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Nexus - Nuclear Elastic X-ray scattering Universal Software

Repositroy for the Nexus. The Nuclear Elastic X-ray scattering Universal Software (Nexus) is a Python package for simulating and fitting of Moessbauer spectra, nuclear resonant scattering (NRS) data, pure electronic X-ray reflectivities (XRR), nuclear X-ray reflectivities (nXRR), and polarization...

Scientific topics: nuclear resonant scattering, reflectometry, polarimetry

Keywords: Nuclear Physics, Mossbauer spectroscopy, Nuclear resonant scattering

Resource type: software

Nexus - Nuclear Elastic X-ray scattering Universal Software https://pan-training.eu/materials/nexus-nuclear-elastic-x-ray-scattering-universal-software Repositroy for the Nexus. The Nuclear Elastic X-ray scattering Universal Software (Nexus) is a Python package for simulating and fitting of Moessbauer spectra, nuclear resonant scattering (NRS) data, pure electronic X-ray reflectivities (XRR), nuclear X-ray reflectivities (nXRR), and polarization dependent electronic scattering. nuclear resonant scattering reflectometry polarimetry Nuclear Physics, Mossbauer spectroscopy, Nuclear resonant scattering researchers scientists
UmbrellaID Workshop: Keycloak

This one day training is dedicated to the PaN community IT people that want to enable community AAI for their users. At the end of the training it is expected that you understand what UmbrellaID and the EOSC AAI federation is. A hands on session shall demonstrate how to integrate your services...

Keywords: UmbrellaID

Resource type: slides, video

UmbrellaID Workshop: Keycloak https://pan-training.eu/materials/umbrellaid-workshop-keycloak This one day training is dedicated to the PaN community IT people that want to enable community AAI for their users. At the end of the training it is expected that you understand what UmbrellaID and the EOSC AAI federation is. A hands on session shall demonstrate how to integrate your services with UmbrellaID using Keycloak. If you want to actively participate in the hands on session, you need to have your own Keycloak installation, see the following checklist. If you don't have that, you can still participate in the workshop and also take part in the hands on session as an observer. Checklist for the hands on session: - An installation of Keycloak - Internet access from the host where they have installed Keycloak (ideally direct access, but HTTP proxy and reverse HTTP proxy are also valid) - DNS resolution for the host with Keycloak installed should be in place and should be identical from everywhere (I.E. the machine should be referenced with the same domain name from the RI/lab intranet and public internet network) - A valid X509 server certificate The session recordings can be found here: 1. https://umbrellaid.org/zoom/2022-05-03-UmbrellaID-Workshop-Session-1.mp4 2. https://umbrellaid.org/zoom/2022-05-03-UmbrellaID-Workshop-Session-2.mp4 UmbrellaID PaN Community
Active DMPs for Photon and Neutron RIs

This deliverable envisions an integrated aDMP system which supports the (semi-) automated generation of DMPs by maximising reuse of information generated during the research life-cycle and also aiming to support the scientists and other stakeholders by supporting information transfer....

Keywords: expands, wp2-ExPaNDS, DMP, data management plan, data management

Resource type: Document

Active DMPs for Photon and Neutron RIs https://pan-training.eu/materials/active-dmps-for-photon-and-neutron-ris This deliverable envisions an integrated aDMP system which supports the (semi-) automated generation of DMPs by maximising reuse of information generated during the research life-cycle and also aiming to support the scientists and other stakeholders by supporting information transfer. Therefore, a data model for aDMPs focusing on the integration of information that exists before a proposal is submitted and its life-cycle integration is introduced. It relates the data model also to the template created in PaNOSC. expands, wp2-ExPaNDS, DMP, data management plan, data management PaN Community
Self-evaluation Photon and Neutron RIs for FAIR data certification

This ExPaNDS project deliverable describes a FAIR self-assessment undertaken by the ten ExPaNDS partner Photon and Neutron Research Infrastructures (PaN RIs) over the three-month period July – September 2022. After reviewing selected examples of existing FAIR evaluation frameworks designed to...

Keywords: FAIR, metadata, expands, European Photon and Neutron facilities , wp2-ExPaNDS

Resource type: Document

Self-evaluation Photon and Neutron RIs for FAIR data certification https://pan-training.eu/materials/self-evaluation-photon-and-neutron-ris-for-fair-data-certification This ExPaNDS project deliverable describes a FAIR self-assessment undertaken by the ten ExPaNDS partner Photon and Neutron Research Infrastructures (PaN RIs) over the three-month period July – September 2022. After reviewing selected examples of existing FAIR evaluation frameworks designed to enable assessment at different levels (dataset, repository, and organisation), the report describes the evaluation approach adopted for the ExPaNDS FAIR self-assessment. As no existing framework met our specific need to focus on FAIR workflows and processes in PaN RIs, it was necessary to select, combine, and adapt existing frameworks. Supported by four underlying guiding principles, our approach drew heavily on the FAIR Principles, the RDA FAIR Data Maturity Model, and FAIRsFAIR’s CoreTrustSeal+FAIRenabling framework. Post-evaluation feedback from ExPaNDS partners indicated that they found the FAIR self-assessment a useful and valuable exercise for understanding current levels of FAIRness at their facilities and for articulating what implementations they have in progress or planned to support FAIR in future. A key output of the ExPaNDS FAIR evaluation is the collected self-assessment reports from the ten partner facilities. These reports are published openly and in full as part of the deliverable. In addition, the self-assessments are supplemented with some high-level observations on the state of the FAIR journey across the ExPaNDS facilities. FAIR, metadata, expands, European Photon and Neutron facilities , wp2-ExPaNDS PaN Community
PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science / EOSC Symposium 2022 plenary

EOSC Symposium 2022 presentation by Andy Gotz: PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science.

Keywords: expands, PaNOSC

Resource type: video

PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science / EOSC Symposium 2022 plenary https://pan-training.eu/materials/panosc-expands-outcomes-boosting-interoerability-data-and-services-for-photon-and-neutron-pan-science-eosc-symposium-2022-plenary EOSC Symposium 2022 presentation by Andy Gotz: PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science. expands, PaNOSC PaN Community
Joint Public Session ExPaNDS/PaNOSC on metadata catalogues (SciCat implementation) and future perspectives

Presentations from public joint WP3 Meeting for ExPaNDS and PaNOSC, which took place in hybrid format from SOLEIL (France) and via Zoom on the 3rd November 2022. A recording of the event can be found on the ExPaNDS website: https://expands.eu/presentations/ Video recording (direct link to...

Keywords: expands, PaNOSC, open data, wp3-ExPaNDS

Resource type: slides

Joint Public Session ExPaNDS/PaNOSC on metadata catalogues (SciCat implementation) and future perspectives https://pan-training.eu/materials/work-package-3-public-meeting Presentations from public joint WP3 Meeting for ExPaNDS and PaNOSC, which took place in hybrid format from SOLEIL (France) and via Zoom on the 3rd November 2022. A recording of the event can be found on the ExPaNDS website: https://expands.eu/presentations/ Video recording (direct link to vimeo) will be available soon. expands, PaNOSC, open data, wp3-ExPaNDS data managers
NOBUGS 2022

The 13th NOBUGS Conference was held at Paul Scherrer Institute, Villigen, Switzerland on September 19-22, 2022. The goal of the NOBUGS (New Opportunities for Better User Group Software) Conference Series is to foster collaboration and exchange between scientists and IT professionals working on...

Keywords: NOBUGS, scientific software

Resource type: video, slides

NOBUGS 2022 https://pan-training.eu/materials/nobugs-2022 The 13th NOBUGS Conference was held at Paul Scherrer Institute, Villigen, Switzerland on September 19-22, 2022. The goal of the NOBUGS (New Opportunities for Better User Group Software) Conference Series is to foster collaboration and exchange between scientists and IT professionals working on software for X-ray, neutron and muon sources from around the world. Program Themes: - Data acquisition systems - Data reduction - User interfaces - Data catalogs/Electronic Notebooks - Data Streaming - Use of (commercial) Cloud Systems - Web Tools - Workflow Engines & Tools - Other Relevant Topics NOBUGS, scientific software
Virtual Infrastructure for Scientific Analysis (VISA) Workshop

We invite you to view our workshop – hosted jointly by ExPaNDS and PaNOSC! VISA provides remote data analysis services giving access to experimental data, analysis software, compute infrastructure and expert-user support (IT and Scientific). The online half-day Workshop is open to all external...

Keywords: VISA, expands, PaNOSC, remote data analysis services

Resource type: slides

Virtual Infrastructure for Scientific Analysis (VISA) Workshop https://pan-training.eu/materials/virtual-infrastructure-for-scientific-analysis-visa-workshop We invite you to view our workshop – hosted jointly by ExPaNDS and PaNOSC! VISA provides remote data analysis services giving access to experimental data, analysis software, compute infrastructure and expert-user support (IT and Scientific). The online half-day Workshop is open to all external stakeholders (especially scientists and IT staff but not limited to). We aim to demonstrate to beamline scientists the possibilities offered by VISA for data analysis and gathering IT staff around the table to discuss about the development and further deployment of the platform. VISA has been developed at a critical time (during the COVID-19 crisis) to answer data analysis needs and allowing remote instrument control. It provides simplified access for scientists to data analysis tools, offers remote support to users from experts and allows them to remotely control their experiments with the assistance of on-site instrument scientists. VISA allows a user to use the Remote Desktop as if they were sitting in front a data treatment workstation at the host institute and embeds JupyterLab directly accessible from the same platform interface. Initially developed at the Institut Laue-Langevin (ILL) in Grenoble, France and further deployed in the context of PaNOSC, VISA enables the PaN research infrastructures (PaN RIs) to work together on further scientific collaborations to solve 21st century challenges. The first session of the workshop showcases the implementation of VISA at the PaN RIs through ExPaNDS and PaNOSC partner’ demos and illustrate its use for scientific users and others. The second session in the afternoon focuses on presentations on VISA development and deployment (on OpenStack and other infrastructures), paving the way for a roundtable discussion on the future of VISA: sustainability and future collaborations. Video recording (direct link to vimeo) will be available soon. VISA, expands, PaNOSC, remote data analysis services
Final recommendations for FAIR Photon and Neutron Data Management

The present deliverable pursues the work initiated in ExPaNDS deliverable 2.2, which established a common metadata framework for FAIR data generated in Photon and Neutron (PaN) facilities. The modalities of implementation of this framework across facilities are examined and current practices and...

Keywords: expands, wp2-ExPaNDS, FAIR, data management

Resource type: Document

Final recommendations for FAIR Photon and Neutron Data Management https://pan-training.eu/materials/final-recommendations-for-fair-photon-and-neutron-data-management The present deliverable pursues the work initiated in ExPaNDS deliverable 2.2, which established a common metadata framework for FAIR data generated in Photon and Neutron (PaN) facilities. The modalities of implementation of this framework across facilities are examined and current practices and tools for metadata capture, storage and exposure are highlighted. This work is also the occasion to examine the commonalities of the framework with other initiatives developed inside and outside ExPaNDS such as the common search API, the data catalogues (ExPaNDS WP3), the EOSC discovery platforms B2FIND and OpenAire as well as the NeXus data format. It also provides the reader with guidelines on current tools and schemata available to record provenance and digital preservation information. The essence of these discussions is summarised as a list of practical recommendations at the end. expands, wp2-ExPaNDS, FAIR, data management PaN Community
PaNOSC WP8 Summerschool 2022

No short description available.

Resource type: Moodle course, e-learning

PaNOSC WP8 Summerschool 2022 https://pan-training.eu/materials/panosc-wp8-summerschool-2022 No short description available.
Muons in Chemistry

No short description available.

Resource type: Moodle course, e-learning

Muons in Chemistry https://pan-training.eu/materials/muons-in-chemistry No short description available.
DTU course / X-ray and Neutron Experiments at International Research Facilities

No short description available.

Resource type: Moodle course, e-learning

DTU course / X-ray and Neutron Experiments at International Research Facilities https://pan-training.eu/materials/the-structure-and-dynamics-of-materials-studied-with-x-rays-and-neutrons No short description available.
European Photon and Neutron Open Data Search Portal

The European Photon and Neutron sources are working together in the PaNOSC and ExPaNDS projects financed by the European Commission to build the European Open Science Cloud. One of the main objectives of the EOSC is to make Open Data from these facilities FAIR. This portal implements the...

Keywords: FAIR, federated search engine, open data, EOSC

Resource type: tool

European Photon and Neutron Open Data Search Portal https://pan-training.eu/materials/european-photon-and-neutron-open-data-search-portal The European Photon and Neutron sources are working together in the PaNOSC and ExPaNDS projects financed by the European Commission to build the European Open Science Cloud. One of the main objectives of the EOSC is to make Open Data from these facilities FAIR. This portal implements the F(indable) part of FAIR via a **federated search engine** from the following facilities: - European Spallation Source - Institut Laue Langevin - MAX IV Additional facilities will be included in the federated search as their search engines come online locally. The goal is to include all photon and neutron facilites who provide open data by the end of the two projects PaNOSC and ExPaNDS. The mission of the PaN data search portal is to contribute to the realization of a data commons for Neutron and Photon science. The search results provide a link to the landing page of the data DOIs through which the other data services provided by PaNOSC and ExPaNDS for data downloading, analysis, notebooks and simulation can be accessed. The aim of the portal is to facilitate using data from photon and neutron sources for the many scientists from existing and future disciplines. To achieve this aim, the exchange of know-how and experiences is crucial to driving a change in culture by embracing Open Science among the targeted scientific communities. This is why the project works closely with the national photon and neutron sources in Europe to develop common policies, strategies and solutions in the area of FAIR data policy, data management and data services. FAIR, federated search engine, open data, EOSC
Photosynthesis and Energy 2022

No short description available.

Keywords: photosynthesis , energy

Resource type: Moodle course, e-learning

Photosynthesis and Energy 2022 https://pan-training.eu/materials/photosynthesis-and-energy-2022 No short description available. photosynthesis , energy
Introduction to McStas

No short description available.

Keywords: McStas, mcstas simulation tool

Resource type: Moodle course, e-learning

Introduction to McStas https://pan-training.eu/materials/introduction-to-mcstas No short description available. McStas, mcstas simulation tool
DMSC - Instrument Scientists workshop (2022)

If you have self enrolled onto the course please wait 5 minutes before launching the JupyterHub Access the course by clicking on the JupyterHub link (bellow). Click Start My Server > Start and your container will launch.

Resource type: Moodle course, e-learning

DMSC - Instrument Scientists workshop (2022) https://pan-training.eu/materials/dmsc-instrument-scientists-workshop-2022 If you have self enrolled onto the course please wait 5 minutes before launching the JupyterHub Access the course by clicking on the JupyterHub link (bellow). Click Start My Server > Start and your container will launch.
Simulation of boron carbide diffraction with D2B

Simulation of boron carbide diffraction with D2B

Keywords: simulation, boron carbide diffraction, D2B

Resource type: Moodle course, e-learning

Simulation of boron carbide diffraction with D2B https://pan-training.eu/materials/simulation-of-boron-carbide-diffraction-with-d2b Simulation of boron carbide diffraction with D2B simulation, boron carbide diffraction, D2B
SimEx (Simulating Experiments): Examples

SimEx is a program for simulating experiments at advanced laser and x-ray light sources. All aspects of a typical experiment can be modeled. This includes the photon source, light transport through optics, interaction with a target or sample, scattering from the latter, photon detection, and data...

Keywords: simulation, SimEx

Resource type: Moodle course, e-learning

SimEx (Simulating Experiments): Examples https://pan-training.eu/materials/simex-simulating-experiments-examples SimEx is a program for simulating experiments at advanced laser and x-ray light sources. All aspects of a typical experiment can be modeled. This includes the photon source, light transport through optics, interaction with a target or sample, scattering from the latter, photon detection, and data analysis. A simulation can contain, one, several, or all of these parts. Documentation: https://simex.readthedocs.io/en/latest/include/introduction.html Github: https://github.com/PaNOSC-ViNYL/SimEx Here you can have a go at using SimEx without local installation: 1. Launch JupyterHub 2. Click Start my server 3. Select a notebook. Here is a list of notebooks available: crl\_focus - currently not working! edge EuXFEL\_SASE1\_SPB\_KBfocus - currently not working! propagation\_example\_01 propagation\_example\_02 - currently not working! spheres - currently not working! wire simulation, SimEx
Simulating LoKi with McStas

No short description available.

Keywords: McStas, mcstas simulation tool, LoKi

Resource type: Moodle course, e-learning

Simulating LoKi with McStas https://pan-training.eu/materials/simulating-loki-with-mcstas No short description available. McStas, mcstas simulation tool, LoKi
Introduction to Neutron Reflectometry Fitting

This course was originally developed by Andrew McCluskey from the European Spallation Source for the ISIS Virtual Reflectometry Training Course. The full course can be read as a online book at: https://www.reflectometry.org/isis_school/intro.html The files can found on GitHub at...

Keywords: isis virtual reflectometry

Resource type: Moodle course, e-learning

Introduction to Neutron Reflectometry Fitting https://pan-training.eu/materials/introduction-to-neutron-reflectometry-fitting This course was originally developed by Andrew McCluskey from the European Spallation Source for the ISIS Virtual Reflectometry Training Course. The full course can be read as a online book at: https://www.reflectometry.org/isis_school/intro.html The files can found on GitHub at https://github.com/reflectivity/isis_school To run the course as interactive Jupyter notebooks here, click on the JupyterHub link and then Start My Server If you have self enrolled onto the course please wait 5 minutes before launching the JupyterHub. isis virtual reflectometry
Introduction to Crispy

Crispy is a modern interface for calculating core-level spectra. It uses Quanty for calculations and is written in python. Its primary use is as a sleek GUI that runs on your computer. However it can also be used like a python module within a Jupyter notebook. Here you can have a go at...

Keywords: crispy, core-level spectra

Resource type: Moodle course, e-learning

Introduction to Crispy https://pan-training.eu/materials/introduction-to-crispy Crispy is a modern interface for calculating core-level spectra. It uses Quanty for calculations and is written in python. Its primary use is as a sleek GUI that runs on your computer. However it can also be used like a python module within a Jupyter notebook. Here you can have a go at using Crispy without local installation: 1. Launch JupyterHub 2. Click Start my server 3. Select 0-first_calculation.ipynb Crispy Documentation: https://www.esrf.fr/computing/scientific/crispy/ GitHub Page: https://github.com/mretegan/crispy crispy, core-level spectra
McStas Simulation of SANS2D

No short description available.

Keywords: McStas, mcstas simulation tool, SANS2D

Resource type: Moodle course, e-learning

McStas Simulation of SANS2D https://pan-training.eu/materials/mcstas-simulation-of-sans2d No short description available. McStas, mcstas simulation tool, SANS2D
Introduction to Oasys (Hercules 2022)

Welcome to the Hercules 2022 Oasys tutorial written by Manuel Sanchez del Rio and Juan Reyes Herrera. The aim of this course is to learn the following: Calculate main characteristics of synchrotron source (Bending magnets and Insertion devices). Calculate the heat-load on different beamline...

Keywords: calculating source characteristics, calculating heat-load, simulation beamline optics, coherence

Resource type: Moodle course, e-learning

Introduction to Oasys (Hercules 2022) https://pan-training.eu/materials/introduction-to-oasys-hercules-2022 Welcome to the Hercules 2022 Oasys tutorial written by Manuel Sanchez del Rio and Juan Reyes Herrera. The aim of this course is to learn the following: Calculate main characteristics of synchrotron source (Bending magnets and Insertion devices). Calculate the heat-load on different beamline components. Simulating beamline optics by ray-tracing to obtain main parameters of the beam, e. g., size and divergence, energy resolution, intensity/flux. Understand basic principles of X-ray optics: Mirrors and Crystals. Basic concepts about coherence. And it is split into four sections:  1. Introduction 2. Power Transport 3. Photon Transport 4. Coherence Transport calculating source characteristics, calculating heat-load, simulation beamline optics, coherence
Muons in Semiconductors

We will learn with James Lord about semiconductors, muonium spectroscopy, molecular radical states at different temperatures, energy levels and spin polarization. Rui Vilao will introduce us to muons in Semiconductors. Rui Vilao continues the discussion on using µSR on semiconductors.

Resource type: Moodle course, e-learning

Muons in Semiconductors https://pan-training.eu/materials/muons-in-semiconductors We will learn with James Lord about semiconductors, muonium spectroscopy, molecular radical states at different temperatures, energy levels and spin polarization. Rui Vilao will introduce us to muons in Semiconductors. Rui Vilao continues the discussion on using µSR on semiconductors.
Python Workshop (IKON21)

If you have self enrolled onto the course please wait 5 minutes before launching the JupyterHub Access the course by clicking on the JupyterHub link. Click Start My Server > Start and your container will launch. In the folder called Notebooks you will find the following: 1. Jupyter...

Keywords: data analysis library pandas, jupyter, Python, numpy, matplotlib, Ipywidgets, scipy, mcstas script

Resource type: Moodle course, e-learning

Python Workshop (IKON21) https://pan-training.eu/materials/python-workshop-ikon21 If you have self enrolled onto the course please wait 5 minutes before launching the JupyterHub Access the course by clicking on the JupyterHub link. Click Start My Server > Start and your container will launch. In the folder called Notebooks you will find the following: 1. Jupyter basics: Jupyter notebook introduction. 2. Python basics:  Basic language principles,  Sequence data types,  Control structures,  Working with functions,  Using modules,  Input and output,  Python 2 vs 3,  Python classes. 3. Using external Libraries:  Scientific libraries numpy,  Plotting with matplotlib,  Ipywidgets,  Fitting scipy,  Data analysis library pandas,  Testing. 4. Molecular visualization:  Visualization tutorial,  Atomistic simulation environment. 5. McStas script 6. SCIPP You can find a copy of the notebooks at https://github.com/ess-dmsc-dram/python-course-ikon/tree/master/notebooks This course was created by the Data Reduction, Analysis and Modelling group of the ESS. This version of the course was specifically created for IKON21 in September 2021. data analysis library pandas, jupyter, Python, numpy, matplotlib, Ipywidgets, scipy, mcstas script
Creating your own course

If you only wish to create one course please email admin@pan-learning.org and we will create a blank course for you. We will assign you as teacher so you can have full control from there on. If you would like to be able to create your own blank courses you need to have 'Course Creator'...

Keywords: moodle

Resource type: Moodle course, e-learning

Creating your own course https://pan-training.eu/materials/creating-your-own-course If you only wish to create one course please email admin@pan-learning.org and we will create a blank course for you. We will assign you as teacher so you can have full control from there on. If you would like to be able to create your own blank courses you need to have 'Course Creator' privelages on pan-learning.org. Please email admin@pan-learning.org and we will upgrade your account. moodle
Introduction to Neutron Reflectometry

An introductory course to Neutrons and their properties, as a foundational pre-requisite for Neutron Scattering and Reflectometry experimentation and theory. 

Keywords: neutron

Resource type: Moodle course, e-learning

Introduction to Neutron Reflectometry https://pan-training.eu/materials/introduction-to-neutron-reflectometry An introductory course to Neutrons and their properties, as a foundational pre-requisite for Neutron Scattering and Reflectometry experimentation and theory.  neutron
Muons in Superconductivity

We will learn with Pabitra Biswas what a superconductor is, how we measure magnetic fields, extract key length scales (vortex lattice), see how the measurement works, what kind of data you get, and gain an overview of how to understand the new physics.

Keywords: extract key length scales, muons, superconductivity

Resource type: Moodle course, e-learning

Muons in Superconductivity https://pan-training.eu/materials/muons-in-superconductivity We will learn with Pabitra Biswas what a superconductor is, how we measure magnetic fields, extract key length scales (vortex lattice), see how the measurement works, what kind of data you get, and gain an overview of how to understand the new physics. extract key length scales, muons, superconductivity
Illumidesk: Python Course

This course has the notebooks from the first four chapters of the IKON python course: 1. Jupyter basics: Jupyter notebook introduction. 2. Python basics:  Basic language principles,  Sequence data types,  Control structures,  Working with functions,  Using modules,  Input and output,  Python...

Keywords:   sequence data types,   data analysis library pandas

Resource type: Moodle course, e-learning

Illumidesk: Python Course https://pan-training.eu/materials/illumidesk-python-course This course has the notebooks from the first four chapters of the IKON python course: 1. Jupyter basics: Jupyter notebook introduction. 2. Python basics:  Basic language principles,  Sequence data types,  Control structures,  Working with functions,  Using modules,  Input and output,  Python 2 vs 3,  Python classes. 3. Using external Libraries:  Scientific libraries numpy,  Plotting with matplotlib,  Ipywidgets,  Fitting scipy,  Data analysis library pandas,  Testing. 4. Molecular visualization:  Visualization tutorial,  Atomistic simulation environment. To access click on Illumidesk →Start My Server → Assignments →pythoncourse (drop down menu) → fetch Any notebooks you fetch will be visible on your illumidesk files tab. Do not submit the notebooks for feedback.   sequence data types,   data analysis library pandas
Collection of photon science slides

No short description available.

Resource type: Moodle course, e-learning, slides

Collection of photon science slides https://pan-training.eu/materials/collection-of-photon-science-slides No short description available.