easyspec: An Open-source Python Package for Long-slit Spectroscopy
In modern-day astronomy, near-infrared, optical, and ultraviolet spectroscopy are indispensable for studying a wide range of phenomena, from measuring black hole masses to analyzing chemical abundances in stellar atmospheres. However, spectroscopic data reduction is often performed using instrument-...
Uloženo v:
| Vydáno v: | The Astronomical journal Ročník 170; číslo 3; s. 166 - 175 |
|---|---|
| Hlavní autoři: | , , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Madison
The American Astronomical Society
01.09.2025
IOP Publishing |
| Témata: | |
| ISSN: | 0004-6256, 1538-3881 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | In modern-day astronomy, near-infrared, optical, and ultraviolet spectroscopy are indispensable for studying a wide range of phenomena, from measuring black hole masses to analyzing chemical abundances in stellar atmospheres. However, spectroscopic data reduction is often performed using instrument-specific pipelines or legacy software well-established and robust within the community that are often challenging to implement and script in modern astrophysical workflows. In this work, we introduce easyspec, a new Python package designed for long-slit spectroscopy, capable of reducing, extracting, and analyzing spectra from a wide range of instruments—provided they deliver raw FITS files, the standard format for most optical telescopes worldwide. This package is built upon the well-established long-slit spectroscopy routines of the Image Reduction and Analysis Facility (IRAF), integrating modern coding techniques and advanced fitting algorithms based on Markov chain Monte Carlo simulations. We present a user-friendly open-source Python package that can be easily incorporated into customized pipelines for more complex analyses. To validate its capabilities, we apply easyspec to the active galactic nucleus G4Jy 1709, observed with the DOLORES spectrograph at the Telescopio Nazionale Galileo, measuring its redshift and estimating its supermassive black hole mass. Finally, we compare our results with a previous IRAF-based study. |
|---|---|
| AbstractList | In modern-day astronomy, near-infrared, optical, and ultraviolet spectroscopy are indispensable for studying a wide range of phenomena, from measuring black hole masses to analyzing chemical abundances in stellar atmospheres. However, spectroscopic data reduction is often performed using instrument-specific pipelines or legacy software well-established and robust within the community that are often challenging to implement and script in modern astrophysical workflows. In this work, we introduce easyspec, a new Python package designed for long-slit spectroscopy, capable of reducing, extracting, and analyzing spectra from a wide range of instruments—provided they deliver raw FITS files, the standard format for most optical telescopes worldwide. This package is built upon the well-established long-slit spectroscopy routines of the Image Reduction and Analysis Facility (IRAF), integrating modern coding techniques and advanced fitting algorithms based on Markov chain Monte Carlo simulations. We present a user-friendly open-source Python package that can be easily incorporated into customized pipelines for more complex analyses. To validate its capabilities, we apply easyspec to the active galactic nucleus G4Jy 1709, observed with the DOLORES spectrograph at the Telescopio Nazionale Galileo, measuring its redshift and estimating its supermassive black hole mass. Finally, we compare our results with a previous IRAF-based study. |
| Author | Peña-Herazo, Harold Raiteri, Claudia M. Acosta-Pulido, Jose A. de Menezes, Raniere Massaro, Francesco Negro, Michela |
| Author_xml | – sequence: 1 givenname: Raniere orcidid: 0000-0001-5489-4925 surname: de Menezes fullname: de Menezes, Raniere organization: Centro Brasileiro de Pesquisas Físicas , 22290-180 Rio de Janeiro, RJ, raniere@cbpf.br Brazil – sequence: 2 givenname: Francesco orcidid: 0000-0002-1704-9850 surname: Massaro fullname: Massaro, Francesco organization: Consorzio Interuniversitario per la Fisica Spaziale (CIFS) , via Pietro Giuria 1, 10125 Turin, Italy – sequence: 3 givenname: Michela orcidid: 0000-0002-6548-5622 surname: Negro fullname: Negro, Michela organization: Louisiana State University Department of Physics & Astronomy, Baton Rouge, LA 70803, USA – sequence: 4 givenname: Claudia M. orcidid: 0000-0003-1784-2784 surname: Raiteri fullname: Raiteri, Claudia M. organization: INAF—Osservatorio Astrofisico di Torino , via Osservatorio 20, 10025 Pino Torinese, Italy – sequence: 5 givenname: Harold orcidid: 0000-0003-0032-9538 surname: Peña-Herazo fullname: Peña-Herazo, Harold organization: East Asian Observatory , 660 N. A’ohoku Place, Hilo, HI 96720, USA – sequence: 6 givenname: Jose A. orcidid: 0000-0002-0433-9656 surname: Acosta-Pulido fullname: Acosta-Pulido, Jose A. organization: Universidad de La Laguna Departamento de Astrofísica, 38206 La Laguna, Tenerife, Spain |
| BookMark | eNp1kL1PwzAQxS1UJNrCzhiJlYAdO7XNVio-KlVqJWC2HPtcUkoc7HTIf09CUJmYTjq997t7b4JGla8AoUuCb6hg_JbkVKRUCHKrrcsyfILGx9UIjTHGLJ1l-ewMTWLcYUyIwGyM7kHHNtZg7pJ5laxrqNLoD8FAsmmbd18lG20-9BYS50Oy8tU2jfuySV46RxN8NL5uz9Gp0_sIF79zit4eH14Xz-lq_bRczFepoZw0KSFS5rLg3PBMFI5kwgjglucFkyA1I4zZXApmC8kKLFnGHbgZKQhoaUEAnaLlwLVe71Qdyk8dWuV1qX4WPmyVDk1p9qC4tRg6MGOZZVLkkgupC0cpzsFR0rOuBlYd_NcBYqN2Xeqqe1_RLCei-5TPOhUeVKaLGgO441WCVd-66itWfcVqaL2zXA-W0td_zH_l34-AgzA |
| Cites_doi | 10.1093/mnras/stw2324 10.1111/j.1365-2966.2010.17843.x 10.1086/670067 10.1093/mnras/stz2264 10.1093/mnras/staa453 10.1117/12.3021056 10.3847/1538-4365/ac6751 10.5281/Zenodo.1482019 10.1093/mnras/staf254 10.1109/MCSE.2007.55 10.1086/323894 10.5281/zenodo.1069648 10.1086/163513 10.1051/0004-6361:20065177 10.21105/joss.07023 10.1086/191661 10.1007/s10509-020-3727-5 10.21105/joss.00024 10.26131/IRSA537 10.1086/500572 10.1016/j.newar.2011.09.001 10.1038/s41592-019-0686-2 10.21105/joss.02308 10.1117/12.968154 10.1038/s41586-020-2649-2 10.1111/j.1365-2966.2008.13089.x 10.1051/0004-6361/202452816 10.3847/1538-4365/ab6bcb 10.1051/0004-6361/201322068 10.3847/1538-3881/aabc4f 10.1016/j.ascom.2022.100609 10.5281/zenodo.15732789 10.1093/mnras/staf293 10.3847/1538-4365/acaf05 10.1088/0004-637X/737/2/103 10.3847/1538-3881/acd75c |
| ContentType | Journal Article |
| Copyright | 2025. The Author(s). Published by the American Astronomical Society. 2025. The Author(s). Published by the American Astronomical Society. This work is published under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| Copyright_xml | – notice: 2025. The Author(s). Published by the American Astronomical Society. – notice: 2025. The Author(s). Published by the American Astronomical Society. This work is published under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| DBID | O3W TSCCA AAYXX CITATION 7TG 8FD H8D KL. L7M DOA |
| DOI | 10.3847/1538-3881/adf220 |
| DatabaseName | Institute of Physics Open Access Journal Titles IOPscience (Open Access) CrossRef Meteorological & Geoastrophysical Abstracts Technology Research Database Aerospace Database Meteorological & Geoastrophysical Abstracts - Academic Advanced Technologies Database with Aerospace DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef Aerospace Database Meteorological & Geoastrophysical Abstracts Technology Research Database Advanced Technologies Database with Aerospace Meteorological & Geoastrophysical Abstracts - Academic |
| DatabaseTitleList | CrossRef Aerospace Database |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: O3W name: Institute of Physics Open Access Journal Titles url: http://iopscience.iop.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Astronomy & Astrophysics |
| EISSN | 1538-3881 |
| ExternalDocumentID | oai_doaj_org_article_7dd0e5b4442d49859789abf3305ef31e 10_3847_1538_3881_adf220 ajadf220 |
| GroupedDBID | -DZ -~X 123 1JI 23N 4.4 6J9 85S AAFWJ AAGCD AAJIO ABDNZ ABHWH ABXSS ACBEA ACGFS ACHIP ACNCT ACYRX AEFHF AEINN AENEX AFPKN AGNAY AHPAA AKPSB ALMA_UNASSIGNED_HOLDINGS ASPBG ATQHT AVWKF AZFZN CJUJL CRLBU CS3 EBS F5P FRP GROUPED_DOAJ HF~ IJHAN IOP KOT N5L O3W O43 OK1 P2P PJBAE RIN RNS ROL SY9 T37 TR2 TSCCA UPT WH7 ~02 AAYXX CITATION 7TG 8FD H8D KL. L7M |
| ID | FETCH-LOGICAL-c371t-119959b77c728bf128c8e7d75b49e9a4144d5984db94b09427fef61b1ea9de8e3 |
| IEDL.DBID | O3W |
| ISICitedReferencesCount | 0 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001551772600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0004-6256 |
| IngestDate | Fri Oct 03 12:38:57 EDT 2025 Fri Sep 19 03:10:57 EDT 2025 Sat Nov 29 07:36:19 EST 2025 Wed Aug 20 00:49:34 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 3 |
| Language | English |
| License | Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c371t-119959b77c728bf128c8e7d75b49e9a4144d5984db94b09427fef61b1ea9de8e3 |
| Notes | AAS64603 Laboratory Astrophysics, Instrumentation, Software, and Data ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0002-1704-9850 0000-0002-0433-9656 0000-0002-6548-5622 0000-0003-0032-9538 0000-0003-1784-2784 0000-0001-5489-4925 |
| OpenAccessLink | https://iopscience.iop.org/article/10.3847/1538-3881/adf220 |
| PQID | 3251895976 |
| PQPubID | 4562438 |
| PageCount | 10 |
| ParticipantIDs | crossref_primary_10_3847_1538_3881_adf220 iop_journals_10_3847_1538_3881_adf220 proquest_journals_3251895976 doaj_primary_oai_doaj_org_article_7dd0e5b4442d49859789abf3305ef31e |
| PublicationCentury | 2000 |
| PublicationDate | 2025-09-01 |
| PublicationDateYYYYMMDD | 2025-09-01 |
| PublicationDate_xml | – month: 09 year: 2025 text: 2025-09-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | Madison |
| PublicationPlace_xml | – name: Madison |
| PublicationTitle | The Astronomical journal |
| PublicationTitleAbbrev | AJ |
| PublicationTitleAlternate | Astron. J |
| PublicationYear | 2025 |
| Publisher | The American Astronomical Society IOP Publishing |
| Publisher_xml | – name: The American Astronomical Society – name: IOP Publishing |
| References | Foreman-Mackey (ajadf220bib14) 2016; 1 Pickering (ajadf220bib27) 2024; 13101 Astropy Collaboration (ajadf220bib4) 2013; 558 Virtanen (ajadf220bib40) 2020; 17 Craig (ajadf220bib8) 2017 Massaro (ajadf220bib24) 2023; 265 Bisogni (ajadf220bib6) 2017; 464 de Menezes (ajadf220bib12) 2025 Schönell (ajadf220bib34) 2025; 537 Holt (ajadf220bib19) 2008; 387 Risaliti (ajadf220bib32) 2011; 411 de La Peña (ajadf220bib10) 2001 Berry (ajadf220bib5) 2022 Harris (ajadf220bib18) 2020; 585 Raiteri (ajadf220bib30) 2019; 489 Prochaska (ajadf220bib28) 2020; 5 de Menezes (ajadf220bib11) 2022; 40 Boroson (ajadf220bib7) 1992; 80 Tody (ajadf220bib36) 1986; 627 Van Dokkum (ajadf220bib37) 2001; 113 Abdollahi (ajadf220bib1) 2020; 247 Guerrero (ajadf220bib17) 2025; 694 Astropy Collaboration (ajadf220bib3) 2018; 156 Ralchenko (ajadf220bib31) 2005; 8 Marziani (ajadf220bib23) 2012; 56 de Menezes (ajadf220bib13) 2020; 365 McCully (ajadf220bib25) 2018 Hunter (ajadf220bib20) 2007; 9 Schlafly (ajadf220bib33) 2011; 737 Gordon (ajadf220bib16) 2024; 9 Abdollahi (ajadf220bib2) 2022; 260 Foreman-Mackey (ajadf220bib15) 2013; 125 Raiteri (ajadf220bib29) 2020; 493 Lam (ajadf220bib22) 2023; 166 Osterbrock (ajadf220bib26) 1985; 297 Turchetta (ajadf220bib35) 2025; 538 Véron-Cetty (ajadf220bib38) 2006; 455 Vestergaard (ajadf220bib39) 2006; 641 Currie (ajadf220bib9) 2014 IRSA (ajadf220bib21) 2022 |
| References_xml | – volume: 464 start-page: 385 year: 2017 ident: ajadf220bib6 publication-title: MNRAS doi: 10.1093/mnras/stw2324 – start-page: 559 year: 2022 ident: ajadf220bib5 – volume: 411 start-page: 2223 year: 2011 ident: ajadf220bib32 publication-title: MNRAS doi: 10.1111/j.1365-2966.2010.17843.x – volume: 125 start-page: 306 year: 2013 ident: ajadf220bib15 publication-title: PASP doi: 10.1086/670067 – volume: 489 start-page: 1837 year: 2019 ident: ajadf220bib30 publication-title: MNRAS doi: 10.1093/mnras/stz2264 – volume: 493 start-page: 2793 year: 2020 ident: ajadf220bib29 publication-title: MNRAS doi: 10.1093/mnras/staa453 – volume: 13101 start-page: 131010S year: 2024 ident: ajadf220bib27 publication-title: Proc. SPIE doi: 10.1117/12.3021056 – volume: 260 start-page: 53 year: 2022 ident: ajadf220bib2 publication-title: ApJS doi: 10.3847/1538-4365/ac6751 – year: 2018 ident: ajadf220bib25 doi: 10.5281/Zenodo.1482019 – volume: 537 start-page: 3826 year: 2025 ident: ajadf220bib34 publication-title: MNRAS doi: 10.1093/mnras/staf254 – volume: 9 start-page: 90 year: 2007 ident: ajadf220bib20 publication-title: CSE doi: 10.1109/MCSE.2007.55 – volume: 113 start-page: 1420 year: 2001 ident: ajadf220bib37 publication-title: PASP doi: 10.1086/323894 – year: 2017 ident: ajadf220bib8 doi: 10.5281/zenodo.1069648 – volume: 297 start-page: 166 year: 1985 ident: ajadf220bib26 publication-title: ApJ doi: 10.1086/163513 – volume: 455 start-page: 773 year: 2006 ident: ajadf220bib38 publication-title: A&A doi: 10.1051/0004-6361:20065177 – volume: 9 start-page: 7023 year: 2024 ident: ajadf220bib16 publication-title: JOSS doi: 10.21105/joss.07023 – volume: 80 start-page: 109 year: 1992 ident: ajadf220bib7 publication-title: ApJS doi: 10.1086/191661 – volume: 365 start-page: 12 year: 2020 ident: ajadf220bib13 publication-title: Ap&SS doi: 10.1007/s10509-020-3727-5 – volume: 1 start-page: 24 year: 2016 ident: ajadf220bib14 publication-title: JOSS doi: 10.21105/joss.00024 – year: 2022 ident: ajadf220bib21 article-title: Galactic Dust Reddening and Extinction doi: 10.26131/IRSA537 – volume: 641 start-page: 689 year: 2006 ident: ajadf220bib39 publication-title: ApJ doi: 10.1086/500572 – volume: 56 start-page: 49 year: 2012 ident: ajadf220bib23 publication-title: NewAR doi: 10.1016/j.newar.2011.09.001 – start-page: 391 year: 2014 ident: ajadf220bib9 – volume: 17 start-page: 261 year: 2020 ident: ajadf220bib40 publication-title: NatMe doi: 10.1038/s41592-019-0686-2 – volume: 5 start-page: 2308 year: 2020 ident: ajadf220bib28 publication-title: JOSS doi: 10.21105/joss.02308 – volume: 627 start-page: 733 year: 1986 ident: ajadf220bib36 publication-title: Proc. SPIE doi: 10.1117/12.968154 – volume: 585 start-page: 357 year: 2020 ident: ajadf220bib18 publication-title: Natur doi: 10.1038/s41586-020-2649-2 – volume: 387 start-page: 639 year: 2008 ident: ajadf220bib19 publication-title: MNRAS doi: 10.1111/j.1365-2966.2008.13089.x – volume: 8 start-page: 96 year: 2005 ident: ajadf220bib31 publication-title: MSAIS – volume: 694 start-page: A105 year: 2025 ident: ajadf220bib17 publication-title: A&A doi: 10.1051/0004-6361/202452816 – volume: 247 start-page: 33 year: 2020 ident: ajadf220bib1 publication-title: ApJS doi: 10.3847/1538-4365/ab6bcb – volume: 558 start-page: A33 year: 2013 ident: ajadf220bib4 publication-title: A&A doi: 10.1051/0004-6361/201322068 – volume: 156 start-page: 123 year: 2018 ident: ajadf220bib3 publication-title: AJ doi: 10.3847/1538-3881/aabc4f – volume: 40 start-page: 100609 year: 2022 ident: ajadf220bib11 publication-title: A&C doi: 10.1016/j.ascom.2022.100609 – start-page: 59 year: 2001 ident: ajadf220bib10 – year: 2025 ident: ajadf220bib12 doi: 10.5281/zenodo.15732789 – volume: 538 start-page: 380 year: 2025 ident: ajadf220bib35 publication-title: MNRAS doi: 10.1093/mnras/staf293 – volume: 265 start-page: 32 year: 2023 ident: ajadf220bib24 publication-title: ApJS doi: 10.3847/1538-4365/acaf05 – volume: 737 start-page: 103 year: 2011 ident: ajadf220bib33 publication-title: ApJ doi: 10.1088/0004-637X/737/2/103 – volume: 166 start-page: 13 year: 2023 ident: ajadf220bib22 publication-title: AJ doi: 10.3847/1538-3881/acd75c |
| SSID | ssj0011804 |
| Score | 2.485808 |
| Snippet | In modern-day astronomy, near-infrared, optical, and ultraviolet spectroscopy are indispensable for studying a wide range of phenomena, from measuring black... |
| SourceID | doaj proquest crossref iop |
| SourceType | Open Website Aggregation Database Index Database Publisher |
| StartPage | 166 |
| SubjectTerms | Active galactic nuclei Algorithms Astronomy Astronomy data analysis Astronomy image processing Black holes Data reduction Infrared astronomy Markov chains Measuring instruments Monte Carlo simulation Near infrared radiation Open source software Pipelines Red shift Spectroscopic telescopes Spectroscopy Spectrum analysis Stellar atmospheres Supermassive black holes Telescopes Ultraviolet astronomy Ultraviolet spectroscopy |
| SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NS-QwFA-LeNiLuH7guCo5qOChTNOkTeJtFMWDDHNQmFtJk5dFlm0HWxfmv9_32s6usLB78dRSAg2_l7yvvPweY-e5D0UwVZqATlWiNAYo1ouYOJDSSpcWmYp9swk9n5vl0i7etfqimrCBHngAbqpDSCGvlFJZUNag_2usqyKG4TlEKYC0b6rtJpgazw-ESdVwKClR_U77bS2NEVMXYka9vd8ZoZ6rH03LS7P6SyH3VuZ-l-2M7iGfDdP6wj5BvceOZi0lrJsfa37J-_chH9Husxtw7ZpuS17zWc2pOiQZ0vF8sSZWAL5w_juqDI6-KX9s6m8J-pUdp67zHfFYNqv1AXu-v3u6fUjGtgiJl1p0iaBb1bbS2uvMVBENjDegg0aQLFinMEQKuTUqVFZVGL1lOkIsRCXA2QAG5CHbqpsajhh33hcacgf4UFEQdx76K1mQJCWRmwm72uBUrgb2ixKjBsK0JExLwrQcMJ2wGwLy9zjire4_oDTLUZrl_6Q5YRcohnLcR-0_fnayEdSfwRJ9NYPQ6OL4I-bylX3OqNlvX1B2wra61zc4Zdv-Z_fSvp716-0XBmbWmg priority: 102 providerName: Directory of Open Access Journals |
| Title | easyspec: An Open-source Python Package for Long-slit Spectroscopy |
| URI | https://iopscience.iop.org/article/10.3847/1538-3881/adf220 https://www.proquest.com/docview/3251895976 https://doaj.org/article/7dd0e5b4442d49859789abf3305ef31e |
| Volume | 170 |
| WOSCitedRecordID | wos001551772600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 1538-3881 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0011804 issn: 0004-6256 databaseCode: DOA dateStart: 20220101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVIOP databaseName: Institute of Physics Open Access Journal Titles customDbUrl: eissn: 1538-3881 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0011804 issn: 0004-6256 databaseCode: O3W dateStart: 19980101 isFulltext: true titleUrlDefault: http://iopscience.iop.org/ providerName: IOP Publishing |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS-UwFA6iLmYzvmbwOipZ6ICLjk2TNomurqK4EOcuFN2VNDkZRGwvtjNw__2cpPWKKMOAq4YSkvCd5Dzy-A4he7l1hVNVmoBMRSIkBijaMp8Y4FxzkxaZ8DHZhLy6Und3erJAjudvYZrpoPp_YLEnCu4hDOuboy49jGuUK8UOjfNZhvH6EldoxnEy_-S38yMEptKeghnHgE7-cEb5bguvbFKk7kdLg92_0c_R6JyvfGi4q-Tz4GvScV91jSxAvU42x23Y_W4eZ_Q7jeV-c6PdICdg2ll4enlExzUNV02Sfm-fTmaBYoBOjH1A_UPR0aWXTf0rQSe1oyGFfRdIMZvp7Au5OT-7Pr1IhhwLieWSdQkLT7R1JaWVmao8WiurQDqZV0KDNgLjLZdrJVylRYWhYCY9-IJVDIx2oIB_JYt1U8MmocbaQkJuAD_Cs0DEh85P5ngQOcvViBw8o1xOeyqNEkOQAFIZQCoDSGUP0oicBDHM6wUS7PgDES4HhEvpXAo4UCEyJ7TC0EhpU3mOKgw8ZzAi-yiUcliU7T86234W80tljo6fQmhksfWfzXwjn7KQHDheQNsmi93Tb9ghy_ZPd98-7cZgfzdO0b_HFOH8 |
| linkProvider | IOP Publishing |
| linkToPdf | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Jb9QwFLZKixAXKEvVoZsPgMQhTBw7sd3bdBmBqIY5gOjNcrwghEhGTUCaf897TlqEihASp0SR5Tx9z36Ll-8R8rx0vvKqzrMgc5EJCQmKdixmNnCuuc2rQsRUbEIuFuryUi_HOqfpLky7Gk3_a3gdiIIHCHF-c7Cl0zRHuVJsan0siny68vEO2UKeEhzW7_mnm20EpvKBhhnkgEB_3Kf8Yy-_-aVE3w_eBkS4ZaOT45k__G-Rt8mDMeaks6H5I7IRmsdkd9bhKnj7bU1f0vQ-LHJ0T8hJsN0ar2Ae01lD8chJNqzx0-UaqQbo0rqvYIcoBLz0om0-ZxCs9hRL2fdIjtmu1k_Jx_n5h9M32VhrIXNcsj5jeFVb11I6Wag6gtdyKkgvy1rooK2AvMuXWglfa1FDSljIGGLFahas9kEFvkM2m7YJu4Ra5yoZShvgISJDQj4IggrPUfWsVBPy6hppsxooNQykIgiUQaAMAmUGoCbkBFVx0w7JsNMHQNmMKBvpfR5AUCEKL7SCFElpW0cOpixEzsKEvADFmHFydn_52f61qn815hAAKoBGVs_-sZsjcm95NjcXbxfv9sj9AusFpzNp-2Szv_oeDshd96P_0l0dprH6E6oh5m8 |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=easyspec%3A+An+Open-source+Python+Package+for+Long-slit+Spectroscopy&rft.jtitle=The+Astronomical+journal&rft.au=Raniere+de+Menezes&rft.au=Massaro%2C+Francesco&rft.au=Negro%2C+Michela&rft.au=Raiteri%2C+Claudia+M&rft.date=2025-09-01&rft.pub=IOP+Publishing&rft.issn=0004-6256&rft.eissn=1538-3881&rft.volume=170&rft.issue=3&rft.spage=166&rft_id=info:doi/10.3847%2F1538-3881%2Fadf220&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0004-6256&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0004-6256&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0004-6256&client=summon |