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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 214 of 1230
These khalistanis will destroy your country
These khalistanis will destroy your country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.24928534
Profanity0.21348765
Threat0.34804323
Severe Toxicity0.03590374
Moderate 0.47119883 Low Con 0.209 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
kick them away
kick them away
Inside Canada's Indian Metropolis (Brampton) · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.05794714
Insult0.0836065
Profanity0.18786818
Threat0.56065804
Severe Toxicity0.037697118
Moderate 0.47119883 Moderate Con 0.301 Threat
Sep 21, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.47787863
Profanity0.082581155
Threat0.008815889
Severe Toxicity0.349738
Moderate 0.47119883 Moderate Con 0.427 Identity Attack Identity_Assertion
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Out of so many people those degenerate glorified thieves (“people in AI”) are your concern? Are tou joking? You can easily replace them with AI or if not hire these types remotely overseas much cheaper. …
Out of so many people those degenerate glorified thieves (“people in AI”) are your concern? Are tou joking? You can easily replace them with AI or if not hire these types remotely overseas much cheaper. What a joke. Im not interested in immigration stuff but I am happy this law passed since it gives some justice to these vile people.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.120924085
Insult0.5130944
Profanity0.10023434
Threat0.011974656
Severe Toxicity0.01806218
Moderate 0.47119883 Moderate Con 0.456 Insult Moral_Argument
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.46327567
Profanity0.10301965
Threat0.009799767
Severe Toxicity0.02258113
Moderate 0.47119883 Low Con 0.177 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words …
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words have been used so much that they no longer hold the power They used to. Let them call us what they want. It is time for us to take our country back and make it clear that this crappy behavior will NEVER BE OK. 🤬
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39334553
Insult0.48627716
Profanity0.22105443
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.517 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
СОБАКИ РЕШИЛИ ЗАНЯТЬ ДОМА БЕЛЫХ ЛЮДЕЙ............
СОБАКИ РЕШИЛИ ЗАНЯТЬ ДОМА БЕЛЫХ ЛЮДЕЙ............
Inside Canada's Indian Metropolis (Brampton) · 55: Cluster #54
Close reading → Video sentiment →
Identity Attack0.46050715
Insult0.47384647
Profanity0.26586622
Threat0.011405042
Severe Toxicity0.18538254
Moderate 0.47119883 Low Con 0.19
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
ppl doing fraud in canada ?! Wtf where. I never see it. Lmao 😂😂😂😂😂😂😂😂
ppl doing fraud in canada ?! Wtf where. I never see it. Lmao 😂😂😂😂😂😂😂😂
IRCC Names India in Study Permit Fraud | … · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.25140062
Insult0.3388922
Profanity0.42019588
Threat0.010343489
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.327
Oct 2, 2025 1 likes IRCC Names India in Study …
I agree with the bike guy better indians then africans.
I agree with the bike guy better indians then africans.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.3126888
Profanity0.17473823
Threat0.014566151
Severe Toxicity0.02425631
Moderate 0.47119883 Moderate Con 0.412 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Kick them out every single one of them
Kick them out every single one of them
Inside Canada's Indian Metropolis (Brampton) · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.089145996
Insult0.10440776
Profanity0.17566866
Threat0.54744303
Severe Toxicity0.031420294
Moderate 0.47119883 Low Con 0.236 Threat Call_To_Action
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
THESE PEOPLE REPRODUCE FASTER THAN RABBITS ON A FARM
THESE PEOPLE REPRODUCE FASTER THAN RABBITS ON A FARM
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.24293575
Insult0.4339631
Profanity0.2298641
Threat0.026652548
Severe Toxicity0.052940834
Moderate 0.47119883 Low Con 0.145 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Insurance fraud, mortgage fraud, license fraud, education fraud, business fraud. Scams galore. Not every indian but always an indian.
Insurance fraud, mortgage fraud, license fraud, education fraud, business fraud. Scams galore. Not every indian but always an indian.
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.42167732
Profanity0.1184936
Threat0.015429466
Severe Toxicity0.02449106
Moderate 0.47119883 Low Con 0.221 Identity Attack Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Okay yall hate indians so much yeah? I wish the muslims on you , the beautiful Rp gangs of Bangladesh and pakistan would be better for canada 😂😂
Okay yall hate indians so much yeah? I wish the muslims on you , the beautiful Rp gangs of Bangladesh and pakistan would be better for canada 😂😂
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.29855028
Profanity0.11354194
Threat0.028206514
Severe Toxicity0.023106033
Moderate 0.47119883 Low Con 0.231 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
And they are only taking immigrants in our Military First right now!??? My son tried to join the CF he is educated and a pro fighter! they told him sorry , we will put you …
And they are only taking immigrants in our Military First right now!??? My son tried to join the CF he is educated and a pro fighter! they told him sorry , we will put you on a waiting list because they are taking immigrants first! WTF!??? WEF Agenda!
Why Canadians Are Turning Against Immigrants. · 138: Cluster #137
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.35016364
Profanity0.41194582
Threat0.028206514
Severe Toxicity0.023082556
Moderate 0.47119883 Constructive 0.607 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
I don't like the fact that im becoming racist..look wats happening to our country!,this is not the Canada i happily grew up in..im not the proud Canadian i used to be..our country is in ruins!!,getting …
I don't like the fact that im becoming racist..look wats happening to our country!,this is not the Canada i happily grew up in..im not the proud Canadian i used to be..our country is in ruins!!,getting worse by the day..lets house and feed our own people before these immigrants, hire Canadians first!!..DEPORT DEPORT DEPORT 😢😮
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5051593
Insult0.36798462
Profanity0.0569429
Threat0.02492592
Severe Toxicity0.02378681
Moderate 0.47119883 Constructive 0.541 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.29855028
Profanity0.25824076
Threat0.017328756
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.313 Identity Attack Humor_Satire
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them being homeless is slim to none. Instead of bagging them, learn from them and get the pipes out your mouths
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.48228607
Profanity0.30866358
Threat0.06432246
Severe Toxicity0.023176458
Moderate 0.47119883 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.24928534
Profanity0.06345607
Threat0.13414288
Severe Toxicity0.023880709
Moderate 0.47119883 Moderate Con 0.396 Identity Attack Fear_Threat
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would never take that kind of risk. BISH BOY! What you thought he would do to you, I will literally do to him. I will be calling him and he will be longer in a few days. Cold case!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.47787863
Profanity0.29209393
Threat0.13178273
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.356 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Scammers scammers scammers
Scammers scammers scammers
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.034558404
Insult0.48569724
Profanity0.3033754
Threat0.01187109
Severe Toxicity0.02406851
Moderate 0.47119883 Moderate Con 0.33 Unverified_Claim
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
DEPORT THEM ALL!!!
DEPORT THEM ALL!!!
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.2435641
Profanity0.09001675
Threat0.34804323
Severe Toxicity0.02444411
Moderate 0.47119883 Low Con 0.186 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Good to see hard working Indian People……running Canadian Economy…. Not like lazy Canadian😂…. They are paying way more taxes …
Good to see hard working Indian People……running Canadian Economy…. Not like lazy Canadian😂…. They are paying way more taxes …
Inside Canada's Indian Metropolis (Brampton) · 179: Cluster #178
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.4810288
Profanity0.04592061
Threat0.007301235
Severe Toxicity0.017158391
Moderate 0.47119883 Moderate Con 0.324
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Like multiple like rats.
Like multiple like rats.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.047190998
Insult0.5130944
Profanity0.2258264
Threat0.010058682
Severe Toxicity0.019998873
Moderate 0.47119883 Moderate Con 0.303 Insult Fear_Threat
Aug 30, 2025 2 likes Why Canadians Are Turning Against …
These Liberal nuts who complain will still vote Liberals
These Liberal nuts who complain will still vote Liberals
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.24970764
Insult0.5130944
Profanity0.2317999
Threat0.0116639575
Severe Toxicity0.021419114
Moderate 0.47119883 Low Con 0.211 Insult
Aug 25, 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.