Guides

How to test campaign text message video clips before volunteer distribution

A practical workflow for testing campaign video content with facial coding before sending to volunteers and supporters.

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How to test get-out-the-vote video messages before field deployment

Field directors test GOTV video scripts before volunteers use them in door-to-door and text campaigns.

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How to test debate prep videos for voter confusion before the live event

Learn how to test politics video content with second-by-second facial coding before you publish or present.

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How to Measure Voter Fatigue Across Multi-Video Ad Sequences Before the Final Week

A step-by-step workflow for tracking emotional exhaustion in political ad sequences using second-by-second facial coding, so you can adjust creative rotation before Election Day.

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How to pre-test direct mail video QR landing pages before print deadline

Learn how to test politics video content with second-by-second facial coding before you publish or present.

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How to test attack ads for backlash before you air them

See how campaigns use facial coding to catch attack ad backlash before air, spotting sympathy spikes and credibility gaps second by second.

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How to Test Campaign Fundraising Video Appeals Before You Send Them to Donors

A practical workflow for using facial coding to identify which moments in your fundraising video actually move donors to give, and which moments lose them.

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How to Identify Which Policy Explanation Actually Lands with Undecideds

Undecided voters tune out policy talk in predictable patterns. Use second-by-second facial coding to find the exact moment your explanation clicks or loses them.

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How to spot confusion in swing voter reactions before your town hall goes live

Use second-by-second facial coding to identify where swing voters get lost during town hall videos and fix messaging before broadcast.

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Where Speeches Lose Voters, Second by Second

A facial coding timeline shows you which ten seconds actually moved people, so you can fix the draft before the event instead of arguing about it after.

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The Exact Second Voters Stop Believing Your Video

Facial coding gives you a timestamp for the moment attention breaks, so you can fix the cut before it runs.

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How to Pre-Test Rapid-Response Ads in Swing Districts Before Your Opponent Defines You

Stop guessing if your counter-punch lands. Pre-test rapid-response ads with second-by-second emotion data before you burn budget in swing districts.

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Test political ads before you buy media

How campaigns can use facial coding and second-by-second emotion timelines to pick which spots, mailers, and speeches deserve the next media dollar.

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How to compare pre-launch emotion baselines across multiple product categories

A practical workflow for insights professionals testing video content with second-by-second facial coding across different product categories.

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How to spot emotional fatigue across multiple creative iterations

Research teams track emotion decay across successive creative variants to know when to stop testing and ship.

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Build emotion benchmarks for your product category

Learn how to test insights video content with second-by-second facial coding before you publish or present.

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How to Validate Concept Test Videos with Emotion Panels Before Executives Decide

A practical workflow for running emotion-panel validation on concept videos so executives see what audiences actually feel, not just what they say they feel.

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How to build emotion heatmaps from panel sessions for executive reports

Learn how to test insights video content with second-by-second facial coding before you publish or present.

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How to test deposition clip selection before you play it for a jury

Learn how facial coding helps trial teams pick the strongest deposition clips before playing them in front of a jury.

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When to Replace Your Brand Health Tracker with Emotion Panels

Learn the specific signals that indicate your brand health tracker has outlived its usefulness and how emotion panels deliver richer, more actionable insights for strategic decisions.

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Track emotional fatigue patterns in multi-part video campaigns

Learn how to identify when audiences disengage across video series using second-by-second emotion data. Prevent campaign fatigue before it kills performance.

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Why Insights Teams Are Replacing Quarterly Trackers with Continuous Emotion Panels

How second-by-second facial coding gives Insights teams faster, cheaper feedback than traditional quarterly tracking studies.

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How to Map Emotional Journey Arcs Across Long-Form Video Content

Track second-by-second emotional patterns across episodes, series, and campaigns to identify peak engagement moments.

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Replace the weekly focus group with emotion panels

Insight teams are swapping slow, polite focus groups for video emotion panels that deliver decision-ready reaction data in days, not weeks.

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Build a Reusable Emotion Benchmark Library for Your Brand's Recurring Research Sprints

Stop starting from zero. Create a living emotion benchmark library that turns every sprint into a comparative advantage for your brand insights team.

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How to test streaming thumbnail variants before platform submission deadlines

A practical workflow for testing video thumbnails with facial coding before your next streaming platform deadline.

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How to test YouTube ad skippability patterns before media spend

Content teams identify the exact frame where viewers hit skip, then edit to delay that decision.

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Test video ad hooks before committing to production budgets

Learn how to test content video content with second-by-second facial coding before you publish or present.

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How to Test YouTube Shorts Hooks Using Facial Coding Before Batch Publishing

Learn to validate YouTube Shorts hooks with second-by-second facial coding analysis before committing to batch publishing. Get viewer emotion data that predicts engagement.

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How to test educational video course modules before student enrollment opens

Learn how to test content video content with second-by-second facial coding before you publish or present.

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How to test product unboxing videos before you publish them

Use facial coding to measure real emotional reactions to unboxing videos before publishing. Find the moments viewers actually care about.

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How to Test Video Podcast Clips Before You Publish on Social

Learn a step-by-step workflow for testing podcast video clips with facial coding panels before you post them to social platforms, so you can choose the segments that actually hold attention and drive shares.

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How to identify the exact second viewers decide to skip your video

Stop losing viewers in the first 15 seconds. Use facial coding to pinpoint the frame where attention collapses and fix it before you publish.

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Stop guessing which video thumbnail works: Test before you publish

Use facial coding to test video thumbnails with real viewers before publishing. See which option actually holds attention.

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Map Emotional Journey Points in Video Content

Track viewer emotions second-by-second to identify which moments create engagement drops and peaks in your video content.

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Test content variants before you publish

A simple pre-publish workflow to compare opens, hooks, and endings with second-by-second emotion data before the post goes live.

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Find the Exact Frame Where Your Video Hook Loses Attention and Fix It Before Launch

Stop guessing why viewers drop off. Use second-by-second facial coding to pinpoint the frame where attention dies and fix your hook before you publish.

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How to test SaaS feature walkthrough videos before customer beta invitations

A practical workflow for testing feature videos with facial coding before you send beta invites. Catch confusion early, fix pacing, ship better onboarding.

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How to test investor pitch deck videos before demo day

Founders test pitch videos on panels that mirror investor demographics to catch confusion before the real pitch.

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Test onboarding video sequences before user rollout

Learn how to test innovation video content with second-by-second facial coding before you publish or present.

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How to Test Board Meeting Update Videos Before Sending to Investors

A practical workflow for testing investor update videos with facial coding before you hit send. Learn where attention drops, which slides confuse, and when to cut.

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How to test crowdfunding campaign videos before launch day

Learn how to test innovation video content with second-by-second facial coding before you publish or present.

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Test Internal Communication Videos Before Launch: A Facial Coding Guide for Innovation Teams

Use facial coding to test roadmap updates, product announcements, and OKR videos before sending to stakeholders. Catch confusion early.

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Test Your Product Demo Videos Before You Show Them to Enterprise Buyers

Learn how to use facial coding to identify confusion, boredom, and skepticism in your product demo videos before you present them to high-stakes enterprise prospects.

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How to test internal culture videos before you hit send

Your culture video might land wrong. Use facial coding on opt-in panelists to catch emotional gaps in onboarding, values, and DEI content before your team sees it.

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How Innovation Teams Use Facial Coding to Fix Boring Pitch Videos

Learn how Innovation teams use second-by-second facial coding to identify exactly when investors lose interest in demo day pitches.

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How to A/B Test Your Pitch Deck Video Before Recording the Final Version

Use facial coding to compare rough-cut pitch videos and find which narrative structure, opening hook, or problem framing keeps investors engaged.

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Test Your All-Hands Videos Before You Send Them: Why Leaders Should Pre-Screen Layoff and Pivot Announcements

Leaders record all-hands videos for layoffs or pivots, then send them cold. Bad idea. Pre-test with facial coding to catch confusion, anger, or distrust before you hit send.

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Pre-test launch films before investor day

Test the emotional impact of your product films and keynote openers before putting them in front of investors or press.

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How to test vehicle safety feature explainer videos before digital media buy

A practical workflow for automotive teams testing safety video content with second-by-second facial coding before committing media spend.

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How to test lease vs finance explanation videos before F&I handoff

Dealerships test lease and finance explainer videos to reduce customer confusion and speed F&I close rates.

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Test EV range anxiety messaging before regional campaigns

Learn how to test automotive video content with second-by-second facial coding before you publish or present.

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How to Test F&I Explainer Videos Before the Customer Sits Down with Finance

A practical workflow for automotive F&I managers to validate explainer videos using second-by-second facial coding before customers watch them in the finance office.

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How to test trade-in appraisal explanation videos before customer delivery

Learn how to test automotive video content with second-by-second facial coding before you publish or present.

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How to test service walkaround videos before customers see them

A practical guide for dealerships on using facial coding to test service video walkarounds before techs send them to customers.

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How to Test CPO Marketing Videos Before Print or Digital Spend

Learn how automotive marketers use second-by-second facial coding to validate certified pre-owned video creative before committing media budgets, catching emotion drops that predict campaign underperformance.

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Why your recall ad tested well but failed in market (and how to catch it earlier)

Traditional surveys miss the micro-expressions that predict real-world recall response. Learn how second-by-second facial coding reveals the emotional gaps between test scores and customer action.

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How Automotive Teams Test Dealer Training Videos with Facial Coding

Learn how automotive companies use second-by-second facial coding to test dealer training videos for engagement and comprehension.

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Map Customer Emotion Patterns Across Your Vehicle Reveal Sequence

Track second-by-second emotional responses to optimize your vehicle reveal timing and maximize purchase intent.

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Which vehicle story moves real drivers

Compare EV, safety, lifestyle, and performance stories with driver-segment emotion timelines before the national spot goes final.

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Compare Safety Story Variants Across Age Segments to Avoid Alienating First-Time EV Buyers

Test how different age groups react to EV safety messaging. Second-by-second emotion data reveals which frames resonate and which trigger skepticism.

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How to test healthcare video messaging across caregiver age brackets

A practical workflow for audience professionals testing healthcare videos with second-by-second facial coding across different caregiver demographics.

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How to test caregiver vs senior video messaging before Medicare campaigns

Healthcare marketers test whether to target the senior directly or the adult child caregiver, using emotion panels for each.

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Test video messaging across household income tiers

Learn how to test audience video content with second-by-second facial coding before you publish or present.

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How to Identify Emotional Drop-Off Patterns by Age and Income in the Same Video

Learn a step-by-step workflow to spot where different demographic segments disengage emotionally when watching your video content using facial coding data.

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How to test regional dialect video variants before local market rollout

Learn how to test audience video content with second-by-second facial coding before you publish or present.

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How to test mock cross-examination footage before your witness takes the stand

Learn how PI firms use facial coding on mock cross-examination footage to catch witness credibility leaks before deposition or trial.

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How to Test Luxury vs Value Messages Across Income Segments Using Facial Coding

Learn how to use second-by-second emotion tracking to understand which messaging frames resonate with high-income, middle-income, and budget-conscious viewers before you commit media spend.

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Pre-test video hooks with emotion data to predict viral potential

Learn how to use second-by-second facial coding data to identify which video hooks will capture attention and drive engagement before you launch campaigns.

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How GenZ and Millennials React Differently to Sustainability Messaging (And What Your Video Should Do About It)

Use second-by-second facial coding to decode how GenZ and Millennials respond to sustainability claims in video content.

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How to Time Your Creative Edits Using Panel Emotion Peaks

Use second-by-second emotion data to identify exactly when your video creative needs cuts, pacing changes, or music swells.

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Stop Averaging Panel Data When Gen Z and Boomers React Opposite Ways to the Same Creative

Averaged emotion scores hide when generations react opposite ways. See how second-by-second facial coding reveals what your creative actually does to each age group.

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Segment emotion response before you target creative

If you're averaging emotion data across your entire panel, you're hiding the splits that matter most for media buying.

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How to test lookbook video sequences before retailer presentations

A practical workflow for fashion teams to validate lookbook videos with facial coding before buyer meetings.

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How to test limited-drop announcement videos before sneaker releases

Streetwear brands test drop announcement videos to maximize hype and minimize confusion about release mechanics.

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Test sustainability story videos before brand partnerships launch

Learn how to test fashion video content with second-by-second facial coding before you publish or present.

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How to Test Designer Collaboration Announcement Videos Before Press Sees Them

A practical workflow for fashion brands using second-by-second facial coding to validate collaboration announcement videos before media release.

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How to test e-commerce product video loops before adding to PDP

Learn how to test fashion video content with second-by-second facial coding before you publish or present.

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How to test runway show recap videos before you publish to social

Fashion brands lose engagement when runway recaps miss the mark. Use facial coding to test which moments drive emotion before you post.

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Test Behind-the-Scenes Brand Story Videos Before You Add Them to Your Site

Learn how to use facial coding to validate behind-the-scenes brand videos before publishing. Identify which moments build trust and which risk confusing or boring your audience.

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How Fashion Brands Use Micro-Expression Data to Perfect Collection Launch Videos

Learn how fashion brands test collection reveal videos using facial coding technology to measure real-time emotional responses and optimize launch campaigns before going live.

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How Fashion Brands Test Runway Video Edits Before Retail Buyers See Them

Practical guide to using second-by-second facial coding to test runway show videos for retail buyer emotional impact before sending.

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How to Test Video Ad Emotional Arc for Better Fashion Campaign Performance

Learn how to use second-by-second emotional data to optimize your fashion video ads' pacing, hooks, and payoffs.

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Test campaign films and drops before large-scale spend

Panel emotion timelines show which campaign films, lookbook motion, and drop teasers will perform before you commit to out-of-home and paid social budgets.

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Pre-Test Influencer UGC Clips Before You Pay for Amplification

Stop guessing which creator content will move your audience. Test UGC clips with facial coding before you spend on boosted posts and see real emotion, not vanity metrics.

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How to test liability animation sequences before expert witness prep

A practical workflow for testing video evidence and animations with second-by-second facial coding before you finalize expert witness preparation.

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How to test day-in-the-life videos before presenting damages to a jury

PI lawyers test day-in-the-life videos on mock juries to ensure sympathy without appearing staged or overdramatic.

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How to test surveillance video narratives before mediation

Learn how to test legal video content with second-by-second facial coding before you publish or present.

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How to Test Medical Timeline Animations Before Showing Them to a Jury

A step-by-step workflow for testing medical timeline animations with facial coding before trial, so you know exactly where jurors engage, disengage, or feel confused.

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How to test jury instruction video explanations before mock trial

Learn how to test legal video content with second-by-second facial coding before you publish or present.

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How to test opening statement videos before you show them to a jury

Use facial coding to identify which moments in your opening statement video lose jury attention before trial day.

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How to Test Day-in-the-Life Plaintiff Videos Before Mediation

Learn a practical workflow for testing day-in-the-life videos with opt-in panelists before mediation. Identify emotional dead zones, validate narrative choices, and arrive with footage that actually moves decision-makers.

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Pre-record settlement demand videos and test them before you send

Settlement demand videos can speed resolution or kill momentum. Test panelist reactions second-by-second to find which clips land, which lose attention, and where to cut before you hit send.

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Testing Expert Witness Videos Before Trial: A Second-by-Second Emotion Guide

Use facial coding to measure jury comprehension and emotional response to expert witness depositions before you ever step into court.

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Map Jury Reactions to Closing Argument Drafts Before You Finalize

Use facial coding on recorded closing drafts to see where mock jurors disengage, get confused, or feel persuaded before you step into court.

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Test openings and testimony assets before mediation or trial

Personal injury and trial teams can pre-test openings, day-in-the-life videos, and deposition clips using second-by-second juror emotion data from opt-in panels.

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Cut the Dead Air: Using Emotion Timelines to Edit Deposition Videos That Actually Move Jurors

Stop guessing which depo clips land. Facial coding shows you second-by-second where jurors feel empathy, anger, or boredom so you keep what works.

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