Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "xarray" keyword

Top 6.3% on pypi.org
dea-tools 0.3.2
Functions and algorithms for analysing Digital Earth Australia data.
112 versions - Latest release: about 1 month ago - 5 dependent repositories - 2.12 thousand downloads last month - 410 stars on GitHub - 6 maintainers
xarray-behave 0.35.3
xarray tools for behavioral data.
179 versions - Latest release: 16 days ago - 1 dependent repositories - 1.43 thousand downloads last month - 7 stars on GitHub - 2 maintainers
xrumaplib 0.15
Nonlinear dimensionality reduction for a xarray datasets
5 versions - Latest release: almost 5 years ago - 1 dependent repositories - 19 downloads last month - 2 maintainers
sen2venus-pytorch-dataset 0.0.4
Unofficial pytorch dataloader for the Sen2Venµs Super-Resolution dataset.
2 versions - Latest release: 3 months ago - 38 downloads last month - 4 stars on GitHub - 2 maintainers
zcollection 2024.2.0
Zarr Collection
21 versions - Latest release: 3 months ago - 1 dependent repositories - 66 downloads last month - 11 stars on GitHub - 2 maintainers
goes2go 2024.4.0
Retrieve GOES Satellite data from AWS. Also proves some RGB recipes.
11 versions - Latest release: about 1 month ago - 1 dependent repositories - 556 downloads last month - 163 stars on GitHub - 1 maintainer
Top 9.4% on pypi.org
icclim 7.0.0
Python library for climate indices calculation.
21 versions - Latest release: 11 days ago - 1 dependent repositories - 8.7 thousand downloads last month - 75 stars on GitHub - 2 maintainers
xarray-keras 0.13
xarray integration with keras
4 versions - Latest release: almost 5 years ago - 1 dependent repositories - 33 downloads last month - 2 maintainers
Top 1.9% on pypi.org
cf-xarray 0.9.0
A convenience wrapper for using CF attributes on xarray objects
36 versions - Latest release: 3 months ago - 34 dependent packages - 17 dependent repositories - 46.6 thousand downloads last month - 4 maintainers
Top 6.5% on pypi.org
deafrica-tools 2.3.7
Functions and algorithms for analysing Digital Earth Africa data.
30 versions - Latest release: 2 months ago - 3 dependent repositories - 956 downloads last month - 142 stars on GitHub - 2 maintainers
Top 2.7% on pypi.org
satpy 0.48.0
Python package for earth-observing satellite data processing
93 versions - Latest release: 19 days ago - 10 dependent packages - 21 dependent repositories - 8.48 thousand downloads last month - 1,014 stars on GitHub - 4 maintainers
goesvideo 2024.0.0
Package to streamline operations with GOES satellite imagery
4 versions - Latest release: 2 months ago - 27 downloads last month - 1,011 stars on GitHub - 2 maintainers
skyrim 0.0.2
AI weather models united.
3 versions - Latest release: 5 days ago - 503 downloads last month - 56 stars on GitHub - 2 maintainers
topopyscale 0.2.5
TopoPyScale: A Python Package for Hillslope Climate Downscaling
10 versions - Latest release: 3 months ago - 109 downloads last month - 25 stars on GitHub - 1 maintainer
geoschem-gcpy 1.4.2
Python toolkit for GEOS-Chem. Contains basic plotting scripts, plus the suite of GEOS-Chem bench...
12 versions - Latest release: 4 months ago - 1 dependent repositories - 106 downloads last month - 47 stars on GitHub - 4 maintainers
Top 8.6% on pypi.org
tidy3d-beta 2.0.0
A fast FDTD solver
39 versions - Latest release: about 1 year ago - 2 dependent packages - 7 dependent repositories - 431 downloads last month - 151 stars on GitHub - 1 maintainer
Top 7.6% on pypi.org
tidy3d 22.1.1
A fast FDTD solver
88 versions - Latest release: over 2 years ago - 4 dependent packages - 1 dependent repositories - 5.12 thousand downloads last month - 151 stars on GitHub - 1 maintainer
Top 7.1% on pypi.org
wavespectra 3.19.0
Library for ocean wave spectra
47 versions - Latest release: 10 days ago - 1 dependent package - 5 dependent repositories - 792 downloads last month - 46 stars on GitHub - 2 maintainers
xarray-treeview 1.2.6
PyQt/PySide model/view for tree of Xarray datasets.
6 versions - Latest release: 3 days ago - 463 downloads last month - 1 stars on GitHub - 2 maintainers
xarray-graph 0.2.5
PyQt/PySide UI for graphing (x,y) slices of Xarray datasets.
8 versions - Latest release: 3 days ago - 486 downloads last month - 1 stars on GitHub - 2 maintainers
Top 0.6% on pypi.org
xarray 2024.3.0 💰
N-D labeled arrays and datasets in Python
79 versions - Latest release: about 1 month ago - 953 dependent packages - 5,198 dependent repositories - 5.2 million downloads last month - 3,396 stars on GitHub - 4 maintainers
Top 4.9% on pypi.org
xray 0.7.0 💰
N-D labeled arrays and datasets in Python
17 versions - Latest release: over 8 years ago - 1 dependent package - 16 dependent repositories - 1.12 thousand downloads last month - 3,396 stars on GitHub - 1 maintainer
xarray-map 0.0.2 removed 💰
Plot xarrays lat-lon datasets using folium
2 versions - Latest release: about 1 year ago - 2,951 stars on GitHub
Top 3.6% on pypi.org
intake-esm 2024.2.6
An intake plugin for parsing an Earth System Model (ESM) catalog and loading netCDF files and/or ...
26 versions - Latest release: 3 months ago - 9 dependent packages - 22 dependent repositories - 40.2 thousand downloads last month - 123 stars on GitHub - 3 maintainers
Top 6.5% on pypi.org
climpred 2.4.0
Verification of weather and climate forecasts. prediction.
17 versions - Latest release: 6 months ago - 1 dependent package - 2 dependent repositories - 732 downloads last month - 211 stars on GitHub - 4 maintainers
Top 2.1% on pypi.org
cfgrib 0.9.7
Python interface to map GRIB files to the NetCDF Common Data Model following the CF Convention us...
55 versions - Latest release: almost 5 years ago - 31 dependent packages - 124 dependent repositories - 132 thousand downloads last month - 374 stars on GitHub - 1 maintainer
Top 8.3% on pypi.org
echopype 0.8.4
Enhancing the interoperability and scalability in analyzing ocean sonar data
30 versions - Latest release: 17 days ago - 3 dependent packages - 2 dependent repositories - 987 downloads last month - 82 stars on GitHub - 1 maintainer
miranda 0.5.0
Python utilities for climate data collection, conversion, and management
3 versions - Latest release: 11 months ago - 68 downloads last month - 16 stars on GitHub - 2 maintainers
Top 3.3% on pypi.org
xclim 0.49.0
Climate indices computation package based on Xarray.
68 versions - Latest release: 9 days ago - 9 dependent packages - 28 dependent repositories - 20.5 thousand downloads last month - 275 stars on GitHub - 6 maintainers
xarray-sentinel 0.9.5
Easily access and explore the SAR data products of the Copernicus Sentinel-1 satellite mission
16 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 365 downloads last month - 208 stars on GitHub - 1 maintainer
hrrrb 0.0.6
Download model data (HRRR, RAP, GFS, NBM, etc.) from NOMADS, NOAA's Big Data Program partners (Am...
6 versions - Latest release: over 2 years ago - 1 dependent repositories - 72 downloads last month - 371 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
herbie-data 2024.5.0
Download numerical weather prediction GRIB2 model data.
14 versions - Latest release: 8 days ago - 1 dependent package - 1 dependent repositories - 4.16 thousand downloads last month - 371 stars on GitHub - 1 maintainer
nlmod 0.7.2
Python package to build, run and visualize MODFLOW 6 groundwater models in the Netherlands.
16 versions - Latest release: 4 months ago - 1 dependent repositories - 870 downloads last month - 28 stars on GitHub - 2 maintainers
jsmetrics 0.2.3
Library of algorithms and metrics used to characterise and/or identify jet-streams, based on xarray.
26 versions - Latest release: 1 day ago - 204 downloads last month - 18 stars on GitHub - 2 maintainers
aospy 0.3.1
Automated gridded climate data analysis and management
8 versions - Latest release: over 5 years ago - 1 dependent repositories - 87 downloads last month - 82 stars on GitHub - 1 maintainer
Top 6.6% on pypi.org
eoreader 0.21.1
Remote-sensing opensource python library reading optical and SAR constellations, loading and stac...
69 versions - Latest release: about 1 month ago - 2 dependent packages - 3 dependent repositories - 1.61 thousand downloads last month - 252 stars on GitHub - 2 maintainers
Top 1.2% on pypi.org
xarray-einstats 0.7.0 💰
Stats, linear algebra and einops for xarray
10 versions - Latest release: 4 months ago - 3 dependent packages - 339 dependent repositories - 1.15 million downloads last month - 56 stars on GitHub - 1 maintainer
birdhouse-finch 0.12.0
A Web Processing Service for Climate Indicators.
1 version - Latest release: about 2 months ago - 24 downloads last month - 12 stars on GitHub - 6 maintainers
Top 8.7% on pypi.org
clisops 0.13.0
CLISOPS - Climate simulation operations.
29 versions - Latest release: 3 months ago - 5 dependent packages - 4 dependent repositories - 1.36 thousand downloads last month - 19 stars on GitHub - 4 maintainers
jupyter_server_xarray_leaflet 0.2.3
A Jupyter Server extension for xarray-leaflet
4 versions - Latest release: over 1 year ago - 422 downloads last month - 152 stars on GitHub - 1 maintainer
Top 6.6% on pypi.org
xarray_leaflet 0.2.3
An xarray extension for map plotting
20 versions - Latest release: over 1 year ago - 31 dependent repositories - 565 downloads last month - 152 stars on GitHub - 1 maintainer
lexcube 0.4.15
Lexcube: 3D Data Cube Visualization in Jupyter Notebooks
6 versions - Latest release: about 2 months ago - 86 downloads last month - 89 stars on GitHub - 2 maintainers
Top 2.0% on pypi.org
rioxarray 0.15.5
geospatial xarray extension powered by rasterio
74 versions - Latest release: 19 days ago - 119 dependent packages - 256 dependent repositories - 126 thousand downloads last month - 485 stars on GitHub - 1 maintainer
gsw-xarray 0.3.0
Drop in wrapper for gsw which adds CF standard name and units attributes to xarray results
4 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 390 downloads last month - 20 stars on GitHub - 4 maintainers
Top 4.2% on pypi.org
salem 0.3.10
Geoscientific data I/O and map projections
19 versions - Latest release: 3 months ago - 4 dependent packages - 13 dependent repositories - 2.3 thousand downloads last month - 175 stars on GitHub - 1 maintainer
Top 1.6% on pypi.org
dtale 3.12.0
Web Client for Visualizing Pandas Objects
182 versions - Latest release: 11 days ago - 9 dependent packages - 87 dependent repositories - 49.1 thousand downloads last month - 4,394 stars on GitHub - 2 maintainers
medaprep 0.1.1
medaprep is a data preparation and feature engineering toolkit for geospatial applications.
2 versions - Latest release: over 1 year ago - 28 downloads last month - 1 stars on GitHub - 2 maintainers
ncdata 0.1.1
Abstract NetCDF data objects, providing fast data transfer between analysis packages.
3 versions - Latest release: about 2 months ago - 53 downloads last month - 7 stars on GitHub - 2 maintainers
bioio-types 0.0.2
Typing, base classes, and more for BioIO projects.
2 versions - Latest release: over 1 year ago - 34 downloads last month - 0 stars on GitHub - 4 maintainers
Top 5.0% on pypi.org
dask-ms 0.2.20
xarray Dataset from CASA Tables
25 versions - Latest release: 3 months ago - 3 dependent packages - 7 dependent repositories - 1.15 thousand downloads last month - 18 stars on GitHub - 6 maintainers
xdem 0.0.17
Analysis of digital elevation models (DEMs)
15 versions - Latest release: 5 months ago - 1 dependent repositories - 298 downloads last month - 115 stars on GitHub - 8 maintainers
mumaxxr 0.0.14
xarray engine to load ovf files from mumax simulations into xarray
14 versions - Latest release: about 1 month ago - 102 downloads last month - 0 stars on GitHub - 2 maintainers
xwrf 0.0.4
A lightweight interface for working with the Weather Research and Forecasting (WRF) model output ...
4 versions - Latest release: 2 days ago - 83 downloads last month - 56 stars on GitHub - 2 maintainers
deker 1.1.6
Multidimensional arrays storage engine
9 versions - Latest release: 3 days ago - 1 dependent repositories - 242 downloads last month - 17 stars on GitHub - 2 maintainers
xee 0.0.13
A Google Earth Engine extension for Xarray.
14 versions - Latest release: 17 days ago - 5.29 thousand downloads last month - 223 stars on GitHub - 6 maintainers
Top 9.6% on pypi.org
xarray-beam 0.6.3
Distributed Xarray with Apache Beam
11 versions - Latest release: 5 months ago - 1 dependent package - 1 dependent repositories - 1.37 thousand downloads last month - 112 stars on GitHub - 2 maintainers
Top 8.0% on pypi.org
geoutils 0.1.3
Analysis and handling of georeferenced rasters and vectors
21 versions - Latest release: about 2 months ago - 1 dependent package - 4 dependent repositories - 481 downloads last month - 70 stars on GitHub - 8 maintainers
coola 0.6.1
A library to check if two complex/nested objects are equal or not
50 versions - Latest release: 8 days ago - 9 dependent packages - 3 dependent repositories - 201 thousand downloads last month - 2 stars on GitHub - 1 maintainer
deker-local-adapters 1.1.1
Plugin with local adapters for deker
8 versions - Latest release: 3 days ago - 1 dependent package - 1 dependent repositories - 177 downloads last month - 4 stars on GitHub - 2 maintainers
Top 2.6% on pypi.org
flox 0.9.7
GroupBy operations for dask.array
51 versions - Latest release: 3 days ago - 10 dependent packages - 16 dependent repositories - 83.5 thousand downloads last month - 116 stars on GitHub - 2 maintainers
specpart 0.0.7
specpart module for use in wavespectra
7 versions - Latest release: 2 months ago - 67 downloads last month - 0 stars on GitHub - 2 maintainers
h5rdmtoolbox 1.3.0
Supporting a FAIR Research Data lifecycle using Python and HDF5.
16 versions - Latest release: 3 days ago - 127 downloads last month - 6 stars on GitHub - 2 maintainers
py-cordex 0.7.0
Creation of cordex grids and meta data
22 versions - Latest release: 3 months ago - 3 dependent packages - 1 dependent repositories - 320 downloads last month - 18 stars on GitHub - 1 maintainer
cngi-prototype 1.0.1
CASA Next Generation Infrastructure Prototype
86 versions - Latest release: over 2 years ago - 1 dependent repositories - 336 downloads last month - 8 stars on GitHub - 8 maintainers
Top 4.4% on pypi.org
pangeo-forge-recipes 0.10.7
Pipeline tools for building and publishing analysis ready datasets.
25 versions - Latest release: about 2 months ago - 4 dependent packages - 7 dependent repositories - 1.05 thousand downloads last month - 112 stars on GitHub - 2 maintainers
Top 2.5% on pypi.org
stackstac 0.5.0
Load a STAC collection into xarray with dask
13 versions - Latest release: 8 months ago - 9 dependent packages - 20 dependent repositories - 9.24 thousand downloads last month - 220 stars on GitHub - 2 maintainers
xncml 0.4.0
Tools for manipulating and opening NCML (NetCDF Markup) files with/for xarray
5 versions - Latest release: 4 months ago - 89 downloads last month - 7 stars on GitHub - 3 maintainers
xarray-quantity 0.1.5
xarray extension which supports astropy quantities.
6 versions - Latest release: almost 2 years ago - 1 dependent repositories - 50 downloads last month - 1 stars on GitHub - 2 maintainers
xspharm 0.1.2
xarray interface to spherical harmonic transform
3 versions - Latest release: 6 months ago - 31 downloads last month - 1 stars on GitHub - 2 maintainers
Top 3.1% on pypi.org
aicsimageio 4.14.0
Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Pure Python
70 versions - Latest release: 6 months ago - 31 dependent packages - 30 dependent repositories - 22.2 thousand downloads last month - 190 stars on GitHub - 1 maintainer
pydeck-grid 0.4.2
Pydeck layers for gridded data
16 versions - Latest release: 2 months ago - 134 downloads last month - 2 maintainers
ipyfastscape 0.2.1
Interactive widgets for topographic data analysis and modelling in Jupyter notebooks
3 versions - Latest release: 8 months ago - 1 dependent repositories - 23 downloads last month - 45 stars on GitHub - 2 maintainers
xarray-ceos-alos2 2023.8.2
xarray reader for advanced land observing satellite 2 (ALOS2) CEOS files
3 versions - Latest release: 9 months ago - 26 downloads last month - 2 stars on GitHub - 4 maintainers
ghost-xarray 0.3.1
Load GHOST output files with xarray.
4 versions - Latest release: over 1 year ago - 34 downloads last month - 0 stars on GitHub - 2 maintainers
bioio-ome-tiff 1.0.0
A BioIO reader plugin for reading tiff files in the OME format.
2 versions - Latest release: 5 months ago - 613 downloads last month - 0 stars on GitHub - 2 maintainers
xsar 2024.4.24
xarray L1 SAR mapper
9 versions - Latest release: 17 days ago - 2 dependent packages - 1 dependent repositories - 163 downloads last month - 22 stars on GitHub - 2 maintainers
xdl 2023.11.5
xdl: Deep Learning with Xarray
1 version - Latest release: 6 months ago - 14 downloads last month - 2 maintainers
xcompact3d-toolbox 1.1.1
A set of tools for pre and postprocessing prepared for the high-order Navier-Stokes solver XCompa...
14 versions - Latest release: 9 months ago - 1 dependent repositories - 163 downloads last month - 8 stars on GitHub - 2 maintainers
obsarray 0.2.7
Measurement data handling in Python
10 versions - Latest release: about 1 month ago - 2 dependent packages - 1 dependent repositories - 472 downloads last month - 7 stars on GitHub - 1 maintainer
xarray-video 0.2.11
Xarray accessor and zarr codec for storing and accessing time and/or space stacked video
14 versions - Latest release: 7 months ago - 1 dependent package - 136 downloads last month - 1 maintainer
xnrl 2022.9.29
xNRL - Read NRL files into xarray Datasets nested within pandas DataFrames
1 version - Latest release: over 1 year ago - 14 downloads last month - 4 stars on GitHub - 2 maintainers
psy-simple 1.5.0
Psyplot plugin for simple visualization tasks
8 versions - Latest release: about 1 month ago - 2 dependent packages - 4 dependent repositories - 241 downloads last month - 1 stars on GitHub - 4 maintainers
psy-maps 1.5.0
Psyplot plugin for visualization on a map
10 versions - Latest release: about 1 month ago - 2 dependent packages - 3 dependent repositories - 196 downloads last month - 8 stars on GitHub - 2 maintainers
bioio-imageio 1.0.0
A BioIO reader plugin for reading simple image formats using imageio.
2 versions - Latest release: 5 months ago - 34 downloads last month - 0 stars on GitHub - 2 maintainers
Top 9.2% on pypi.org
scikit-downscale 0.1.5
Statistical downscaling and postprocessing models for climate and weather model simulations.
7 versions - Latest release: almost 2 years ago - 5 dependent repositories - 466 downloads last month - 175 stars on GitHub - 1 maintainer
xarray-simlab 0.5.0
generic framework and xarray extension for computer model simulations
9 versions - Latest release: over 3 years ago - 2 dependent packages - 2 dependent repositories - 52 downloads last month - 2 stars on GitHub - 2 maintainers
xarray-units 0.5.0
xarray extension for handling units
6 versions - Latest release: 3 months ago - 53 downloads last month - 0 stars on GitHub - 2 maintainers
spatial_image_multiscale 0.4.2
spatial-image-multiscale
6 versions - Latest release: about 2 years ago - 1 dependent repositories - 50 downloads last month - 27 stars on GitHub - 4 maintainers
xarray-mongodb 0.2.1
Store xarray objects on MongoDB
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 36 downloads last month - 7 stars on GitHub - 8 maintainers
mass-composition 0.4.3
For managing multi-dimensional mass-composition datasets, supporting weighted mathematical operat...
35 versions - Latest release: 20 days ago - 292 downloads last month - 1 stars on GitHub - 2 maintainers
bioio-nd2 1.0.0
A BioIO reader plugin for reading ND2 images.
2 versions - Latest release: 5 months ago - 360 downloads last month - 0 stars on GitHub - 2 maintainers
xwavelet 0.0.2
An xarray-based implementation of wavelet analysis
1 version - Latest release: over 1 year ago - 1 dependent package - 17 downloads last month - 15 stars on GitHub - 2 maintainers
xarrayfrac 0.0.6
mandelbrot dynamically generated xarray backend
6 versions - Latest release: over 2 years ago - 1 dependent repositories - 31 downloads last month - 2 stars on GitHub - 2 maintainers
Top 5.5% on pypi.org
linopy 0.3.9
Linear optimization with N-D labeled arrays in Python
37 versions - Latest release: 8 days ago - 1 dependent package - 7 dependent repositories - 10.1 thousand downloads last month - 130 stars on GitHub - 1 maintainer
bioio-tifffile 1.0.0
A BioIO reader plugin for reading TIFFs using Tifffile
2 versions - Latest release: 5 months ago - 586 downloads last month - 0 stars on GitHub - 2 maintainers
bioio-base 1.0.0
Typing, base classes, and more for BioIO projects.
6 versions - Latest release: 5 months ago - 13 dependent packages - 1 dependent repositories - 6.31 thousand downloads last month - 0 stars on GitHub - 2 maintainers
deker-server-adapters 1.0.5
Plugin with server adapters for Deker
6 versions - Latest release: 25 days ago - 1 dependent package - 139 downloads last month - 2 stars on GitHub - 2 maintainers
dantro 0.19.5
Handle, transform, and visualize hierarchically structured data
63 versions - Latest release: 5 months ago - 1 dependent package - 2 dependent repositories - 1.46 thousand downloads last month - 7 stars on GitLab.com - 2 maintainers
Top 8.8% on pypi.org
xbatcher 0.3.0
Batch generation from Xarray objects
3 versions - Latest release: over 1 year ago - 1 dependent package - 2 dependent repositories - 526 downloads last month - 139 stars on GitHub - 6 maintainers
pypolsar 2.1.0
PyPolSAR is a python module for Polarimetric Synthetic Aperture Radar (PolSAR) data processing.
10 versions - Latest release: about 3 years ago - 1 dependent repositories - 83 downloads last month - 2 stars on GitHub - 2 maintainers
Related Keywords
python 112 dask 43 netcdf 24 scientific-computing 22 climate 18 numpy 17 pandas 15 microscopy 14 geospatial 13 scientific-formats 13 image-metadata 13 remote-sensing 12 weather 12 zarr 12 bioio 11 meteorology 9 raster 9 gis 9 climate-science 9 satellite-imagery 9 earth-observation 8 data 8 data-analysis 8 hacktoberfest 8 geopandas 8 data-science 7 rasterio 7 ocean 7 matplotlib 7 radio-astronomy 7 jupyter 7 gdal 6 arrays 6 science 6 visualization 6 oceanography 6 sar 6 xarray-extension 6 sentinel-2 6 astronomy 6 pangeo 6 datacube 6 python3 5 radar 5 climate-analysis 5 xclim 5 pytorch 5 hdf5 5 analysis 5 satellite 5 dataframes 5 deker 5 earth-engine 5 multidimensional-arrays 5 multidimensional-data 5 storage-engine 5 xarray-accessor 5 statistics 4 geoscience 4 cartopy 4 grib 4 netcdf4 4 sentinel-1 4 simulation 4 closember 4 open-data 4 python-package 4 dataset 4 landsat 4 waves 3 radarsat 3 download 3 modelling 3 big-data-program 3 google-earth-engine 3 climatology 3 raster-data 3 atmosphere 3 earth-science 3 hydrology 3 PyQt 3 PySide 3 copernicus 3 stac 3 dataarray 3 machine-learning 3 synthetic-aperture-radar 3 opendatacube 3 metadata 3 cf-conventions 3 psyplot 3 pint 2 gif 2 animate 2 scipy 2 compression 2 algorithms 2 cloud 2 optimization 2 data-engineering 2