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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 198 of 1230
The old ladies in the temple are the worst bunch 😅
The old ladies in the temple are the worst bunch 😅
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.44802538
Profanity0.2258264
Threat0.012803185
Severe Toxicity0.023076924
Moderate 0.48141238 Moderate Con 0.319 Humor_Satire
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
That fella acting like r**e isnt also apart of the Indian community
That fella acting like r**e isnt also apart of the Indian community
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36273825
Insult0.4339631
Profanity0.45190978
Threat0.010369381
Severe Toxicity0.08332442
Moderate 0.48021027 Moderate Con 0.303 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
This a human plague.!!! They are infecting the whole world.
This a human plague.!!! They are infecting the whole world.
Inside Canada's Indian Metropolis (Brampton) · 164: Cluster #163
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.42167732
Profanity0.21024476
Threat0.033386398
Severe Toxicity0.023880709
Moderate 0.48021027 Low Con 0.213 Fear_Threat
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Im Canadian. Its hard not to lose hope. How the crap did our countrymen reelect Tredeau so he could destroy our communities?
Im Canadian. Its hard not to lose hope. How the crap did our countrymen reelect Tredeau so he could destroy our communities?
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.46625584
Profanity0.4163752
Threat0.027343199
Severe Toxicity0.023076924
Moderate 0.48021027 Constructive 0.522
Sep 18, 2025 110 likes Inside Canada's Indian Metropolis (Brampton)
If you break the idol Hanuman it breaks how can it help you 😂😂😂 false god
If you break the idol Hanuman it breaks how can it help you 😂😂😂 false god
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.4196762
Profanity0.27139977
Threat0.13768311
Severe Toxicity0.16960317
Moderate 0.48021027 Low Con 0.141
Jan 27, 2026 Inside Canada's Indian Invasion...
All these Indians need to.stay home and fix their own country
All these Indians need to.stay home and fix their own country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.34314156
Profanity0.14578357
Threat0.058180105
Severe Toxicity0.112294696
Moderate 0.48021027 Low Con 0.181 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of dollars to the economy. If they were all "not working" like that bald guy said, the city wouldn't be as productive or be as rich or as sprawling. Is it too much immigration all at the same time, yeah but locals would have problem with non-white people even if there was litte immigration. Stop the immigration numbers and disgruntled whites would still have an issue with Brampton despite majority white cities the same size as Brampton not being as productive, rapidly facing demographic and economic decline. Majority of the accusations the white people made, were not even proven in the video. I mean ok I guess.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.40878695
Threat0.033386398
Severe Toxicity0.044870634
Moderate 0.48021027 Constructive 0.743 Moral_Argument
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.3493834
Profanity0.22562476
Threat0.020954676
Severe Toxicity0.030523606
Moderate 0.48021027 Low Con 0.281 Meta_Commentary
Feb 11, 2026 6 likes Inside Canada's Indian Invasion...
is there even a normal person living in canada anymore? they all seem to be off. even the whites, mybe thats why they imported millions of hindus which are fundementally not compatible with christianity into …
is there even a normal person living in canada anymore? they all seem to be off. even the whites, mybe thats why they imported millions of hindus which are fundementally not compatible with christianity into their country. I mean the inbred who was talking about africans having low iq and not liking muslims is just hilarious.
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.42881694
Profanity0.13873272
Threat0.012285355
Severe Toxicity0.023599008
Moderate 0.48021027 Moderate Con 0.352 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
That's what india do they monopolize the country to be Indian also the employment they monopolize all the job from janitor to managerial position that's what ived seen and experience also in middle east. They …
That's what india do they monopolize the country to be Indian also the employment they monopolize all the job from janitor to managerial position that's what ived seen and experience also in middle east. They monopololized if the Indian become manager on the job the try to kick your ass out of your job to replaced Indian national
Inside Canada's Indian Metropolis (Brampton) · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.43256098
Insult0.36798462
Profanity0.46460027
Threat0.1319513
Severe Toxicity0.072789766
Moderate 0.48021027 Constructive 0.588
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
It's not just indians. Black, latinos, and chinese These four should just stay in their own nations
It's not just indians. Black, latinos, and chinese These four should just stay in their own nations
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.34392178
Profanity0.17287734
Threat0.035458352
Severe Toxicity0.02604016
Moderate 0.48021027 Low Con 0.195 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Old Father Brampton 😂 Totally Indian! No offence Drivers are not too bad as on Turkye streets. All who says it’s awful to drive in Brampton mostly those crazy drivers 😂
Old Father Brampton 😂 Totally Indian! No offence Drivers are not too bad as on Turkye streets. All who says it’s awful to drive in Brampton mostly those crazy drivers 😂
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.4482637
Insult0.48484445
Profanity0.22542313
Threat0.012440704
Severe Toxicity0.023176458
Moderate 0.48021027 Constructive 0.547 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Carney is a criminal.
Carney is a criminal.
New rules, regulations take effect across Canada · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.038167715
Insult0.5678696
Profanity0.14313951
Threat0.011741633
Severe Toxicity0.015609037
Moderate 0.48021027 Low Con 0.146 Insult
Jan 5, 2026 2 likes New rules, regulations take effect …
usa, canada, australia: open your eyes and kick the garbage out.
usa, canada, australia: open your eyes and kick the garbage out.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.24801466
Insult0.4339631
Profanity0.114160895
Threat0.4738685
Severe Toxicity0.023076924
Moderate 0.48021027 Low Con 0.12 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you are white, you are still an immigrant. Who cares when you got here...they all have been ruining this beautiful place since colonization. Theyve been here for a few generations so they think they …
If you are white, you are still an immigrant. Who cares when you got here...they all have been ruining this beautiful place since colonization. Theyve been here for a few generations so they think they didnt do the same thing.
Why Canadians Are Turning Against Immigrants. · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.36798462
Profanity0.17613389
Threat0.014048163
Severe Toxicity0.024866661
Moderate 0.48021027 Moderate Con 0.434 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before …
So when the guy said "today 1 in 4 people in Canada is immigrant" LOL 100% of people in Canada are immigrants there aren't much Native people left. So if anyone thinks they came before so they have the right? That's bullshit. Problem isn't immigration, problem is illegal immigration. People coming and not contributing to the growth. that's the problem. But Old European migrants thinking that it;s their ancestors land is also a problem. Fix that too.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3780483
Insult0.40243408
Profanity0.46460027
Threat0.010783645
Severe Toxicity0.023645958
Moderate 0.48021027 Constructive 0.529
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Black people are taking over the world now
Black people are taking over the world now
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.34032786
Profanity0.22429734
Threat0.013321015
Severe Toxicity0.02430326
Moderate 0.48021027 Low Con 0.235 Identity Attack Identity_Assertion
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Pretty disgusting.
Pretty disgusting.
Inside Canada's Indian Metropolis (Brampton) · 341: Cluster #340
Close reading → Video sentiment →
Identity Attack0.011987305
Insult0.5130944
Profanity0.16450337
Threat0.008220384
Severe Toxicity0.012574885
Moderate 0.48021027 Low Con 0.295 Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know …
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know how incapable and lazy the locals are at the work and there these Indians are living with all the money they've hard earned and settling there been a problem for the locals. In the same case, think how it feels in India where the western missionaries dumping the food and groceries to convert as many as Indians into the christianity 🤐 and breaching our culture and tradition. First the westerns try to change your mindset and then start judging other country people. May be that is why you people always called as double standards citizens LOL 😄
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5130944
Profanity0.15459715
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.48021027 Moderate Con 0.457 Insult Moral_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
Absolutely disgusting These people have destroyed Canada
Absolutely disgusting These people have destroyed Canada
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.1064171
Insult0.50440645
Profanity0.09486605
Threat0.03304107
Severe Toxicity0.019224197
Moderate 0.48021027 Low Con 0.277 Insult
Oct 18, 2025 40 likes Inside Canada's Indian Metropolis (Brampton)
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F …
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F india.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.33675182
Insult0.3388922
Profanity0.46460027
Threat0.0104988385
Severe Toxicity0.028730227
Moderate 0.48021027 Moderate Con 0.402 Identity_Assertion
Dec 16, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Indian fraud students should be removed immediately from Canada. All Indian own businesses should be investigated for illegally working Indian students.
Indian fraud students should be removed immediately from Canada. All Indian own businesses should be investigated for illegally working Indian students.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.5689151
Insult0.3682569
Profanity0.0838743
Threat0.13815513
Severe Toxicity0.02444411
Moderate 0.48021027 Low Con 0.172 Identity Attack
Sep 29, 2025 IRCC Names India in Study …
Indo canadian restaurant franchise owners bring in illegals , register their own family members as workers then force the illegals to work for free for long hours while the owners keep their earnings while telling …
Indo canadian restaurant franchise owners bring in illegals , register their own family members as workers then force the illegals to work for free for long hours while the owners keep their earnings while telling them i pay for your lodging your food your clothes for work and your job so you get nothing untill you pay me what i say you owe me. Really disgusting people why are they allowed in this country or to be political leaders or legislators!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38200524
Insult0.5130944
Profanity0.07449899
Threat0.009644418
Severe Toxicity0.021419114
Moderate 0.48021027 Constructive 0.512 Insult Unverified_Claim
Oct 2, 2025 2 likes IRCC Names India in Study …
Canada now is defferent, in our place here garbage everywhere, respect is gone, crimes increase.
Canada now is defferent, in our place here garbage everywhere, respect is gone, crimes increase.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26663736
Insult0.5130944
Profanity0.114160895
Threat0.0070164283
Severe Toxicity0.016512826
Moderate 0.48021027 Low Con 0.293 Insult Fear_Threat
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human …
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human trafficking ….. not to mention there behaviour is mostly appalling and third world behaviour and there bringing it to a first world country acting like annimals … and they wonder why no one likes them or there behaviour …. not to mention all so there lack of hygiene is appalling ( would it kill them to wash properly and use a stick of deodorant becausebo and curry is the worse most disgusting thing u can smell like yuck ) as well like there’s so many issues india and the middle eastern need to adress before migrating its awful … i won’t go near brampton or the gta because of it thoughs city’s went to hell… all so some of these groups of o got banned from there own countries what does that tell you about them as well
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.47357693
Profanity0.41436642
Threat0.016120117
Severe Toxicity0.024772761
Moderate 0.48021027 Constructive 0.522
Aug 27, 2025 Why Canadians Are Turning Against …
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.