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    Scripts and preprocessed dataset for An identification method for two types of particular behaviors in stream temperature time series. Application to a national dataset in mainland France

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    The measurement of the stream water temperature signal is subject to various issues and environmental phenomena. Accurate interpretations of the data composing water temperature time series (WTS) often requires a high-level human expertise during data preprocessing steps to sort out meaningful temperature signals. This study proposes a method to highlight two main types of particular behaviors encountered in WTS, apart from outliers: intensified data and buffered data. The method uses a metric based on the WTS itself to identify periods with particular data. It enables the identification and the visualization of regular and irregular particular behaviors in a given WTS. The method was applied to a large national dataset collected in mainland France. The dataset contains 993 WTS with a wide range of data quality and environmental measurement conditions. Data identified as particular behavior accounts for up to 7% of the dataset. Depending on the measurement conditions, up to 25% of a given WTS data can be considered as ”occasional particular behavior” and potentially not exploitable. Buffered data mostly occur during winter months with no apparent spatial pattern. Intensified data occur mainly in summer months and a spatial pattern shows WTS containing the highest percentage of intensified data in the south-east part of the study area. The identification method was also applied to several known situations where a high-level human expertise was available. It provided robust identification performances at regional scale confronted to human expertise as well as at national scale, on a large dataset. Such methods can facilitate the selection of exploitable data in large datasets which are more widely available today. Potentially problematic data becomes straightforward and subsequent data qualification or correction is facilitated

    Restoring the complexity of walking in the elderly and its impact on clinical measures around the risk of falls

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    Dataset collected as part of an experiment conducted during a CIFRE doctoral thesis. The data includes all recorded walking sequences (solo and duo) of the participants and their guides, along with the results of clinical tests

    Specific timepoints derived from axial dynamic MRI of healthy participants

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    This dataset provides the specific time-points (beginning, maximum of exercise, end) of the different repetition of each exercise. This dataset was derived from the dynamic MRI of twenty healthy participants performing three different exercises: breathing, coughing and the Valsalva maneuver (corresponding dataset: https://doi.org/10.57745/CTM9BO). It also contributed to derive different abdominal metrics (corresponding dataset: https://doi.org/10.57745/R5AQRS). Please look at the README file for more informations

    FAZ55080 - supplementary material

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    Key-files obtained during the analysis (see details in README.txt file

    Données de réplication pour : Field trial

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    Trial 1 (start: December 2023, end: July 2024) performed by the IAV Team at the experimental station in Tiflet (Morocco) (Fig. 17). Climate and agronomic parameters were regularly monitored in the fiel

    Dataset on the milk performance of a cohort of dairy cows in Brittany, France.

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    The dataset describes the health-related factors and milk production of 421 Holstein dairy cows with lactation ranks of two or three during the transition period: once before calving and once afterwards. The cows were housed on 25 commercial farms in Brittany, France. The dataset provides data associated with clinical exams, which are not widely available, as well as routine records made in dairy operations

    Températures Aquapôle INRAE

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    Petit fleuve côtier de 39 km de long, la Nivelle est une rivière à migrateurs (saumon, alose, truites de mer) et ses populations sont suivies depuis le début des années 80. Ce Dataset présente un classeur Excel qui décrit les relevés de températures qui sont effectués quotidiennement sur l’Aquapôle de l’INRAE depuis 1984. Les données acquises depuis la mise en place de ce suivi long terme proviennent du même site de collecte sur l’Aquapôle (canal d’amené de la pisciculture), en revanche le type d��enregistreur a changé au cours du temps : enregistreur de type Jules richard (données papier) de 1984 à 2002, puis enregistreurs Vemco et Tidbit entre 2002 et 2008. Depuis 2008 les enregistrements se font à nouveau avec des thermo-enregistreurs Vemco dont la fiabilité et la faible dérive des enregistreurs a fait ses preuves. Le présent document donne pour chaque jour la température mini et maxi relevée ainsi que la moyenne des 24 mesures qui sont enregistrées quotidiennement

    Temperature profiles of the G and G+L model cakes

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    The temperature profile in the oven air and at the surface, bottom and center of the of the G and G+L model cakes were measured during baking at 140°C/25 Hz, 140°C/50 Hz, 170°C/25 Hz, 170°C/50 Hz, 200°C/25 Hz and 200°C/50 Hz. Three thermocouples were inserted horizontally at different heights in a model cake. The first one measured the temperature on the central axis and at the interface between the cake and the mold (bottom); the second was also on the central axis but at half height of the cake (center); and the third was at the periphery of the cake (across the cake until 0.1 cm from the opposite side) and at the interface between the cake and the air (surface)

    Supplementary information to "Bearing fault prognosis based on Cyclical Remaining Useful Life (CRUL)", 2025

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    The dataset used in this study consists of vibration signals acquired from a bearing endurance test rig. These data describe the progressive degradation of bearings from their healthy state until failure. The supplementary GIF files illustrate representative samples of the vibration signal evolution and the corresponding degradation trend over time. They were added to visualize how the vibration patterns and extracted health indicators change across different stages of bearing life, which supports the understanding of the proposed cyclical prognosis approach

    EU Law Temporariness Corpus

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    The datasets consist of a corpus of legal sources in the EU legal system (1964 – March 2025) dealing with situation of temporary transnational movements of persons or businesses. Data were collected from the Eur-Lex website and then coded by hand according to the type, scope, and duration of a temporary situation. The database contains information on the year, subject matter, and institutional author of the legal text, as well as hyperlinks to the original documents

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