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                "en": "This dataset contains data on the distribution and abundance of the Glanville fritillary butterfly (Melitaea cinxia), its host plants Plantago lanceolata and Veronica spicata, and its parasitoid Cotesia melitaearum, in the Åland archipelago in Finland. \n\nThe study species M. cinxia has been surveyed since 1991 in a metapopulation network of circa 4000 dry meadow habitat patches in a study area of circa 50 by 70 km. The presence of one of its specialist parasitoids C. melitaearum was included in 1993. This dataset covers the years 1993-2017. \nData are recorded bi-annually by field assistants. First over a two-week period from late August to early September the patches are visited to search for the presence and abundance of the M. cinxia larval over-wintering nests. Second in the following spring, the occupied patches are revisited to record data on overwinter survival of the larval families and on the potential presence of the parasitoid . Before 2010, data were recorded by hand on paper maps and forms and then entered manually to spreadsheets, and later to a database. The locations and shapes of habitat patches were recorded with GPS devices. From 2010 onwards, the data have been systematically collected and managed with the EarthCape database management system (earthcape.com) Earthcape is used in the field on tablet / laptop computers to find the patches and record data with both GPS and topographic maps. The resulting updated database is then checked for errors, cleaned up and merged with the central database, also maintained with Earthcape. The database is relational in structure in order to handle the different levels of data collection. For more details on how the survey is conducted and data recorded, see Ojanen et al. 2013\n\nThis dataset contains data on three nested levels: Patch, Locality visit and Nest. The patch-level file has one row per patch, and the variables describe location and geometry for the (habitat) patch. The Locality visit -file has one row per location*survey combination, and the variables describe patch level habitat quality, host plant abundance and quality, total numbers of M. cinxia nests in the patch classified in several different ways, and total numbers of C. melitaearum in the patch for the particular survey. The nest-level file has one row per M. cinxia over-wintering nest, and the variables describe the location*survey when it was recorded, detailed location information, and host plant and dead/alive status of each nest.\n\nOver the 25 years of surveying, the exact variables recorded have varied somewhat according to researcher’s needs and the development of theory around the survey (Ovaskainen & Saastamoinen 2018). Certain core variables have been recorded every year and those have been included in this dataset, but we also include some variables that have not been recorded every year and therefore have missing data for some years.\n\nThe network of habitat patches is temporally dynamic and thus has also changed shape over the years: new habitat patches of M. cinxia host plants can appear and existing ones can disappear. Patches can also change shape as the host plants spread to new areas or when e.g. construction has removed host plants from other areas. The patch-level geometry variable always gives the most recently recorded geometry of the patch, but when the patch shape has changed, the new geometry has been recorded on the Locality visit level for the year in question. Sometimes separate patches merge into a single patch. In this dataset, patch merging has been performed retroactively to facilitate using the data as a long-term repeated survey. When two patches have merged, the data from those two patches has been retroactively merged in all the previous years, as if they had always been a single patch.\n\nReferences:\nOjanen, S., Nieminen, M., Meyke, E., Pöyry, J. & Hanski, I. 2013. Long‐term metapopulation study of the Glanville fritillary butterfly (Melitaea cinxia): survey methods, data management, and long‐term population trends. Ecology and Evolution 3: 3713-3737.\nOvaskainen, O. & Saastamoinen, M. 2018. Frontiers in Metapopulation Biology: The Legacy of Ilkka Hanski. Annual Review of Ecology, Evolution, and Systematics 49:231-252."
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                "en": "This repository holds two datasets: one with both the original binaries and the code sections extracted from them (“full dataset”), and one with only the code sections (“only code sections”). The code sections were extracted by carving out sections of the binary that were marked as executable. The binaries were scraped from Debian repositories.\n\nThere are also two CSV files available, one with full binaries and one with only code sections, which include the 293 features extracted from about 3000 binaries per architecture. These features can be used to train classifiers.\n\nThe dataset consists of thousands of binaries for the following 23 architectures: alpha, amd64, arm64, armel, armhf, hppa, i386, ia64, m68k, mips, mips64el, mipsel, powerpc, powerpcspe, powerpc64, powerpc64el, riscv, s390, s390x, sh4, sparc, sparc64 and x32.\n\nThere are 98 500 binary files, about 27 gigabytes (uncompressed) of binary files and about 15 gigabytes (uncompressed) of only code sections from those binary files.\n\nBoth datasets hold the binaries in directories named by the architecture. The files inside the folders are named as MD5 hashes of the original binary files, and a hash file ending with “.code” contains only the concatenation of all code sections of the original binary file. Each architecture folder also holds a JSON file named after the architecture, e.g. amd64 holds amd64.json. The structure of the JSON file is as follows (described in a JSON Schema-like notation):\n\n    \"architecture\": {\n\n        \"type\": \"string\",\n        \"description\": \"Name of the architecture\"\n    },\n    \"code_sections\": {\n        \"type\": \"array\",\n        \"items\": {\n            \"type\": \"string\"\n        },\n        \"description\": \"Names of the code sections that were used\"\n    },\n    \"endianness\": {\n        \"type\": \"string\",\n        \"enum\": [\n            \"big\",\n            \"little\"\n        ],\n        \"description\": \"Endianness of the binary file\"\n    },\n    \"filehash\": {\n        \"type\": \"string\",\n        \"description\": \"MD5 hash of the original binary file\"\n    },\n    \"fileinfo\": {\n        \"type\": \"string\",\n        \"description\": \"Output of running Linux 'file' command on the original binary file\"\n    },\n    \"filename\": {\n        \"type\": \"string\",\n        \"description\": \"Path where the binary file was located in the Debian package\"\n    },\n    \"filesize\": {\n        \"type\": \"integer\",\n        \"decription\": \"File size of the original binary file in bytes\"\n    },\n    \"wordsize\": {\n        \"type\": \"ingeter\",\n        \"description\": \"Wordsize of the binary file\"\n    },\n    \"deb_package\": {\n        \"type\": \"string\",\n        \"description\": \"Name of the debian package where the binary file was extracted from\"\n    },\n    \"only_code\": {\n        \"type\": \"string\",\n        \"description\": \"Name of the file which holds only the executable code sections of the original binary file. Should be the md5 sum with .code extension\"\n    },\n    \"only_code_size\": {\n        \"type\": \"integer\",\n        \"description\": \"File size of the 'only code' file in bytes\"\n    }\n\nThis work is based on work by \nJohn Clemens, 2015, “Automatic classification of object code using machine learning” and\nDe Nicolao, Pietro et al., 2018, “ELISA: ELiciting ISA of Raw Binaries for Fine-Grained  Code and Data Separation”\n\nThis dataset is released as part of the following papers:\n\nSami Kairajärvi, Andrei Costin, and Timo Hämäläinen. 2020. ISAdetect: Usable automated detection of ISA (CPU architecture and endianness) for executable binary files and object code. In Tenth ACM Conference on Data and Application Security and Privacy (CODASPY’20), March 16–18, 2020, New Orleans, LA, USA. ACM, New York, NY, USA, 5 pages. https://doi.org/10.1145/3374664.3375742\n\nKairajärvi, Sami, Andrei Costin, and Timo Hämäläinen. \"Towards usable automated detection of CPU architecture and endianness for arbitrary binary files and object code sequences.\" arXiv preprint arXiv:1908.05459 (2019).\n\nKairajärvi, Sami. \"Automatic identification of architecture and endianness using binary file contents.\" (2019).\n\nThe code associated with this dataset can be found at https://github.com/kairis/isadetect"
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                "en": "# DOUAR software and input files\n\nThis repository contains the software DOUAR and the input files needed to reproduce the results presented in the article \"Controls on continental strain partitioning above an oblique subduction zone, Northern Andes\" by Jorina Schütt and David Whipp. The organization of the files in this repository is described below.\n\n## DOUAR software\n\nThe source code of the version of DOUAR capable of producing the results in the aforementioned article is available in this repository as the file `douar-wsmp.tar.gz`. You can find instructions for compiling DOUAR in the `README` file in the source code archive. This version of the code relies on use of the proprietary [WSMP solver available from IBM](https://researcher.watson.ibm.com/researcher/view_group.php?id=1426). Compilation and use of the DOUAR software is not trivial and interested parties are encouraged to contact David Whipp (david.whipp@helsinki.fi) if they encounter difficulty in compiling the software or reproducing our results. The DOUAR software is subject to [Version 3 of the GNU General Public License](https://www.gnu.org/licenses/gpl-3.0.en.html).\n\n## DOUAR input files\n\nInput files that can be used in DOUAR to reproduce our results are described below, divided by the model identifiers used in the article text.\n\n### Model 1\n\n- `Model-1/input_DOUAR_750_novolc_fix.txt`\n\n### Model 2\n\n- `Model-2/input_DOUAR_750_volc_fix.txt`\n\n### Experiment Series 1\n\n*This Experiment Series also includes results from Model 1.*\n\n- MI: `Experiment-series-1/input_DOUAR_810_novolc_fix.txt`\n- M2: `Experiment-series-1/input_DOUAR_800_novolc_fix.txt`\n- M3: `Model-1/input_DOUAR_750_novolc_fix.txt`\n- M4: `Experiment-series-1/input_DOUAR_780_novolc_fix.txt`\n- M5: `Experiment-series-1/input_DOUAR_790_novolc_fix.txt`\n\n### Experiment Series 2\n\n*This Experiment Series also includes results from Models 1 and 2.*\n\n- 10° with weakness:  `Experiment-series-2/input_DOUAR_960_volc_fix.txt`\n- 10°, no weakness:  `Experiment-series-2/input_DOUAR_960_novolc_fix.txt`\n- 20° with weakness:  `Experiment-series-2/input_DOUAR_950_volc_fix.txt`\n- 20°, no weakness:  `Experiment-series-2/input_DOUAR_950_novolc_fix.txt`\n- 30° with weakness:  `Experiment-series-2/input_DOUAR_900_volc_fix.txt`\n- 30°, no weakness:  `Experiment-series-2/input_DOUAR_900_novolc_fix.txt`\n- 40° with weakness:  `Model-2/input_DOUAR_750_volc_fix.txt`\n- 40°, no weakness:  `Model-1/input_DOUAR_750_novolc_fix.txt`\n- 50° with weakness:  `Experiment-series-2/input_DOUAR_930_volc_fix.txt`\n- 50°, no weakness:  `Experiment-series-2/input_DOUAR_930_novolc_fix.txt`"
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