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To execute this Jupyter Notebook, data contained in the "input folder" is needed (please create a folder called "data" in the folder where you have stored the notebook).
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This talk is part of the Pangeo Show & Tell series and was given on September 1st 2022 by Felix Cremer.
Bio
Felix Cremer received his diploma in mathematics from the University of Leipzig in 2014. In 2016 he started his PhD study on time series analysis of hypertemporal Sentinel-1 radar data. He currently works at the Max-Planck-Institute for Biogeochemistry on the development of the JuliaDataCubes ecosystem in the scope of the NFDI4Earth 5 project.
Abstract
The Earth Data Lab (EDL) is a data cube framework in Julia for the efficient handling of raster data. It is based on the YAXArrays.jl package. YAXArrays.jl provides functionality to deal with labelled arrays, similar to the xarray python package and it also provides efficient and easy multithreading and distributed computation of user defined functions along arbitrary slices of the data.
EarthDataLab.jl uses DiskArrays.jl in the backend to deal with out of memory datasets. In this Show-and-Tell Felix is going to give a short introduction into the EarthDataLab.jl package for raster data handling in Julia.
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memory dataset
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14.823008849557521
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6.7
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computer operations and hardware
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100.0
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0.9168391823768616
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on Sep-1-2022
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diploma
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7.854406130268199
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4.1
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In this Show-and-Tell Felix is going to give a short introduction into the EarthDataLab.jl package for raster data handling in Julia.
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35.1981351981352
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15.1
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time series
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10.727969348659006
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5.6
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YAXArrays.jl package
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24.557522123893804
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https://w3id.org/ro/terms/earth-science#score
11.1
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earth sciences
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100.0
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0.9773926138877869
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data
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18.262806236080177
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8.2
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Library and museum
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Arts, culture and entertainment/Culture/Library and museum
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mathematical and computer sciences
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100.0
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0.9168391823768616
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EarthDataLab.jl
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16.70378619153675
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7.5
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handling
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12.694877505567929
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5.7
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Plovdiv
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treatment
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15.708812260536398
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8.2
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data
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21.839080459770116
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11.4
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functionality
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8.045977011494253
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4.2
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in 2014
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computer science
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51.54639175257732
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5.0
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Science and technology
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Science and technology
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other earth sciences
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100.0
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0.9773926138877869
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The Earth Data Lab (EDL) is a data cube framework in Julia for the efficient handling of raster data.
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31.934731934731936
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13.7
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dataset
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10.244988864142538
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4.6
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This talk is part of the Pangeo Show & Tell series and was given on September 1st 2022 by Felix Cremer.
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32.86713286713287
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14.1
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raster data handling
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26.106194690265486
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11.8
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multithreading
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6.8965517241379315
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3.6
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geo data
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19.469026548672566
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8.8
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YAXArrays.jl
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13.585746102449889
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6.1
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In 2016
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Felix Cremer
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15.367483296213809
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6.9
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calculation
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7.662835249042146
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This is the recorded talk from Felix Cremer during the Pangeo Show & Tell in September 1st, 2022. Felix is going through his Julia Notebook and explain us about handling large geo data with Julia.
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