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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 151 of 1230
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)
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...
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)
Curse Vishnu
Curse Vishnu
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4482637
Insult0.5177041
Profanity0.44366163
Threat0.5330498
Severe Toxicity0.45895407
Moderate 0.5559701 Moderate Con 0.37 Insult Threat
Jan 27, 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 …
We’re so screwed , liberals have gutted this country we need a miracle to get these dictators out
We’re so screwed , liberals have gutted this country we need a miracle to get these dictators out
New rules, regulations take effect across Canada · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.23239216
Insult0.5130944
Profanity0.41255033
Threat0.029069828
Severe Toxicity0.024678862
Moderate 0.5559701 Low Con 0.249 Insult
Jan 5, 2026 2 likes New rules, regulations take effect …
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 …
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...
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...
Immigrants have destroyed this country
Immigrants have destroyed this country
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.344702
Profanity0.22693542
Threat0.079364374
Severe Toxicity0.048457388
Moderate 0.5559701 Moderate Con 0.311 Identity Attack
Jul 6, 2025 1 likes How Canada broke its immigration …
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)
🚩🚩🚩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...
Lol that bike cycle guy is maxim Bernier racist Canadian!
Lol that bike cycle guy is maxim Bernier racist Canadian!
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.5130944
Profanity0.07870171
Threat0.007922632
Severe Toxicity0.023076924
Moderate 0.5559701 Low Con 0.166 Identity Attack Insult Identity_Assertion
Jan 27, 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...
White colonizer : Kill and maim for land. Loses to their Women not giving them pum pum.
White colonizer : Kill and maim for land. Loses to their Women not giving them pum pum.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.39297962
Profanity0.27477357
Threat0.52547425
Severe Toxicity0.17315048
Moderate 0.5559701 Low Con 0.217 Identity Attack Threat Identity_Assertion
Feb 26, 2026 1 likes 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...
If you have guts go and expose muslims
If you have guts go and expose muslims
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.36798462
Profanity0.26631543
Threat0.49142194
Severe Toxicity0.17926651
Moderate 0.5532103 Low Con 0.239 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Can see why they like Canada. India is Dirt-Poor, WAY over-crowded, and HELLISH HOT.
Can see why they like Canada. India is Dirt-Poor, WAY over-crowded, and HELLISH HOT.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.29209393
Threat0.010369381
Severe Toxicity0.14389864
Moderate 0.5532103 Moderate Con 0.411 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
BUNCHA RACIST BROKE WHITE PEOPLE
BUNCHA RACIST BROKE WHITE PEOPLE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.40243408
Profanity0.28593817
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.18 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.47020787
Profanity0.22602804
Threat0.012492486
Severe Toxicity0.02453801
Moderate 0.5532103 Low Con 0.208 Identity Attack Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.4718924
Profanity0.21997347
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.184 Identity Attack Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate being born as an Indian. I wish I was white.
I hate being born as an Indian. I wish I was white.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.26957804
Profanity0.27342406
Threat0.013372798
Severe Toxicity0.0475607
Moderate 0.5532103 Moderate Con 0.42 Identity Attack Identity_Assertion
Feb 5, 2026 4 likes Inside Canada's Indian Invasion...
Immigrants aren’t just stealing your jobs, they’re stealing your cities
Immigrants aren’t just stealing your jobs, they’re stealing your cities
Inside Canada's Indian Invasion... · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.40243408
Profanity0.1854088
Threat0.016810767
Severe Toxicity0.040387187
Moderate 0.5532103 Low Con 0.238 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Delete India from the map, and see how peaceful will be the world
Delete India from the map, and see how peaceful will be the world
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5948528
Insult0.3126888
Profanity0.20262444
Threat0.5195707
Severe Toxicity0.35368225
Moderate 0.5532103 Low Con 0.139 Identity Attack Threat
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.5723624
Profanity0.2659699
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.5532103 Low Con 0.218 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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.