Tickets/preops 624 (#52)

* Update README.md

Add information from notebooks.  Formatting is not consistent between notebooks.  Need to figure out how to display this information.  There is MORE information about what code/skills are included in the notebooks.  For this go around, I just copied the major headings.

* Update README.md

* Update README.md

* Update README.md

Added information from NB09

* Update README.md

* Update README.md

Update to include NB03b and Nb08 information in the front table.  Sent a SLACK message for updating the SKILSS IN NOTEBOOKS table with a strategy for how to proceed.

* Update README.md

Fix punctuation

* Update README.md

Changed the format for the skills table.  I might need a little help filling out the content of the table, level and packages specificially.

* Update README.md

Added NB08a and NB08b, updated the formatting for skills.

* update descriptions for 8a and 8b

they were too vague and identical - updated

* updated levels for all, skills for 1, 2, and 3

* update to 03b

* updated to NB04

* Update README.md

Update packages and reformat skills for NB5-9

* minor text updates

Co-authored-by: Melissa Graham <melissalynngraham@gmail.com>

Author: ChristinaAdair

README.md

@@ -8,6 +8,7 @@ Tutorial Jupyter Notebooks for Data Preview 0, created and maintained by the Rub
 | 01. Intro to DP0 Notebooks | Use a python notebook; query a DC2 catalog and plot data; retrieve and display a DC2 image. |
 | 02. Intermediate TAP Queries | Query, and retrieve DC2 catalog data with the Table Access Protocol (TAP) service. Use bokeh and holoviews to create interactive plots. |
 | 03. Image Display and Manipulation | Display and manipulate DC2 images, explore image mask planes, create cutout and RGB images. |
+| 03b. Image Display with Firefly | Demonstrates the Firefly interactive interface for viewing image data. |
 | 04. Intro to Butler | Discover, query, retrieve, and display DC2 images and catalog data with the Generation 3 Butler. |
 | 05. Intro to Source Detection | Use the LSST Science Pipelines tasks for image characterization, source detection, deblending, measurement, and to interact with a source footprint. |
 | 06. Comparing Object and Truth Table | Retrieve and merge data from the DC2 Object and Truth-Match tables, and compare simulated and measured properties. |
@@ -38,3 +39,19 @@ If these notebooks are used for a journal publication, please consider adding an
 **Contributions**
 
 Want to contribute a tutorial? Contact Melissa Graham via direct message at https://Community.lsst.org.
+
+**Skills in Notebooks**
+
+| Skills in DP01 Tutorial Notebooks  |
+|---|
+| **01. Intro to DP0 Notebooks**, <br> **Description:** Use a python notebook; query a DC2 catalog and plot data; retrieve and display a DC2 image. <br> **Level:** Beginner <br> **Packages:** TAP, pandas, butler, lsst.geom, skymap, afwDisplay, numpy, matplotlib <br> **Skills:** Jupyter Notebook functionality; emergency-stop a Notebook; importing python packages; using the Table Access Protocol (TAP) service; exploring catalog tables and columns with TAP; retrieving data with TAP; making a color-magnitude diagram; using the pandas package; finding and retrieving an image with the butler; displaying an image with afwDisplay.<br> |
+| **02. Intermediate TAP Queries** <br> **Description:** Query, and retrieve DC2 catalog data with the Table Access Protocol (TAP) service. Use bokeh and holoviews to create interactive plots. <br> **Level:** Beginner-Intermediate <br> **Packages:** TAP, astropy, pandas, bokeh, holoviews <br> **Skills:** Exploring the DP0.1 table schema; using the TAP service client; querying the DP0.1 Object and Truth-Match catalogs; using cone searches and joining tables; creating histograms of binned data and analysis plots (color-magnitude, color-color diagrams); performing asynchronous TAP queries and retrieving results; deleting an asynchronus job.<br>|
+| **03. Image Display and Manipulation** <br>**Description:** Display and manipulate DC2 images, explore image mask planes, create cutout and RGB images.<br> **Level:** Beginner-Intermediate <br> **Packages:** matplotlib.pyplot, astropy.wcs, lsst.afw.display, lsst.daf.butler, lsst.geom, astropy.visualization.make_lupton_rgb, lsst.afw.display <br> **Skills:** Using afwDisplay to visualize images and their masks; creating cutout images; plotting an RGB composite image.<br> |
+| **03b. Displaying images using Firefly** <br> **Description:** Demonstrates the Firefly interactive interface for viewing image data. <br> **Level:** Beginner-Intermediate <br> **Packages:** lsst.afw.display, lsst.daf.butler <br> **Skills:** Using Firefly as the display interface. <br>|
+| **04. Intro to Butler** <br> **Description:** Discover, query, retrieve, and display DC2 images and catalog data with the Generation 3 Butler. <br> **Level:** Beginner-Intermediate <br> **Packages:** numpy, pylab, lsst.daf.butler, lsst.afw.display, lsst.geom, lsst.afw.coord, astropy, lsst.sphgeom <br> **Skills:** Creating an instance of the butler; using the butler to explore the DP0.1 data repository; retrieving an image and sources from the butler; displaying the image with sources overlayed; creating an image cutout at a user-specified coordinate.<br> |
+| **05. Intro to Source Detection** <br> **Description:** Use the LSST Science Pipelines tasks for image characterization, source detection, deblending, measurement, and to interact with a source footprint. <br> **Level:** Intermediate <br>**Packages:** matplotlib.pyplot, lsst.daf.base, lsst.afw.image, lsst.afw.display, lsst.afw.table, lsst.geom <br> **Skills:** Running lsst.meas.algorithm source detection, deblending, and measurement tasks; plotting the resulting source catalogs on an image; examining the footprint of the detected sources; using the butler to access a specific calexp; creating an image cutout and use lsst.afw.display to plot the image.<br> |
+| **06. Comparing Object and Truth Table** <br> **Description:** Retrieve and merge data from the DC2 Object and Truth-Match tables, and compare simulated and measured properties. <br> **Level:** Intermediate <br>**Packages:** numpy, pandas, matplotlib.pyplot <br> **Skills:** Loading tables with TAP; merging two tables and comparing measurements to truth values; comparing the measurements from the object table to the "true" values for objects.<br> |
+|***07. *(time-domain tutorial)*** (TBD)| 
+| **08a. Interactive Image Visualization**<br> **Description:** Use Holoviews to display an image and overlay detected sources. Use DynamicMap to interact with image data. <br> **Level:** Intermediate <br> **Packages:** numpy, bokeh, holoviews<br> **Skills:** Retrieving an image from the butler; visualizing exposure images with Holoviews; overlaying source detections on an image; exploring the image with Holoviews Streams and DynamicMap. <br> | 
+| **08b. Interactive Catalog Visualization**<br> **Description:** Use Holoviews and Bokeh to display and interact with catalog data. Use Datashader to visualize very large datasets interactively. <br> **Level:** Intermediate <br> **Packages:** numpy, pandas, bokeh, holoviews, datashader<br> **Skills:** Querying for a DP0.1 tabular dataset; visualizing tabular data with HoloViews; creating and displaying a layout of linked plots; interacting with plots via the hover and selection tools; data brushing with Bokeh; analyzing data with Holoviews linked streams; visualizing and interacting with large datasets using Datashader; creating a callback function to retrieve the indicies of selected points. <br> |
+| **09. Single Star Lightcurve with Butler**<br> **Description:** Demonstrate limits of building light curves during DP0.1: use the Butler to retrieve all PVI sources within a small radius of a given sky coordinate. <br> **Level:** Beginner-Intermediate <br> **Packages:** lsst.daf.butler, lsst.geom, lsst.sphgeom, lsst.daf.base, matplotlib.pyplot, numpy, astropy.units, time <br> **Skills:** Using the TAP Service to choose a variable star; executing spatial search of `src` catalogs with the butler; plotting a time series (magnitude vs. time); finding a star's period and making a phase-folded light curve. <br>|