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        "description": "# RootInteractive\n\nCode for interactive visualization of multidimensional data in ROOT or native Python formats (Panda, numpy)\nSupport for ROOT data structures:\n* TTree and TTreeFormula, Aliases .. \n* TFormula, resp. any static Root/AliRoot functions\n\n#### No python packages dependencies on AliRoot\n* ROOT + libStat \n\n\n\n## RootInteractive content:\n\n* **Visualization part wrappers**\n  * client/server application Jupyter, Bokeh\n  * client application - (Bokeh standalone)\n\n* **Machine learning part ** work in progrees (mostly ErrPar branch)\n  * Wrappers for decision trees and Neural Net\n  * Provides interface for the reducible, irreducible errors, proability density function\n  * Local linear forest, resp. local kernel regression\n\n\n\n### RootInteractive Information\n\n* RootInteractive github (source code)\n  * https://github.com/miranov25/RootInteractive\n  * JIRA: https://alice.its.cern.ch/jira/browse/PWGPP-485\n** Data server at CERN\n  * https://rootinteractive.web.cern.ch/RootInteractive/data/ \n  * data on eos: \n    * /eos/user/r/rootinteractive/www/testData/\n    * /eos/user/r/rootinteractive/www/data/\n* Documentation server at CERN\n  * https://rootinteractive.web.cern.ch/RootInteractive/html/ \n  * Not yet regularly updated - TODO\n  * /eos/user/r/rootinteractive/www/html/\n\n## Tutorials\n* 1.) Bokeh draw standalone (graphs,compression, down-sampling)\n  * https://github.com/miranov25/RootInteractive/blob/master/RootInteractive/tutorial/bokehDraw/standAlone.ipynb\n* 2.) N dimensional histogramming on client (data aggregation)\n  * https://github.com/miranov25/RootInteractive/blob/master/RootInteractive/tutorial/bokehDraw/test_bokehClientHistogram.ipynb \n* 3.) Custom function on client:\n  * https://github.com/miranov25/RootInteractive/blob/master/RootInteractive/tutorial/bokehDraw/customJsColumns.ipynb \n\n\n### Galery material in the ALICE agenda and document server\n\n* Support material for RCU note [N2]\n  * [D1] Visualization of the common-mode effect dependencies using ROOT interactive ( 11 Dimensions)\n    * https://gitlab.cern.ch/aliceeb/TPC/-/blob/master/SignalProcessing/commonModeFractionML.html   \n  * [D2] Visualization of the ion-tail fit parameters and correction graphs using ROOT interactive (12 Dimensions)\n     * https://gitlab.cern.ch/aliceeb/TPC/-/blob/master/SignalProcessing/ionTailFitParameters_sectorScan.html    \n  * [D3] Visualization of the toy MC results using ROOT interactive (13 Dimensions)\n    * https://gitlab.cern.ch/aliceeb/TPC/-/blob/master/simulationScan/toyMCParameterScan.html  \n\n* Support material for V0 reconstruction studies [P1]\n  * [D4] Interactive invariant mass histogram  dashboards (6+2 Dimensions)\n    * https://indico.cern.ch/event/1088044/#sc-1-3-interactive-histograms\n  * [D5] Pt and invariant mass performance maps dashboards\n    * https://indico.cern.ch/event/1088044/#sc-1-2-gamma-dashboards\n    * https://indico.cern.ch/event/1088044/#sc-1-4-k0-dashboards \n\n* QA and production preparation :\n  * [D6] QA comparison of ongoing MC and raw data production (LHC18q,r, LHC18c,LHC16f,LHC17g..)   See interactive dashboards in agenda of calibration/tracking meeting:\n    * https://indico.cern.ch/event/991449/ , https://indico.cern.ch/event/991450/  , https://indico.cern.ch/event/991451/ \n* PID\n  * [D7] TPC PID calibration  and QA\n    * https://indico.cern.ch/event/983778\n      * https://alice.its.cern.ch/jira/secure/attachment/53371/qaPlotPion_test1.html \n      * https://indico.cern.ch/event/991451/contributions/4220782/attachments/2184007/3689893/qaPlotPion_Delta.html \n* Fast MCkalman and event display\n  * [D8] Space charge distortion calibration (Run3) and performance optimization (Run2, Alice3) - [P9]\n     * https://indico.cern.ch/event/1091510/contributions/4599999/attachments/2338476/3986580/residualTrackParam.html\n     * https://indico.cern.ch/event/1087849/contributions/4577709/attachments/2331293/3973338/residual_track_parameter_Dist_GainIBF.html \n  * [D9] High dEdx (spallation product) reconstruction  and magnetic monopole tracking\n     * https://indico.cern.ch/event/991452/contributions/4222204/attachments/2184856/3691411/seed1Display2.html   \n\n* Space charge distortion calibration\n  * [D10] digital current grouping and factorization studies \n    * https://indico.cern.ch/event/1091510/\n    * https://indico.cern.ch/event/1087849/\t\n\n",
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