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Standardised formats and open-source analysis tools for the MAGIC telescopes data

Fuente: arXiv
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Main Authors: Abe, S., Abhir, J., Abhishek, A., Acciari, V. A., Aguasca-Cabot, A., Agudo, I., Aniello, T., Ansoldi, S., Antonelli, L. A., Engels, A. Arbet, Arcaro, C., Artero, M., Asano, K., Babić, A., de Almeida, U. Barres, Barrio, J. A., Batković, I., Bautista, A., Baxter, J., González, J. Becerra, Bednarek, W., Bernardini, E., Bernete, J., Berti, A., Besenrieder, J., Bigongiari, C., Biland, A., Blanch, O., Bonnoli, G., Bošnjak, Ž., Bronzini, E., Burelli, I., Busetto, G., Campoy-Ordaz, A., Carosi, A., Carosi, R., Carretero-Castrillo, M., Castro-Tirado, A. J., Cerasole, D., Ceribella, G., Chai, Y., Cifuentes, A., Colombo, E., Contreras, J. L., Cortina, J., Covino, S., D'Amico, G., D'Elia, V., Da Vela, P., Dazzi, F., De Angelis, A., De Lotto, B., de Menezes, R., Delfino, M., Delgado, J., Di Pierro, F., Di Tria, R., Di Venere, L., Prester, D. Dominis, Donini, A., Dorner, D., Doro, M., Elsaesser, D., Escudero, J., Fariña, L., Fattorini, A., Foffano, L., Font, L., Fröse, S., Fukami, S., Fukazawa, Y., López, R. J. García, Garczarczyk, M., Gasparyan, S., Gaug, M., Paiva, J. G. Giesbrecht, Giglietto, N., Giordano, F., Gliwny, P., Gradetzke, T., Grau, R., Green, D., Green, J. G., Günther, P., Hadasch, D., Hahn, A., Hassan, T., Heckmann, L., Llorente, J. Herrera, Hrupec, D., Hütten, M., Imazawa, R., Ishio, K., Martínez, I. Jiménez, Jormanainen, J., Kayanoki, T., Kerszberg, D., Kluge, G. W., Kobayashi, Y., Kouch, P. M., Kubo, H., Kushida, J., Láinez, M., Lamastra, A., Leone, F., Lindfors, E., Lombardi, S., Longo, F., López-Coto, R., López-Moya, M., López-Oramas, A., Loporchio, S., Lorini, A., Lyard, E., Fraga, B. Machado de Oliveira, Majumdar, P., Makariev, M., Maneva, G., Manganaro, M., Mangano, S., Mannheim, K., Mariotti, M., Martínez, M., Martínez-Chicharro, M., Mas-Aguilar, A., Mazin, D., Menchiari, S., Mender, S., Miceli, D., Miener, T., Miranda, J. M., Mirzoyan, R., González, M. Molero, Molina, E., Mondal, H. A., Moralejo, A., Morcuende, D., Nakamori, T., Nanci, C., Neustroev, V., Nickel, L., Rosillo, M. Nievas, Nigro, C., Nikolić, L., Nishijima, K., Ekoume, T. Njoh, Noda, K., Nozaki, S., Ohtani, Y., Okumura, A., Otero-Santos, J., Paiano, S., Paneque, D., Paoletti, R., Paredes, J. M., Peresano, M., Persic, M., Pihet, M., Pirola, G., Podobnik, F., Moroni, P. G. Prada, Prandini, E., Principe, G., Priyadarshi, C., Rhode, W., Ribó, M., Rico, J., Righi, C., Sahakyan, N., Saito, T., Saturni, F. G., Schmidt, K., Schmuckermaier, F., Schubert, J. L., Schweizer, T., Sciaccaluga, A., Silvestri, G., Sitarek, J., Sliusar, V., Sobczynska, D., Spolon, A., Stamerra, A., Strišković, J., Strom, D., Strzys, M., Suda, Y., Suutarinen, S., Tajima, H., Takahashi, M., Takeishi, R., Temnikov, P., Terauchi, K., Terzić, T., Teshima, M., Truzzi, S., Tutone, A., Ubach, S., van Scherpenberg, J., Acosta, M. Vazquez, Ventura, S., Viale, I., Vigorito, C. F., Vitale, V., Vovk, I., Walter, R., Will, M., Wunderlich, C., Yamamoto, T., Jouvin, L., Linhoff, L., Linhoff, M.
Format: Preprint
Published: 2024
Subjects:
Instrumentation and Methods for Astrophysics
High Energy Astrophysical Phenomena
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author Abe, S.
Abhir, J.
Abhishek, A.
Acciari, V. A.
Aguasca-Cabot, A.
Agudo, I.
Aniello, T.
Ansoldi, S.
Antonelli, L. A.
Engels, A. Arbet
Arcaro, C.
Artero, M.
Asano, K.
Babić, A.
de Almeida, U. Barres
Barrio, J. A.
Batković, I.
Bautista, A.
Baxter, J.
González, J. Becerra
Bednarek, W.
Bernardini, E.
Bernete, J.
Berti, A.
Besenrieder, J.
Bigongiari, C.
Biland, A.
Blanch, O.
Bonnoli, G.
Bošnjak, Ž.
Bronzini, E.
Burelli, I.
Busetto, G.
Campoy-Ordaz, A.
Carosi, A.
Carosi, R.
Carretero-Castrillo, M.
Castro-Tirado, A. J.
Cerasole, D.
Ceribella, G.
Chai, Y.
Cifuentes, A.
Colombo, E.
Contreras, J. L.
Cortina, J.
Covino, S.
D'Amico, G.
D'Elia, V.
Da Vela, P.
Dazzi, F.
De Angelis, A.
De Lotto, B.
de Menezes, R.
Delfino, M.
Delgado, J.
Di Pierro, F.
Di Tria, R.
Di Venere, L.
Prester, D. Dominis
Donini, A.
Dorner, D.
Doro, M.
Elsaesser, D.
Escudero, J.
Fariña, L.
Fattorini, A.
Foffano, L.
Font, L.
Fröse, S.
Fukami, S.
Fukazawa, Y.
López, R. J. García
Garczarczyk, M.
Gasparyan, S.
Gaug, M.
Paiva, J. G. Giesbrecht
Giglietto, N.
Giordano, F.
Gliwny, P.
Gradetzke, T.
Grau, R.
Green, D.
Green, J. G.
Günther, P.
Hadasch, D.
Hahn, A.
Hassan, T.
Heckmann, L.
Llorente, J. Herrera
Hrupec, D.
Hütten, M.
Imazawa, R.
Ishio, K.
Martínez, I. Jiménez
Jormanainen, J.
Kayanoki, T.
Kerszberg, D.
Kluge, G. W.
Kobayashi, Y.
Kouch, P. M.
Kubo, H.
Kushida, J.
Láinez, M.
Lamastra, A.
Leone, F.
Lindfors, E.
Lombardi, S.
Longo, F.
López-Coto, R.
López-Moya, M.
López-Oramas, A.
Loporchio, S.
Lorini, A.
Lyard, E.
Fraga, B. Machado de Oliveira
Majumdar, P.
Makariev, M.
Maneva, G.
Manganaro, M.
Mangano, S.
Mannheim, K.
Mariotti, M.
Martínez, M.
Martínez-Chicharro, M.
Mas-Aguilar, A.
Mazin, D.
Menchiari, S.
Mender, S.
Miceli, D.
Miener, T.
Miranda, J. M.
Mirzoyan, R.
González, M. Molero
Molina, E.
Mondal, H. A.
Moralejo, A.
Morcuende, D.
Nakamori, T.
Nanci, C.
Neustroev, V.
Nickel, L.
Rosillo, M. Nievas
Nigro, C.
Nikolić, L.
Nishijima, K.
Ekoume, T. Njoh
Noda, K.
Nozaki, S.
Ohtani, Y.
Okumura, A.
Otero-Santos, J.
Paiano, S.
Paneque, D.
Paoletti, R.
Paredes, J. M.
Peresano, M.
Persic, M.
Pihet, M.
Pirola, G.
Podobnik, F.
Moroni, P. G. Prada
Prandini, E.
Principe, G.
Priyadarshi, C.
Rhode, W.
Ribó, M.
Rico, J.
Righi, C.
Sahakyan, N.
Saito, T.
Saturni, F. G.
Schmidt, K.
Schmuckermaier, F.
Schubert, J. L.
Schweizer, T.
Sciaccaluga, A.
Silvestri, G.
Sitarek, J.
Sliusar, V.
Sobczynska, D.
Spolon, A.
Stamerra, A.
Strišković, J.
Strom, D.
Strzys, M.
Suda, Y.
Suutarinen, S.
Tajima, H.
Takahashi, M.
Takeishi, R.
Temnikov, P.
Terauchi, K.
Terzić, T.
Teshima, M.
Truzzi, S.
Tutone, A.
Ubach, S.
van Scherpenberg, J.
Acosta, M. Vazquez
Ventura, S.
Viale, I.
Vigorito, C. F.
Vitale, V.
Vovk, I.
Walter, R.
Will, M.
Wunderlich, C.
Yamamoto, T.
Jouvin, L.
Linhoff, L.
Linhoff, M.
author_facet Abe, S.
Abhir, J.
Abhishek, A.
Acciari, V. A.
Aguasca-Cabot, A.
Agudo, I.
Aniello, T.
Ansoldi, S.
Antonelli, L. A.
Engels, A. Arbet
Arcaro, C.
Artero, M.
Asano, K.
Babić, A.
de Almeida, U. Barres
Barrio, J. A.
Batković, I.
Bautista, A.
Baxter, J.
González, J. Becerra
Bednarek, W.
Bernardini, E.
Bernete, J.
Berti, A.
Besenrieder, J.
Bigongiari, C.
Biland, A.
Blanch, O.
Bonnoli, G.
Bošnjak, Ž.
Bronzini, E.
Burelli, I.
Busetto, G.
Campoy-Ordaz, A.
Carosi, A.
Carosi, R.
Carretero-Castrillo, M.
Castro-Tirado, A. J.
Cerasole, D.
Ceribella, G.
Chai, Y.
Cifuentes, A.
Colombo, E.
Contreras, J. L.
Cortina, J.
Covino, S.
D'Amico, G.
D'Elia, V.
Da Vela, P.
Dazzi, F.
De Angelis, A.
De Lotto, B.
de Menezes, R.
Delfino, M.
Delgado, J.
Di Pierro, F.
Di Tria, R.
Di Venere, L.
Prester, D. Dominis
Donini, A.
Dorner, D.
Doro, M.
Elsaesser, D.
Escudero, J.
Fariña, L.
Fattorini, A.
Foffano, L.
Font, L.
Fröse, S.
Fukami, S.
Fukazawa, Y.
López, R. J. García
Garczarczyk, M.
Gasparyan, S.
Gaug, M.
Paiva, J. G. Giesbrecht
Giglietto, N.
Giordano, F.
Gliwny, P.
Gradetzke, T.
Grau, R.
Green, D.
Green, J. G.
Günther, P.
Hadasch, D.
Hahn, A.
Hassan, T.
Heckmann, L.
Llorente, J. Herrera
Hrupec, D.
Hütten, M.
Imazawa, R.
Ishio, K.
Martínez, I. Jiménez
Jormanainen, J.
Kayanoki, T.
Kerszberg, D.
Kluge, G. W.
Kobayashi, Y.
Kouch, P. M.
Kubo, H.
Kushida, J.
Láinez, M.
Lamastra, A.
Leone, F.
Lindfors, E.
Lombardi, S.
Longo, F.
López-Coto, R.
López-Moya, M.
López-Oramas, A.
Loporchio, S.
Lorini, A.
Lyard, E.
Fraga, B. Machado de Oliveira
Majumdar, P.
Makariev, M.
Maneva, G.
Manganaro, M.
Mangano, S.
Mannheim, K.
Mariotti, M.
Martínez, M.
Martínez-Chicharro, M.
Mas-Aguilar, A.
Mazin, D.
Menchiari, S.
Mender, S.
Miceli, D.
Miener, T.
Miranda, J. M.
Mirzoyan, R.
González, M. Molero
Molina, E.
Mondal, H. A.
Moralejo, A.
Morcuende, D.
Nakamori, T.
Nanci, C.
Neustroev, V.
Nickel, L.
Rosillo, M. Nievas
Nigro, C.
Nikolić, L.
Nishijima, K.
Ekoume, T. Njoh
Noda, K.
Nozaki, S.
Ohtani, Y.
Okumura, A.
Otero-Santos, J.
Paiano, S.
Paneque, D.
Paoletti, R.
Paredes, J. M.
Peresano, M.
Persic, M.
Pihet, M.
Pirola, G.
Podobnik, F.
Moroni, P. G. Prada
Prandini, E.
Principe, G.
Priyadarshi, C.
Rhode, W.
Ribó, M.
Rico, J.
Righi, C.
Sahakyan, N.
Saito, T.
Saturni, F. G.
Schmidt, K.
Schmuckermaier, F.
Schubert, J. L.
Schweizer, T.
Sciaccaluga, A.
Silvestri, G.
Sitarek, J.
Sliusar, V.
Sobczynska, D.
Spolon, A.
Stamerra, A.
Strišković, J.
Strom, D.
Strzys, M.
Suda, Y.
Suutarinen, S.
Tajima, H.
Takahashi, M.
Takeishi, R.
Temnikov, P.
Terauchi, K.
Terzić, T.
Teshima, M.
Truzzi, S.
Tutone, A.
Ubach, S.
van Scherpenberg, J.
Acosta, M. Vazquez
Ventura, S.
Viale, I.
Vigorito, C. F.
Vitale, V.
Vovk, I.
Walter, R.
Will, M.
Wunderlich, C.
Yamamoto, T.
Jouvin, L.
Linhoff, L.
Linhoff, M.
contents Instruments for gamma-ray astronomy at Very High Energies ($E>100\,{\rm GeV}$) have traditionally derived their scientific results through proprietary data and software. Data standardisation has become a prominent issue in this field both as a requirement for the dissemination of data from the next generation of gamma-ray observatories and as an effective solution to realise public data legacies of current-generation instruments. Specifications for a standardised gamma-ray data format have been proposed as a community effort and have already been successfully adopted by several instruments. We present the first production of standardised data from the Major Atmospheric Gamma-ray Imaging Cherenkov (MAGIC) telescopes. We converted $166\,{\rm h}$ of observations from different sources and validated their analysis with the open-source software Gammapy. We consider six data sets representing different scientific and technical analysis cases and compare the results obtained analysing the standardised data with open-source software against those produced with the MAGIC proprietary data and software. Aiming at a systematic production of MAGIC data in this standardised format, we also present the implementation of a database-driven pipeline automatically performing the MAGIC data reduction from the calibrated down to the standardised data level. In all the cases selected for the validation, we obtain results compatible with the MAGIC proprietary software, both for the manual and for the automatic data productions. Part of the validation data set is also made publicly available, thus representing the first large public release of MAGIC data. This effort and this first data release represent a technical milestone toward the realisation of a public MAGIC data legacy.
format Preprint
id arxiv_https___arxiv_org_abs_2409_18823
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Standardised formats and open-source analysis tools for the MAGIC telescopes data
Abe, S.
Abhir, J.
Abhishek, A.
Acciari, V. A.
Aguasca-Cabot, A.
Agudo, I.
Aniello, T.
Ansoldi, S.
Antonelli, L. A.
Engels, A. Arbet
Arcaro, C.
Artero, M.
Asano, K.
Babić, A.
de Almeida, U. Barres
Barrio, J. A.
Batković, I.
Bautista, A.
Baxter, J.
González, J. Becerra
Bednarek, W.
Bernardini, E.
Bernete, J.
Berti, A.
Besenrieder, J.
Bigongiari, C.
Biland, A.
Blanch, O.
Bonnoli, G.
Bošnjak, Ž.
Bronzini, E.
Burelli, I.
Busetto, G.
Campoy-Ordaz, A.
Carosi, A.
Carosi, R.
Carretero-Castrillo, M.
Castro-Tirado, A. J.
Cerasole, D.
Ceribella, G.
Chai, Y.
Cifuentes, A.
Colombo, E.
Contreras, J. L.
Cortina, J.
Covino, S.
D'Amico, G.
D'Elia, V.
Da Vela, P.
Dazzi, F.
De Angelis, A.
De Lotto, B.
de Menezes, R.
Delfino, M.
Delgado, J.
Di Pierro, F.
Di Tria, R.
Di Venere, L.
Prester, D. Dominis
Donini, A.
Dorner, D.
Doro, M.
Elsaesser, D.
Escudero, J.
Fariña, L.
Fattorini, A.
Foffano, L.
Font, L.
Fröse, S.
Fukami, S.
Fukazawa, Y.
López, R. J. García
Garczarczyk, M.
Gasparyan, S.
Gaug, M.
Paiva, J. G. Giesbrecht
Giglietto, N.
Giordano, F.
Gliwny, P.
Gradetzke, T.
Grau, R.
Green, D.
Green, J. G.
Günther, P.
Hadasch, D.
Hahn, A.
Hassan, T.
Heckmann, L.
Llorente, J. Herrera
Hrupec, D.
Hütten, M.
Imazawa, R.
Ishio, K.
Martínez, I. Jiménez
Jormanainen, J.
Kayanoki, T.
Kerszberg, D.
Kluge, G. W.
Kobayashi, Y.
Kouch, P. M.
Kubo, H.
Kushida, J.
Láinez, M.
Lamastra, A.
Leone, F.
Lindfors, E.
Lombardi, S.
Longo, F.
López-Coto, R.
López-Moya, M.
López-Oramas, A.
Loporchio, S.
Lorini, A.
Lyard, E.
Fraga, B. Machado de Oliveira
Majumdar, P.
Makariev, M.
Maneva, G.
Manganaro, M.
Mangano, S.
Mannheim, K.
Mariotti, M.
Martínez, M.
Martínez-Chicharro, M.
Mas-Aguilar, A.
Mazin, D.
Menchiari, S.
Mender, S.
Miceli, D.
Miener, T.
Miranda, J. M.
Mirzoyan, R.
González, M. Molero
Molina, E.
Mondal, H. A.
Moralejo, A.
Morcuende, D.
Nakamori, T.
Nanci, C.
Neustroev, V.
Nickel, L.
Rosillo, M. Nievas
Nigro, C.
Nikolić, L.
Nishijima, K.
Ekoume, T. Njoh
Noda, K.
Nozaki, S.
Ohtani, Y.
Okumura, A.
Otero-Santos, J.
Paiano, S.
Paneque, D.
Paoletti, R.
Paredes, J. M.
Peresano, M.
Persic, M.
Pihet, M.
Pirola, G.
Podobnik, F.
Moroni, P. G. Prada
Prandini, E.
Principe, G.
Priyadarshi, C.
Rhode, W.
Ribó, M.
Rico, J.
Righi, C.
Sahakyan, N.
Saito, T.
Saturni, F. G.
Schmidt, K.
Schmuckermaier, F.
Schubert, J. L.
Schweizer, T.
Sciaccaluga, A.
Silvestri, G.
Sitarek, J.
Sliusar, V.
Sobczynska, D.
Spolon, A.
Stamerra, A.
Strišković, J.
Strom, D.
Strzys, M.
Suda, Y.
Suutarinen, S.
Tajima, H.
Takahashi, M.
Takeishi, R.
Temnikov, P.
Terauchi, K.
Terzić, T.
Teshima, M.
Truzzi, S.
Tutone, A.
Ubach, S.
van Scherpenberg, J.
Acosta, M. Vazquez
Ventura, S.
Viale, I.
Vigorito, C. F.
Vitale, V.
Vovk, I.
Walter, R.
Will, M.
Wunderlich, C.
Yamamoto, T.
Jouvin, L.
Linhoff, L.
Linhoff, M.
Instrumentation and Methods for Astrophysics
High Energy Astrophysical Phenomena
Instruments for gamma-ray astronomy at Very High Energies ($E>100\,{\rm GeV}$) have traditionally derived their scientific results through proprietary data and software. Data standardisation has become a prominent issue in this field both as a requirement for the dissemination of data from the next generation of gamma-ray observatories and as an effective solution to realise public data legacies of current-generation instruments. Specifications for a standardised gamma-ray data format have been proposed as a community effort and have already been successfully adopted by several instruments. We present the first production of standardised data from the Major Atmospheric Gamma-ray Imaging Cherenkov (MAGIC) telescopes. We converted $166\,{\rm h}$ of observations from different sources and validated their analysis with the open-source software Gammapy. We consider six data sets representing different scientific and technical analysis cases and compare the results obtained analysing the standardised data with open-source software against those produced with the MAGIC proprietary data and software. Aiming at a systematic production of MAGIC data in this standardised format, we also present the implementation of a database-driven pipeline automatically performing the MAGIC data reduction from the calibrated down to the standardised data level. In all the cases selected for the validation, we obtain results compatible with the MAGIC proprietary software, both for the manual and for the automatic data productions. Part of the validation data set is also made publicly available, thus representing the first large public release of MAGIC data. This effort and this first data release represent a technical milestone toward the realisation of a public MAGIC data legacy.
title Standardised formats and open-source analysis tools for the MAGIC telescopes data
topic Instrumentation and Methods for Astrophysics
High Energy Astrophysical Phenomena
url https://arxiv.org/abs/2409.18823

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