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Classification for multivariate and multidimensional spatio-temporal data based on echelon hierarchical structure and its application

Research Project

Project/Area Number 23500352
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionOkayama University

Principal Investigator

KURIHARA Koji  岡山大学, その他の研究科, 教授 (20170087)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2011: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsホットスポット / 時空間情報 / エシェロン解析 / 時空間 / 可視化 / 情報システム
Research Abstract

In this research, we explore the classification for multivariate and multidimensional spatio-temporal data based on echelon structure. We newly develop the technique to detect the candidate of hotspot based on echelon peaks and foundations. We also develop the algorithm to identify the zone and the patch based on practical definition for the relation of peaks and foundations. In addition, we demonstrate some illustrations to detect the zones and the patch for spatio-temporal data.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (61 results)

All 2013 2012 2011 Other

All Journal Article (15 results) (of which Peer Reviewed: 13 results) Presentation (44 results) (of which Invited: 6 results) Book (1 results) Remarks (1 results)

  • [Journal Article] Parameter Estimation for Semivariogram of Spatial Data with Outliers2013

    • Author(s)
      Kim, S., Hayashi, K. and Kurihara, K
    • Journal Title

      Proceedings of the 2013 IASC Satellite for the ISI WSC and 8th IASC-ARS Conference, (Edited by Sang-Hoon Cho)

      Pages: 415-421

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Discriminant Classifier Based on Tuning Parameters Controlled by Cross-Validation Method2013

    • Author(s)
      Na, M., Tamura, T., Hayashi, K. and Kurihara, K
    • Journal Title

      Proceedings of the 2013 IASC Satellite for the ISI WSC and 8th IASC-ARS Conference, (Edited by Sang-Hoon Cho)

      Pages: 141-144

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parameter Estimation for Semivariogram of Spatial Data with Outliers2013

    • Author(s)
      Kim, S., Hayashi, K. and Kurihara, K.
    • Journal Title

      Proceedings of the 2013 IASC Satellite for the ISI WSC and 8th IASC-ARS Conference, (Edited by Sang-Hoon Cho)

      Volume: 1 Pages: 415-421

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Discriminant Classifier Based on Tuning Parameters Controlled by Cross-Validation Method2013

    • Author(s)
      Na, M., Tamura, T., Hayashi, K. and Kurihara, K.
    • Journal Title

      Proceedings of the 2013 IASC Satellite for the ISI WSC and 8th IASC-ARS Conference, (Edited by Sang-Hoon Cho)

      Volume: 1 Pages: 141-144

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Echelon 解析に基づくスキャン法によるホットスポット検出について2012

    • Author(s)
      石岡文生, 栗原考次
    • Journal Title

      統計数理

      Volume: 60(1) Pages: 93-108

    • NAID

      120006020424

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] エシェロン階層構造を利用した森林の分類2012

    • Author(s)
      小田牧子, 石岡文生, 正木隆, 栗原考次
    • Journal Title

      データ分析の理論と応用

      Volume: 2(1) Pages: 17-31

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Detection of spatial clustering using echelon scanning method2012

    • Author(s)
      Ishioka, F. and Kurihara, K
    • Journal Title

      Proceedings of COMPSTAT2012, (Edited by A. Colubi, K. Fokianos and E. J. Kontoghiorghes) Physica-Verlag

      Pages: 341-352

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Diagnostics and improvements on statistical sensitivity analysis in a subspace method2012

    • Author(s)
      HayashiI, K., Ishioka, F., Suito, H. and Kurihara, K
    • Journal Title

      Proceedings of COMPSTAT2012, (Edited by A. Colubi, K. Fokianos and E. J. Kontoghiorghes) Physica-Verlag

      Pages: 303-316

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 大学生の社会貢献・地域連携に対する意識2012

    • Author(s)
      羅明振, 荒木勝, 栗原考次
    • Journal Title

      岡山大学環境理工学部研究報告

      Volume: 17(1) Pages: 7-21

    • NAID

      120004025483

    • Related Report
      2013 Final Research Report
  • [Journal Article] Detection of spatial clustering using echelon scanning method2012

    • Author(s)
      Ishioka, F. and Kurihara, K.
    • Journal Title

      Proceedings of COMPSTAT2012, (Edited by A. Colubi, K. Fokianos and E. J. Kontoghiorghes) Physica-Verlag

      Volume: - Pages: 341-352

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Diagnostics and improvements on statistical sensitivity analysis in a subspace method2012

    • Author(s)
      HayashiI, K., Ishioka, F., Suito, H. and Kurihara, K.
    • Journal Title

      Proceedings of COMPSTAT2012, (Edited by A. Colubi, K. Fokianos and E. J. Kontoghiorghes) Physica-Verlag

      Volume: - Pages: 303-316

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Survey Study of University Students’Awareness on Social Contribution and Regional Cooperation2012

    • Author(s)
      Na, M. Araki, M. and Kurihara, K.
    • Journal Title

      Journal of the Faculty of Environmental Science and Technology

      Volume: 17 Pages: 7-21

    • NAID

      120004025483

    • Related Report
      2011 Research-status Report
  • [Journal Article] Discriminant Analysis of Native Thoracic Aortic Curvature : Risk Prediction for Endoleak Formation After Thoracic Endovascular Aortic Repair2011

    • Author(s)
      Nakatamari, H., Ueda, T., Ishioka F., Raman, B., Kurihara, K., Rubin, G., Ito, H. and Sze, D
    • Journal Title

      Journal of Vascular and Interventional Radiology

      Volume: 22(7) Issue: 7 Pages: 974-979

    • DOI

      10.1016/j.jvir.2011.02.031

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Application to Select Tag Loci by Using Hierarchical Structures of DNA Markers2011

    • Author(s)
      Tomita, M., Kurihara, K. and Moon, S
    • Journal Title

      Journal of the Korean Data Analysis Society

      Volume: 13(6) Pages: 2749-2762

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] 画像特徴量とテキスト情報による画像検索可能な病理情報データベースの構築2011

    • Author(s)
      石橋雄一, 原敦子, 岡安勲, 栗原考次
    • Journal Title

      計算機統計学

      Volume: 24(1) Pages: 3-21

    • NAID

      110008762268

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Presentation] 福島第一原子力発電所事故に伴う放射線物質の集積性の検討2013

    • Author(s)
      石岡文生, 栗原考次
    • Organizer
      日本計算機統計学会第27回シンポジウム
    • Place of Presentation
      熊本市民会館
    • Year and Date
      2013-11-15
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 樹木モデルを用いた肝臓癌の診断論理に関する統計解析2013

    • Author(s)
      林邦好, 石岡文生, 井上幸平, 中玉利葉月, 植田琢也, 水藤寛, 栗原考次
    • Organizer
      日本計算機統計学会第27回シンポジウム
    • Place of Presentation
      熊本市民会館
    • Year and Date
      2013-11-15
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 空間データのバリオグラム推定における信頼性解析2013

    • Author(s)
      金秀柾, 栗原考次, 崔承培
    • Organizer
      日本計算機統計学会第27回シンポジウム
    • Place of Presentation
      熊本市民会館
    • Year and Date
      2013-11-15
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 胸部大動脈瘤ステントグラフト治療における統計的アプローチ2013

    • Author(s)
      石岡文生, 林邦好, 植田琢也, 水藤寛, 栗原考次
    • Organizer
      2013年度統計関連学会連合大会
    • Place of Presentation
      大阪大学
    • Year and Date
      2013-09-09
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Spatial Clustering based on Hierarchical Structure of Multidimensional Lattice Data2013

    • Author(s)
      Kurihara, K. and Ishioka, F
    • Organizer
      Conference of the International Federation of Classification Societies
    • Place of Presentation
      Tilburg, Netherland
    • Year and Date
      2013-07-15
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Invited
  • [Presentation] 胸部大動脈瘤ステントグラフト治療に関わる予後予測-sigmoid関数により血管形状曲率を重み付けした場合のエンドリークの統計的予測-2013

    • Author(s)
      林邦好, 石岡文生, 植田琢也, 水藤寛, 栗原考次
    • Organizer
      日本計算機統計学会第27回大会
    • Place of Presentation
      弘前大学
    • Year and Date
      2013-05-17
    • Related Report
      2013 Final Research Report
  • [Presentation] 胸部大動脈瘤ステントグラフト治療に関わる予後予測2013

    • Author(s)
      林邦好、石岡文生、植田琢也、水藤寛、栗原考次
    • Organizer
      日本計算機統計学会第27回大会
    • Place of Presentation
      弘前大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] 階層的空間構造を利用した森林パッチの境界検討2012

    • Author(s)
      小田牧子, 石岡文生, 栗原考次
    • Organizer
      日本計算機統計学会第26回シンポジウム
    • Place of Presentation
      東京大学
    • Year and Date
      2012-11-02
    • Related Report
      2013 Final Research Report
  • [Presentation] 胸部大動脈瘤ステントグラフト治療に関わる予後予測2012

    • Author(s)
      林邦好, 石岡文生, 植田琢也, 水藤寛, 栗原考次
    • Organizer
      日本計算機統計学会第26回シンポジウム
    • Place of Presentation
      東京大学
    • Year and Date
      2012-11-02
    • Related Report
      2013 Final Research Report
  • [Presentation] 時空間データの同位相分類と多次元・多変量への拡張2012

    • Author(s)
      栗原考次
    • Organizer
      研究会「時系列・時空間統計解析の新たなる展開」
    • Place of Presentation
      東京大学
    • Year and Date
      2012-09-25
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] 空間データの分類とその応用2012

    • Author(s)
      石岡文生, 栗原考次
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Year and Date
      2012-09-11
    • Related Report
      2013 Final Research Report
  • [Presentation] Association Study and Comprehended Hierarchical Structures on DNA markers2012

    • Author(s)
      Tomita, M. and Kurihara, K
    • Organizer
      Joint meeting of Japanese and Italian Classification Societies
    • Place of Presentation
      Anacapri(Italy)
    • Year and Date
      2012-09-04
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] Spatial Classification and Clustering Approaches based on Echelon Analysis2012

    • Author(s)
      Ishioka, F. and Kurihara, K
    • Organizer
      Joint meeting of Japanese and Italian Classification Societies
    • Place of Presentation
      Anacapri(Italy)
    • Year and Date
      2012-09-04
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] Spatial Clustering Based on Hierarchical Structure of Lattice Data and Its Applications2012

    • Author(s)
      Kurihara, K
    • Organizer
      The 2nd Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      Tsukuba(Japan)
    • Year and Date
      2012-07-02
    • Related Report
      2013 Final Research Report
  • [Presentation] 胸部大動脈瘤ステントグラフト治療に関わる予後予測2012

    • Author(s)
      林邦好, 石岡文生, 植田琢也, 水藤寛, 栗原考次
    • Organizer
      日本計算機統計学会第26回大会
    • Place of Presentation
      高松市
    • Year and Date
      2012-05-12
    • Related Report
      2013 Final Research Report
  • [Presentation] Aircrafts Scheduling Algorithms at Airport Terminal2012

    • Author(s)
      Al-Sultan, Ahmed Thanyan, Ishioka, F. and Kurihara, K
    • Organizer
      日本計算機統計学会第26回大会
    • Place of Presentation
      高松市
    • Year and Date
      2012-05-12
    • Related Report
      2013 Final Research Report
  • [Presentation] Assessment of the Relationship between Native Thoracic Curvature and Endoleak Formation after TEVAR Based on Linear Discriminant Analysis2012

    • Author(s)
      HayashiI, K., Ishioka, F., Raman, B., Sze, Y., Suito, H., Ueda, T. and Kurihara, K.
    • Organizer
      4th Japanese-German Symposium on Classification
    • Place of Presentation
      Kyoto
    • Related Report
      2011 Research-status Report
  • [Presentation] The Site Selection of Landfill Using Fuzzy Set and AHP Theory2011

    • Author(s)
      Na, M. and Kurihara, K
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan(Korea)
    • Year and Date
      2011-11-11
    • Related Report
      2013 Final Research Report
  • [Presentation] A Comparative Study of Aircrafts Scheduling Algorithms Base on a Simulation Approach2011

    • Author(s)
      Al-Sultan, Ahmed Thanyan, Ishioka, F. and Kurihara, K
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan(Korea)
    • Year and Date
      2011-11-11
    • Related Report
      2013 Final Research Report
  • [Presentation] 空間データを利用した最終処分場の立地選定2011

    • Author(s)
      羅明振, 栗原考次
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-07
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] 病理情報データベースにおける画像とテキストによる分類の方法2011

    • Author(s)
      石橋雄一, 原敦子, 岡安勲, 栗原考次
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-06
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] 大動脈形状の分類と予後予測2011

    • Author(s)
      石岡文生, 植田琢也, 水藤寛, 栗原考次
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-06
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] 樹木群集のパッチ検出法2011

    • Author(s)
      小田牧子, 正木隆, 栗原考次
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-06
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] エントロピー基準による次元縮小に基づくパターン認識手法に対する統計的感度分析法2011

    • Author(s)
      林邦好, 水藤寛, 栗原考次
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-05
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] Aircrafts Scheduling algorithms : A simulation based approach2011

    • Author(s)
      Al-Sultan, Ahmed Thanyan , Ishioka, F. and Kurihara, K
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-05
    • Related Report
      2013 Final Research Report
  • [Presentation] Spatial Clustering for Spatial-temporal Lattice Data and its Applications in Modern Industry2011

    • Author(s)
      Kurihara, K
    • Organizer
      2011 international conference : Applications of Statistical Methods in the Modern Industry
    • Place of Presentation
      Chung-Ang University(Seoul)
    • Year and Date
      2011-06-04
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] 大学生の社会貢献・地域連携に対する意識2011

    • Author(s)
      羅明振, 荒木勝, 栗原考次
    • Organizer
      日本計算機統計学会第25回大会
    • Place of Presentation
      函館市
    • Year and Date
      2011-05-08
    • Related Report
      2013 Final Research Report
  • [Presentation] DNAデータにおけるLD集積性と代表SNPの選択2011

    • Author(s)
      冨田誠, 栗原考次, 文勝浩
    • Organizer
      日本計算機統計学会第25回大会
    • Place of Presentation
      函館市
    • Year and Date
      2011-05-07
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] Spatial Clustering for Spatial-temporal Lattice Data and its Applications in Modern Industry2011

    • Author(s)
      Koji Kurihara
    • Organizer
      2011 international conference: Applications of Statistical Methods in the Modern Industry(招待講演)
    • Place of Presentation
      Korea
    • Related Report
      2011 Research-status Report
  • [Presentation] Aircrafts Scheduling algorithms: A simulation based approach2011

    • Author(s)
      Ahmed Thanyan AL-Sultan, Fumio Ishioka and Koji Kurihara
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Related Report
      2011 Research-status Report
  • [Presentation] The Site Selection of Landfill Using Fuzzy Set and AHP Theory2011

    • Author(s)
      Na, M. and Kurihara, K.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan
    • Related Report
      2011 Research-status Report
  • [Presentation] A Comparative Study of Aircrafts Scheduling Algorithms Base on a Simulation Approach2011

    • Author(s)
      Al-Sultan, Ahmed Thanyan, Ishioka, F. and Kurihara, K.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan
    • Related Report
      2011 Research-status Report
  • [Presentation] Detection of Mislabeled Training Data in Pattern Recognition with Influence Function2011

    • Author(s)
      Hayashi, K., Suito, H. and Kurihara, K.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan
    • Related Report
      2011 Research-status Report
  • [Presentation] Analysis of Influence Pattern at Training Samples in Discrimination2011

    • Author(s)
      Hayashi, K., Suito, H. and Kurihara, K.
    • Organizer
      Joint Meeting at the 2011 Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei
    • Related Report
      2011 Research-status Report
  • [Presentation] 胸部大動脈瘤ステントグラフト治療に関わる予後予測

    • Author(s)
      林邦好、石岡文生、植田琢也、水藤寛、栗原考次
    • Organizer
      日本計算機統計学会第26回大会
    • Place of Presentation
      高松市
    • Related Report
      2012 Research-status Report
  • [Presentation] Aircrafts Scheduling Algorithms at Airport Terminal

    • Author(s)
      l-Sultan, Ahmed Thanyan, Ishioka, F. and Kurihara, K.
    • Organizer
      日本計算機統計学会第26回大会
    • Place of Presentation
      高松市
    • Related Report
      2012 Research-status Report
  • [Presentation] Spatial Clustering Based on Hierarchical Structure of Lattice Data and Its Applications

    • Author(s)
      Kurihara, K.
    • Organizer
      The 2nd Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      Tsukuba (Japan)
    • Related Report
      2012 Research-status Report
  • [Presentation] Spatial Classification and Clustering Approaches based on Echelon Analysis

    • Author(s)
      Ishioka, F. and Kurihara, K.
    • Organizer
      Joint meeting of Japanese and Italian Classification Societies
    • Place of Presentation
      Anacapri (Italy)
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Association Study and Comprehended Hierarchical Structures on DNA markers

    • Author(s)
      Tomita, M. and Kurihara, K.
    • Organizer
      Joint meeting of Japanese and Italian Classification Societies
    • Place of Presentation
      Anacapri (Italy)
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Statistical Sensitivity Analysis for Risk Prediction of Endoleak Formation After Thoracic Endovascular Aortic Repair

    • Author(s)
      Hayashi, K., Ishioka, F. Raman, B., Sze, D., Suito, H., Ueda, T. and Kurihara, K.
    • Organizer
      Joint meeting of Japanese and Italian Classification Societies
    • Place of Presentation
      Anacapri (Italy)
    • Related Report
      2012 Research-status Report
  • [Presentation] カーネル非線形部分空間法における影響診断について

    • Author(s)
      林邦好、水藤寛、栗原考次
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 空間データの分類とその応用

    • Author(s)
      石岡文生、栗原考次
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 階層的空間構造を利用した森林パッチの境界検討

    • Author(s)
      小田牧子、石岡文生、栗原考次
    • Organizer
      日本計算機統計学会第26回シンポジウム
    • Place of Presentation
      東京大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 胸部大動脈瘤ステントグラフト治療に関わる予後予測

    • Author(s)
      林邦好、石岡文生、植田琢也、水藤寛、栗原考次
    • Organizer
      日本計算機統計学会第26回シンポジウム
    • Place of Presentation
      東京大学
    • Related Report
      2012 Research-status Report
  • [Book] 統計応用の百科事典2011

    • Author(s)
      松原望、美添泰人 編
    • Publisher
      丸善出版(株)
    • Related Report
      2011 Research-status Report
  • [Remarks] 栗原研究室ホームページ

    • URL

      http://www.ems.okayama-u.ac.jp/kurihara/

    • Related Report
      2012 Research-status Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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