├── .github ├── dependabot.yml └── workflows │ └── ci_tests.yml ├── .gitignore ├── LICENSE ├── README.md ├── _config.yml ├── _toc.yml ├── book_media └── images │ └── logo │ ├── favicon.ico │ ├── favicon.xcf │ ├── logo.png │ └── logo.xcf ├── environment.yml ├── generate_notebooks_from_toc.py ├── make-book.md ├── massey-ccd-outline.md ├── massey-photometry-outilne.md ├── my-ccd-guide.md └── notebooks ├── 00-00-Preface.ipynb ├── 01-00-Understanding-an-astronomical-CCD-image.ipynb ├── 01-01-astronomical-CCD-image-components.ipynb ├── 01-03-Construction-of-an-artificial-but-realistic-image.ipynb ├── 01-04-Nonuniform-sensitivity.ipynb ├── 01-05-Calibration-overview.ipynb ├── 01-06-Image-combination.ipynb ├── 01-08-Overscan.ipynb ├── 01-09-Calibration-choices-you-need-to-make.ipynb ├── 01-11-reading-images.ipynb ├── 02-00-Handling-overscan-trimming-and-bias-subtraction.ipynb ├── 02-01-overscan-trimming-and-bias-subtraction-background.ipynb ├── 02-02-Calibrating-bias-images.ipynb ├── 02-04-Combine-bias-images-to-make-master.ipynb ├── 03-00-Dark-current-and-hot-pixels.ipynb ├── 03-01-Dark-current-The-ideal-case.ipynb ├── 03-02-Real-dark-current-noise-and-other-artifacts.ipynb ├── 03-04-Handling-overscan-and-bias-for-dark-frames.ipynb ├── 03-05-Calibrate-dark-images.ipynb ├── 03-06-Combine-darks-for-use-in-later-calibration-steps.ipynb ├── 05-00-Flat-corrections.ipynb ├── 05-01-about-flat-corrections.ipynb ├── 05-03-Calibrating-the-flats.ipynb ├── 05-04-Combining-flats.ipynb ├── 06-00-Reducing-science-images.ipynb ├── 06-03-science-images-calibration-examples.ipynb ├── 07-00-Combining-images.ipynb ├── 07-01-Creating-a-sky-flat.ipynb ├── 07-02-Combination-with-alignment-via-WCS.ipynb ├── 07-03-Combination-with-alignment-based-on-star-positions-in-the-image.ipynb ├── 08-00-Image-masking.ipynb ├── 08-01-Identifying-hot-pixels.ipynb ├── 08-02-Creating-a-mask.ipynb ├── 08-03-Cosmic-ray-removal.ipynb ├── 08-05-incorporating-masks-into-calibrated-science-images.ipynb ├── Artificial-image-explorer.ipynb ├── README.md ├── add_github_links.py ├── add_matplotlib_style.py ├── add_style_cell.ipynb ├── convenience_functions.py ├── download_data.py ├── guide.mplstyle ├── image_sim.py ├── link_fix.py ├── old-and-new-names.csv ├── photometry ├── 00.00-Preface.ipynb ├── 01.00-Source-detection.ipynb ├── 01.01-Background-removal-(for-source-detection).ipynb ├── 01.02-IRAF-like-photutils.ipynb ├── 01.03-SExtractor-like-sep-and-photutils.ipynb ├── 02.00-Background-removal-for-photometry.ipynb ├── 02.01-Remove-smoothed-background.ipynb ├── 02.02-Remove-local-background.ipynb ├── 02.03-Both.ipynb ├── 03.00-Aperture-Photometry.ipynb ├── 03.01-When-NOT-to-use-aperture-photometry.ipynb ├── 03.02-Choosing-the-aperture-size.ipynb ├── 03.03-Background-subtraction.ipynb ├── 03.04-Performing-the-photometry.ipynb ├── 03.05-Error-estimation.ipynb ├── 03.06-Instrumental-magnitudes.ipynb ├── 04.00-PSF-Photometry.ipynb ├── 04.01-When-NOT-to-use-PSF-photometry.ipynb ├── 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