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DATA ANALYSIS
Determining g – HS experiment
Determining g – HS experiment
Height
(m)
Time (s) Average
Time (s)
Uncertainty
(s)
trial 1 trial 2 trial 3 trial 4 trial 5
4.323 0.93 1.01 0.98 1.02 0.94 0.976 0.045
5.275 1.31 1.38 1.23 1.33 1.38 1.326 0.075
5.581 1.55 1.68 1.63 1.75 1.56 1.634 0.1
8.359 0.96 1.03 1.01 1.01 1.01 1.004 0.035
11.753 0.88 0.88 0.88 0.91 0.95 0.9 0.035
Determining g – HS experiment
Height
(m)
Time (s) Average
Time (s)
Uncertainty
(s)
trial 1 trial 2 trial 3 trial 4 trial 5
4.323 0.93 1.01 0.98 1.02 0.94 0.976 0.045
5.275 1.31 1.38 1.23 1.33 1.38 1.326 0.075
5.581 1.55 1.68 1.63 1.75 1.56 1.634 0.1
8.359 0.96 1.03 1.01 1.01 1.01 1.004 0.035
11.753 0.88 0.88 0.88 0.91 0.95 0.9 0.035
Data table from the particle
detector…
Analysis of data
Analysis of data
Analysis of data
Models: only what actually matters
Take measurements of only what the theory/model needs, the rest are details...
Statistics and distributions
Mean
Standard deviation
68-95-99.7 rule
HEP: 5 sigma rule (99.9999426697%)
Galton Board
Statistics and distributions: an example
Conception & Challenge
• Concept of
Particle Physics
• Quark
• Lepton
• New and classical
model
• Interaction of forces
• The charged of
particle
• Muon and tau
particle
DECAY
TRANSFORMATION
Students’
Knowledge
Challenge
Suggestion
Tuzan & Solbes (2016), Gourlay (2017), Woithe, Wiener, and Veken
(2017)
Conception & Challenge
DATA ANALYSIS
Data Distribution and Frequency
Knowledge
Variability Data
Data Interpretation
Challenge
Cooper and Shore (2017)
Data analysis resources:
https://github.com/cernitw207/cerrnitw2017: this folder contains all the data, instructions and links for the task.
https://github.com/cms-opendata-education/cms-jupyter-materials-english : further steps in data analysis
of particles’ collisions (plotting histograms, calculation of invariant mass,further statistics).
http://opendata.cern.ch/ education and research resources provided by CERN
https://scool.web.cern.ch/ CSV data files and other teaching resources.
https://www.continuum.io/downloads download Anaconda (comes with many programming frameworks)
and Jupiter Notebook that is recommended framework for the task.
https://www.python.org/downloads/ download Python 3 for data analysis (reccomended).
https://www.learnpython.org/en/Basic_Operators basic introduction to Python (contains many useful tutorials).
Student’s activities
Useful papers for teachers
http://neutrino-classroom.org/TeachersGuideJuly2015/NeutrinoClassroomTeachersGuide-
EditedJuly2015.pdf - Particle physics activities for high school physics students.
http://slideplayer.com/slide/8518655/ - Use of Cosmic Ray eLab to teach the research process.
http://www.i2u2.org/elab/cosmic/home/project.jsp - High school students use cutting-edge
tools to do scientific investigations.
Tuzon P, Solbes J. Particle physics in high school: A diagnose study. Plos ONE. 2016; 11(6):1-9.
doi:10.137/journal.pone
Gourlay H. Learning about A level physics students’ understanding of particle physics using
concept mapping. IOP Science Physics Education. 2017; 52: 1-8.
Woithe J, Wiener G, Veken, F. Let’s have a coffee with the standard model of particle physics.
IOP Science Physics Education. 2017; 52: 1-9. doi: 10.1088/1361-6552/aa5b25.
Wiener G, Schmeling S, Hopf M. Introducing 12 year-olds to elementary particles. IOP Science
Physics Education. 2017; 52: 1-7. doi: 10.1088/1361-6552/aa6cfe.
Chromatodatanalysis!
Complex but enjoyable. Opportunities:
1. Pupils are introduced to writing
functions and importing program
libraries.
2. Pupils then proceed to calculation of
the total momentum of a particle and
the relativistic energy that it contains .
3. In the final stage of the task pupils
have to compare the data from CERN to
their calculated value.
Chromodatanalysis!
Data files and instructions
are all saved in Github.
The task fits well in other resources
that have been developed by teachers
and could be used as a starting point
for data analysis using Python.
Link:
• https://github.com/cernitw207/cerrnitw2017
TASK, instructions, useful links.
Thank you!
Andrea Bussani
andrea.bussani@gmail.com
Konstantin Chunikhin
chunikhin.konstantin@gmail.com
Michal Kempinski
m.j.kempinski@gmail.com
Risa Haridza
rharidza@gmail.com
Isabel Vives
isabelv@bfischool.org
Special thanks to Mira and
Henna for helping us!
Data analysis.pptx

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Data analysis.pptx

  • 2. Determining g – HS experiment
  • 3. Determining g – HS experiment Height (m) Time (s) Average Time (s) Uncertainty (s) trial 1 trial 2 trial 3 trial 4 trial 5 4.323 0.93 1.01 0.98 1.02 0.94 0.976 0.045 5.275 1.31 1.38 1.23 1.33 1.38 1.326 0.075 5.581 1.55 1.68 1.63 1.75 1.56 1.634 0.1 8.359 0.96 1.03 1.01 1.01 1.01 1.004 0.035 11.753 0.88 0.88 0.88 0.91 0.95 0.9 0.035
  • 4. Determining g – HS experiment Height (m) Time (s) Average Time (s) Uncertainty (s) trial 1 trial 2 trial 3 trial 4 trial 5 4.323 0.93 1.01 0.98 1.02 0.94 0.976 0.045 5.275 1.31 1.38 1.23 1.33 1.38 1.326 0.075 5.581 1.55 1.68 1.63 1.75 1.56 1.634 0.1 8.359 0.96 1.03 1.01 1.01 1.01 1.004 0.035 11.753 0.88 0.88 0.88 0.91 0.95 0.9 0.035
  • 5. Data table from the particle detector…
  • 9. Models: only what actually matters Take measurements of only what the theory/model needs, the rest are details...
  • 10. Statistics and distributions Mean Standard deviation 68-95-99.7 rule HEP: 5 sigma rule (99.9999426697%) Galton Board
  • 12. Conception & Challenge • Concept of Particle Physics • Quark • Lepton • New and classical model • Interaction of forces • The charged of particle • Muon and tau particle DECAY TRANSFORMATION Students’ Knowledge Challenge Suggestion Tuzan & Solbes (2016), Gourlay (2017), Woithe, Wiener, and Veken (2017)
  • 13. Conception & Challenge DATA ANALYSIS Data Distribution and Frequency Knowledge Variability Data Data Interpretation Challenge Cooper and Shore (2017)
  • 14. Data analysis resources: https://github.com/cernitw207/cerrnitw2017: this folder contains all the data, instructions and links for the task. https://github.com/cms-opendata-education/cms-jupyter-materials-english : further steps in data analysis of particles’ collisions (plotting histograms, calculation of invariant mass,further statistics). http://opendata.cern.ch/ education and research resources provided by CERN https://scool.web.cern.ch/ CSV data files and other teaching resources. https://www.continuum.io/downloads download Anaconda (comes with many programming frameworks) and Jupiter Notebook that is recommended framework for the task. https://www.python.org/downloads/ download Python 3 for data analysis (reccomended). https://www.learnpython.org/en/Basic_Operators basic introduction to Python (contains many useful tutorials).
  • 15. Student’s activities Useful papers for teachers http://neutrino-classroom.org/TeachersGuideJuly2015/NeutrinoClassroomTeachersGuide- EditedJuly2015.pdf - Particle physics activities for high school physics students. http://slideplayer.com/slide/8518655/ - Use of Cosmic Ray eLab to teach the research process. http://www.i2u2.org/elab/cosmic/home/project.jsp - High school students use cutting-edge tools to do scientific investigations. Tuzon P, Solbes J. Particle physics in high school: A diagnose study. Plos ONE. 2016; 11(6):1-9. doi:10.137/journal.pone Gourlay H. Learning about A level physics students’ understanding of particle physics using concept mapping. IOP Science Physics Education. 2017; 52: 1-8. Woithe J, Wiener G, Veken, F. Let’s have a coffee with the standard model of particle physics. IOP Science Physics Education. 2017; 52: 1-9. doi: 10.1088/1361-6552/aa5b25. Wiener G, Schmeling S, Hopf M. Introducing 12 year-olds to elementary particles. IOP Science Physics Education. 2017; 52: 1-7. doi: 10.1088/1361-6552/aa6cfe.
  • 17. Complex but enjoyable. Opportunities: 1. Pupils are introduced to writing functions and importing program libraries. 2. Pupils then proceed to calculation of the total momentum of a particle and the relativistic energy that it contains . 3. In the final stage of the task pupils have to compare the data from CERN to their calculated value. Chromodatanalysis!
  • 18. Data files and instructions are all saved in Github. The task fits well in other resources that have been developed by teachers and could be used as a starting point for data analysis using Python.
  • 19. Link: • https://github.com/cernitw207/cerrnitw2017 TASK, instructions, useful links. Thank you! Andrea Bussani andrea.bussani@gmail.com Konstantin Chunikhin chunikhin.konstantin@gmail.com Michal Kempinski m.j.kempinski@gmail.com Risa Haridza rharidza@gmail.com Isabel Vives isabelv@bfischool.org Special thanks to Mira and Henna for helping us!