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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 92 of 1230
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.6149945
Profanity0.5188411
Threat0.013372798
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.144 Insult Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
It's not immigrating no more ; it's invading our freaking country😢
It's not immigrating no more ; it's invading our freaking country😢
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.50440645
Profanity0.542788
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.6544696 Moderate Con 0.332 Insult Fear_Threat
Aug 30, 2025 4 likes Why Canadians Are Turning Against …
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed …
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed in the snow, they park wherever they stop wherever they do not care.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.6051471
Profanity0.47435758
Threat0.032005094
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.501 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a terrorist group do not accosiate hindus and innocent sikhs with dirty kahlistanis
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5739874
Profanity0.25275812
Threat0.04524883
Severe Toxicity0.18844056
Moderate 0.6544696 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The bike guy is a hero for every racist retard on the comments
The bike guy is a hero for every racist retard on the comments
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.6308392
Profanity0.40878695
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.26 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Right in your face! Get out of Canada guys it’s not right. It’s a big set up by the government to allow all those millions of people into this country. Government was fucked up before, …
Right in your face! Get out of Canada guys it’s not right. It’s a big set up by the government to allow all those millions of people into this country. Government was fucked up before, but it’s more fucked up now. We should not support freedom of religionthat comes against humanity. Supporting crimes against humanity. It’s really messed up. The only thing to do is leave.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.38699543
Insult0.5130944
Profanity0.6242122
Threat0.04098356
Severe Toxicity0.21596274
Moderate 0.6544696 Moderate Con 0.314 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
I'm getting more and more radicalised by this shit, it's all across europe and north America and eastern asia. I'm actually at the point where if an immigrant commits any crime, especially violent crime, just …
I'm getting more and more radicalised by this shit, it's all across europe and north America and eastern asia. I'm actually at the point where if an immigrant commits any crime, especially violent crime, just capital punishment them. Cheaper than deporting them, no risk of them returning unless god has abandoned us
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.4339631
Profanity0.64657205
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.544 Fear_Threat
Dec 2, 2025 Why Canadians Are Turning Against …
This proves that a ‘tarded monkey can do math better than Trudeau
This proves that a ‘tarded monkey can do math better than Trudeau
Why Canadians Are Turning Against Immigrants. · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.13805299
Insult0.6991143
Profanity0.28249276
Threat0.008764107
Severe Toxicity0.03680043
Moderate 0.6544696 Low Con 0.137 Insult Policy_Critique
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
4:16 You don't have upper class Indians there , it's a myth that Indians are dirty
4:16 You don't have upper class Indians there , it's a myth that Indians are dirty
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.5130944
Profanity0.33258784
Threat0.011922873
Severe Toxicity0.16960317
Moderate 0.6544696 Moderate Con 0.305 Identity Attack Insult Unverified_Claim
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
2:50 so in addition to my passport, driving permit I need to carry a briefcase with my bank account info, residential proof and tax returns.... ARE YOU F*****KIDDING ME! Keep trumpstan to yourself!! There are …
2:50 so in addition to my passport, driving permit I need to carry a briefcase with my bank account info, residential proof and tax returns.... ARE YOU F*****KIDDING ME! Keep trumpstan to yourself!! There are plenty of other places to go to!! 😂😂
· 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.0019028455
Insult0.20342655
Profanity0.3929872
Threat0.0009930151
Severe Toxicity0.00004160182
Moderate 0.6491975
Dec 9, 2025
Canadian white people are racist to the core....They incoming in hoards ....3..2...1.
Canadian white people are racist to the core....They incoming in hoards ....3..2...1.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6778536
Insult0.5130944
Profanity0.14402086
Threat0.018710058
Severe Toxicity0.15706694
Moderate 0.6491204 Low Con 0.207 Identity Attack Insult
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You …
I've lived in Edmonton for years and they dont assimilate into Canadian culture or hire Canadians when they start businesses. Entire blocks of edmonton would smell like shit where they lived it was disgusting. You goto a public pool and its literally overflowing with Indians. I hated it
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5177041
Profanity0.541926
Threat0.018710058
Severe Toxicity0.1762085
Moderate 0.6491204 Constructive 0.54 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada = Indian toilet
Canada = Indian toilet
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.5739874
Profanity0.2366394
Threat0.007081157
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.271 Identity Attack Insult Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.5129801
Profanity0.29053202
Threat0.024235269
Severe Toxicity0.23224114
Moderate 0.6491204 Moderate Con 0.399 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
EATING POO IS CRAZY BS MAN learn about indian culture and ig maybe you should move and calling yourselfs highter is crazy
EATING POO IS CRAZY BS MAN learn about indian culture and ig maybe you should move and calling yourselfs highter is crazy
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.5130944
Profanity0.4113413
Threat0.027170537
Severe Toxicity0.23224287
Moderate 0.6491204 Low Con 0.179 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
8:52 their god looks like a Monkey
8:52 their god looks like a Monkey
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.4054415
Insult0.57566804
Profanity0.39026237
Threat0.0113014765
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.199 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
muslims should be deported
muslims should be deported
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.34203702
Profanity0.2453505
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.216 Identity Attack Identity_Assertion
Sep 9, 2025 Why Canadians Are Turning Against …
Canadá tá ferrado.
Canadá tá ferrado.
Inside Canada's Indian Invasion... · 149: Cluster #148
Close reading → Discourse → Video sentiment →
Identity Attack0.45610145
Insult0.5129801
Profanity0.6370159
Threat0.009178371
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.334 Insult Fear_Threat
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Im tired of seeing these god damn rainbow flags and foreigners getting getting with PDFile stuff (mostly Pakistanis). Canada needs to be aloud to own pistols for home defense
Im tired of seeing these god damn rainbow flags and foreigners getting getting with PDFile stuff (mostly Pakistanis). Canada needs to be aloud to own pistols for home defense
Why Canadians Are Turning Against Immigrants. · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.49584505
Insult0.5130944
Profanity0.6069483
Threat0.06690872
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.34 Insult
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
That's why I love my country USA , cause Trump aren't taking no bullshit for anybody 😂😂
That's why I love my country USA , cause Trump aren't taking no bullshit for anybody 😂😂
Inside Canada's Indian Invasion... · 112: Cluster #111
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.36798462
Profanity0.70864636
Threat0.008712323
Severe Toxicity0.048457388
Moderate 0.6491204 Moderate Con 0.404 Identity_Assertion
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5739874
Profanity0.39409557
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.313 Identity Attack Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will …
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will come. They are trying to push us out!! Extremely scary. And the car accidents are INSANE !!! They cannot fcken drive !!!
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.39773783
Insult0.5130944
Profanity0.6242122
Threat0.042662576
Severe Toxicity0.23125283
Moderate 0.6491204 Constructive 0.592 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
JT broke the system and Liberals are still sold out on this immigration garbage.
JT broke the system and Liberals are still sold out on this immigration garbage.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38246045
Insult0.65129566
Profanity0.19155724
Threat0.008311004
Severe Toxicity0.023076924
Moderate 0.6491204 Low Con 0.194 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada looks like a fking mid east hell hole
Canada looks like a fking mid east hell hole
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.50440645
Profanity0.61633086
Threat0.012906751
Severe Toxicity0.23223771
Moderate 0.6491204 Low Con 0.178 Insult Fear_Threat
Sep 11, 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.