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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 1078 of 1230
Only a Year, and the same benifits. SET UP. !!! WE DONT GET A SET UP FOR WORKING ALLLLL OUR LIVES...
Only a Year, and the same benifits. SET UP. !!! WE DONT GET A SET UP FOR WORKING ALLLLL OUR LIVES...
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0013596712
Insult0.010856897
Profanity0.01261955
Threat0.006382086
Severe Toxicity0.0011062622
Low Tox 0.024142517 Low Con 0.266
Jun 14, 2018 How much do refugees and …
A million foreign students a year...
A million foreign students a year...
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015053716
Insult0.008975885
Profanity0.011099464
Threat0.0062396824
Severe Toxicity0.00094890594
Low Tox 0.024142517 Low Con 0.279 Policy_Critique
Feb 18, 2026 270 likes Canadian immigration officers investigating hundreds …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Jobs are gone Affordable housing is gone resources disappeared one thing only left cold weather ☁️ I sent nearly 600 resumes no response 🙇😞
Jobs are gone Affordable housing is gone resources disappeared one thing only left cold weather ☁️ I sent nearly 600 resumes no response 🙇😞
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0020626306
Insult0.012984909
Profanity0.010689554
Threat0.0065244893
Severe Toxicity0.0010442734
Low Tox 0.024142517 Moderate Con 0.472 Personal_Narrative
Feb 11, 2026 Canada's tighter immigration policy divides …
Well well well
Well well well
Inside Canada's Indian Invasion... · 293: Cluster #292
Close reading → Discourse → Video sentiment →
Identity Attack0.005438685
Insult0.010400894
Profanity0.019553876
Threat0.008505191
Severe Toxicity0.0019454956
Low Tox 0.024142517 Moderate Con 0.422 Meta_Commentary
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
top tier journalism!
top tier journalism!
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.0027378413
Insult0.015796926
Profanity0.014532468
Threat0.006168481
Severe Toxicity0.0011348724
Low Tox 0.024142517 Moderate Con 0.324 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Ive been listening to this multiple times in a row, when commuting, so around 2 hours a day, for 2-3 weeks. I scored 19/20 on the exam today
Ive been listening to this multiple times in a row, when commuting, so around 2 hours a day, for 2-3 weeks. I scored 19/20 on the exam today
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.00569767
Insult0.009298887
Profanity0.018187506
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.024142517 Constructive 0.511
Nov 24, 2025 9 likes Canadian Citizenship Test 2025 – …
66-76
66-76
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.009564889
Profanity0.019143965
Threat0.009540852
Severe Toxicity0.002298355
Low Tox 0.024142517 Moderate Con 0.324
Jan 27, 2026 Inside Canada's Indian Invasion...
How can thousands of people go missing in a country of 40 million. Aren’t they driving cars , living rental , using credit card and all that
How can thousands of people go missing in a country of 40 million. Aren’t they driving cars , living rental , using credit card and all that
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006770608
Insult0.011046898
Profanity0.01128734
Threat0.0065697995
Severe Toxicity0.0010251999
Low Tox 0.024142517 Moderate Con 0.313
Sep 27, 2025 396 likes IRCC Names India in Study …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0014984132
Insult0.010818896
Profanity0.011184863
Threat0.009437286
Severe Toxicity0.0010490417
Low Tox 0.024142517 Constructive 0.75 Solidarity
Mar 1, 2026 Inside Canada's Indian Invasion...
Khalistan is in the heart when in prayer to Sat Sri Vaheguru Dev.
Khalistan is in the heart when in prayer to Sat Sri Vaheguru Dev.
Inside Canada's Indian Invasion... · 154: Cluster #153
Close reading → Discourse → Video sentiment →
Identity Attack0.012061302
Insult0.010552894
Profanity0.018255826
Threat0.008686432
Severe Toxicity0.0030326843
Low Tox 0.024142517 Moderate Con 0.344 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I hope you make donations to the Whittaker family
I hope you make donations to the Whittaker family
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0051427023
Insult0.0116169015
Profanity0.015181494
Threat0.007948523
Severe Toxicity0.0015354156
Low Tox 0.02402467 Moderate Con 0.402 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy on the bike got fired from his job , he was a City of Brampton employée
That guy on the bike got fired from his job , he was a City of Brampton employée
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.00258985
Insult0.010932897
Profanity0.0113215
Threat0.007637825
Severe Toxicity0.0009202957
Low Tox 0.02402467 Moderate Con 0.401 Personal_Narrative
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Everything has gone down the drain. Firstly, millions got in 2023 and now with their permits expiring. Not all would leave voluntarily.
Everything has gone down the drain. Firstly, millions got in 2023 and now with their permits expiring. Not all would leave voluntarily.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.012110904
Profanity0.0113385795
Threat0.006576272
Severe Toxicity0.0008201599
Low Tox 0.02402467 Moderate Con 0.326 Fear_Threat
Jan 19, 2026 22 likes Why Canada’s immigration system has …
Over a millionen views in a day😂🎉
Over a millionen views in a day😂🎉
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.0047727237
Insult0.010210892
Profanity0.023652986
Threat0.008375733
Severe Toxicity0.0034332275
Low Tox 0.02402467 Moderate Con 0.396 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Please go to Amazon warehouses
Please go to Amazon warehouses
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0038107792
Insult0.010476895
Profanity0.014259194
Threat0.007327127
Severe Toxicity0.0011301041
Low Tox 0.02402467 Low Con 0.206 Humor_Satire
Jan 16, 2026 2 likes 2.9 million Canadian temporary visas …
Its browntown❤ now🎉
Its browntown❤ now🎉
Inside Canada's Indian Metropolis (Brampton) · 209: Cluster #208
Close reading → Discourse → Video sentiment →
Identity Attack0.0048097214
Insult0.010932897
Profanity0.016035475
Threat0.008026198
Severe Toxicity0.0015163422
Low Tox 0.02402467 Moderate Con 0.395 Identity_Assertion
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I was literally just considering begging tyler to come to canada to cover this
I was literally just considering begging tyler to come to canada to cover this
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.005401687
Insult0.0113889
Profanity0.0157622
Threat0.0069905366
Severe Toxicity0.0011444092
Low Tox 0.02402467 Moderate Con 0.375 Meta_Commentary
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
bye!
bye!
Quebec Ends Economic Immigration Program | Your Morning · 55: Cluster #54
Close reading → Video sentiment →
Identity Attack0.0030708222
Insult0.011312899
Profanity0.016752819
Threat0.008013252
Severe Toxicity0.0015830994
Low Tox 0.02402467 Moderate Con 0.465
Nov 21, 2025 Quebec Ends Economic Immigration Program …
What video is 12:31?
What video is 12:31?
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.0055866763
Insult0.008557882
Profanity0.020988565
Threat0.009307829
Severe Toxicity0.0022029877
Low Tox 0.02402467 Moderate Con 0.304 Question
Feb 3, 2026 Inside Canada's Indian Invasion...
🇺🇸 🛬
🇺🇸 🛬
Why Canadians Are Turning Against Immigrants. · 63: Cluster #62
Close reading → Video sentiment →
Identity Attack0.0076585566
Insult0.010932897
Profanity0.020646973
Threat0.008168601
Severe Toxicity0.0023555756
Low Tox 0.02402467 Low Con 0.231
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Thank you so much! I give test today i got 17/20! Its really helpful! I just go through this video 2,3 times which helps me alot!
Thank you so much! I give test today i got 17/20! Its really helpful! I just go through this video 2,3 times which helps me alot!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0066596144
Insult0.009678889
Profanity0.02208166
Threat0.010239923
Severe Toxicity0.002412796
Low Tox 0.02402467 Constructive 0.597 Meta_Commentary
Dec 21, 2025 4 likes Canadian Citizenship Test 2025 – …
Straight outta Brampton.
Straight outta Brampton.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0041067624
Insult0.011274899
Profanity0.01265371
Threat0.008000307
Severe Toxicity0.001206398
Low Tox 0.02402467 Low Con 0.293 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is my favorite region of India!
Canada is my favorite region of India!
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.014450782
Insult0.009678889
Profanity0.015386449
Threat0.0072106146
Severe Toxicity0.0018787384
Low Tox 0.02402467 Moderate Con 0.405 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent …
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent the country as a whole. The country is not falling apart because of changes in immigration laws.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.00984143
Insult0.010552894
Profanity0.010091767
Threat0.006194372
Severe Toxicity0.0007009506
Low Tox 0.02402467 Constructive 0.638 Policy_Critique
Feb 12, 2026 1 likes Canada's tighter immigration policy divides …
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.