Astronomical_Techniques

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Astronomical_Techniques

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Introduction to astronomy research featuring short video lectures with (incomplete) Jupyter notebooks

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# Astronomical Techniques

This repository contains tutorials that I developed for the ASTR
350 (undergraduate) and ASTR 680 (graduate) astronomical techniques
courses at [San Diego State University
(SDSU)](https://www.sdsu.edu). Each tutorial consists of an
**incomplete** Jupyter notebook and a link to a lecture video in which
the complete material is presented. Students are instructed to watch
the videos and to complete the tutorials on their own before class
meetings, which are mainly used for review, discussion, and
application of the material.

The listing below provides links to the videos and demonstrates a
possible ordering of the tutorials for the undergraduate version of
the course. (Note that additional material is covered through
traditional lectures as well).

## Introduction to Python coding
- Unix Intro -- [notebook](unix.ipynb)
/ [video](https://youtu.be/sXhvgv0AOpU) (23 min)

- GitHub Overview -- [notebook](github.ipynb)
/ [video](https://youtu.be/SRUvRT5h-Zw) (19 min)

- Jupyter Notebooks -- [notebook](jupyter.ipynb)
/ [video](https://youtu.be/aKaZKJgf6jY) (10 min)

- Python Intro -- [notebook](python.ipynb)
/ [video](https://youtu.be/KZ0qPYcjU7g) (40 min)

- Python Functions -- [notebook](python.functions.ipynb)
/ [video](https://youtu.be/4VB1xuX_PQU) (28 min)

- Numpy -- [notebook](numpy.ipynb)
/ [video](https://youtu.be/_-K9YZ0-3IE) (25 min)

- Matplotlib -- [notebook](matplotlib.ipynb)
/ [video](https://youtu.be/6h_L8lkOyHU) (15 min)

- Python Debugger -- [notebook](python.debugger.ipynb)
/ [video](https://youtu.be/JSrSnyYelEU) (10 min)

- astropy -- [notebook](astropy.ipynb)
/ [video](https://youtu.be/OSYEA2CFrSs) (25 min)

- FITS Format (+DS9) -- [notebook](fits.format.ipynb)
/ [video](https://youtu.be/ySflm8LUQM4) (44 min)

## Statistical analysis (part 1)

- Statistical Distributions -- [notebook](statistical.distributions.ipynb)
/ [video](https://youtu.be/atSnmWPGNTM) (30 min)

- Uncertainty Propagation -- [notebook](uncertainty.propagation.ipynb)
/ [video](https://youtu.be/63qgB253REk) (10 min)

## Introduction to CCD image analysis

- telescopes [notebook](telescopes.ipynb)
/ [video](https://youtu.be/EVSzPhVO2NI) (27 min)

- CCDs -- [notebook](ccd.ipynb)
/ [video](https://youtu.be/hT0bhLqw9tE) (28 min)

- CCD image processing -- [notebook](image.processing.ipynb)
/ [video](https://youtu.be/I86Ov1W9aEY) (28 min)

- Making color images -- [notebook](make.color.image.ipynb)
/ [video](https://youtu.be/QoAumWlTcuY) (24 min)

## Least-Squares Fitting

- Least-Squares Fitting -- [notebook](least-squares.ipynb)
/ [video](https://youtu.be/6XYknfueYkc) (34 min)

- LSQ-Fitting with Coordinate Shift -- [notebook](lsq-fits.with.a.shift.ipynb)
/ [video](https://youtu.be/MexPmPyg7UI) (19 min)

- Least-Squares fitting example -- [notebook](least-squares.application.ipynb)
/ [video](https://youtu.be/nP32pIJapjM) (29 min)

## Photometry

- sigma-clipping -- [notebook](sigma.clipping.ipynb)
/ [video](https://youtu.be/JYDzPXBzn2c) (20 min)

- Photometry -- [notebook](photometry.ipynb)
/ [video](https://youtu.be/f8dgGAdFfhk) (38 min)

## Statistical analysis (part 2)

- SciPy -- [notebook](scipy.ipynb)
/ [video](https://youtu.be/6OEzjtuUMSs) (25 min)

- chi-square -- [notebook](chisq.ipynb)
/ [video](https://youtu.be/TSNV-4K3Fws) (27 min)

- Bootstrap -- [notebook](bootstrap.ipynb)
/ [video](https://youtu.be/PuJ8UrYuBxw) (28 min)

- Lomb-Scargle Periodogram -- [notebook](lomb.scargle.ipynb)
/ [video](https://youtu.be/WUi5H5JSKtY) (28 min)

## Spectroscopy

- Spectroscopy (lecture) -- [notebook](spectra.lecture.ipynb)
/ [video](https://youtu.be/leXuUp-uxGQ) (lecture from the [2020 GROWTH Summer School](https://www.growth.caltech.edu/growth-school-2020.html))

- Spectroscopy (quick extraction) -- [notebook](spectra.ipynb) (notebook from the [2020 GROWTH Summer School](https://www.growth.caltech.edu/growth-school-2020.html))
/ [notebook only]

- Spectroscopy (in-depth guide) -- [notebook](spectra_guide.ipynb)
/ [notebook only]

# Additional tutorials

- Latex -- [notebook](latex.ipynb)
/ [video](https://youtu.be/rEpVJueiUBc) (14 min)

- K-S testing -- [notebook](ks.test.ipynb)
/ [video](https://youtu.be/alUhB3ht2P4) (24 min)

- Coordinate Matching -- [notebook](coordinate.matching.ipynb)
/ [video](https://youtu.be/iE5fhebaxSo) (28 min)

- SQL -- [notebook](sql.ipynb)
/ [video](https://youtu.be/YskSiP_9tO4) (31 min)

- Astroquery -- [notebook](astroquery.ipynb)
/ [video](https://youtu.be/lC8yl5LUhgU) (24 min)

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