pay when it is put that way but we are ALL forced to pay to cover that tab.
Identity Attack0.036105253
Insult0.028171662
Profanity0.013166099
Threat0.006763986
Severe Toxicity0.0016498566
Low Tox 0.07054565 Constructive 0.734 Policy_Critique
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
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 don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
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 …
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada …
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada since then
Identity Attack0.031464707
Insult0.014884921
Profanity0.011184863
Threat0.0062526283
Severe Toxicity0.0013446808
Low Tox 0.04240986 Constructive 0.51 Personal_Narrative
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Tyler come to Niagara Falls
Tyler come to Niagara Falls
Identity Attack0.008398513
Insult0.014504919
Profanity0.020783609
Threat0.011094344
Severe Toxicity0.0026130676
Low Tox 0.0414203 Moderate Con 0.382 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
While the economy falters due to a lack of competition and innovation, corruption grows and income inequality explodes, it's so easy to find an enemy that diverts the focus of the discussion and can lead …
While the economy falters due to a lack of competition and innovation, corruption grows and income inequality explodes, it's so easy to find an enemy that diverts the focus of the discussion and can lead a society to ruin. If this story seemed to belong to the past, we must look at it critically so as not to fall into this trap.
Identity Attack0.0031263188
Insult0.019225692
Profanity0.01127026
Threat0.0074824756
Severe Toxicity0.0008583069
Low Tox 0.038991302 Constructive 0.644
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Identity Attack0.006770608
Insult0.013668913
Profanity0.0118680475
Threat0.010110466
Severe Toxicity0.0013065338
Low Tox 0.037577134 Low Con 0.252 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …

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.