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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
Active: Tox: 0.5 – 1 4,704 comments · Page 150 of 189
To the racist man who said he hates all africans. Not all african are dumb. 8:18
To the racist man who said he hates all africans. Not all african are dumb. 8:18
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.49151286
Profanity0.36230123
Threat0.018882722
Severe Toxicity0.02383376
Moderate 0.5559701 Low Con 0.255 Identity Attack Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Indians are number one in corruption
Indians are number one in corruption
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.46476576
Profanity0.22105443
Threat0.015774792
Severe Toxicity0.16960317
Moderate 0.5559701 Low Con 0.203 Identity Attack
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak …
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak Russian So I'm not against immigration People saying they can't find work just aren't willing to look around in my city I can think of 10 plus company's hiring but it's construction but immigrants look down on it as it was low paying not respected etc back home Prime example is central america
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.4302003
Profanity0.5188411
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.5559701 Constructive 0.797 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Inside Canada's Indian Invasion... · 247: Cluster #246
Close reading → Discourse → Video sentiment →
Identity Attack0.5051593
Insult0.5543018
Profanity0.22105443
Threat0.020264024
Severe Toxicity0.05832097
Moderate 0.5559701 Low Con 0.205 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and …
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and see what they did with punjab..most of youths are drug addict there and rest of the addicts are living in canada where their government is openly supporting these crooks
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.5739874
Profanity0.15195307
Threat0.016810767
Severe Toxicity0.02378681
Moderate 0.5559701 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
I ❤️Hindu. I ❤️ Bharat Christian Chirches did bad to Native Canadians. They killed Native Children and converted their children. 😡
I ❤️Hindu. I ❤️ Bharat Christian Chirches did bad to Native Canadians. They killed Native Children and converted their children. 😡
Inside Canada's Indian Invasion... · 336: Cluster #335
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.37960073
Profanity0.17926037
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.48 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
'Its like home' its not fucking supposed to be. Thats our problem. Our home is not supposed to be like your 'home' you left from. If thats how you feel you should just go back …
'Its like home' its not fucking supposed to be. Thats our problem. Our home is not supposed to be like your 'home' you left from. If thats how you feel you should just go back 'home'. Edit: I have no issue with immigration, immigrants, or other cultures. I hate the abuse of the system, and lack of humility when given a better opportunity.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.3486032
Profanity0.6001929
Threat0.013010317
Severe Toxicity0.08859174
Moderate 0.5559701 Constructive 0.637 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
At least no Africans I prefer all Indians they at least One of us
At least no Africans I prefer all Indians they at least One of us
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.3388922
Profanity0.21024476
Threat0.047835086
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.343 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.48627716
Profanity0.12286829
Threat0.013113883
Severe Toxicity0.042180564
Moderate 0.5559701 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Koose phuddiaale khalistani
Koose phuddiaale khalistani
Inside Canada's Indian Invasion... · 154: Cluster #153
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.57566804
Profanity0.46460027
Threat0.34804323
Severe Toxicity0.45895407
Moderate 0.5559701 Low Con 0.181 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
i rather live with dem indians than the mexicans and Somalis. some on dem indians females are hot, and i'll eat they ahh.
i rather live with dem indians than the mexicans and Somalis. some on dem indians females are hot, and i'll eat they ahh.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.37052566
Profanity0.39842105
Threat0.13853464
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.393 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
UT is a big BS..they need to go back to India..they are Fake!!
UT is a big BS..they need to go back to India..they are Fake!!
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.50515443
Insult0.5130944
Profanity0.33453682
Threat0.045895394
Severe Toxicity0.16760159
Moderate 0.5559701 Low Con 0.153 Identity Attack Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking …
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking Self Urine अथर्ववेद संहिता भाग-१ काण्ड-६ सूक्त-४४ - रोगनाशन सूक्त१४२७. रुद्रस्य मूत्रमस्यमृतस्य नाभिः । विषाणका नाम वा असि पितॄणां मूलादुत्थिता वातीकृतनाशनी ॥३ ॥ रुद्र का मूत्र अमृतरूप रस है एवं यह विषाणका नामक ओषधि है। इनके विशेष यौगिक प्रयोग से आनुवंशिक 'वात रोग' भी अपने मूल कारण सहित नष्ट हो जाते हैं ॥३ ॥ [ १० रुद्राक्ष से उत्सर्जित द्रव (तेल), यह विशेष विधियों से निकाला जाता है। २- मेघ का उत्सर्जी द्रव अर्थात् वृष्टि आन। यहाँ जल विकित्सा और शिवाम्यु-चिकित्सा अर्थात् पुत्र-विकित्सा की ओर संकेत मिलता है।।
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.54471385
Profanity0.41031027
Threat0.3485223
Severe Toxicity0.6130557
Moderate 0.5559701 Moderate Con 0.399 Identity Attack Insult Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
oh OH ! we fuk'd
oh OH ! we fuk'd
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00880549
Insult0.19734058
Profanity0.78491896
Threat0.0083886795
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.348 Humor_Satire
Feb 5, 2026 Inside Canada's Indian Invasion...
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
To all whites : all u can do is cry on internet alll day😅😅😅 can't revert anything 😂😂😂😂😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.36193377
Profanity0.2453505
Threat0.079364374
Severe Toxicity0.15706694
Moderate 0.5559701 Low Con 0.19 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Get your racist BS outta here.
Get your racist BS outta here.
Inside Canada's Indian Metropolis (Brampton) · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.2831485
Insult0.5208188
Profanity0.3033754
Threat0.01254427
Severe Toxicity0.02453801
Moderate 0.5559701 Low Con 0.144 Insult
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The guy in the safety vest is usually clueless, entitled, prejudiced, and just trash. He looks up everything on Google and actually thinks he knows what he's talking about, which is infuriating.
The guy in the safety vest is usually clueless, entitled, prejudiced, and just trash. He looks up everything on Google and actually thinks he knows what he's talking about, which is infuriating.
Inside Canada's Indian Invasion... · 183: Cluster #182
Close reading → Discourse → Video sentiment →
Identity Attack0.026207991
Insult0.62169385
Profanity0.21132572
Threat0.008272167
Severe Toxicity0.017997624
Moderate 0.5559701 Moderate Con 0.309 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to …
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to say “new immigrants “ are bad..
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.54525656
Profanity0.21456863
Threat0.009696201
Severe Toxicity0.02373986
Moderate 0.5559701 Moderate Con 0.372 Identity Attack Insult
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s about damn time someone made a video about this 🎉
It’s about damn time someone made a video about this 🎉
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.025203101
Insult0.17486192
Profanity0.57236236
Threat0.018882722
Severe Toxicity0.052044146
Moderate 0.5559701 Low Con 0.272 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without …
11:07 this dude is vommiting just hate , and I will not be surprised, he is not even Sikh . If you will talk to divide & break india , you will be suppressed without any doubt.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36942887
Insult0.45758462
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.15443328
Moderate 0.5559701 Moderate Con 0.333 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Curse Vishnu
Curse Vishnu
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.5208188
Profanity0.44249827
Threat0.5356442
Severe Toxicity0.45895407
Moderate 0.5559701 Moderate Con 0.37 Insult Threat Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler you forgot to mention that you might get sold into the sex trade 😂
Tyler you forgot to mention that you might get sold into the sex trade 😂
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.047190998
Insult0.26957804
Profanity0.33258784
Threat0.12382901
Severe Toxicity0.041283876
Moderate 0.5559701 Low Con 0.25 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.40243408
Profanity0.22663295
Threat0.03718498
Severe Toxicity0.02491361
Moderate 0.5559701 Moderate Con 0.385 Meta_Commentary
Feb 17, 2026 3 likes Inside Canada's Indian Invasion...
Should come to Edmonton to talk about the ass public transit system 💀
Should come to Edmonton to talk about the ass public transit system 💀
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.031980325
Insult0.34782293
Profanity0.4862434
Threat0.010472948
Severe Toxicity0.02373986
Moderate 0.5559701 Low Con 0.173 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
These "officials" are useless
These "officials" are useless
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.09741807
Insult0.61794597
Profanity0.2637234
Threat0.010913103
Severe Toxicity0.01735206
Moderate 0.5559701 Low Con 0.199 Insult
Oct 1, 2025 IRCC Names India in Study …
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.