cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5039467
title: Data release for paper "The Araucaria Project: Deep near-infrared photometric maps of Local and Sculptor Group galaxies. I. Carina, Fornax, Sculptor"

description: Deep near-infrared J- and K-band photometry of three Local Group dwarf spheroidal galaxies: Fornax, Carina, and Sculptor, is made available for the community. Until now, these data have only been used by the Araucaria Project to determine distances using the tip of the red giant and RR Lyrae stars. Now, we present the entire data collection in a form of a database, consisting of accurate J- and K-band magnitudes, sky coordinates, ellipticity measurements, and timestamps of observations, complemented by stars' loci in their reference images. Depth of our photometry reaches about 22 mag at 5 sigma level, and is comparable to NIR surveys, like the UKIRT Infrared Deep Sky Survey (UKIDSS) or the VISTA Hemisphere Survey (VHS), and small overlap with VHS and no overlap with UKIDSS makes our database a unique source of quality photometry. Data release consists of: databases in a form of text files for Carina, Fornax and Sculptor galaxies<br> (db_Car.txt, db_For.txt , db_Scu.txt) completeness tables and plots for every field in Carina, Fornax and Sculptor galaxies<br> (compl_Car.pdf, compl_Car.txt, compl_Scu.pdf, compl_Scu.txt, compl_For.pdf, compl_For.txt) explanatory file for each galaxy<br> (info_Car.txt, info_Scu.txt, info_For.txt) FITS images of scientific quality of all analyzed fields in Carina, Fornax and Sculptor galaxies, archived in tar.gz files
description: The research leading to these results has received funding from the European Research Council (ERC) under the European Unions Horizon 2020 research and innovation program (grant agreement No 695099). We acknowledge support from Polish Ministry of Science and Higher Education, grant IdP II 2015 0002 64; National Science Center, Poland, grant MAESTRO UMO-2017/26/A/ST9/00446; Millenium Institute of Astrophysics (MAS) of the Iniciativa Cientifica Milenio del Ministerio de Economia, Fomento y Turismo de Chile, project IC120009; BASAL Centro de Astrofisica y Tecnologias Afines (CATA), grant AFP-170002; FONDECYT POSTDOCTORADO, grant 3170703.
DOI: 10.5281/zenodo.4396293
title: Data release for paper "The Araucaria Project: Deep near-infrared photometric maps of Local and Sculptor Group galaxies. I. Carina, Fornax, Sculptor"

description: Deep near-infrared J- and K-band photometry of three Local Group dwarf spheroidal galaxies: Fornax, Carina, and Sculptor, is made available for the community. Until now, these data have only been used by the Araucaria Project to determine distances using the tip of the red giant and RR Lyrae stars. Now, we present the entire data collection in a form of a database, consisting of accurate J- and K-band magnitudes, sky coordinates, ellipticity measurements, and timestamps of observations, complemented by stars' loci in their reference images. Depth of our photometry reaches about 22 mag at 5 sigma level, and is comparable to NIR surveys, like the UKIRT Infrared Deep Sky Survey (UKIDSS) or the VISTA Hemisphere Survey (VHS), and small overlap with VHS and no overlap with UKIDSS makes our database a unique source of quality photometry. Data release consists of: databases in a form of text files for Carina, Fornax and Sculptor galaxies<br> (db_Car.txt, db_For.txt , db_Scu.txt) completeness tables and plots for every field in Carina, Fornax and Sculptor galaxies<br> (compl_Car.pdf, compl_Car.txt, compl_Scu.pdf, compl_Scu.txt, compl_For.pdf, compl_For.txt) explanatory file for each galaxy<br> (info_Car.txt, info_Scu.txt, info_For.txt) FITS images of scientific quality of all analyzed fields in Carina, Fornax and Sculptor galaxies, archived in tar.gz files
description: The research leading to these results has received funding from the European Research Council (ERC) under the European Unions Horizon 2020 research and innovation program (grant agreement No 695099). We acknowledge support from Polish Ministry of Science and Higher Education, grant IdP II 2015 0002 64; National Science Center, Poland, grant MAESTRO UMO-2017/26/A/ST9/00446; Millenium Institute of Astrophysics (MAS) of the Iniciativa Cientifica Milenio del Ministerio de Economia, Fomento y Turismo de Chile, project IC120009; BASAL Centro de Astrofisica y Tecnologias Afines (CATA), grant AFP-170002; FONDECYT POSTDOCTORADO, grant 3170703.
DOI: 10.6084/m9.figshare.14870148
title: GRanD-FFr-merge

description: A merge of the GRanD and Free-Flowing-River databases using GOID and adding extra columns to reduce the uses column and focus specifically on hydro power.
DOI: 10.6084/m9.figshare.13237400
title: Supplemental File 3: Data to calculate Cohen's Kappa

description: Data used in calculating Cohen's Kappa statistic for the submission to the Journal of Geoscience Education entitled "Consider the following: A pilot study of the effects of viewing a educational television program on learner perceptions of anthropogenic climate change"
DOI: 10.6084/m9.figshare.13237400.v1
title: Supplemental File 3: Data to calculate Cohen's Kappa

description: Data used in calculating Cohen's Kappa statistic for the submission to the Journal of Geoscience Education entitled "Consider the following: A pilot study of the effects of viewing a educational television program on learner perceptions of anthropogenic climate change"
DOI: 10.6084/m9.figshare.9964235
title: Supplemental File 4: Survey Response Data and classifications

description: Survey results from Anderson et al., Journal of Geoscience Education Submission entitled "<b>Consider the following: A pilot study of the effects of an educational television program on viewer perceptions of anthropogenic climate change and ocean acidification"</b>
DOI: 10.6084/m9.figshare.9964235.v1
title: Supplemental File 4: Survey Response Data and classifications

description: Survey results from Anderson et al., Journal of Geoscience Education Submission entitled "<b>Consider the following: A pilot study of the effects of an educational television program on viewer perceptions of anthropogenic climate change and ocean acidification"</b>
DOI: 10.5281/zenodo.4396294
title: Data release for paper "The Araucaria Project: Deep near-infrared photometric maps of Local and Sculptor Group galaxies. I. Carina, Fornax, Sculptor"

description: Version 2 with complete archive of FITS files available here: https://zenodo.org/record/5039467 Deep near-infrared J- and K-band photometry of three Local Group dwarf spheroidal galaxies: Fornax, Carina, and Sculptor, is made available for the community. Until now, these data have only been used by the Araucaria Project to determine distances using the tip of the red giant and RR Lyrae stars. Now, we present the entire data collection in a form of a database, consisting of accurate J- and K-band magnitudes, sky coordinates, ellipticity measurements, and timestamps of observations, complemented by stars' loci in their reference images. Depth of our photometry reaches about 22 mag at 5 sigma level, and is comparable to NIR surveys, like the UKIRT Infrared Deep Sky Survey (UKIDSS) or the VISTA Hemisphere Survey (VHS), and small overlap with VHS and no overlap with UKIDSS makes our database a unique source of quality photometry. Data release consists of: databases in a form of text files for Carina, Fornax and Sculptor galaxies<br> (db_Car.txt, db_Forx.txt (unintended typo, should be db_For.txt), db_Scu.txt) completeness tables and plots for every field in Carina, Fornax and Sculptor galaxies<br> (compl_Car.pdf, compl_Car.txt, compl_Scu.pdf, compl_Scu.txt, compl_For.pdf, compl_For.txt) explanatory file for each galaxy<br> (info_Car.txt, info_Scu.txt, info_For.txt) incomplete set of FITS images of scientific quality of all analyzed fields in Carina, Fornax. For a complete set go to https://zenodo.org/record/5039467
description: The research leading to these results has received funding from the European Research Council (ERC) under the European Unions Horizon 2020 research and innovation program (grant agreement No 695099). We acknowledge support from Polish Ministry of Science and Higher Education, grant IdP II 2015 0002 64; National Science Center, Poland, grant MAESTRO UMO-2017/26/A/ST9/00446; Millenium Institute of Astrophysics (MAS) of the Iniciativa Cientifica Milenio del Ministerio de Economia, Fomento y Turismo de Chile, project IC120009; BASAL Centro de Astrofisica y Tecnologias Afines (CATA), grant AFP-170002; FONDECYT POSTDOCTORADO, grant 3170703.
DOI: 10.5517/ccdc.csd.cc26r7qy
title: CCDC 2048130: Experimental Crystal Structure Determination

description: Related Article: Helge‐Boj Hansen,  Hubert Wadepohl,  Markus Enders|2021|Eur.J.Inorg.Chem.|2021|1278|doi:10.1002/ejic.202001157
DOI: 10.5517/ccdc.csd.cc26r7rz
title: CCDC 2048131: Experimental Crystal Structure Determination

description: Related Article: Helge‐Boj Hansen,  Hubert Wadepohl,  Markus Enders|2021|Eur.J.Inorg.Chem.|2021|1278|doi:10.1002/ejic.202001157
DOI: 10.5517/ccdc.csd.cc26r7s0
title: CCDC 2048132: Experimental Crystal Structure Determination

description: Related Article: Helge‐Boj Hansen,  Hubert Wadepohl,  Markus Enders|2021|Eur.J.Inorg.Chem.|2021|1278|doi:10.1002/ejic.202001157
DOI: 10.5517/ccdc.csd.cc26r7t1
title: CCDC 2048133: Experimental Crystal Structure Determination

description: Related Article: Helge‐Boj Hansen,  Hubert Wadepohl,  Markus Enders|2021|Eur.J.Inorg.Chem.|2021|1278|doi:10.1002/ejic.202001157
DOI: 10.5517/ccdc.csd.cc26rlyj
title: CCDC 2048478: Experimental Crystal Structure Determination

description: Related Article: Sharmila Pandey,  Tanmoy Mandal|2021|Eur.J.Inorg.Chem.|2021|1763|doi:10.1002/ejic.202100103
DOI: 10.5517/ccdc.csd.cc26rlzk
title: CCDC 2048479: Experimental Crystal Structure Determination

description: Related Article: Sharmila Pandey,  Tanmoy Mandal|2021|Eur.J.Inorg.Chem.|2021|1763|doi:10.1002/ejic.202100103
DOI: 10.5517/ccdc.csd.cc26rvsm
title: CCDC 2048721: Experimental Crystal Structure Determination

description: Related Article: Rui Yang, Yifei Liu, Zhen Dong, Haiyan Li, Zhiwen Ye|2021|New J.Chem.|45|11380|doi:10.1039/D1NJ01099A
DOI: 10.5517/ccdc.csd.cc26rx74
title: CCDC 2048766: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rx85
title: CCDC 2048767: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rx96
title: CCDC 2048768: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rxb7
title: CCDC 2048769: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rxc8
title: CCDC 2048770: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rxd9
title: CCDC 2048771: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rxfb
title: CCDC 2048772: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rxgc
title: CCDC 2048773: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rxhd
title: CCDC 2048774: Experimental Crystal Structure Determination

description: Related Article: Niklas Reinfandt,  Nadine Michenfelder,  Christoph Schoo,  Ravi Yadav,  Stephan Reichl,  Sergey N. Konchenko,  Andreas N. Unterreiner,  Manfred Scheer,  Peter W. Roesky|2021|Chem.-Eur.J.|27|7862|doi:10.1002/chem.202100605
DOI: 10.5517/ccdc.csd.cc26rxzw
title: CCDC 2048789: Experimental Crystal Structure Determination

description: Related Article: Nicolas Queyriaux,  Charlène Esmieu,  Arvind K. Gupta,  Laure Vendier,  Sascha Ott,  Maylis Orio,  Leif Hammarström|2021|Eur.J.Inorg.Chem.|2021|1263|doi:10.1002/ejic.202001165
DOI: 10.5517/ccdc.csd.cc26s1tw
title: CCDC 2048908: Experimental Crystal Structure Determination

description: Related Article: Malcolm P. Huestis, Jean-Phillippe Leclerc, Robin Larouche-Gauthier, Samuel Aubert-Nicol, Arun Yadav, and Koilpitchai Sivamuthuraman|2021|Eur.J.Org.Chem.|2021|396|doi:10.1002/ejoc.202001584
DOI: 10.5517/ccdc.csd.cc26s258
title: CCDC 2048919: Experimental Crystal Structure Determination

description: Related Article: Lucija Hok, Eloi Lluch Sanchez, Robert Vianello, Boris‐Marko Kukovec, Zora Popović|2021|Eur.J.Inorg.Chem.|2021|1470|doi:10.1002/ejic.202100055
DOI: 10.5517/ccdc.csd.cc26s269
title: CCDC 2048920: Experimental Crystal Structure Determination

description: Related Article: Lucija Hok, Eloi Lluch Sanchez, Robert Vianello, Boris‐Marko Kukovec, Zora Popović|2021|Eur.J.Inorg.Chem.|2021|1470|doi:10.1002/ejic.202100055
DOI: 10.5517/ccdc.csd.cc26s90b
title: CCDC 2049131: Experimental Crystal Structure Determination

description: Related Article: Nicolas Queyriaux,  Charlène Esmieu,  Arvind K. Gupta,  Laure Vendier,  Sascha Ott,  Maylis Orio,  Leif Hammarström|2021|Eur.J.Inorg.Chem.|2021|1263|doi:10.1002/ejic.202001165
DOI: 10.5517/ccdc.csd.cc26scky
title: CCDC 2049210: Experimental Crystal Structure Determination

description: Related Article: Mamoru Ito,  Asahi Takaki,  Moeka Okamura,  Kyalo Stephen Kanyiva,  Takanori Shibata|2021|Eur.J.Org.Chem.|2021|1688|doi:10.1002/ejoc.202001643
DOI: 10.5517/ccdc.csd.cc26np2n
title: CCDC 2045661: Experimental Crystal Structure Determination

description: Related Article: Mamoru Ito,  Asahi Takaki,  Moeka Okamura,  Kyalo Stephen Kanyiva,  Takanori Shibata|2021|Eur.J.Org.Chem.|2021|1688|doi:10.1002/ejoc.202001643
DOI: 10.5517/ccdc.csd.cc26t85h
title: CCDC 2050066: Experimental Crystal Structure Determination

description: Related Article: Elena Yu. Schmidt,  Nadezhda V. Semenova,  Inna V. Tatarinova,  Igor’ A. Ushakov,  Alexander V. Vashchenko,  Boris A. Trofimov|2021|Eur.J.Org.Chem.|2021|2802|doi:10.1002/ejoc.202100377
DOI: 10.5517/ccdc.csd.cc26t9jw
title: CCDC 2050108: Experimental Crystal Structure Determination

description: Related Article: François Mazars,  Madalina Hrubaru,  Nikolay Tumanov,  Johan Wouters,  Lionel Delaude|2021|Eur.J.Org.Chem.|2021|2025|doi:10.1002/ejoc.202100274
DOI: 10.5517/ccdc.csd.cc26t9kx
title: CCDC 2050109: Experimental Crystal Structure Determination

description: Related Article: François Mazars,  Madalina Hrubaru,  Nikolay Tumanov,  Johan Wouters,  Lionel Delaude|2021|Eur.J.Org.Chem.|2021|2025|doi:10.1002/ejoc.202100274
DOI: 10.5517/ccdc.csd.cc26thfz
title: CCDC 2050291: Experimental Crystal Structure Determination

description: Related Article: János P. Mészáros, Gábor Németi, Jelena M. Poljarevic, Tamás Holczbauer, Nóra V. May, Éva A. Enyedy|2021|Eur.J.Inorg.Chem.|2021|1858|doi:10.1002/ejic.202100122
DOI: 10.5517/ccdc.csd.cc26thg0
title: CCDC 2050292: Experimental Crystal Structure Determination

description: Related Article: János P. Mészáros, Gábor Németi, Jelena M. Poljarevic, Tamás Holczbauer, Nóra V. May, Éva A. Enyedy|2021|Eur.J.Inorg.Chem.|2021|1858|doi:10.1002/ejic.202100122
DOI: 10.5517/ccdc.csd.cc26ppk5
title: CCDC 2046637: Experimental Crystal Structure Determination

description: Related Article: Sabrina Giofrè,  Camilla Loro,  Letizia Molteni,  Carlo Castellano,  Alessandro Contini,  Donatella Nava,  Gianluigi Broggini,  Egle M. Beccalli|2021|Eur.J.Org.Chem.|2021|1750|doi:10.1002/ejoc.202100202
DOI: 10.5517/ccdc.csd.cc250kwn
title: CCDC 1996551: Experimental Crystal Structure Determination

description: Related Article: Mannar R. Maurya, Ved Prakash, Fernando Avecilla, Muniappan Sankar|2021|Eur.J.Inorg.Chem.|2021|1685|doi:10.1002/ejic.202100116
DOI: 10.5517/ccdc.csd.cc26v19f
title: CCDC 2050814: Experimental Crystal Structure Determination

description: Related Article: Yin‐Qiang Zhang, Min Li, Guan‐Cheng Xu|2021|Eur.J.Inorg.Chem.|2021|1251|doi:10.1002/ejic.202001156
DOI: 10.5517/ccdc.csd.cc26v1bg
title: CCDC 2050815: Experimental Crystal Structure Determination

description: Related Article: Yin‐Qiang Zhang, Min Li, Guan‐Cheng Xu|2021|Eur.J.Inorg.Chem.|2021|1251|doi:10.1002/ejic.202001156
DOI: 10.5517/ccdc.csd.cc26v2dk
title: CCDC 2050848: Experimental Crystal Structure Determination

description: Related Article: Toshiaki Kuramitsu, Sotaro Kusumoto, Hitomi Ohmagari, Miki Hasegawa, Pierre Thuéry, Yang Kim, Shinya Hayami, Masaaki Nakamura|2021|Eur.J.Inorg.Chem.|2021|1160|doi:10.1002/ejic.202001138
DOI: 10.5517/ccdc.csd.cc26v2fl
title: CCDC 2050849: Experimental Crystal Structure Determination

description: Related Article: Toshiaki Kuramitsu, Sotaro Kusumoto, Hitomi Ohmagari, Miki Hasegawa, Pierre Thuéry, Yang Kim, Shinya Hayami, Masaaki Nakamura|2021|Eur.J.Inorg.Chem.|2021|1160|doi:10.1002/ejic.202001138
DOI: 10.5517/ccdc.csd.cc26v2hn
title: CCDC 2050851: Experimental Crystal Structure Determination

description: Related Article: Toshiaki Kuramitsu, Sotaro Kusumoto, Hitomi Ohmagari, Miki Hasegawa, Pierre Thuéry, Yang Kim, Shinya Hayami, Masaaki Nakamura|2021|Eur.J.Inorg.Chem.|2021|1160|doi:10.1002/ejic.202001138
DOI: 10.25934/00004451.0
title: Available IPD datapackage for study 'A Randomized, Double-Blind, Placebo-Controlled, Parallel Study to Assess the Efficacy and Safety of Tadalafil (LY450190) Once a Day in Subjects With Erectile Dysfunction Who Are Naïve to PDE5 Inhibitors'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00004451.1
title: IPD datapackage for study 'A Randomized, Double-Blind, Placebo-Controlled, Parallel Study to Assess the Efficacy and Safety of Tadalafil (LY450190) Once a Day in Subjects With Erectile Dysfunction Who Are Naïve to PDE5 Inhibitors' and research request: 'Inferential reproducibility of therapeutic research: a registered report for a cross-sectional study of RCTs available on major data-sharing platforms'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.3886/e143941
title: Improved Back Test of Magic Formula in Malaysian Stock Market Using Applied Programming and Online Quantitative Platform

description: Greenblatt’s Magic Formula (MF) has proven effective in the different stock market over the world. However, there is no academic research to investigate its effectiveness in the Malaysian stock market. To fill in the gap of literature. This study applied programming and quantitative finance method to back-test Malaysian stock data from 2004 to 2019. Besides, this research also tests different financial indicators, market capital and portfolio size for finding the optimal MF for the Malaysian stock market. The KLSE index was selected as the benchmark. CAPM model and a variety of financial ratios were applied to evaluate the performance. Risk-reward of portfolios also considered. The results showed that 15 of 18 portfolios deliver a higher return than the benchmark. However, compare the performance of the MF in the United States and other markets. The Malaysian market has not shown its advantages. For further tests, compared with Earning before interest and tax(EBIT) which used in the original MF. Gross profit (GP) is more suitable in the Malaysian stock market. It is worth mentioning that when GP applied to formulas. The performance of small market capitalization portfolios is better than that of large market capitalization portfolios. It exactly contradicts the original MF
DOI: 10.3886/e143941v1
title: Improved Back Test of Magic Formula in Malaysian Stock Market Using Applied Programming and Online Quantitative Platform

description: Greenblatt’s Magic Formula (MF) has proven effective in the different stock market over the world. However, there is no academic research to investigate its effectiveness in the Malaysian stock market. To fill in the gap of literature. This study applied programming and quantitative finance method to back-test Malaysian stock data from 2004 to 2019. Besides, this research also tests different financial indicators, market capital and portfolio size for finding the optimal MF for the Malaysian stock market. The KLSE index was selected as the benchmark. CAPM model and a variety of financial ratios were applied to evaluate the performance. Risk-reward of portfolios also considered. The results showed that 15 of 18 portfolios deliver a higher return than the benchmark. However, compare the performance of the MF in the United States and other markets. The Malaysian market has not shown its advantages. For further tests, compared with Earning before interest and tax(EBIT) which used in the original MF. Gross profit (GP) is more suitable in the Malaysian stock market. It is worth mentioning that when GP applied to formulas. The performance of small market capitalization portfolios is better than that of large market capitalization portfolios. It exactly contradicts the original MF
DOI: 10.17608/k6.auckland.12886745.v5
title: Untangling the genetic link between type 1 and type 2 diabetes using functional genomics

description: All datasets and supplementary information for this article.
DOI: 10.5517/ccdc.csd.cc26vkj5
title: CCDC 2051317: Experimental Crystal Structure Determination

description: Related Article: Alla Skorokhod,  Feten Hleli,  Fadhel Hajlaoui,  Karim Karoui,  Magali Allain,  Nabil Zouari,  Nicolas Mercier|2021|Eur.J.Inorg.Chem.|2021|1452|doi:10.1002/ejic.202100011
DOI: 10.5517/ccdc.csd.cc26vlb0
title: CCDC 2051342: Experimental Crystal Structure Determination

description: Related Article: Mathieu Gama,  Xavier Antognini Silva,  Thu-Hong Doan,  Arnaud Osi,  Aurélien Chardon,  Nikolay Tumanov,  Johan Wouters,  Guillaume Berionni|2021|Eur.J.Org.Chem.|2021|1440|doi:10.1002/ejoc.202001672