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MLAir (v1.0.0) - a tool to enable fast and flexible machine learning on air data time series - Source Code
MLAir (Machine Learning on Air data) is an environment that simplifies and accelerates the creation of new machine learning (ML) models for the analysis and forecasting of meteorological and air quality time series.
Current developments can be tracked in the gitlab repository: https://gitlab.version.fz-juelich.de/toar/mlair
This resource contains the MLAir version 1.0.0 in a zip archive, as well the requirements, a readme, and distribution file for easy installation using the package installer for python (pip). Instructions on the installation von MLAir can be found in the readme file
lake lunz ice-cover
Lake Lunz: steady loss of ice-cover and increasing inter-annual variability of ice-cover Duration since 1960
Air temperature measured near Lake Santo Parmense and Lake Scuro Parmense (1994-2010)
Dataset provides monthly average air temperature measured from 1994 to 2010 at the Lagdei weather station, which is the closest weather station to Lake Santo Parmense and Lake Scuro Parmense (about 1 km from Lake Santo Parmense and 5 km from Lake Scuro Parmense)
LTER Zöbelboden, Austria, Throughfall chemistry, 2016
Throughfall chemistry of different forest plots of LTER Zöbelboden from the year 201
LTER Zöbelboden, Austria, Throughfall chemistry, 2017
Throughfall chemistry of different forest plots of LTER Zöbelboden (https://deims.org/8eda49e9-1f4e-4f3e-b58e-e0bb25dc32a6) from the year 2017Throughfall was collected at plots with condensed field measurement equipment (so called intensive monitoring plots IP1, IP2 and IP3) at the LTER Zöbelboden site (LTER_EU_AT_003), Austria. IP1 and IP3 are situated on a plateau (850–956 m a.s.l.) and IP2 on a steep north facing slope (30–60°) extending from 850 m down to 550 m a.s.l. The potential natural vegetation of the plateau (beech-fir mixed forest) has largely been replaced by Norway spruce, Picea abies (L.) Karst., after the mixed forest was clear-cut at the beginning of the 20th century. The forest on the slope is a near-natural mixed beech (Fagus sylvatica L.) forest with ash (Fraxinus excelsior L.), maple (Acer pseudoplatanus L.) and spruce as the most frequent additional tree species.
Throughfall (abbreviation in column SUBPROG = TF) was collected at each intensive monitoring plot (abbreviation in column SCODE = 300 = IP1, 700= IP2 and 2900 = IP3) with 15 regularly distributed bulk deposition samplers (∅=20 cm). From 2006 onwards, 17 samplers were used at IP1 (SCODE = 340). Additional five bulk deposition samplers collected TF in a small bark beetle gap at IP1 (SCODE = 260, 281) from 2006-2008. Overall TF measurements at IP1 ceased due to small-scale wind throw events and bark beetle infestations affecting the monitoring plot in September 2009. Therefore, TF measurements started at IP3 in August 2008. Over the whole period, monthly throughfall sums (SUBST = PREC) were determined at each monitoring plot. For chemical analyses, TF samples were pooled for each individual monitoring plot, except for bark beetle gap samples at IP1, which comprised individual samples. From 1993-1998, weekly samples were analysed in the laboratory. Thereafter, TF samples from two consecutive weeks were mixed (volume-weighted) and analysed. From March 2009 onwards, weekly TF samples from four consecutive weeks were pooled and analysed
Dissolved oxygen in Lake Santo Parmense (1991)
Dataset provides dissolved oxygen measured in Lake Santo Parmense in 1991. Dissolved oxygen was measured by means of an oxygen probe at different depths over the whole water column at the point of maximum depth of the lake. On three dates water samples were collected with a Ruttner bottle and dissolved oxygen was measured by means of the Winkler method
AM_LTER_EU_AT_037_KW_1990_2017
Data of mean daily air temperature, wind speed, precipitation and solar radiation at the Stations Heuberg, Kuhwald and Mehlbeerleiten from 1990 to 201
LTER Zöbelboden, Austria, Precipitation chemistry, 2016
Precipitation Chemistry of a Karst Watershed (Zöbelboden) from the year 201
LTER Zöbelboden, Austria, Runoff Water Chemistry, 1993-2011
Runoff Water Chemistry of forest stand in the site LTER Zöbelboden from the years 1993-2011