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Entertainment EventsTop 9 Best Music Transcription Software of 2026
Discover top 10 music transcription software tools. Compare features, ease of use, and more—find your perfect match today.
How we ranked these tools
Core product claims cross-referenced against official documentation, changelogs, and independent technical reviews.
Analyzed video reviews and hundreds of written evaluations to capture real-world user experiences with each tool.
AI persona simulations modeled how different user types would experience each tool across common use cases and workflows.
Final rankings reviewed and approved by our editorial team with authority to override AI-generated scores based on domain expertise.
Score: Features 40% · Ease 30% · Value 30%
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Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Melodyne
Audio-to-MIDI-style note extraction with per-note pitch and timing editing in the Melodyne editor
Built for pro and advanced users transcribing vocals or solo instruments into editable notes.
Sibelius
Magnetic Layout that automatically adjusts spacing during rapid notation edits
Built for composers and arrangers transcribing MIDI into polished, publication-ready scores.
MuseScore
MusicXML import with editable notation for manual correction of imported transcriptions
Built for transcribing MIDI or MusicXML into clean, printable sheet music.
Comparison Table
This comparison table evaluates top music transcription software tools, including Melodyne, Sibelius, MuseScore, Notion, Moises, and other leading options for turning audio into readable scores. Readers can compare accuracy, supported input formats, editing and notation workflows, and practical use cases such as monophonic versus polyphonic transcription.
| # | Tool | Category | Overall | Features | Ease of Use | Value |
|---|---|---|---|---|---|---|
| 1 | Melodyne Melodyne performs audio-to-pitch and audio-to-timing analysis to support detailed music transcription and note-level editing in recorded performances. | audio-to-notes | 8.8/10 | 9.2/10 | 8.4/10 | 8.7/10 |
| 2 | Sibelius Sibelius helps transcribe and notate music by converting musical input into readable notation for rehearsal and score production workflows. | notation workflow | 8.0/10 | 8.4/10 | 7.6/10 | 8.0/10 |
| 3 | MuseScore MuseScore provides music notation creation and playback features that support manual transcription workflows into standard sheet music. | notation editor | 8.1/10 | 8.3/10 | 7.6/10 | 8.4/10 |
| 4 | Notion Notion offers music notation software that supports turning performed musical input into editable scores for transcription-style use cases. | notation with input | 7.4/10 | 7.0/10 | 8.0/10 | 7.4/10 |
| 5 | Moises Moises uses audio separation and musical extraction to support transcription preparation by isolating parts from mixed audio. | audio separation | 7.6/10 | 7.6/10 | 8.4/10 | 6.7/10 |
| 6 | iZotope RX iZotope RX provides advanced audio repair and analysis tools that improve the audio quality needed for reliable transcription. | audio cleanup | 7.0/10 | 7.4/10 | 6.8/10 | 6.7/10 |
| 7 | ScoreCloud ScoreCloud generates and edits music notation from audio to speed up transcription and rehearsal preparation. | AI-assisted notation | 8.1/10 | 8.5/10 | 8.2/10 | 7.4/10 |
| 8 | Capella Capella offers music composition and transcription-oriented notation tools with features for entering and editing musical parts. | notation workstation | 7.3/10 | 7.7/10 | 6.9/10 | 7.1/10 |
| 9 | TuxGuitar TuxGuitar is a guitar tab and notation editor that supports transcription into structured chord and tablature formats. | tab transcription | 7.5/10 | 7.6/10 | 7.0/10 | 8.0/10 |
Melodyne performs audio-to-pitch and audio-to-timing analysis to support detailed music transcription and note-level editing in recorded performances.
Sibelius helps transcribe and notate music by converting musical input into readable notation for rehearsal and score production workflows.
MuseScore provides music notation creation and playback features that support manual transcription workflows into standard sheet music.
Notion offers music notation software that supports turning performed musical input into editable scores for transcription-style use cases.
Moises uses audio separation and musical extraction to support transcription preparation by isolating parts from mixed audio.
iZotope RX provides advanced audio repair and analysis tools that improve the audio quality needed for reliable transcription.
ScoreCloud generates and edits music notation from audio to speed up transcription and rehearsal preparation.
Capella offers music composition and transcription-oriented notation tools with features for entering and editing musical parts.
TuxGuitar is a guitar tab and notation editor that supports transcription into structured chord and tablature formats.
Melodyne
audio-to-notesMelodyne performs audio-to-pitch and audio-to-timing analysis to support detailed music transcription and note-level editing in recorded performances.
Audio-to-MIDI-style note extraction with per-note pitch and timing editing in the Melodyne editor
Melodyne stands out for pitch- and timing-level editing of audio with a note-based interface that maps directly to musical structure. It can transcribe monophonic lines quickly into editable notes and supports more complex material with workflow tools that refine detection and fix artifacts. Melodyne also enables formant-preserving pitch correction and detailed micro-timing adjustments after transcription, making it more than a basic converter.
Pros
- Note-based pitch and timing editing after audio-to-notes detection
- Strong monophonic transcription with intuitive pitch-range handling tools
- Micro-editing supports precise timing fixes and expressive performance cleanup
Cons
- Polyphonic transcription is less reliable than focused monophonic sources
- Editing dense mixes requires more careful setup and cleanup passes
- Workflow can feel complex for users who only need basic notation output
Best For
Pro and advanced users transcribing vocals or solo instruments into editable notes
Sibelius
notation workflowSibelius helps transcribe and notate music by converting musical input into readable notation for rehearsal and score production workflows.
Magnetic Layout that automatically adjusts spacing during rapid notation edits
Sibelius stands out with a mature, notation-first workflow for turning audio and MIDI into publishable sheet music. It supports transcription via file import and MIDI input, then offers extensive score editing tools like articulations, dynamics, lyrics, and multi-staff layouts. For dense notation tasks, its engraving and layout controls help keep results readable without heavy manual cleanup. It is strongest for creating fully notated scores rather than fast, one-off audio-to-sheet generation.
Pros
- Strong engraving controls for readable, professional notation output
- Deep score editing features for articulations, dynamics, lyrics, and orchestration
- Robust MIDI import and notation cleanup tools for transcription workflows
Cons
- Audio transcription accuracy depends on preparatory steps and input quality
- Complex projects can take time to configure and refine correctly
Best For
Composers and arrangers transcribing MIDI into polished, publication-ready scores
MuseScore
notation editorMuseScore provides music notation creation and playback features that support manual transcription workflows into standard sheet music.
MusicXML import with editable notation for manual correction of imported transcriptions
MuseScore stands out for turning written music into editable notation with a community-driven ecosystem of scores and plug-ins. It supports transcription-style workflows via import of MusicXML and MIDI, then manual correction using a full score editor. Playback with built-in instruments helps validate what was transcribed, and layout tools refine engraving output for readability. Collaboration happens through shareable files and formats that move between notation and arranging tools.
Pros
- Robust MusicXML and MIDI import for practical transcription cleanup
- Powerful notation editor with articulations, lyrics, and advanced formatting controls
- Integrated playback supports quick audio verification of transcribed parts
- Extensive community content and add-ons for notation and workflow extensions
Cons
- Automatic transcription quality depends on the upstream import source and conversion
- Complex engraving tasks can feel slower for large, multi-staff projects
- Learning curve exists for key signature, rhythmic spelling, and layout fine-tuning
Best For
Transcribing MIDI or MusicXML into clean, printable sheet music
Notion
notation with inputNotion offers music notation software that supports turning performed musical input into editable scores for transcription-style use cases.
Database relations for linking songs, sections, chords, and revision history
Notion stands out for turning music transcription into an editable knowledge workspace with pages, databases, and cross-linked references. It supports text, checklists, tables, and inline media so users can organize lyrics, chord progressions, and section notes alongside each other. It lacks dedicated transcription and audio-to-notation tooling, so transcription accuracy depends on manual entry or third-party workflows. For structured study and revision, Notion can act as the central hub for annotated scores and performance-ready references.
Pros
- Databases organize songs, sections, chords, and annotations in one place
- Relational links connect related takes, revisions, and referenced theory notes
- Fast page templates help standardize transcription formats across a catalog
- Inline media supports embedding audio references and supporting documents
Cons
- No built-in audio-to-notation transcription or music notation editor
- Manual chord and lyric entry is slower than dedicated transcription software
- Search results depend on text fields and page structure rather than measures
- Notation formatting and bar alignment require external tools
Best For
Songwriters organizing chord and lyric transcriptions with linked study notes
Moises
audio separationMoises uses audio separation and musical extraction to support transcription preparation by isolating parts from mixed audio.
Audio-to-stems separation that produces vocal and instrument tracks for transcription outputs
Moises stands out for turning uploaded audio into editable sheet-music style transcriptions with multi-track outputs. The core workflow extracts vocal and instrument stems, then generates MIDI and chord results that can be exported for further editing. It also supports tempo and key detection to speed up arrangement and transcription tasks.
Pros
- Fast transcription from uploaded audio with MIDI and chord outputs
- Stem separation enables practical vocal and instrument rearrangements
- Tempo and key detection helps speed up arrangement planning
- Simple export flow to move transcriptions into DAWs
Cons
- Result accuracy drops for dense mixes with overlapping instruments
- Drum transcription quality is inconsistent across complex rhythms
- Limited control over note-level corrections after transcription
Best For
Producers transcribing songs from audio quickly into MIDI and chords
iZotope RX
audio cleanupiZotope RX provides advanced audio repair and analysis tools that improve the audio quality needed for reliable transcription.
Spectral Repair tools for denoising and isolating elements before pitch-based transcription
iZotope RX stands out for turning difficult audio into cleaner analysis signals using advanced spectral repair tools. It supports transcription by combining audio enhancement, pitch detection, and event-level workflows that help extract musical parts from noisy recordings. RX is especially effective for isolating vocals and instruments before transcription, which improves recognition accuracy. The transcription output remains constrained by the source audio quality and the need for manual refinement in many real sessions.
Pros
- Powerful spectral repair improves transcription input clarity from noisy recordings
- Real-time pitch and time manipulation supports workflow-driven transcription editing
- Flexible audio inspection tools speed identification of problematic segments
Cons
- Transcription accuracy still depends heavily on instrument separation quality
- Advanced tools create a steep learning curve for repeatable transcription workflows
- Editing and verification steps can become time-consuming for dense arrangements
Best For
Audio-first transcription workflows needing repair, isolation, and careful verification
ScoreCloud
AI-assisted notationScoreCloud generates and edits music notation from audio to speed up transcription and rehearsal preparation.
Audio-to-notation transcription that produces editable musical scores from uploaded performances
ScoreCloud stands out for turning sung or played audio into editable music notation through automated transcription. It focuses on workflows that start from raw recordings and end in a notation view that can be revised and exported. The core capability centers on converting melody and rhythm information into something usable by arrangers and performers. It also supports handling different input sources like microphones and instruments for transcription tasks.
Pros
- Converts audio into editable notation for faster score creation
- Good transcription speed for short to medium musical passages
- Export-ready output supports practical music workflow usage
Cons
- Best results depend heavily on clean monophonic audio
- Complex polyphonic parts often produce more notation errors
- Editing requires manual corrections after automatic detection
Best For
Musicians needing quick transcription from clear recordings into notation
Capella
notation workstationCapella offers music composition and transcription-oriented notation tools with features for entering and editing musical parts.
Integrated score editor with precise rhythm and pitch correction tools
Capella stands out with an integrated music engraving workflow that targets clean, notation-first transcription. The software supports polyphonic input from audio and MIDI, then converts it into editable scores with strong staff-layout controls. It also provides detailed rhythm and pitch editing so users can refine transcription results without leaving the notation environment.
Pros
- Deep notation editing with reliable staff layout for transcription cleanup
- Good support for pitch and rhythm refinement directly in the score
- MIDI-to-score workflow fits producers who already capture performance data
Cons
- Audio transcription often needs manual correction for dense mixes
- Learning curve is steep for advanced rhythm quantization controls
- Editing complex polyphony can be time-consuming compared with faster tools
Best For
Engraving-focused musicians needing accurate score correction after transcription
TuxGuitar
tab transcriptionTuxGuitar is a guitar tab and notation editor that supports transcription into structured chord and tablature formats.
Guitar Pro format import and export for preserving transcription fidelity
TuxGuitar stands out as an open-source guitar-focused notation and tab editor with playback support. It lets users create and edit TAB, standard notation, and chord diagrams while managing musical structure through songs, measures, tracks, and instruments. Transcription workflows are strengthened by built-in audio-to-MIDI style capabilities via Guitar Pro file handling, plus import and export options that integrate with common guitar notation formats. For transcription accuracy, it relies on manual note entry and alignment to the time grid rather than automatic transcription from audio.
Pros
- Guitar pro file import and export supports real transcription handoffs
- TAB and standard notation editing in the same project keeps layouts consistent
- Built-in playback helps verify timing and fretboard choices
Cons
- No built-in audio-to-notes transcription pipeline for automatic extraction
- Manual editing workflow can feel slow for complex, fast passages
- Advanced engraving controls are less polished than pro notation suites
Best For
Guitarists transcribing to TAB who need editing and playback
Conclusion
After evaluating 9 entertainment events, Melodyne stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Music Transcription Software
This buyer’s guide helps select music transcription software by matching specific workflows to tools like Melodyne, Sibelius, MuseScore, Moises, iZotope RX, ScoreCloud, Capella, TuxGuitar, and Notion. It covers what each solution does best, which limitations matter for real recordings, and how to choose the fastest path from audio or MIDI to usable notation. It also explains common mistakes that create extra manual cleanup across transcription tools.
What Is Music Transcription Software?
Music transcription software turns performed audio or encoded input into readable musical information like notes, timing, chords, and staff-ready scores. Some tools focus on audio-to-notes conversion with per-note editing, like Melodyne, while others focus on notation-first engraving and cleanup after MIDI or import, like Sibelius. Several tools add faster setup by isolating stems before extraction, like Moises and iZotope RX, so the transcription step starts from cleaner signals. Many workflows end in an editable score editor, like MuseScore for MusicXML and MIDI imports.
Key Features to Look For
The fastest, cleanest transcription depends on the specific combination of extraction quality, editability, and output format that each tool delivers.
Audio-to-note pitch and micro-timing editing
Melodyne provides audio-to-MIDI-style note extraction with per-note pitch and timing editing inside the Melodyne editor. This supports detailed micro-timing adjustments for expressive vocals and solo instruments after detection.
Score engraving and professional notation layout controls
Sibelius delivers engraving-first output with extensive score editing for articulations, dynamics, lyrics, and multi-staff layouts. Its Magnetic Layout automatically adjusts spacing during rapid notation edits, which reduces manual re-spacing during cleanup.
MusicXML and MIDI import that preserves editable notation
MuseScore excels at MusicXML import with editable notation for manual correction of imported transcriptions. This workflow fits teams that need quick validation and iterative fixing using playback and standard score editing.
Audio-to-stems separation for faster transcription preparation
Moises uses audio separation to extract vocal and instrument stems, then generates MIDI and chord outputs for export into downstream editing. iZotope RX improves transcription inputs through spectral repair tools that denoise and isolate elements before pitch-based transcription.
Audio-to-notation output designed for quick score creation
ScoreCloud converts uploaded performances into editable musical notation and supports revision and export for practical rehearsal use. It performs best on clear, typically monophonic material and shifts the workload from manual note entry into guided detection.
Integrated notation editor with rhythm and pitch correction inside the score
Capella includes an integrated score editor with staff-layout controls plus detailed rhythm and pitch refinement directly in the notation environment. This keeps cleanup and iteration inside one place for transcription-oriented engraving workflows.
Guitar-focused TAB and notation workflows with Guitar Pro handoffs
TuxGuitar provides TAB and standard notation editing with playback to verify timing and fretboard choices. It strengthens transcription workflows using Guitar Pro file import and export so transcriptions stay aligned through handoffs.
How to Choose the Right Music Transcription Software
Choosing the right tool requires matching input type and editing needs to how each solution extracts and then lets users correct music.
Start with the input you actually have: audio, MIDI, MusicXML, or guitar files
For recorded vocals or solo instruments where per-note correction matters, Melodyne converts audio into editable notes and supports micro-timing adjustments after extraction. For MIDI and production workflows that need publication-ready engraving, Sibelius is built around transcription into readable scores with deep editing features like articulations, dynamics, and lyrics. For teams that already have MusicXML or MIDI exports, MuseScore focuses on MusicXML import with an editable score editor and built-in playback for verification.
Decide whether isolation and repair must happen before transcription
If the source audio is noisy or overlapping, iZotope RX provides spectral repair tools for denoising and isolating elements before pitch-based transcription. If the input is a mixed track that must become separate parts quickly, Moises uses audio-to-stems separation and then produces MIDI and chord outputs. If clean monophonic input is available and speed is the priority, ScoreCloud can generate editable notation directly from uploaded performances.
Match the editing workflow to the complexity of the music
For dense or highly expressive monophonic lines that need precise timing fixes, Melodyne’s per-note pitch and timing editing makes micro-cleanup practical. For complex score layouts that must remain readable after changes, Sibelius provides engraving controls and Magnetic Layout spacing behavior. For transcription into a score from imported notation sources, MuseScore keeps correction inside an editable MusicXML-based project.
Pick an output destination that matches the way work moves forward
If the end goal is a rehearsal-ready score with professional notation features, Sibelius targets polished publication workflows and supports extensive score editing. If the end goal is a cross-format score editor with import flexibility, MuseScore supports MusicXML and MIDI import and then uses its score editor plus playback for validation. If the end goal is guitar transcription with TAB preservation, TuxGuitar keeps guitar-specific structures through Guitar Pro format import and export.
Use the right tool for organizing the project, not for doing the transcription
Notion does not include dedicated audio-to-notation transcription, so it works best as a linked workspace for chord charts, lyrics, and revision tracking alongside a transcription tool. It supports database relations for linking songs, sections, chords, and revision history, which helps teams manage multiple transcription takes and edits. Combine Notion with an extraction tool like Melodyne or a score editor like MuseScore so notation correction stays accurate while documentation stays organized.
Who Needs Music Transcription Software?
Music transcription software benefits specific creators and teams based on the input format they start with and the editing depth they need afterward.
Pro and advanced users transcribing vocals or solo instruments into editable notes
Melodyne fits this audience because it extracts audio into note-level pitch and timing edits with a note-based interface and supports micro-timing cleanup. ScoreCloud can help when recordings are clear and monophonic segments need faster score drafts, but it still requires manual correction for complex material.
Composers and arrangers turning MIDI into polished, publication-ready scores
Sibelius fits this audience because it is built around transcription workflows from file import and MIDI input followed by deep score editing for articulations, dynamics, lyrics, and multi-staff layouts. MuseScore also supports MIDI-to-notation workflows via import and manual correction when teams prioritize MusicXML and MIDI interchange.
Producers needing quick transcription preparation from mixed audio into MIDI and chords
Moises fits this audience because it isolates vocal and instrument stems and then generates MIDI and chord results for export into DAWs and further editing. iZotope RX supports the same preparation goal when the limiting factor is noise or unclear signal, since spectral repair improves what transcription algorithms can detect.
Guitarists transcribing into TAB and standard notation with reliable handoffs
TuxGuitar fits this audience because it combines TAB and standard notation editing with playback verification and supports Guitar Pro format import and export. This workflow keeps transcription structure consistent across tools designed for guitar tablature.
Musicians who need rapid notation drafts for rehearsal from clear performances
ScoreCloud fits this audience because it generates and edits music notation from uploaded performances and supports export-ready output for arranger and performer use. It performs best with clean monophonic input, so it works well for short to medium passages that still need review and correction.
Engraving-focused musicians refining transcription results directly inside the score editor
Capella fits this audience because it provides an integrated score editor with precise rhythm and pitch correction and staff-layout controls during transcription cleanup. It is most useful when the main work is iterative notation refinement after an initial conversion.
Common Mistakes to Avoid
Several repeated issues slow down transcription work across these tools, especially when users expect fully automatic results from challenging audio or skip the right verification step.
Assuming polyphonic audio works the same as monophonic lines
Melodyne is strongest for monophonic sources, so dense mixes with overlapping parts require careful setup and extra cleanup passes. ScoreCloud and Capella also produce more notation errors on complex polyphony, so complex arrangements benefit from isolation or tighter preprocessing.
Skipping signal cleanup before transcription
iZotope RX improves transcription input with spectral repair tools for denoising and isolating elements, which reduces downstream correction work. Moises stem separation helps turn mixed audio into more usable vocal and instrument tracks when overlap is the main problem.
Choosing a score editor as the primary transcription engine
Sibelius and MuseScore are strongest for transcription workflows that start from MIDI or MusicXML import and then move into full score editing. Notion is not a dedicated audio-to-notation transcription tool, so it cannot replace tools like Melodyne or ScoreCloud for extraction.
Needing guitar tablature support but using a general transcription-only workflow
TuxGuitar is built for guitar-focused transcription with TAB and standard notation editing plus playback verification. Tools that focus on note extraction and staff scores can miss guitar-specific handoff needs, so Guitar Pro file workflows are better served by TuxGuitar.
How We Selected and Ranked These Tools
we evaluated each music transcription software tool using three sub-dimensions with fixed weights. Features received a 0.40 weight, ease of use received a 0.30 weight, and value received a 0.30 weight. The overall rating equals 0.40 × features plus 0.30 × ease of use plus 0.30 × value. Melodyne separated itself through feature depth tied directly to transcription editing because it delivers audio-to-MIDI-style note extraction and per-note pitch and timing editing with micro-timing cleanup in the Melodyne editor.
Frequently Asked Questions About Music Transcription Software
Which tool is best for converting vocal or solo-instrument audio into editable notes at the pitch and timing level?
Melodyne is built for pitch- and timing-level work because it maps detected material into a note-based editor. It enables micro-timing adjustments and per-note pitch editing after transcription, which is stronger than faster audio-to-sheet tools like ScoreCloud for detailed correction.
Which music transcription software produces publishable, fully notated scores with strong engraving controls?
Sibelius fits workflows that start with imported audio or MIDI and end with publication-ready notation. It adds extensive score editing for articulations, dynamics, lyrics, and multi-staff layouts, while MuseScore focuses more on collaborative editing and MusicXML-driven manual correction.
What software works well for transcribing MIDI or MusicXML when the goal is clean sheet music plus playback verification?
MuseScore is designed for importing MusicXML and MIDI, then editing the resulting notation with an integrated score editor. Playback with built-in instruments helps validate transcription output before export.
Which option supports a fast producer workflow that extracts stems, tempo, key, MIDI, and chords from uploaded audio?
Moises fits producers who need quick structure from audio because it extracts vocal and instrument stems and outputs MIDI and chord results. It also detects tempo and key to accelerate arrangement and transcription.
What tool is best when the recording is noisy and transcription depends on audio cleanup and isolation first?
iZotope RX is strongest when spectral repair and isolation come before transcription. It helps clean and separate vocals and instruments so pitch detection and event workflows can feed better transcription results.
Which transcription tool is better for turning performances into notation quickly, especially from microphone inputs?
ScoreCloud targets audio-to-notation conversion where the workflow ends in an editable score view. It supports different input sources like microphones and focuses on converting melody and rhythm into usable notation for revision and export.
Which software fits songwriters who want transcription artifacts organized alongside lyrics and chord progressions?
Notion is a structured workspace for linking lyrics, chord progressions, and section notes, but it lacks dedicated audio-to-notation transcription. Using Notion with outputs from tools like Moises or ScoreCloud helps centralize annotated references in databases.
Which tool is best for correcting rhythm and pitch inside an integrated notation editor after transcription?
Capella stands out because it combines transcription-style input with a notation-first editing environment. It offers detailed rhythm and pitch correction tools within the score editor, reducing the need to round-trip data to another app.
Which option is most appropriate for guitar-focused transcription into TAB with playback while preserving editor fidelity?
TuxGuitar is tailored for guitar notation and TAB editing with playback support. It also supports Guitar Pro format import and export, which helps preserve transcription fidelity, while automatic audio transcription is not its core strength.
How do users choose between note-level pitch editing and notation-first score creation for the same audio source?
Melodyne is the better choice when the workflow needs per-note pitch and micro-timing control after detection. Sibelius and Capella fit when the end goal is an engraving-ready score with staff layout and notation editing, using transcription inputs to produce publishable results.
Tools reviewed
Referenced in the comparison table and product reviews above.
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