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A Study of Musical Scene Analysis and Direction of Musical Elements based on Statistical Machine Learning

Research Project

Project/Area Number 24700168
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perception information processing/Intelligent robotics
Research InstitutionKyoto University

Principal Investigator

KATSUTOSHI Itoyama  京都大学, 情報学研究科, 助教 (60614451)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords能動的音楽鑑賞 / 音源分離 / 歌声分離 / 自動採譜 / 和音認識 / 残響抑圧 / ノンパラメトリックベイズ / 音楽情報処理 / 音高推定 / 多重音解析 / 多重基本周波数推定 / 運指推定
Outline of Final Research Achievements

(1) Development of a musical audio signal analysis method based on nonparametric Bayesian manner, (2) development of an automatic chord recognition method based on Bayesian estimation, (3) development of a violin fingering estimation method from musical audio signals, (4) development of a method that estimates parameters of virtual instrument sound synthesizers (5) development of an automatic guitar tablature transcription method based on guitar player's proficiency, (6) constructing a singing style library from professional singers' singing voices, (7) development of a method that separates musical audio signals into singing voices and accompaniment signals, and edits singing styles of the separated singing voice, (8) development of an automatic dereverberation method, (9) development of a repetitive chord and pitch estimation method.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (50 results)

All 2015 2014 2013 2012 Other

All Journal Article (8 results) (of which Peer Reviewed: 8 results,  Open Access: 2 results,  Acknowledgement Compliant: 1 results) Presentation (38 results) Book (1 results) Remarks (3 results)

  • [Journal Article] Automatic Speech Recognition for Mixed Dialect Utterances by Mixing Dialect Language Models2015

    • Author(s)
      Naoki Hirayama, Koichiro Yoshino, Katsutoshi Itoyama, Shinsuke Mori, and Hiroshi G. Okuno
    • Journal Title

      EEE/ACM Transactions on Audio, Speech and Language Processing

      Volume: Vol. 23, Issue. 2 Issue: 2 Pages: 373-382

    • DOI

      10.1109/taslp.2014.2387414

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Posture Estimation of Hose-shaped Robot by using Active Microphoe Array2015

    • Author(s)
      Yoshiaki Bando, Takuma Otsuka, Kazuhiro Nakadai, Satoshi Tadokoro, Masashi Konyo, Katsutoshi Itoyama, HIroshi G. Okuno
    • Journal Title

      Advanced Robotics

      Volume: 29 Issue: 1 Pages: 35-49

    • DOI

      10.1080/01691864.2014.981291

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonparametric Bayesian dereverberation ofpower spectrograms based on infinite-orderautoregressive processes and interpretation2014

    • Author(s)
      Akira Maezawa, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Journal Title

      IEEE/ACM Transactions on Audio, Speech and Language Processing

      Volume: 22 Issue: 12 Pages: 1918-1930

    • DOI

      10.1109/taslp.2014.2355772

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 擬似生成した複数方言言語モデル混合による混合方言音声認識2014

    • Author(s)
      平山 直樹, 吉野 幸一郎, 糸山 克寿, 森 信介, 奥乃 博
    • Journal Title

      情報処理学会論文誌

      Volume: 55 Pages: 1681-1694

    • NAID

      110009806671

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 音声中の任意検索語検出のための未知語区間推定に基づく選択的インデクス統合法2014

    • Author(s)
      神田 直之,糸山 克寿,奥乃 博
    • Journal Title

      情報処理学会論文誌

      Volume: 55 Pages: 1201-1211

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Multipitch Analyzer against Initialization based on Latent Harmonic Allocation using Overtone Corpus2013

    • Author(s)
      Daichi Sakaue, Katsutoshi Itoyama, Tetsuya Ogata, Hiroshi G. Okuno
    • Journal Title

      Journal of Information Processing

      Volume: 21 Pages: 246-256

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Robust Multipitch Analyzer against Initialization based on Latent Harmonic Allocation using Overtone Corpus2013

    • Author(s)
      Daichi Sakaue, Katsutoshi Itoyama, Tetsuya Ogata, Hiroshi G. Okuno
    • Journal Title

      情報処理学会論文誌

      Volume: 54 Pages: 1-8

    • NAID

      120005439171

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Automated Violin Fingering Transcription Through Analysis of an Audio Recording2012

    • Author(s)
      Akira Maezawa, Katsutoshi Itoyama, Kazunori Komatani, Tetsuya Ogata, Hiroshi G. Okuno
    • Journal Title

      Computer Music Journal

      Volume: Vol.3, No.3 Issue: 3 Pages: 57-72

    • DOI

      10.1162/comj_a_00129

    • NAID

      120005617614

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Singing Voice Analysis and Editing based on Mutually Dependent F0 Estimation and Source Separation2015

    • Author(s)
      Yukara Ikemiya, Katsutoshi Itoyama, Kazuyoshi Yoshii
    • Organizer
      2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015)
    • Place of Presentation
      Brisbane, Australia
    • Year and Date
      2015-04-19 – 2015-04-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] A FEEDBACK FRAMEWORK FOR IMPROVED CHORD RECOGNITION BASED ON NMF-BASED APPROXIMATE NOTE TRANSCRIPTION2015

    • Author(s)
      Satoshi Maruo, Kazuyoshi Yoshii, Katsutoshi Itoyama, Matthias Mauch, Masata Goto
    • Organizer
      2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015)
    • Place of Presentation
      Brisbane, Australia
    • Year and Date
      2015-04-19 – 2015-04-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] CHALLENGES IN DEPLOYING A MICROPHONE ARRAY TO LOCALIZE AND SEPARATE SOUND SOURCES IN REAL AUDITORY SCENES2015

    • Author(s)
      Yoshiaki Bando, Takuma Otsuka, Katsutoshi Itoyama, Kazuyoshi Yoshii, Yoko Sasaki, Satoshi Kagami, Hiroshi G. Okuno
    • Organizer
      2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015)
    • Place of Presentation
      Brisbane, Australia
    • Year and Date
      2015-04-19 – 2015-04-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Recognition of In-field Frog Chorusing using Bayesian Nonparametric Microphone Array Processing2015

    • Author(s)
      Yoshiaki Bando, Takuma Otsuka, Ikkyu Aihara, Hiromitsu Awano, Katsutoshi Itoyama, Kazuyoshi Yoshii, Hiroshi G. Okuno
    • Organizer
      AAAI-2015 Workshop on Comutational Sustainability
    • Place of Presentation
      Austin, Texas USA
    • Year and Date
      2015-01-25 – 2015-01-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] Development of a Robot Quizmaster with Auditory Functions for Speech-based Multiparty Interaction2014

    • Author(s)
      Izaya Nishimuta, Kazuyoshi Yoshii, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      2014 IEEE/SICE International Symposium on System Integration (SII 2014)
    • Place of Presentation
      Chuo Univ, Tokyo, Japan
    • Year and Date
      2014-12-12 – 2014-12-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Robot Quizmaster that can Localize, Separate, and Recognize Simultaneous Utterances for a Fastest-Voice-First Quiz Game2014

    • Author(s)
      Izaya Nishimuta, Naoki Hirayama, Kazuyoshi Yoshii, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      IEEE-RAS Interanational Conference on Humanoid Robots (Humanoids 2014)
    • Place of Presentation
      Madrid, Spain
    • Year and Date
      2014-11-18 – 2014-11-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] BAYESIAN AUDIO ALIGNMENT BASED ON A UNIFIED GENERATIVE MODEL OF MUSIC COMOSITION AND PERFORMANCE2014

    • Author(s)
      Akira Maezawa, Katsutoshi Itoyama, Kazuyoshi Yoshii, Hiroshi G. Okuno
    • Organizer
      2014 International Society on Music Information Retrieval Conference (ISMIR 2014),
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2014-10-27 – 2014-10-31
    • Related Report
      2014 Annual Research Report
  • [Presentation] Sound Annotation Tool for Multidirectional Sounds based on spatial information extracted by HARK robot audition software2014

    • Author(s)
      Osamu Sugiyama, Katsutoshi Itoyama, Kazuhiro Nakadai, Hiroshi G. Okuno
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics (SMC 2014)
    • Place of Presentation
      San Diego, USA
    • Year and Date
      2014-10-05 – 2014-10-08
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Sound-based Online Method for Estimating the Time-Varying Posture of a Hose-shaped Robot2014

    • Author(s)
      Yoshiaki Bando, Katsutoshi Itoyama, Satoshi Tadokoro, Masashi Konyo, Kazuhiro Nakadai, Kazuyoshi Yoshii, Hiroshi G. Okuno
    • Organizer
      12th International Symposium on Safety, Security, and Rescue Robotics (SSRR-2014)
    • Place of Presentation
      Toya, Japan
    • Year and Date
      2014-10-01 – 2014-10-06
    • Related Report
      2014 Annual Research Report
  • [Presentation] Parameter Estimation of Virtual Musical Instrumental Synthesizers2014

    • Author(s)
      Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      2014 Joint Conference on 11th Sound and Music Computing Conference (ICMC) and 40th International Computer Music Conference (SMC) (ICMC|SMC 2014)
    • Place of Presentation
      Athens, Greece
    • Year and Date
      2014-09-14 – 2014-09-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] Visualization of auditory awareness based on sound source positions estimated by depth sensor and microphone array2014

    • Author(s)
      Takahiro Iyama, Osamu Sugiyama, Takuma Otsuka, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS-2014)
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2014-09-14 – 2014-09-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] Development of automatic bird-species recognition system from birdsongs in tropical forests2014

    • Author(s)
      Akira Maruyama, Motoko S. Fujita, Katsutoshi Itoyama, Hiroshi G. Okuno, Mamoru Kanzaki
    • Organizer
      26th International Ornithological Congress (IOC2014)
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2014-08-18 – 2014-08-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Automatic Transcription of Guitar Tablature from Audio Signals in Accordance with Player's Proficiency2014

    • Author(s)
      Kazuki Yazawa, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      2014 International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014)
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2014-05-04 – 2014-05-09
    • Related Report
      2014 Annual Research Report
  • [Presentation] Transcribing Vocal Expression from Polyphonic Music2014

    • Author(s)
      Yukara Ikemiya, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      2014 International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014)
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2014-05-04 – 2014-05-09
    • Related Report
      2014 Annual Research Report
  • [Presentation] マイクロホンアレイの位置推定によるホース型ロボットの姿勢推定2014

    • Author(s)
      坂東 宣昭, 大塚 琢馬, 中臺 一博, 中臺 一博, 田所 諭, 昆陽 雅司, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 混合方言言語モデルと混合比推定による方言音声認識システム2014

    • Author(s)
      平山 直樹, 吉野 浩一郎, 森 信介, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] ギター演奏音からの難易度調整可能なタブ譜自動生成システム2014

    • Author(s)
      矢澤 一樹, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 伴奏付き歌唱からの歌唱表現のパラメータ化と転写2014

    • Author(s)
      池宮 由楽, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 歌声-話声変換における動的音響特徴量が話声らしさに及ぼす影響2014

    • Author(s)
      山崎 健史, 池宮 由楽, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 音響特徴量を用いた楽曲印象分布の推定2014

    • Author(s)
      絵本 詩織, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 環境音に頑健な同時合図を識別するクイズ司会者の構築2014

    • Author(s)
      西牟田 勇哉, 平山 直樹, 大塚 琢馬, 杉山 治, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 深度センサとマイクロホンアレイを用いた音源位置可視化による聴覚アウェアネスの提示2014

    • Author(s)
      井山 貴裕, 杉山 治, 大塚 琢馬, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Posture Estimation of Horse-Shaped Robot using Microphone Array Localization2013

    • Author(s)
      Yoshinori Bando, Takeshi Muzumoto, Katsutoshi Itoyama, Kazuhiro Nakadai, Hiroshi G. Okuno
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS-2013)
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Noise Correlation Matrix Estimation for Improving Sound Source Localization by Multirotor UAV2013

    • Author(s)
      Koutarou Furukawa, Keita Okutani, Kohei Nagira, Takuma Otsuka, Katsutoshi Itoyama, Kazuhiro Nakadai, Hiroshi G. Okuno
    • Organizer
      EEE/RSJ International Conference on Intelligent Robots and Systems (IROS-2013)
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Automatic Estimation of Dialect Mixing Ratio for Dialect Speech Recognition2013

    • Author(s)
      Naoki Hirayama, Koichiro Yoshino, Katsutoshi Itoyama, Shunsuke Mori, Hiroshi G. Okuno
    • Organizer
      International Conference on Spoken Language Processing (Interspeech 2013)
    • Place of Presentation
      Lyon, France
    • Related Report
      2013 Research-status Report
  • [Presentation] AUDIO-BASED GUITAR TABLATURE TRANSCRIPTION USING MULTIPITCH ANALYSIS AND PLAYABILITY CONSTRAINTS2013

    • Author(s)
      Kazuki Yazawa, Daichi Sakaue, Kohei Nagira, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      2013 International Conference on Acoustics, Speech and Signal Processing (ICASSP 2013)
    • Place of Presentation
      Vancouver, Canada
    • Related Report
      2013 Research-status Report
  • [Presentation] INITIALIZATION-ROBUST BAYESIAN MULTIPITCH ANALYZER BASED ON PSYCHOACOUSTICAL AND MUSICAL CRITERIA2013

    • Author(s)
      Daichi Sakaue, Takuma Otsuka, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Organizer
      2013 International Conference on Acoustics, Speech and Signal Processing (ICASSP 2013)
    • Place of Presentation
      Vancouver, Canada
    • Related Report
      2013 Research-status Report
  • [Presentation] MULTIPLE INDEX COMBINATION FOR JAPANESE SPOKEN TERM DETECTION WITH OPTIMUM INDEX SELECTION BASED ON OOV-REGION CLASSIFIER2013

    • Author(s)
      Naoyuki Kanda, Katsutoshi Itoyama: Hiroshi G. Okuno
    • Organizer
      2013 International Conference on Acoustics, Speech and Signal Processing (ICASSP 2013)
    • Place of Presentation
      Vancouver, Canada
    • Related Report
      2013 Research-status Report
  • [Presentation] ロボット聴覚ソフトウエアHARKを用いたクイズの同時回答を識別するロボット司会者 の設計と実装2013

    • Author(s)
      西牟田 勇哉, 平山 直樹, 大塚 琢馬, 杉山 治, 糸山 克寿, 奥乃 博
    • Organizer
      人工知能学会第37回AIチャレンジ研究会
    • Place of Presentation
      早稲田大学
    • Related Report
      2013 Research-status Report
  • [Presentation] ホースの伸び縮みによるマイク位置の変化を許容するマイクロホンアレイを用いたホース型ロボットの姿勢推定2013

    • Author(s)
      坂東 宣昭, 大塚 琢馬, 糸山 克寿, 中村 圭佑, 昆陽 雅司, 田所 諭, 中臺 一博, 奥乃 博
    • Organizer
      人工知能学会第37回AIチャレンジ研究会
    • Place of Presentation
      早稲田大学
    • Related Report
      2013 Research-status Report
  • [Presentation] ホース型ロボットのマイクロホンアレイを用いた姿勢推定2013

    • Author(s)
      坂東 宣昭, 大塚 琢馬, 水本 武志, 糸山 克寿, 中臺 一博, 奥乃 博
    • Organizer
      日本ロボット学会第31回学術講演会
    • Place of Presentation
      早稲田大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Multirotor UAV を用いた音源定位のための雑音相関行列推定2013

    • Author(s)
      古川 孝太郎, 大塚 琢馬, 糸山 克寿, 中臺 一博, 奥乃 博
    • Organizer
      日本ロボット学会第31回学術講演会
    • Place of Presentation
      首都大学東京
    • Related Report
      2013 Research-status Report
  • [Presentation] HARKを用いたロボットクイズ司会者HATTACK25の開発2013

    • Author(s)
      西牟田 勇哉, 平山 直樹, 大塚 琢馬, 杉山 治, 糸山 克寿, 奥乃 博
    • Organizer
      日本ロボット学会第31回学術講演会
    • Place of Presentation
      首都大学東京
    • Related Report
      2013 Research-status Report
  • [Presentation] 楽器音に対する仮想音源のパラメータ推定2013

    • Author(s)
      糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第100回音楽情報処理研究会
    • Place of Presentation
      東京大学
    • Related Report
      2013 Research-status Report
  • [Presentation] ギター演奏者の習熟度に合わせた音響信号からのタブ譜自動生成2013

    • Author(s)
      矢澤 一樹, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第100回音楽情報処理研究会
    • Place of Presentation
      東京大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 伴奏付き歌唱に含まれる歌い方要素の個別抽出2013

    • Author(s)
      池宮 由楽, 糸山 克寿, 奥乃 博
    • Organizer
      情報処理学会第100回音楽情報処理研究会
    • Place of Presentation
      東京大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Automatic Chord Sequence Recognition Based on Probabilistic Integration of Acoustic Features and Chord Transition2012

    • Author(s)
      Katsutoshi Itoyama, Tetsuya Ogata, Hiroshi G. Okuno
    • Organizer
      The 25th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems
    • Place of Presentation
      Delian, China
    • Related Report
      2012 Research-status Report
  • [Presentation] Bayesian Nonnegative Harmonic-Temporal Factorization and Its Application to Multipitch Analysis2012

    • Author(s)
      Daichi Sakaue, Katsutoshi Itoyama, Tetsuya Ogata, Hiroshi G. Okuno
    • Organizer
      13th International Society for Musical Information Retrieval Conference
    • Place of Presentation
      Porto, Portugal
    • Related Report
      2012 Research-status Report
  • [Book] Modern Advances in Applied Intelligence - the 27th International Conference on Industrial, Engineering and Other Applications of Applied Intelligence Systems, IEA/AIE-2014, Proceedings, Part II, Lecture Notes in Computer Science2014

    • Author(s)
      Yukara Ikemiya, Katsutoshi Itoyama, Hiroshi G. Okuno
    • Total Pages
      10
    • Publisher
      Springer
    • Related Report
      2014 Annual Research Report
  • [Remarks] 京都大学 大学院情報学研究科 知能情報学専攻 音声メディア分野

    • URL

      http://winnie.kuis.kyoto-u.ac.jp/

    • Related Report
      2014 Annual Research Report
  • [Remarks] MIREX 2014 Singing Voice Separation Results

    • URL

      http://www.music-ir.org/mirex/wiki/2014:Singing_Voice_Separation_Results

    • Related Report
      2014 Annual Research Report
  • [Remarks] http://winnie.kuis.kyoto-u.ac.jp/

    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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