From f1a11932eaf282be46a5ed7db1ab697a6ddaecfd Mon Sep 17 00:00:00 2001 From: Allen Downey Date: Mon, 16 Nov 2020 10:18:37 -0500 Subject: [PATCH] Update documentation --- 02_coords.html | 25 ---------- 03_motion.html | 25 ---------- 04_select.html | 25 ---------- 05_join.html | 25 ---------- 06_photo.html | 25 ---------- 07_plot.html | 25 ---------- README.html | 71 ++++++++++++++++++++++++++- _sources/02_coords.ipynb | 21 +++++--- _sources/03_motion.ipynb | 21 +++++--- _sources/04_select.ipynb | 21 +++++--- _sources/05_join.ipynb | 21 +++++--- _sources/06_photo.ipynb | 21 +++++--- _sources/07_plot.ipynb | 21 +++++--- _sources/README.md | 103 ++++++++++++++++++++++++++++++++++++++- searchindex.js | 2 +- 15 files changed, 251 insertions(+), 201 deletions(-) diff --git a/02_coords.html b/02_coords.html index 933d683..843f360 100644 --- a/02_coords.html +++ b/02_coords.html @@ -243,11 +243,6 @@ Outline -
  • - - Installing libraries - -
  • Selecting a region @@ -323,26 +318,6 @@

  • Download the results of a query and store them in a file.

    • -
    -

    Installing libraries

    -

    If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we’ll use.

    -

    If you are running this notebook on your own computer, you might have to install these libraries yourself.

    -

    If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.

    -

    TODO: Add a link to the instructions.

    -
    -
    -
    # If we're running on Colab, install libraries
-
-import sys
-IN_COLAB = 'google.colab' in sys.modules
-
-if IN_COLAB:
-    !pip install astroquery astro-gala pyia
-
    -
    -
    -
    -

    Selecting a region

    One of the most common ways to restrict a query is to select stars in a particular region of the sky.

    diff --git a/03_motion.html b/03_motion.html index da18163..47d0803 100644 --- a/03_motion.html +++ b/03_motion.html @@ -243,11 +243,6 @@ Outline -
  • - - Installing libraries - -
  • Reload the data @@ -340,26 +335,6 @@

  • Save a DataFrame in an HDF5 file.

    • -
    -

    Installing libraries

    -

    If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we’ll use.

    -

    If you are running this notebook on your own computer, you might have to install these libraries yourself.

    -

    If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.

    -

    TODO: Add a link to the instructions.

    -
    -
    -
    # If we're running on Colab, install libraries
-
-import sys
-IN_COLAB = 'google.colab' in sys.modules
-
-if IN_COLAB:
-    !pip install astroquery astro-gala pyia python-wget
-
    -
    -
    -
    -

    Reload the data

    In the previous lesson, we ran a query on the Gaia server and downloaded data for roughly 100,000 stars. We saved the data in a FITS file so that now, picking up where we left off, we can read the data from a local file rather than running the query again.

    diff --git a/04_select.html b/04_select.html index 470db48..9ecacfe 100644 --- a/04_select.html +++ b/04_select.html @@ -243,11 +243,6 @@ Outline -
  • - - Installing libraries - -
  • Reload the data @@ -326,26 +321,6 @@

  • Write an ADQL query that selects based on proper motion.

    • -
    -

    Installing libraries

    -

    If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we’ll use.

    -

    If you are running this notebook on your own computer, you might have to install these libraries yourself.

    -

    If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.

    -

    TODO: Add a link to the instructions.

    -
    -
    -
    # If we're running on Colab, install libraries
-
-import sys
-IN_COLAB = 'google.colab' in sys.modules
-
-if IN_COLAB:
-    !pip install astroquery astro-gala pyia python-wget
-
    -
    -
    -
    -

    Reload the data

    The following cells download the data from the previous lesson, if necessary, and load it into a Pandas DataFrame.

    diff --git a/05_join.html b/05_join.html index da2abb6..e8de824 100644 --- a/05_join.html +++ b/05_join.html @@ -243,11 +243,6 @@ Outline -
  • - - Installing libraries - -
  • Reloading the data @@ -326,26 +321,6 @@

  • Write ADQL queries involving JOIN operations.

    • -
    -

    Installing libraries

    -

    If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we’ll use.

    -

    If you are running this notebook on your own computer, you might have to install these libraries yourself.

    -

    If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.

    -

    TODO: Add a link to the instructions.

    -
    -
    -
    # If we're running on Colab, install libraries
-
-import sys
-IN_COLAB = 'google.colab' in sys.modules
-
-if IN_COLAB:
-    !pip install astroquery astro-gala pyia python-wget
-
    -
    -
    -
    -

    Reloading the data

    The following cell downloads the data from the previous notebook.

    diff --git a/06_photo.html b/06_photo.html index 2103430..7c6f0b6 100644 --- a/06_photo.html +++ b/06_photo.html @@ -243,11 +243,6 @@ Outline -
  • - - Installing libraries - -
  • Reload the data @@ -342,26 +337,6 @@

  • Use Pandas to merge data from multiple DataFrames, much like a database JOIN operation.

    • -
    -

    Installing libraries

    -

    If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we’ll use.

    -

    If you are running this notebook on your own computer, you might have to install these libraries yourself.

    -

    If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.

    -

    TODO: Add a link to the instructions.

    -
    -
    -
    # If we're running on Colab, install libraries
-
-import sys
-IN_COLAB = 'google.colab' in sys.modules
-
-if IN_COLAB:
-    !pip install astroquery astro-gala pyia python-wget
-
    -
    -
    -
    -

    Reload the data

    The following cell downloads the photometry data we created in the previous notebook.

    diff --git a/07_plot.html b/07_plot.html index dacb57f..eec4ec5 100644 --- a/07_plot.html +++ b/07_plot.html @@ -242,11 +242,6 @@ Outline -
  • - - Installing libraries - -
  • Making Figures That Tell a Story @@ -354,26 +349,6 @@

  • Generate a figure with multiple subplots.

    • -
    -

    Installing libraries

    -

    If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we’ll use.

    -

    If you are running this notebook on your own computer, you might have to install these libraries yourself.

    -

    If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.

    -

    TODO: Add a link to the instructions.

    -
    -
    -
    # If we're running on Colab, install libraries
-
-import sys
-IN_COLAB = 'google.colab' in sys.modules
-
-if IN_COLAB:
-    !pip install astroquery astro-gala pyia python-wget
-
    -
    -
    -
    -

    Making Figures That Tell a Story

    So far the figure we’ve made have been “quick and dirty”. Mostly we have used Matplotlib’s default style, although we have adjusted a few parameters, like markersize and alpha, to improve legibility.

    diff --git a/README.html b/README.html index aede958..182795c 100644 --- a/README.html +++ b/README.html @@ -318,7 +318,76 @@ aware that these versions might diverge in the future.

    or click here to read it on NBViewer

    Installation instructions

    -

    Coming soon.

    +

    If you plan to run these notebooks on Colab, you don’t have to install anything; you can use the links in the +previous section to open and run them. +If you want to run the notebooks in your own environment, you might have to do some setup.

    +

    You will need to install Python, Jupyter, and some additional libraries. +If you don’t already have Jupyter, we recommend installing Anaconda, which is a Python distribution that +contains everything you need to run the workshop code. It is easy to install on Windows, Mac, and Linux, +and because it does a user-level install, it will not interfere with other Python installations.

    +

    Information about installing Anaconda is here.

    +

    If you have the choice of Python 2 or 3, choose Python 3.

    +

    Now, there are two ways to get the libraries you need:

    + +

    Installing libraries in an existing environment is simpler, but if you use the same environment for many projects, it will get big, complicated, and prone to package conflicts.

    +

    Option 1: Installing libraries in an existing Conda environment

    +

    Most of the libraries we need can be installed using Conda, by running the following commands in a Terminal. +If you are on a Mac or Linux machine, you should be able to use any Terminal.
    +If you are on Windows, you might have to use the Anaconda Prompt, which you can find under the Start menu.

    +
    conda install jupyter numpy scipy pandas matplotlib seaborn libopenblas
+conda install -c conda-forge astropy astroquery astro-gala python-wget
+
    +
    +

    In addition, there’s one library we can’t install with Conda, so we have to use pip:

    +
    pip install pyia
+
    +
    +

    Option 2: Creating a new Conda environment

    +

    To create a new Conda environment, you’ll need to download an environment file from our repository. On Mac or Linux, you can download it using wget on the command line:

    +
    wget https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/environment.yml
+
    +
    +

    Or you can download it using this link.

    +

    In a Terminal or Jupyter Prompt, make sure you are in folder where environment.yml is stored, and run:

    +
    conda env create -f environment.yml
+
    +
    +

    Then, to activate the environment you just created, run:

    +
    conda activate AstronomicalData
+
    +
    +

    Run Jupyter

    +

    If you are not familiar with Jupyter, you can run a tutorial by clicking here. +Then select “Try Classic Notebook”. It will open a notebook with instructions for getting started. +Or you can run this introductory notebook on Colab.

    +

    Before you launch Jupyter, download this notebook, which contains code to test your environment.

    +

    Or you can use wget to download it on the command line, like this:

    +
    wget https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/test_setup.ipynb
+
    +
    +

    To start Jupyter, run:

    +
    jupyter notebook
+
    +
    +

    Jupyter should launch your default browser or open a tab in an existing browser window. +If not, the Jupyter server should print a URL you can use. For example, when I launch Jupyter, I get

    +
    $ jupyter notebook
+[I 10:03:20.115 NotebookApp] Serving notebooks from local directory: /home/username
+[I 10:03:20.115 NotebookApp] 0 active kernels
+[I 10:03:20.115 NotebookApp] The Jupyter Notebook is running at: http://localhost:8888/
+[I 10:03:20.115 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
+
    +
    +

    In this case, the URL is http://localhost:8888.
    +When you start your server, you might get a different URL. +Whatever it is, if you paste it into a browser, you should should see a home page with a list of directories.

    +

    Now open the notebook you downloaded and run the cells that contain import statements. +If they work and you get no error messages, you are all set.

    +

    If you get error messages about missing packages, you can install the packages you need using Conda or pip.

    +

    If you run into problems with these instructions, let us know and we will make corrections. Good luck!

    diff --git a/_sources/02_coords.ipynb b/_sources/02_coords.ipynb index 4e4966e..b142e7e 100644 --- a/_sources/02_coords.ipynb +++ b/_sources/02_coords.ipynb @@ -46,23 +46,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "source": [ "## Installing libraries\n", "\n", - "If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we'll use.\n", + "If you are running this notebook on Colab, you can run the following cell to install Astroquery and the other libraries we'll use.\n", "\n", - "If you are running this notebook on your own computer, you might have to install these libraries yourself. \n", - "\n", - "If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.\n", - "\n", - "TODO: Add a link to the instructions.\n" + "If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "outputs": [], "source": [ "# If we're running on Colab, install libraries\n", @@ -1949,6 +1953,7 @@ } ], "metadata": { + "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", diff --git a/_sources/03_motion.ipynb b/_sources/03_motion.ipynb index 4d6c997..77700da 100644 --- a/_sources/03_motion.ipynb +++ b/_sources/03_motion.ipynb @@ -50,23 +50,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "source": [ "## Installing libraries\n", "\n", - "If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we'll use.\n", + "If you are running this notebook on Colab, you can run the following cell to install Astroquery and the other libraries we'll use.\n", "\n", - "If you are running this notebook on your own computer, you might have to install these libraries yourself. \n", - "\n", - "If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.\n", - "\n", - "TODO: Add a link to the instructions.\n" + "If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "outputs": [], "source": [ "# If we're running on Colab, install libraries\n", @@ -1877,6 +1881,7 @@ } ], "metadata": { + "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", diff --git a/_sources/04_select.ipynb b/_sources/04_select.ipynb index 50be0fd..691c30a 100644 --- a/_sources/04_select.ipynb +++ b/_sources/04_select.ipynb @@ -42,23 +42,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "source": [ "## Installing libraries\n", "\n", - "If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we'll use.\n", + "If you are running this notebook on Colab, you can run the following cell to install Astroquery and the other libraries we'll use.\n", "\n", - "If you are running this notebook on your own computer, you might have to install these libraries yourself. \n", - "\n", - "If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.\n", - "\n", - "TODO: Add a link to the instructions.\n" + "If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "outputs": [], "source": [ "# If we're running on Colab, install libraries\n", @@ -1430,6 +1434,7 @@ } ], "metadata": { + "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", diff --git a/_sources/05_join.ipynb b/_sources/05_join.ipynb index 5b600ba..caa9d2b 100644 --- a/_sources/05_join.ipynb +++ b/_sources/05_join.ipynb @@ -42,23 +42,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "source": [ "## Installing libraries\n", "\n", - "If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we'll use.\n", + "If you are running this notebook on Colab, you can run the following cell to install Astroquery and the other libraries we'll use.\n", "\n", - "If you are running this notebook on your own computer, you might have to install these libraries yourself. \n", - "\n", - "If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.\n", - "\n", - "TODO: Add a link to the instructions." + "If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "outputs": [], "source": [ "# If we're running on Colab, install libraries\n", @@ -1298,6 +1302,7 @@ } ], "metadata": { + "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", diff --git a/_sources/06_photo.ipynb b/_sources/06_photo.ipynb index 1375ac2..d04371b 100644 --- a/_sources/06_photo.ipynb +++ b/_sources/06_photo.ipynb @@ -44,23 +44,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "source": [ "## Installing libraries\n", "\n", - "If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we'll use.\n", + "If you are running this notebook on Colab, you can run the following cell to install Astroquery and the other libraries we'll use.\n", "\n", - "If you are running this notebook on your own computer, you might have to install these libraries yourself. \n", - "\n", - "If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.\n", - "\n", - "TODO: Add a link to the instructions." + "If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "outputs": [], "source": [ "# If we're running on Colab, install libraries\n", @@ -1349,6 +1353,7 @@ } ], "metadata": { + "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", diff --git a/_sources/07_plot.ipynb b/_sources/07_plot.ipynb index 90aee03..d0ea349 100644 --- a/_sources/07_plot.ipynb +++ b/_sources/07_plot.ipynb @@ -40,23 +40,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "source": [ "## Installing libraries\n", "\n", - "If you are running this notebook on Colab, you can run the following cell to install Astroquery and a the other libraries we'll use.\n", + "If you are running this notebook on Colab, you can run the following cell to install Astroquery and the other libraries we'll use.\n", "\n", - "If you are running this notebook on your own computer, you might have to install these libraries yourself. \n", - "\n", - "If you are using this notebook as part of a Carpentries workshop, you should have received setup instructions.\n", - "\n", - "TODO: Add a link to the instructions." + "If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface." ] }, { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [ + "remove-cell" + ] + }, "outputs": [], "source": [ "# If we're running on Colab, install libraries\n", @@ -1163,6 +1167,7 @@ } ], "metadata": { + "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", diff --git a/_sources/README.md b/_sources/README.md index 190277b..1781bdc 100644 --- a/_sources/README.md +++ b/_sources/README.md @@ -169,4 +169,105 @@ Press this button to run this notebook on Colab: **Installation instructions** -Coming soon. +If you plan to run these notebooks on Colab, you don't have to install anything; you can use the links in the +previous section to open and run them. +If you want to run the notebooks in your own environment, you might have to do some setup. + +You will need to install Python, Jupyter, and some additional libraries. +If you don't already have Jupyter, we recommend installing Anaconda, which is a Python distribution that +contains everything you need to run the workshop code. It is easy to install on Windows, Mac, and Linux, +and because it does a user-level install, it will not interfere with other Python installations. + +[Information about installing Anaconda is here](https://www.anaconda.com/distribution/). + +If you have the choice of Python 2 or 3, choose Python 3. + +Now, there are two ways to get the libraries you need: +* Option 1: You can install them in an existing Conda environment. +* Option 2: You can create a new Conda environment. + +Installing libraries in an existing environment is simpler, but if you use the same environment for many projects, it will get big, complicated, and prone to package conflicts. + + +**Option 1:** *Installing libraries in an existing Conda environment* + +Most of the libraries we need can be installed using Conda, by running the following commands in a Terminal. +If you are on a Mac or Linux machine, you should be able to use any Terminal. +If you are on Windows, you might have to use the Anaconda Prompt, which you can find under the Start menu. + +``` +conda install jupyter numpy scipy pandas matplotlib seaborn libopenblas +conda install -c conda-forge astropy astroquery astro-gala python-wget +``` + +In addition, there's one library we can't install with Conda, so we have to use `pip`: + +``` +pip install pyia +``` + +**Option 2:** *Creating a new Conda environment* + +To create a new Conda environment, you'll need to download an environment file from our repository. On Mac or Linux, you can download it using `wget` on the command line: + +``` +wget https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/environment.yml +``` + +Or you can [download it using this link](https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/environment.yml). + +In a Terminal or Jupyter Prompt, make sure you are in folder where `environment.yml` is stored, and run: + +``` +conda env create -f environment.yml +``` + +Then, to activate the environment you just created, run: + +``` +conda activate AstronomicalData +``` + +**Run Jupyter** + +If you are not familiar with Jupyter, you can [run a tutorial by clicking here](https://jupyter.org/try). +Then select "Try Classic Notebook". It will open a notebook with instructions for getting started. +Or you can run this [introductory notebook on Colab](https://colab.research.google.com/notebooks/intro.ipynb). + +Before you launch Jupyter, [download this notebook](https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/test_setup.ipynb), which contains code to test your environment. + +Or you can use `wget` to download it on the command line, like this: + +``` +wget https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/test_setup.ipynb +``` + +To start Jupyter, run: + +``` +jupyter notebook +``` + +Jupyter should launch your default browser or open a tab in an existing browser window. +If not, the Jupyter server should print a URL you can use. For example, when I launch Jupyter, I get + +``` +$ jupyter notebook +[I 10:03:20.115 NotebookApp] Serving notebooks from local directory: /home/username +[I 10:03:20.115 NotebookApp] 0 active kernels +[I 10:03:20.115 NotebookApp] The Jupyter Notebook is running at: http://localhost:8888/ +[I 10:03:20.115 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation). +``` + +In this case, the URL is [http://localhost:8888](http://localhost:8888). +When you start your server, you might get a different URL. +Whatever it is, if you paste it into a browser, you should should see a home page with a list of directories. + +Now open the notebook you downloaded and run the cells that contain `import` statements. +If they work and you get no error messages, **you are all set**. + +If you get error messages about missing packages, you can install the packages you need using Conda or `pip`. + +If you run into problems with these instructions, let us know and we will make corrections. Good luck! + + diff --git a/searchindex.js b/searchindex.js index 602f953..dd6c68f 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["01_query","02_coords","03_motion","04_select","05_join","06_photo","07_plot","README","index","last_resort","test_setup"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["01_query.ipynb","02_coords.ipynb","03_motion.ipynb","04_select.ipynb","05_join.ipynb","06_photo.ipynb","07_plot.ipynb","README.md","index.md","last_resort.ipynb","test_setup.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"000":[1,2,3],"000000e":2,"000831":5,"00347705":3,"0034770546523735":3,"0051":1,"00781":1,"0092247424630945":0,"0092427896695131561015612256418500423168":4,"009471":5,"016078":[3,5],"0160784008206476":3,"0173655836748":3,"020103160014030861015612386332668697600":4,"0203041897099641431015635614168640132864":4,"0211787423933783961015635850945892748672":4,"0212759940136962":0,"02127599401369620":0,"022652498590129771015612332147361443072":4,"0233280236600626":0,"0252932373534968981015612282738058264960":4,"0317837403475309051015612250375480101760":4,"031798":[3,5],"032476530099618431015612426744016802432":4,"0331645898811":0,"0343230288289910761015635535454774983040":4,"03521988":3,"035219883740934":3,"0360642408180257351015612331739340341760":4,"0365246268534030541015635598607974369792":4,"0366268278207166061015635737661835496576":4,"0388102681415775161015635674126383965568":4,"04016696":3,"040166963232815":3,"040191748305466981015612394926899159168":4,"042357158300018151015612241781249124608":4,"0436496516182":2,"044516":5,"0450000762939":4,"045188209150430151015635600532119713664":4,"047202554132500061015635497276810313600":4,"05037121":3,"050371212154984":3,"0512642120258362051015612296172717818624":4,"05240":[],"05242":[],"05243":[],"05244":[],"05245":[],"0536670358954670841015635860218726658176":4,"05443955111134051":0,"054439551111340510":0,"05456487172972":2,"05560":[],"0565747323689927":0,"05657473236899270":0,"058532837763820":0,"059607":2,"05981294804957":3,"05981295":3,"06138786534987":2,"06566578919313":2,"06900136127674149":0,"08333":1,"08333333":1,"086156535525720":0,"090544709622938":3,"09054471":3,"092339":[3,5],"09233926905897":3,"09631023":3,"096310230579248":3,"099625":2,"0x7f446b1e8bb0":3,"0x7f9222e9cb20":0,"0x7f922376e0a0":[],"0x7fb565288520":0,"100":[1,2,3],"1000":3,"1001":3,"1006":3,"102775":5,"10294642821734962":0,"103640":2,"1048576":[],"1049":[2,3],"105478836426514":3,"10547884":3,"106963983518598261":0,"110783":2,"113270239706202":0,"118509434328643730":0,"126":3,"1266016679823622":0,"127":3,"13070799264892050":0,"13177563215973":2,"133391":[3,5],"134":1,"135":[1,3],"135d25m17":1,"13611254":1,"136112541397996":1,"137":[3,5],"137043174954120":0,"1375007629395":4,"138":[3,5],"139374":1,"140":1,"140340":[1,2],"141":[1,2,3],"141d36m09":1,"142":2,"1422630184554958":0,"14290850381608820":0,"14290850381608822":0,"143":[1,2],"144":2,"146":1,"146d16m31":1,"150":1,"151599884033214":4,"152":1,"152d49m00":1,"1576":1,"1601903242219o":0,"1601903357321o":[],"1603114980658o":1,"1603132746237o":3,"16083338":3,"160833381392624":3,"1612":[],"163":3,"165984":2,"1660452431882023":0,"166932":2,"172":3,"172931":5,"17473118":[5,6],"17473118279569888":5,"175":4,"17532366511560785":0,"17m":2,"182":3,"18339801317677":2,"196544":[3,5],"1965441084838":3,"19923146":3,"199231461993783":3,"1993":1,"19946557779138105":3,"199466":[3,5],"19d15m42":1,"2000":[0,4],"2001":4,"2010":2,"2013":0,"2016":[],"2019":[],"2035993780158853":0,"2041189982608354":0,"209568295785240":0,"21505376":[5,6],"2150537634408602":5,"216485":[3,5],"21648525150429":3,"218492":5,"223692":[3,5],"227920":2,"234399795532218":4,"24242734020255":3,"244439":2,"245599765990594":3,"24559977":3,"247329893833296":3,"247330":[3,5],"24797471":3,"247974712069263":3,"2492850691110850":0,"25084":2,"254529":2,"25452941346344":2,"255079498426542":0,"25734489623333540":2,"257345":2,"25d52m38":1,"26190982":1,"261909820533692":1,"263":[],"264":[],"266":1,"2674800612552977":0,"267623626829920":0,"26769745823267":2,"26847919":3,"268479190206636":3,"2717538145759051":3,"271754":[3,5],"27329749":[5,6],"27329749103942647":5,"2735991502653037":0,"27533313607782":1,"27533314":1,"2780935768316":2,"27d08m10":1,"282":[],"2873":5,"287300109863317":4,"291499":5,"297472":2,"2mass":[],"3000":0,"300956585724798":5,"30095659":[5,6],"3022057897812064":0,"303":3,"304":[],"304830296257144":1,"3048303":1,"30559858565638":3,"30641519":3,"306415190921692":3,"306747":2,"306901":[3,5],"30745551377348623":3,"307456":[3,5],"3076000213623":4,"3110309037199280":0,"314514":5,"31829694530366":0,"333000183105514":4,"3339996337891":4,"334000":5,"334407":5,"335041":5,"33554432":[],"337689":5,"34082545787549":3,"34082546":3,"346409":[3,5],"346409129876392":3,"3464446494840354":0,"34644464948403540":0,"3465790413276930":0,"34d18m17":1,"357536":5,"361362712556612":3,"361363":[3,5],"36286062483080":0,"3711441829917720":0,"3724":[4,5],"3733943917490343":0,"37339439174903430":0,"376256953641620":0,"3778523888981841":0,"379299163818417":4,"3804":5,"384899139404320":4,"3891":1,"3894019486060072":0,"3897849462365591":5,"38978495":[5,6],"390952370410666":0,"396k":4,"39818224846127004":0,"398182248461270040":0,"398623940157561":3,"4057468287575835392":1,"4057468321929794432":1,"4057468351995073024":1,"4057469661959554560":1,"4057469868125641984":1,"4057470039924301696":1,"4057470349160630656":1,"4057470520960672640":1,"4057470555320409600":1,"4057482027171038976":1,"406821174303780":0,"408554916570420":0,"414829591355289":0,"41554585481808":2,"4166017695258":2,"41683":1,"4198108491382455":3,"41981085":3,"42163944":1,"42163944306296":1,"422728":2,"42361471245557913":0,"423614712455579130":0,"423940229776128":3,"42394023":3,"42442296":3,"42442296194263":3,"425404":5,"4281005859375":4,"4301075268817204":5,"43010753":[5,6],"4361400589412060":0,"43911323550176806":0,"441400527954115":4,"443":[0,1,3,4,10],"44357135":3,"443571352854612":3,"44494195652069":3,"4457":5,"44677065513286795522015":0,"4467706551328679552270":0,"44677075477573274882015":0,"4467707547757327488269":0,"44677109150118026242015":0,"4467710915011802624269":0,"44677122550373000962015":0,"4467712255037300096270":0,"44677170997669445122015":0,"4467717099766944512270":0,"44677190582657812482015":0,"4467719058265781248270":0,"4467722326741572352270":0,"44677323554910877442015":0,"4467732355491087744270":0,"44677327720945730562015":0,"44677350011817617922015":0,"4467735001181761792270":0,"44677371014219166722015":0,"4467737101421916672270":0,"450599670410219":4,"45307359523051777282015":0,"45307363646185392642015":0,"45307383617937696002015":0,"45307409387744093442015":0,"45307433439514055682015":0,"45307468443413159682015":0,"45307512810560226562015":0,"45307526511350812162015":0,"45307550606271623682015":0,"45307635131191372802015":0,"45307684566150264322015":0,"4598362614808367":0,"4603095562147530":0,"470352406647465":0,"47260492416258":3,"474147574053124":0,"47611926":3,"476119260818695":3,"476168":2,"478099822998":4,"478100":5,"483019":2,"48301935991023":2,"4830193599102321":2,"486224":2,"490481778113859":3,"490482":[3,5],"491347561327420":0,"492309":5,"4937921513912002":0,"494400024414116":4,"496":5,"500":0,"503299713134813":4,"50951508623503":3,"509812721702093":0,"51108346614440":0,"515199661254919":4,"516838":2,"51683846838757662":2,"5174007415771":4,"517401":5,"517499923706116":4,"5177001953125":4,"5187065217173":3,"518707":[3,5],"52170713760118":5,"52170714":[5,6],"5223007202148":4,"522399902343816":4,"5233504963518460":0,"524288":[],"5269":0,"5270":0,"527126":[3,5],"527126084599517":3,"5281":0,"5337":1,"5376344086021505":5,"53763441":[5,6],"544584":2,"5481972":[5,6],"548197203826344":5,"557744":5,"5585239223461581":0,"559971827601260":0,"560608":[3,5],"5620173752896025":0,"5672536244872520":0,"56924278755102660":0,"576671731208250":0,"577394":2,"57739430926034":2,"584105":2,"58671691646745":3,"586717":[3,5],"58913564478618":2,"589136":2,"5902":5,"5926328820420083":3,"592633":[3,5],"594":1,"5942653":3,"594265302440828":3,"594569":5,"595792323153987":0,"6014268933659210":0,"60191317":[5,6],"601913171449596":5,"60264825":1,"60264825107333":1,"6092":5,"611722027231764":3,"61172203":3,"6117399163086398":0,"61173991630863980":0,"6122417812491246081297513437559955610":4,"61224178124912460820":4,"612250375480101760":4,"6122503754801017601297413464758974640":4,"61225037548010176015":4,"612256418500423168":4,"6122564185004231681299313490752973100":4,"61225641850042316820":4,"612282738058264960":4,"6122827380582649601297413404459335190":4,"61228273805826496022":4,"612288854091187712":4,"612296172717818624":4,"6122961727178186241296913380061687800":4,"61229617271781862417":4,"6123317393403417601301113412177938390":4,"61233173934034176021":4,"6123321473614430721301413414585387770":4,"61233214736144307221":4,"612386332668697600":4,"6123863326686976001303513545702197740":4,"61238633266869760019":4,"612394926899159168":4,"6123949268991591681305813551997517950":4,"61239492689915916816":4,"6124267440168024321305213468524656560":4,"61242674401680243217":4,"612428870024913152":4,"612429144902815104":4,"612485911486166656":4,"622":3,"6280002593994":4,"629":[],"630489":[3,5],"63048941944396":3,"635497276810313600":[4,5],"6354972768103136001308113804456319300":4,"63549727681031360019":4,"635518889086133376":4,"635535454774983040":[4,5],"6355354547749830401306313783776573690":4,"63553545477498304016":4,"635551706931167104":4,"635559124339440000":[3,4,5],"635580294233854464":4,"6355986079743697921303413920912795130":4,"63559860797436979216":4,"6356005321197136641304213922858936230":4,"63560053211971366420":4,"635614168640132864":4,"6356141686401328641305713959221401350":4,"63561416864013286416":4,"635674126383965568":[3,4,5],"6356741263839655681308313884284887200":4,"63567412638396556819":4,"6357376618354965761310013993335021360":4,"63573766183549657614":4,"635821843194387840":4,"6358509458927486721320113986549341470":4,"63585094589274867216":4,"635860218726658176":[3,4,5],"6358602187266581761309113851876713490":4,"63586021872665817617":4,"637987125186749568":2,"637987125186749568142":2,"638049655615392384":2,"638073505568978688":2,"638086386175786752":2,"6382230817672987":0,"638285195917112960":2,"64484588686904":2,"64528557468074":2,"645286":2,"6518001556396":4,"6581664892880896":0,"662702":2,"6630824372759856":5,"66308244":[5,6],"6662998199463":4,"669179465293931":0,"6691794652939310":0,"67307907024910":0,"674894125178565":3,"67489413":3,"6781005859375":4,"678101":5,"682147":5,"68874172":[5,6],"688741721854306":5,"6908739159247":2,"692":3,"702780":[3,5],"7034050179211468":5,"70340502":[5,6],"7077765320492870":0,"714023598831554":3,"7140236":3,"71891096":[5,6],"71891096394408":5,"723":[],"723655456335619":3,"72365546":3,"72480529715140":0,"726277659009568":0,"7262776590095680":0,"7295":3,"7341":5,"7342":5,"7343":5,"7344":5,"7345":5,"7346":[3,4,5],"7347140078529106":3,"73471401":3,"741800":[3,5],"7464117578883":3,"74641176":3,"748779":[3,5],"7487794924398758":3,"750":4,"7549581886719651":0,"75623260987968":3,"75623261":3,"756k":3,"757716":2,"75771616932985":2,"75912098":3,"759120984106968":3,"7702681295401":2,"770521900009566":3,"770522":[3,5],"77247179230470":0,"7741412301054209":0,"77414123010542090":0,"77696341662764":2,"779463":[3,5],"785300":5,"78587196":[5,6],"785871964679913":5,"791393":[3,5],"7913934419894347":3,"7920417800164183":0,"81671044675923":1,"81671045":1,"81762228999614":2,"8205551921782785":0,"82055519217827850":0,"8212003707886":4,"8237207945098111e":2,"823721":2,"828100204467817":4,"8288530465949819":5,"82885305":[5,6],"837752":5,"842874":[3,5],"84372158574957370":0,"857327":2,"85955659758691580":0,"864007":5,"864952855984358":0,"865699768066419":4,"871599197387719":4,"872092143634720":0,"873":3,"874312918885040":0,"8754":1,"87738722767213":1,"87738723":1,"88267277109107120":0,"88580702":3,"885807024935527":3,"8867339293525688":0,"887462805949271":0,"89470793235991240":0,"89470793235991242":0,"89551292869012":2,"897001":[3,5],"8978":5,"897800445556617":4,"902":1,"902869757174393":5,"90286976":[5,6],"9037072088489417":0,"9197224705139885":0,"921180886411620":0,"922888231734588":0,"9228882317345880":0,"923799514770516":4,"9238":5,"9242":5,"924200057983418":4,"9242670062090182":0,"926700592041":4,"927008559859825":0,"9328536286811":3,"9347319464589":2,"940":3,"941079":2,"941679":[3,5],"941679495793577":3,"941813":2,"941813096629439":2,"945956347594":2,"94628403":[5,6],"94628403237675":5,"950660":2,"95159272":3,"95159272432137":3,"951878058650085":3,"95187806":3,"95290654893304":5,"95290655":[5,6],"9612007141113":4,"967":3,"96809693073471":0,"969":3,"96k":4,"971":3,"9719742773203504":0,"97282480557786":2,"9743995666504":4,"9785380604519425":0,"9806225910160181":0,"98062259101601810":0,"9849004745483":4,"987786":2,"9923000335693":4,"999":[],"abstract":0,"boolean":[2,5],"break":[0,4],"byte":1,"case":[0,1,2,3,4,5,6],"class":[0,4],"default":6,"final":[0,2,5,6,7,8],"float":[0,1],"function":[0,1,2,3,4,5,6,7,8],"import":[0,1,2,3,4,5,6,9,10],"int":[0,1,3,4,10],"long":4,"new":[0,3,5,6],"null":[0,5],"public":[0,6,7,8],"return":[0,1,2,3,5,7,8],"short":[0,4],"super":6,"switch":6,"transient":0,"true":[0,1,2,3,4,5,6,10],"try":[0,1,2,3,4,5],"while":[0,1,3],AND:[0,1,2,3],And:[0,1,2,3,4,5,6],Are:0,BUT:[],But:[0,1,2,3,4,5],FOR:[],For:[0,1,2,3,4,5,6],IDs:4,NOT:0,Not:6,One:[0,1,2,4],THE:[],That:[0,1,2,3,4,7,8,9],The:[0,1,2,3,4,5,6,7,8],Then:[1,2,3,4,5,6,7,8],There:[0,1,4,6],These:[0,2,5],USE:[],Use:[0,1,2,3,4,5,6,7,8,10],Using:[0,3,7,8],WITH:[],With:[0,2,3],__builtins__:1,__cached__:1,__doc__:1,__file__:1,__init__:1,__loader__:1,__name__:1,__package__:1,__path__:1,__spec__:1,_classic_test_patch:6,a_g_percentile_low:0,a_g_percentile_upp:0,a_g_val:0,aadu:1,aarcmin:1,aarcsec:1,aau:1,aba:1,abamper:1,abarn:1,abc:1,abcoulomb:1,abeam:1,abflux:1,abil:[0,2],abin:1,abit:1,abl:[0,1,2,3,4,5,6,9],abmag:1,about:[0,1,2,3,4,5,6,7,8],abov:6,abyt:1,access:[0,4,7,8],accord:4,accumul:0,accur:[0,5],acd:1,achan:1,acount:1,act:1,action:[],actual:0,add:[0,1,2,3,4,5,6,7,8],add_enabled_equival:1,add_enabled_unit:1,add_patch:6,adding:[0,3,6],addit:[3,6],adeg:1,adjust:2,adql:[0,1,2,3,4,5,7,8],adrian:[0,1,2,3,4,5,6,7,8],adu:1,advantag:[0,5],adyn:1,aerg:1,aev:1,affect:6,after:[0,1,2,3,4,5,6],again:[0,1,2,3,4,5,6],against:4,agal:1,age:[4,5],agenc:0,agg:5,ahz:1,aji:1,alert:0,algorithm:4,align:[2,6],all:[0,1,2,3,4,5,6,10],allclos:1,allendownei:[2,3,4,5,6],allow:[0,2,3],allwise_best_neighbour:0,allwise_neighbourhood:0,allwise_original_valid:0,alm:1,almost:[0,4,5],along:[0,1,2,3,5,6],alpha:[2,3,4,5,6],alreadi:[1,2,5],also:[0,1,2,3,4,5,6,7,8],altern:[0,1,5,6],although:[2,3,6],altogeth:1,alwai:[0,1,2,4],alx:1,alyr:1,amag:1,american:[7,8],amin:1,amol:1,amount:3,amp:1,amper:1,ana:[0,1,2,3,4,5,6,7,8],anaconda3:1,analysi:[0,1,2,3,4,5,6,7,8],angstrom:1,angular_dist:4,ani:[0,2,3,6,10],annot:[3,7,8],annum:1,anonym:[0,1],anoth:[1,2,4,5,6,7,8],answer:5,anyon:5,anyth:3,anywai:0,aohm:1,apa:1,apart:0,apassdr9:0,apassdr9_best_neighbour:0,apassdr9_neighbourhood:0,apc:1,aph:1,aphoton:1,apix:1,apixel:1,apo:2,appar:[4,5],appeal:[6,7,8],appear:[0,1,4,5,6,7,8],append:4,appli:[2,6],applic:3,approxim:4,arad:1,arbitrari:2,archaeolog:0,archiv:1,arcmin:1,arcminut:1,arcsec:[1,4],arcsecond:1,area:[2,4,5,6],argument:[0,1,2,5,6],ari:1,aris:[],around:[2,3,4,5],arrai:[0,3,5,6],arrang:6,arrow:6,arrowprop:6,articl:0,arxiv:[],ascens:[0,1,2,3],asi:[],ask:[0,1,5,10],aspect:[5,6],aspx:[],asr:1,assembl:[0,1],assign:[0,4],associ:[0,1,2],assum:[0,7,8],ast:1,astro:[1,2,3,4,5,6,9],astrometr:0,astrometri:0,astrometric_chi2_:0,astrometric_excess_nois:0,astrometric_excess_noise_sig:0,astrometric_gof_:0,astrometric_matched_observ:0,astrometric_n_bad_obs_:0,astrometric_n_good_obs_:0,astrometric_n_obs_:0,astrometric_n_obs_ac:0,astrometric_params_solv:0,astrometric_primary_flag:0,astrometric_pseudo_colour:0,astrometric_pseudo_colour_error:0,astrometric_sigma5d_max:0,astrometric_weight_:0,astronom:0,astronometri:0,astronomi:[0,1,2,3,4,5,6,7,8],astronomical_unit:1,astronomicaldata:[1,2,3,4,5,6],astrophi:1,astropi:[0,1,2,3,4,5,7,8,10],astroqueri:[0,1,2,3,4,5,6,9,10],async_20201005090722:0,async_20201005090917:[],async_20201019094300:1,async_20201019143906:3,attempt:0,attent:6,attoamp:1,attoamper:1,attoannum:1,attoarcminut:1,attoarcsecond:1,attoastronomical_unit:1,attobarn:1,attobary:1,attobit:1,attobyt:1,attocandela:1,attocoulomb:1,attocount:1,attoda:1,attodai:1,attodalton:1,attodeby:1,attodegre:1,attodyn:1,attoelectronvolt:1,attofarad:1,attog:1,attogauss:1,attogram:1,attohenri:1,attohertz:1,attohour:1,attohr:1,attojanski:1,attojoul:1,attokays:1,attokelvin:1,attolightyear:1,attolit:1,attolumen:1,attolux:1,attomet:1,attominut:1,attomol:1,attonewton:1,attoohm:1,attoparsec:1,attopasc:1,attophoton:1,attopixel:1,attopois:1,attoradian:1,attorayleigh:1,attorydberg:1,attosecond:1,attosiemen:1,attosteradian:1,attostok:1,attotesla:1,attovolt:1,attovoxel:1,attowatt:1,attoweb:1,attoyear:1,attribut:[2,4],audienc:6,author:[5,6],automat:5,aux_allwise_agn_gdr2_cross_id:0,aux_iers_gdr2_cross_id:0,aux_qso_icrf2_match:0,aux_sso_orbit:0,aux_sso_orbit_residu:0,avail:[4,5,6,7],avoid:[2,3],avox:1,avoxel:1,awai:[0,2],awar:7,awb:1,awkward:2,axes:[2,5,6],axi:[1,2,5,6],axvlin:6,ayr:1,azale:[6,7,8],back:[0,1,3,4,5,6,7,8],background:[0,4,5,6],bad:[0,3,4],badli:2,band:[4,5],bar:1,barn:1,bary:1,base:[0,1,3,4,6,7,8],basi:[],basic:[0,7,8],beam:1,beam_angular_area:1,beaten:[0,1,2,3,4,5,6,7,8],becaus:[0,1,2,4,5],becker:[7,8],becom:3,becquerel:1,bednar:[],been:[0,4,5,6],befor:[0,1,2,3,4,5,6,9],begin:2,behav:1,behavior:6,being:0,belong:1,below:[2,6,7,8],benefit:5,best_neighbour_multipl:4,better:[3,6],between:[0,1,2,3,4,5],big:[0,1,2,3,4,6],bigger:[0,1,2,3,6,7,8],bin:1,binari:[2,3,4],binary_prefix:1,biot:1,bit:[0,1],black:[2,6],blue:2,bluer:5,bmh:6,bol:1,bonaca:[0,1,2,3,4,5,6,7,8],bonu:4,bool:[2,5],bostroem:[6,7,8],both:[0,2,4,5],bottom:[3,6],bound:[0,2,3],boundari:5,bp_g:0,bp_rp:[0,1,3,4],brace:0,bracket:[0,2,4],brett:[7,8],briefli:4,bright:[5,6],brighter:5,brightness_temperatur:1,broadband:[],builtin_fram:1,button:[7,8,9],c_gd1:3,c_sky:3,cadu:1,calcul:2,calibr:[],call:[0,1,2,4,5,6],camera:[],can:[0,1,2,3,4,5,6,7,8,9],candela:1,candid:[2,4,5,6,7,8],candidate_df:[3,4,5,6],candidate_t:[3,4],cannot:0,capabl:2,capit:0,caption:6,carcmin:1,carcsec:1,care:0,carpentri:[1,2,3,4,5,6,7,8],catalog:[0,4],catalogu:0,cau:1,caus:[0,1,2],caveat:3,cba:1,cbarn:1,cbeam:1,cbin:1,cbit:1,cbyte:1,ccd:1,cchan:1,ccount:1,cct:1,cdeg:1,cdyn:1,celesti:1,cell:[0,1,2,3,4,5,6,9],celsiu:1,center:[1,2,3],centerlin:[3,6,7,8],centiamp:1,centiamper:1,centiannum:1,centiarcminut:1,centiarcsecond:1,centiastronomical_unit:1,centibarn:1,centibary:1,centibit:1,centibyt:1,centicandela:1,centicoulomb:1,centicount:1,centida:1,centidai:1,centidalton:1,centideby:1,centidegre:1,centidyn:1,centielectronvolt:1,centifarad:1,centig:1,centigauss:1,centigram:1,centihenri:1,centihertz:1,centihour:1,centihr:1,centijanski:1,centijoul:1,centikays:1,centikelvin:1,centilightyear:1,centilit:1,centilumen:1,centilux:1,centimet:1,centiminut:1,centimol:1,centinewton:1,centiohm:1,centiparsec:1,centipasc:1,centiphoton:1,centipixel:1,centipois:1,centiradian:1,centirayleigh:1,centirydberg:1,centisecond:1,centisiemen:1,centisteradian:1,centistok:1,centitesla:1,centivolt:1,centivoxel:1,centiwatt:1,centiweb:1,centiyear:1,cepheid:0,cerg:1,cev:1,cgal:1,cgs:1,challeng:[0,4],chamber:[],chan:1,chang:[0,2,4,5,6],character:[],charg:[],check:[1,2,3,4,5,6],choic:[0,2,6],choos:[0,2,4,5,6],chose:[2,5],chosen:6,chz:1,circ:1,circl:1,circular:[1,7,8],cjy:1,claim:[],classic:6,claus:[0,3,4],clean:[2,5],clear:4,clearli:[2,3,4,6,7,8],click:[5,7,8],clm:1,clock:0,close:[5,6],clue:0,clump:0,cluster:[0,2,4,5],clx:1,clyr:1,cmag:1,cmin:1,cmol:1,code:[0,1,2,3,4,5,6,9,10],cohm:1,colab:[1,2,3,4,5,6,7,8,9],cold:0,collabor:[7,8],collect:[0,3],collis:0,colnam:[2,4,5],color:[0,2,4,5,6,7,8],colorblind10:6,colorblind:6,colspan:6,column:[1,3,4,5,6],com:[2,3,4,5,6],combin:[0,4,5,6,7,8],come:[0,1,6,7,8],comma:[1,3],command:[0,5,6],committe:[7,8],common:[0,1,3,4],commonli:0,commun:6,compar:[2,3,5],comparison:[0,2],compel:6,compellingli:[3,6],complet:[0,1,2,3,4,5,6],complex:[1,3],compon:2,compos:[0,1,3,7,8],compositeunit:1,comprehens:6,compress:6,comput:[0,1,2,3,4,5,6],con:2,conda:2,condit:3,cone:[1,4,7,8],configur:6,confirm:[0,2,3,4],confusingli:6,connect:[1,3,4,5,7,8,10],consid:6,consider:[],consist:[4,5,6],constant:2,construct:2,contain:[0,1,2,3,4,5,6,7,8],contains_point:5,content:[0,2],continu:[0,4,5,6],contract:[],contribut:[7,8],control:[2,5,6],conveni:[2,4,6],convent:[2,5],convert:[1,2,3,4,5,7,8],convex:3,convexhul:3,cookbook:0,coord:[1,3,5,6,10],coord_si:0,coordin:[0,2,3,5,6,7,8,10],coordind:6,coords2:5,coords2_df:5,coords_df:[5,6],copi:[],copyright:[],core:[0,1,2,3,4],corner:[1,2,3],corners_icr:[1,3],correct:2,correspond:[2,3,4],cosmic:0,could:[0,2,3,4,5,6],coulomb:1,count:[0,1,4,5],cover:[0,2,3,7,8],cpa:1,cpc:1,cph:1,cphoton:1,cpix:1,cpixel:1,crad:1,creat:[0,1,2,3,4,5,6,10],criterion:3,critieria:4,cross:[0,2,4,5],cry:1,csr:1,cst:1,csv:[7,8],curat:[],curi:1,curiou:6,curli:0,current:[2,5,6],curriculum:[7,8],custom:[3,7,8],cut:10,cvox:1,cvoxel:1,cwb:1,cycl:1,cyr:1,dai:0,dalton:1,damag:[],dark:[0,6],dark_background:6,darkgrid:6,dash:6,data:6,databas:[2,3,4,5,7,8],datafram:[0,4,5,6,7,8],datalink_url:0,dataset:[0,1,2,4,5,7,8],datatyp:4,dau:1,dba:1,deal:5,debug:[0,1],deby:1,dec:[0,1,2,3,4,5],dec_error:0,dec_parallax_corr:0,dec_pmdec_corr:0,dec_pmra_corr:0,decibel:1,decibelunit:1,declin:[0,1,2,3],decmean:[],decstack:[],deep:6,def:[2,3,5,6],defin:[1,3,5,6],definit:4,deg:[0,1,2,3,6],degdegma:[0,2],degre:[0,1,2,3,4,5],delet:2,deliber:0,demonstr:[0,6,7,8],denomin:3,dens:2,densiti:2,depend:5,deriv:5,describ:4,descript:[0,1,2,3,4],design:[0,6],detail:[0,2,4,5,6],detect:[0,1,4],determin:[5,6],detrend:[],develop:[0,1,2,4,7,8],dex:1,dexunit:1,dgal:1,dhz:1,diagnost:0,diagram:[0,4,5,6,7,8],dialect:0,dict:6,dictionari:[0,7,8],did:[2,3,4],didn:[4,5],differ:[0,2,4,5,6],difficult:[1,3,4],difficulti:0,digit:4,dimens:6,dimensionless:1,dir:[1,2,3,4,5],direct:[0,1,2,3,6],directli:5,directori:6,dirti:6,disappear:0,disast:1,disastr:1,discuss:[0,6],disk:[0,1],displai:[0,1,2,5,6],distanc:[0,2,3,4,5],distinguish:[2,4,5,6],distribut:[],diverg:7,divid:0,djy:1,document:[0,1,2,4,5,6],doe:[0,1,2,5,7,8],doesn:[0,5],dohm:1,domain:2,don:[0,1,2,3,5,6,10],done:[0,1,4,5,6],doubl:4,doubt:5,down:[0,1,4],downei:[1,2,3,4,5],download:[0,1,2,3,4,5,6,7,8,10],dpa:1,dr1:[],dr1_neighbourhood:0,draw:[2,6],drawback:[0,2,4],drew:5,drive:0,dry:1,dst:1,dtype:[0,1,2,3,4,5],dual:0,due:2,duplicated_sourc:0,dure:[2,10],dwarf:[0,4],e_bp_min_rp_percentile_low:0,e_bp_min_rp_percentile_upp:0,e_bp_min_rp_v:0,each:[0,2,3,4,5,6],eadu:1,earcmin:1,earcsec:1,earlier:0,easi:[2,4,5,6],easier:[0,5,6],eau:1,eba:1,ebarn:1,ebeam:1,ebin:1,ebit:1,ebyt:1,ecd:1,echan:1,ecl_lat:0,ecl_lon:0,ecount:1,ect:1,edeg:1,edu:[],edyn:1,eerg:1,eev:1,effect:[0,2,6,7,8],effici:3,egal:1,ehz:1,eib:1,eibit:1,eibyt:1,either:[0,2,3],eji:1,element:[2,3,5,6],elm:1,els:[3,5],elx:1,elyr:1,emag:1,emin:1,emol:1,enclos:3,encod:4,encount:10,end:[1,4,6],engin:6,enough:[0,4,6,7,8],ensur:5,entir:[0,4,6],entiti:5,entri:0,env:1,environ:[5,7,8],eohm:1,epa:1,epc:1,eph:1,ephoton:1,epix:1,epixel:1,epoch:0,epoch_mean:0,epoch_photometry_url:0,equal:[0,4,5,6],erad:1,eri:1,erin:[7,8],error:[0,1,2,3,6,10],esa:[0,1,3,4,10],esac:[0,1,3,4,10],esavo:0,especi:2,esr:1,est:1,estim:[0,2],etc:[0,5],european:0,even:[0,4,5],event:[],eventu:0,everi:[0,2,4,5],everyth:[0,3,4,9],evox:1,evoxel:1,ewb:1,exactli:[5,6],exampl:[0,1,2,3,4,5,6,7,8],exce:2,except:[0,2],exclud:[0,4],exercis:[0,1,2,3,4,6],exist:[1,2,3,4,5,6],expect:[0,1,2,3,4,5,7,8],experi:[0,5],expertis:2,explain:[0,2,4],explicitli:[1,5],explor:[0,2,4,6,7,8],express:[2,6],exquisit:0,ext_phot_zero_point:0,extend:1,extens:2,extern:[0,4],extra:6,extract:2,eye:[2,5],eyr:1,facecolor:6,fact:5,fail:[0,10],fall:[1,2,3,4,5,7,8],fals:[2,5,6],familiar:[0,2,6,7,8],faq:0,far:[0,2,4,6],farad:1,farther:0,fast:[2,6],faster:[0,1,2],featur:[0,4,6],feedback:0,feel:0,few:[0,2,3,6],fewer:[0,5],field:4,fifth:4,figsiz:[5,6],figur:[0,1,2,3,4,5,7,8],file:[0,1,2,3,4,5,6,7,8],filenam:[1,2,3,4,5,6],filepath:5,fill:[3,6],filter:[3,5],find:[0,2,4,6],finish:[0,1,3,4],first:[0,1,2,3,4,5,6],fit:[1,2,3,4,5,7,8],five:[],fivethirtyeight:6,fix:2,flame_flag:0,flatten:3,flewel:[],float64:[0,1,2,3],focu:6,follow:[0,1,2,3,4,5,6,7,8,9],fontsiz:6,forc:0,foreground:[0,4],form:[1,2,4,7],format:[1,2,3,4,5,7,8],forthcom:0,fortun:4,found:[4,6],four:6,fourth:3,fraction:[0,3],fragil:0,frame:[1,2,3,4,5,7,8],frame_rotator_object_typ:0,franklin:1,free:[],from:[0,1,2,3,4,5,6,7,8,10],from_panda:[2,4],full:5,functionquant:1,functionunitbas:1,fund:[7,8],furnish:[],further:[4,5],futur:7,g_0:[5,6],g_flag:0,g_mean_psf_mag:[0,4,5,6],g_mean_psf_mag_error:0,g_rp:0,gadu:1,gaia:[1,2,3,4,5,6,7,8,10],gaia_astrometric_param:4,gaia_data:[2,3],gaia_sourc:[0,1,3],gaiadata:[2,3,10],gaiadr1:0,gaiadr2:[0,1,3,4],gaiadr2_geometric_dist:0,gal:1,gala:[1,2,3,4,5,6,7,8,9,10],galact:[0,2],galaxi:0,galex_ai:0,gap:6,garcmin:1,garcsec:1,gau:1,gauss:1,gba:1,gbarn:1,gbeam:1,gbin:1,gbit:1,gbyte:1,gca:[5,6],gcd:1,gchan:1,gcount:1,gct:1,gd1:[1,2,3,4,5],gd1_candid:[3,4,5,6],gd1_coord:2,gd1_datafram:[2,3,6],gd1_merg:[5,6],gd1_photo:[4,5],gd1_polygon:[5,6],gd1_result:[1,2],gd1koposov10:[1,2,3],gdeg:1,gdyn:1,gea:[0,1,3,4,10],geadata:[0,1,3,4,10],gener:[0,2,4,6],geometr:5,gerg:1,get:[0,2,3,5,6,9,10],get_configdir:6,get_qualified_nam:0,get_result:[0,1,3,4],get_skycoord:[2,3],gev:1,ggal:1,ggplot:6,ghz:1,gib:1,gibit:1,gibyt:1,gigapixel:[],ginput:5,github:[2,3,4,5,6],give:5,gjy:1,glm:1,globular:[0,4,5],glx:1,glyr:1,gmag:1,gmin:1,gmol:1,goal:[0,4,5],gohm:1,going:2,good:[0,1,2,5,6],googl:[1,2,3,4,5,6,9],gorilla:0,got:3,gotcha:[0,4],gpa:1,gpc:1,gph:1,gphoton:1,gpix:1,gpixel:1,grad:1,grai:6,grant:[],grate:[2,7,8],grayscal:6,greater:0,green:[3,5],grid:6,gry:1,gsc23_best_neighbour:0,gsc23_neighbourhood:0,gsc23_original_valid:0,gsr:1,gst:1,guess:[0,2],guid:6,gvox:1,gvoxel:1,gwb:1,gyr:1,had:0,hand:[2,3,5],handbook:2,happen:[0,4,6],hard:[0,4],has:[0,1,2,3,4,5,6],have:[0,1,2,3,4,5,6,9],hawaii:[],hdf5:[2,3,4,5,6],head:[2,3,4,5],headlength:6,headwidth:6,heliocentr:1,help:[0,2,6],henc:2,henri:1,here:[0,1,2,3,4,5,6,7,8],herebi:[],hertz:1,hertzsprung:0,hierarch:2,high:2,higher:5,highli:0,highlight:[3,5],hint:[0,4],hipparco:0,hipparcos2_best_neighbour:0,hipparcos2_neighbourhood:0,hipparcos_newreduct:0,his:2,histogram:4,hogg:2,holder:[],home:1,hope:4,host:[0,1,3,4,10],how:[0,1,2,3,4,5,6,7,8],howev:[0,2,3,4,5],http:[0,1,2,3,4,5,6,10],hubble_sc:0,hull:3,human:1,i_flag:0,i_mean_psf_mag:[0,4,5,6],i_mean_psf_mag_error:0,icr:[1,2,3,4,5,7,8],idea:[0,5],ideal:1,ident:[3,4],identifi:[0,1,2,3,4,5,6,7,8],ifa:[],ignor:2,igsl_sourc:0,igsl_source_catalog_id:0,imag:[],immedi:0,implement:2,impli:[],implic:0,improv:[3,6],in_colab:[1,2,3,4,5,6,9],inaccur:[0,2],includ:[0,1,2,4,5,6,7,8],inconsist:5,increment:[0,1,4],index:[2,3],indic:[0,2,3,4,5,6],individu:[2,6],info:[0,1,2,3,4],inform:[0,1,2,3,4,6,7,8],input:0,insid:[3,5,6],inspect:4,instal:[7,9],instanc:4,instead:0,institut:[7,8],instruct:[1,2,3,4,5,6,7],int32:3,int64:[0,1,2,3,4],int64float64float64:4,int64float64float64float64float64:0,int64float64float64float64float64float64float64float64:[0,2],int64int64float64int32int16int16int16int64:4,integ:2,intend:6,interact:0,interest:[0,5],interfac:[0,2,5,6],intern:1,internet:10,interpret:5,introduc:5,introduct:[0,7,8],invert:[0,5],invert_yaxi:[5,6],invok:[0,1],involv:4,irreducibleunit:1,isochron:[4,5],isol:0,iter:1,its:[0,1,4,6],itself:0,ivoa:4,jake:2,jan:[],janski:1,job1:[0,4],job2:[0,4],job3:0,job:[0,1,3,4,5],jobid:[0,1,3],join:[0,1,3,5,7,8],joul:1,journal:6,jupyt:[0,1,5,7,8],just:[3,4,5],kayser:1,keep:[0,2],kei:[0,2,4],kelvin:1,kept:0,key_column:0,keyword:[0,1,2,5,7,8],kib:1,kibit:1,kibyt:1,kind:[3,4],know:[0,1,2,4,7,8],knowledg:[0,7,8],known:6,koposov:2,kpc:[2,3],l_bol:1,l_sun:1,label:[2,6],languag:2,larg:[0,2,3],larger:[2,3],last:[0,3,5],later:[0,1,2],launch:[0,1],launch_job:[0,1],launch_job_async:[0,1,3,4],learn:[0,3,4,5,6],least:[0,3],leav:[0,5,6],led:0,left:[1,2,3,4,5],legibl:6,len:[1,2,3,4,5],length:[0,1,2,3,4,5],less:[0,1,2,3,4,5],lesser:5,lesson:[0,1,2,3,4,5,6,7],let:[0,1,2,3,4,5,6],letter:2,level:[0,5,7,8],liabil:[],liabl:[],lib:1,librari:[0,7,8,9,10],like:[0,1,2,3,4,5,6,7,8],limit:[0,1,2,3],line:[0,2,3,5,6],link:[1,2,3,4,5,6,7,8],linnean:0,list:[0,1,2,3,4,5,6,7,8],liter:0,littl:[0,1,4,5,6],load:[0,2,3],load_tabl:0,loc:6,local:[1,2,4,5],locat:[1,2,6],logic:[0,2],logquant:1,logunit:1,longer:[0,1,4],longest:0,look:[0,2,3,4,5,6],loop:[0,1],lose:3,lost:3,lot:0,low:[0,2,4],lower:[2,5],lowercas:0,lsun:1,lum_percentile_low:0,lum_percentile_upp:0,lum_val:0,luminos:[0,4],m_bol:1,m_e:1,m_earth:1,m_jup:1,m_jupit:1,m_p:1,m_sun:1,mac:10,made:[0,2,3,5,6],madu:1,mag:[4,5],magazin:0,magnier:[],magnitud:[1,4,5,6,7,8],magunit:1,main:[0,1,2,3,4,5,6,7,8],make:[0,1,2,3,4,5,7,8],make_datafram:3,manag:[1,3],mani:[0,1,2,4,5,6],manual:0,maraud:0,marcmin:1,marcsec:1,mark:5,marker:2,markers:[2,3,4,5,6],mas:[0,1,2,3,6],mask:[2,3,5],mass:0,mastweb:[],match:[0,4,5,6],matched_observ:0,materi:[7,8],math:6,mathemat:6,mathrm:[1,6],mathtext:6,matlab:[2,6],matplotlib:[2,3,4,5,6,10],matplotlibrc:6,matter:0,mau:1,max_parallax:0,mba:1,mbarn:1,mbeam:1,mbin:1,mbit:1,mbyte:1,mcd:1,mchan:1,mcount:1,mct:1,mdeg:1,mdyn:1,mean:[0,1,2,4,5,6],mean_varpi_factor_:0,meanobject:[],meant:0,mearth:1,measur:[0,1,2,7,8],medium:6,member:[0,7,8],memori:[0,2],mention:0,merchant:[],merg:[1,6,7,8],messag:[0,6,10],meta2:0,meta:[0,4],metadata:[0,1,2,3],metal:[4,5],meter:[],method:[0,7,8],methodolog:6,mev:1,mgal:1,mhz:1,mib:1,mibit:1,mibyt:1,might:[0,1,2,3,4,5,6,7,10],milki:0,million:1,minim:[3,6],minut:1,mislead:0,misrepres:2,miss:10,mitig:0,mjup:1,mjupit:1,mjy:1,mlm:1,mlx:1,mlyr:1,mmag:1,mmin:1,mmol:1,model:0,modern:6,modifi:[0,3],modul:[0,1,2,3,4,5,6,9],mohm:1,monitor:0,montez:[7,8],month:2,more:[0,1,2,4,5,6,7,8],morri:[7,8],most:[0,1,2,3,4,5,6],mostli:6,motion:[0,1,4,5,6,7,8],motiv:2,move:[3,4],mpa:1,mpc:1,mph:1,mphoton:1,mpix:1,mpixel:1,mpl:[5,6,10],mplstyle:6,mrad:1,mry:1,msr:1,mst:1,msun:1,mu_:6,much:[0,2,3,5],multi:2,multipl:[0,4,5,7,8],multipli:1,mute:6,mvox:1,mvoxel:1,mwb:1,myr:1,n_bad:[0,1,3],n_detect:0,name:[0,1,2,3,4,5],namedunit:1,nan:[3,5],natur:[0,2],nbviewer:[7,8],ndetect:[],nearbi:0,nearli:2,necessari:3,necessarili:[0,1,6,7,8],need:[0,1,2,3,4,5,6,7,8,9,10],neg:0,neighbor:4,neither:0,net:4,network:[0,4],newton:1,next:[1,2,3,4,5,7,8],nfrom:0,nice:4,non:[2,5],nonamespaceschemaloc:4,none:[0,1,3,5],noninfring:[],nor:0,normal:0,notabl:3,note:[0,2,4,6,10],notebook:[0,1,2,3,4,5,6,7,10],notic:[0,1,2,3,4,5,6],notnul:5,now:[0,1,2,3,4,5,6,9],nsource_id:0,nuisanc:0,num:0,number:[0,1,2,3,4,5,6],number_of_m:4,number_of_neighbor:4,number_of_neighbour:4,numpi:[3,5,6,10],nundetect:6,nwhere:0,obj_id:[0,4],obj_info_flag:0,obj_nam:0,object:[0,1,2,3,4,5,6,7,8],objectthin:[],objinfoflag:[],observ:[0,2],observatori:0,obtain:[],obviou:5,oct:[1,2,3,4,5],off:[0,1,2,3,4,5,6,7,8],often:[0,1],ohm:1,old:2,older:5,onc:[0,1,2],one:[0,1,2,4,5,6,7,8],ones:[0,3,6],onli:[0,1,2,3,4,5,6,7,8],onlin:0,only_nam:0,open:10,oper:[2,3,4,5,7,8],opportun:4,oppos:[0,4],option:[0,1,2,3,5,6,9],orbit:[0,1],order:[0,1,3,4,6],org:4,orient:6,origin:[2,3,4,5,6,7,8],original_ext_source_id:4,other:[0,1,2,3,4,5,6,7,8],otherwis:[1,2,5],our:[0,1,2,3,4,5],out:[0,1,2,3,4,5,6],outerspac:[],output:[0,1,3],outsid:[0,1,2,3,4,5,6,7,8],over:4,overdens:[2,3,5],overlap:[2,6],overplot:2,overrid:6,overwrit:[1,4],overwritten:1,own:[1,2,3,4,5,6,7,8],owner:[0,1,3],packag:[1,2,6],padu:1,pair:[4,5],palett:6,pan:[0,3,4,5,6],panda:[0,3,4,5,6,7,8,10],panel:[2,3,7,8],panoram:0,panstarr:0,panstarrs1_best_neighbour:[0,4],panstarrs1_neighbourhood:0,panstarrs1_original_valid:[0,4],panstarrs1originalvalid:[],paper:[0,1,2,3,4,5,6,7,8],parallax:[0,1,2,3,5],parallax_error:[0,1,2,3,5],parallax_over_error:0,parallax_pmdec_corr:0,parallax_pmra_corr:0,paramet:[0,5,6,7,8],parcmin:1,parcsec:1,parenthes:2,pars:0,part:[0,1,2,3,4,5,6,7,8],particip:0,particular:[0,1,2,3],particularli:[0,6],pascal:1,pass:[1,3,5],past:[0,10],pastel:6,patch:[6,10],path:[0,1,2,3,4,5,6,7,8,10],pau:1,pba:1,pbarn:1,pbeam:1,pbin:1,pbit:1,pbyte:1,pcd:1,pchan:1,pcount:1,pct:1,pdeg:1,pdyn:1,peopl:[0,4,6,7,8],per:0,perform:[0,5,7,8],perg:1,perimet:3,permiss:[],permit:[],persist:0,person:[],pev:1,pgal:1,phase:[0,1,3],phi1:[1,2,3,4,5,6],phi1_mask:2,phi1_max:[1,3],phi1_min:[1,3],phi1_rect:[1,3],phi2:[1,2,3,4,5,6],phi2_max:[1,2,3],phi2_min:[1,2,3],phi2_rect:[1,3],phi_1:[1,6],phi_2:[1,6],phi_mask:2,phil:[7,8],phot_bp_mean_flux:0,phot_bp_mean_flux_error:0,phot_bp_mean_flux_over_error:0,phot_bp_mean_mag:0,phot_bp_n_ob:0,phot_bp_rp_excess_factor:0,phot_g_mean_flux:0,phot_g_mean_flux_error:0,phot_g_mean_flux_over_error:0,phot_g_mean_mag:0,phot_g_n_ob:0,phot_proc_mod:0,phot_rp_mean_flux:0,phot_rp_mean_flux_error:0,phot_rp_mean_flux_over_error:0,phot_rp_mean_mag:0,phot_rp_n_ob:0,phot_variable_flag:0,phot_variable_time_series_gfov:0,phot_variable_time_series_gfov_statistical_paramet:0,photo_df:5,photo_t:5,photometr:[],photometri:[0,3,6,7,8],physic:[0,1,7,8],phz:1,pib:1,pibit:1,pibyt:1,pick:[1,2,3,4],pictur:6,piec:4,pip:[1,2,3,4,5,6,9],pipelin:5,pixel:[],pjy:1,place:0,placehold:0,placement:6,plain:[3,4],plan:4,plm:1,plot:[4,7,8],plot_cmd:[5,6],plot_first_select:6,plot_proper_mot:6,plot_second_select:6,plt:[2,3,4,5,6,10],plu:4,plx:1,plyr:1,pm1:[2,3,6],pm1_max:[2,3,6],pm1_min:[2,3,6],pm1_rect:[2,3,6],pm2:[2,3,6],pm2_max:[2,3,6],pm2_min:[2,3,6],pm2_rect:[2,3,6],pm_mask:2,pm_phi1:[2,3,5,6],pm_phi1_cosphi2:[2,3],pm_phi2:[2,3,5,6],pm_point_list:3,pm_vertic:3,pmag:1,pmdec:[0,1,2,3,5],pmdec_error:0,pmdec_poli:3,pmin:1,pmol:1,pmra:[0,1,2,3,5],pmra_error:0,pmra_pmdec_corr:0,pmra_poli:3,pohm:1,point:[0,1,2,3,7,8],point_bas:[1,3],point_list:[1,3],poli:6,polygon:[2,3,6,7,8,10],port:[0,1,3,4,10],portion:[],posit:[0,4,5,6],possibl:[0,1,3,4,6,7,8],post1:4,poster:6,potenti:0,power:5,ppa:1,ppc:1,pph:1,pphoton:1,ppix:1,ppixel:1,ppmxl_best_neighbour:0,ppmxl_neighbourhood:0,ppmxl_original_valid:0,practic:[7,8],prad:1,precis:[0,2],predefin:6,prefer:[0,3,6],prefix:6,prefixunit:1,prepar:[0,2,6,7,8],prerequisit:7,presenc:0,present:[0,3,4,6,7,8],preserv:1,press:[7,8,9],pretti:[2,3],previou:[0,1,2,3,4,5,6,7,8],previous:6,priam_flag:0,price:[0,1,2,3,4,5,6,7,8],primari:6,print:[0,1,2,3,4,5,6],prior:[0,2],pro:2,probabl:[0,5,9],problem:[0,2,3,4,5,6,10],process:[0,2,3,4,6],produc:[0,4,5],product:[],profession:6,program:[0,1],project:[2,6],prone:[0,1],proof:1,proper:[0,1,4,5,6,7,8],proper_mot:2,properti:[0,6],protocol:[0,4],provid:[0,1,2,3,4,5,6],pry:1,ps1:[],ps1casjob:[],psr:1,pst:1,pswww:[],publish:[],pull:3,purpos:[2,5],put:[2,6,7,8,10],pvox:1,pvoxel:1,pwb:1,pyia:[1,2,3,4,5,6,9,10],pyplot:[2,3,4,5,6,10],pyr:1,pytabl:[2,5],python3:1,python:[0,1,2,3,4,5,6],qhull:3,quadrant:5,qualiti:[0,6,7,8],quality_flag:0,quantiti:[0,1,7,8],quantityinfo:1,quantityinfobas:1,queri:[1,2,4,5,7,8],query1:[0,4],query2:[0,4],query3:0,query3_bas:0,query4:0,query4_bas:0,query_bas:[1,3],question:6,quick:6,quot:0,r_earth:1,r_flag:0,r_jup:1,r_jupit:1,r_mean_psf_mag:0,r_mean_psf_mag_error:0,r_sun:1,ra_dec_corr:0,ra_error:0,ra_parallax_corr:0,ra_pmdec_corr:0,ra_pmra_corr:0,radial:[0,1,2,3],radial_veloc:[0,1,2,3,5],radial_velocity_error:0,radiu:1,radius_percentile_low:0,radius_percentile_upp:0,radius_v:0,ramean:[],ran:2,random_index:0,rapid:0,rastack:[],rather:[2,4,5],ratio:[5,6],ravedr5_best_neighbour:0,ravedr5_com:0,ravedr5_dr5:0,ravedr5_gra:0,ravedr5_neighbourhood:0,ravedr5_on:0,raw:[2,3,4,5,6],rayleigh:1,read:[0,1,2,3,4,5,6,7,8],read_back_csv:3,read_back_df:2,read_csv:3,read_hdf:[2,3,4,5,6],readabl:1,reader:6,readi:[2,5,6],realli:[0,3,4],rearth:1,reason:[0,2,5],receiv:[1,2,3,4,5,6],recent:[0,1,2,3,4,5,6,7,8],recogn:5,reconstruct:0,record:[4,5],rectangl:[2,3,6],rectangular:2,red:[4,5],reduc:0,ref_epoch:0,refer:[0,1,4],reflex:2,reflex_correct:[2,3],refresh:2,region:[2,5,6,7,8],rel:[0,2,3,6],relat:[1,2,3,4,5,6],relationship:4,releas:[0,1,2,3],reload:[1,6,7,8],rememb:[0,2,4],remind:3,remot:0,remov:0,remove_job:0,reorder:0,repeat:0,repetit:0,replac:[0,1,2],replic:[0,1,2,3,4,5,6,7,8],repositori:[2,6,7,8],repres:[0,1,2,5,6,7,8],represent:1,reproduc:[1,5],reproducibil:5,requir:[0,2,3,6],research:5,resist:0,resourc:4,respons:[0,7,8],rest:2,restrict:1,result:[0,2,3,4,5,6,7,8],results1:[0,4],results2:[0,4],results3:0,retriev:0,reveal:[0,1,2,3,4,5,6,7,8],revers:6,review:[3,6],rewind:0,rich:4,right:[0,1,2,3,4,5],rix:2,rjup:1,rjupit:1,rodolfo:[7,8],rosenfield:[7,8],roughli:2,round:[2,3,4,5],row:[0,1,3,4,5,6],rrlyra:0,rsun:1,run:[0,1,2,3,4,5,6,7,8,9,10],russel:0,ruw:0,rv_nb_transit:0,rv_template_fe_h:0,rv_template_logg:0,rv_template_teff:0,sai:0,same:[0,2,3,4,5,6],sampl:0,save:[6,7,8,9],saw:[1,3,4],scale:[0,5],scan:2,scar:0,scatterplot:2,schema:[0,4],scienc:[0,2],scientif:[0,1,5,6],scipi:3,sdss_dr9_best_neighbour:0,sdss_dr9_neighbourhood:0,sdssdr13_photoprimari:0,sdssdr9_best_neighbour:0,sdssdr9_neighbourhood:0,sdssdr9_original_valid:0,seaborn:6,search:[1,3,4,7,8],second:[0,1,2,3,4,5,6],section:[0,2,5],see:[0,1,2,3,4,5,6,7,8],seem:[0,2,5,6],seen:6,select:[0,4,6,7,8],selected_t:2,self:[0,4],sell:[],send:[0,7,8],sens:[2,3],sensit:0,separ:[1,3,6],sequenc:[4,5,6],seri:[1,2,3,4,5,6,7,8],serial:4,server:[0,1,2,3,4,5,7,8,10],set:[1,2,3,4,5,6,7,8,10],setup:[1,2,3,4,5,6],seventh:6,sever:[6,7,8],shade:[2,4,5,6],shall:[],shape:[1,2,3,6],shorten:2,should:[0,1,2,3,4,5,6,7,8,9],show:[0,2,3,4,5,6],shown:2,shrink:6,shut:[0,1],side:6,siemen:1,similar:[0,2,4,6],similarli:4,simpl:[0,1,2,6],simplest:4,simplif:5,sinc:[1,2,4,5,6],singl:[0,1,3,4,5,6,7,8],site:1,sixth:5,size:[1,2,3,4,5,6],sky:[0,1,2,3,5,7,8],sky_coordin:2,skycoord:2,skymapperdr1_mast:0,slack:10,slightli:5,slow:[0,3],small:[0,2,3,6],smaller:[1,2,3,4,5],smallest:3,smart:4,societi:[7,8],softwar:2,solar:2,solarize_light2:6,solut:[0,2,3,4,6],solution_id:0,solv:5,some:[0,2,3,4,5,6,10],someon:[0,3,5],someth:[0,1,5],sometim:2,soon:[7,8],sourc:[0,1,2,3,4,5],source_id:[0,1,2,3,4,5],source_id_2:4,source_idg_mean_psf_magi_mean_psf_mag:4,source_idoriginal_ext_source_idangular_distancenumber_of_neighboursnumber_of_matesbest_neighbour_multiplicitygaia_astrometric_paramssource_id_2:4,source_idradecpmrapmdecparallaxparallax_errorradial_veloc:[0,2],source_idref_epochradecparallax:0,space:[0,5,6],span:6,spatial:3,special:[0,5,7,8],specif:1,specifi:[0,1,2,4,5,7,8],specifictypequant:1,spectra:0,spheric:1,spirit:4,spot:2,spread:3,spur:6,sql:[0,1,2,5],ssdc:[],ssl:[0,1,3,4,10],sso_observ:0,sso_sourc:0,stack:[],stage:6,stand:[0,3,5,6],standard:[0,1,2,3],star:[0,1,2,3,4,5,6,7,8],starr:[0,3,4,5,6],starrs1:[],start:[0,1,2,3,4,6,7,8,9],statement:[0,10],stellar:0,step:[0,1,2,3,4,5,6,7,8],stflux:1,still:[1,3],stmag:1,store:[0,1,2,3,4,5,7,8],str:3,straight:5,strang:2,stream:[0,1,2,3,4,5,6,7,8],stretch:[0,6],string:[0,1,2,3],stripe:2,structur:[0,2,4,6],stsci:[],sty:6,style:[0,2,3],subject:[],sublicens:[],submit:[0,1,4,7,8],submodul:0,subplot2grid:6,subplot:[7,8],subsampl:[],subset:[2,6],substanti:[1,2],success:2,successfulli:2,suffix:4,suggest:[0,4],suitabl:4,sum:[2,5],sun:1,superset:2,support:[7,8],suppos:0,sure:[0,3,4,5,6],surround:5,survei:[0,4],surviv:0,symbol:0,sync_20201005090721:0,sync_20201005090726:0,synchron:0,syntax:[0,6],sys:[1,2,3,4,5,6,9],system:[0,1,2,6],systemat:[],tabl:[1,2,3,5,6,7,8,10],tableau:6,tabledata:4,tadu:1,tag:4,take:[0,1,4,5,6,7,8],talk:[0,4,6],tap:[0,1,3,4,10],tap_config:0,tap_schema:0,tap_upload:4,tapexcept:0,taptabl:0,taptablemeta:0,tarcmin:1,tarcsec:1,task:5,tau:1,tba:1,tbarn:1,tbeam:1,tbin:1,tbit:1,tbyte:1,tcd:1,tchan:1,tcount:1,tct:1,tdeg:1,tdyn:1,technic:6,teff_percentile_low:0,teff_percentile_upp:0,teff_val:0,telescop:0,tell:5,telltal:0,temperatur:[0,4],temptat:0,tend:[3,4],terg:1,term:4,tesla:1,test:[0,1,4,5],tev:1,texliv:6,text:[3,4,6],tgal:1,tgas_sourc:0,than:[0,1,2,3,4,5,6],thei:[0,1,2,3,5,6],them:[0,1,2,3,5,6,7,8,10],theoret:[4,5],theorist:0,thi:[0,1,2,3,4,5,6,7,8,9,10],thing:[0,2,3,4,5,6],think:[0,2,4,5,6],third:[0,1,2,3],those:[2,3,7,8],three:[0,1,2,3,6],through:[1,7,8],thz:1,tib:1,tibit:1,tibyt:1,tick:6,tick_param:6,tidal:[0,2],tight_layout:6,time:[0,1,2,4,5,6],titl:6,tjy:1,tkagg:5,tlm:1,tlx:1,tlyr:1,tmag:1,tmass_best_neighbour:0,tmass_neighbourhood:0,tmass_original_valid:0,tmass_xsc:0,tmin:1,tmol:1,to_:2,to_csv:3,to_hdf:[2,3,5],to_numpi:[3,5,6],to_panda:[2,3,5],todo:[1,2,3,4,5,6],togeth:6,tohm:1,too:[0,4],tool:[0,1,2,3,4,7,8],top:[0,1,3,4,5,6],topic:[0,6,7,8],torn:0,tort:[],tpa:1,tpc:1,tph:1,tphoton:1,tpix:1,tpixel:1,trad:1,transform:[3,4,5,7,8],transform_to:[1,2,3],translat:[3,4],transmit:4,transpar:2,transpos:[3,5,6],treat:5,tri:0,tricki:[4,5],trip:5,tripl:0,tsr:1,tst:1,tupl:6,turn:0,tvox:1,tvoxel:1,twb:1,tweak:6,twice:2,two:[0,1,2,4,5,6],twocol:6,tycho2:0,tycho2_best_neighbour:0,tycho2_neighbourhood:0,type1cm:6,type:[0,1,2,3,4,5,9],typefac:6,typeset:6,tyr:1,ucac4_best_neighbour:0,ucac4_neighbourhood:0,ucac4_original_valid:0,ucd:4,undergradu:[0,7,8],understand:0,undetect:6,unexpect:0,uniqu:[0,1,2,3,4],unit:[0,1,2,3,5,7,8,10],unitbas:1,unitconversionerror:1,unitserror:1,unitswarn:1,unittypeerror:1,univers:[],unless:6,unlik:[0,2,4],unnam:3,unneed:3,unnus:6,unpreced:[0,6],unrecognizedunit:1,until:[1,2],updat:0,upload:[7,8],upload_resourc:4,upload_table_nam:4,upper:[0,2],uppercas:0,urat1_best_neighbour:0,urat1_neighbourhood:0,urat1_original_valid:0,url:4,use:[0,1,2,3,4,5,6,7,8],used:[0,1,2,3,4,5,6],useful:[0,2,3,4],user:[0,1,5],uses:[0,1,2,3,4,5,6,7,8],usetex:6,using:[0,1,2,3,4,5,6],usual:[3,4],utf:4,util:[0,1,3,4],valid:5,valu:[0,1,2,3,4,5,6,7,8],value_count:4,vanderpla:2,vari_cepheid:0,vari_classifier_class_definit:0,vari_classifier_definit:0,vari_classifier_result:0,vari_long_period_vari:0,vari_rotation_modul:0,vari_rrlyra:0,vari_short_timescal:0,vari_time_series_statist:0,variabl:[0,1,2,4],variable_summari:0,varieti:[2,3],variou:[0,7,8],veloc:[0,1,2,3],veri:[0,2],verifi:5,versatil:2,version:[0,2,4,6,7],vertic:[3,6],vicin:[1,3,7,8],view:6,visibility_periods_us:0,visibl:4,visual:[0,7,8],vline:6,vocabulari:2,volt:1,vot:[0,1,3],votabl:4,wai:[0,1,2,4,6,7,8],want:[0,2,3,4,5,6,7,8,9],warn:4,warp:[],warranti:[],water:[],watt:1,weber:1,well:[0,2,6],were:[1,2,4],wget:[2,3,4,5,6,10],what:[0,2,3,4,5,6],whelan:[0,1,2,3,4,5,6,7,8],whelen:2,when:[0,1,2,3,4,5,6],whenev:0,where:[0,1,2,3,4,5,6],whether:[],which:[0,1,2,3,4,6,7,8],white:6,whitegrid:6,who:0,whole:[4,6],whom:[],whose:[2,3,5,7,8],why:[0,2,3,4,5],wide:2,wider:[3,6],width:6,window:[1,2,3,4,5],within:[0,1,2,3,7,8],without:[0,1,2,3],won:3,wonder:[0,2],word:0,work:[0,2,3,4,5,6,7,8],workshop:[0,1,2,3,4,5,6,9,10],worri:0,would:[0,1,2,3,4,5,6],write:[1,2,3,7,8],writeto:4,written:[0,1,3],wrong:[0,3],wrote:[1,2,3,4],www:4,xlabel:[2,3,4,5,6],xlim:[2,3,5,6],xml:[0,2,4],xmln:4,xmlschema:4,xsi:4,xxx:4,xytext:6,y_flag:0,y_mean_psf_mag:0,y_mean_psf_mag_error:0,yadu:1,yarcmin:1,yarcsec:1,yau:1,yba:1,ybarn:1,ybeam:1,ybin:1,ybit:1,ybyte:1,ycd:1,ychan:1,ycount:1,yct:1,ydeg:1,ydyn:1,yerg:1,yev:1,ygal:1,yhz:1,yjy:1,ylabel:[2,3,4,5,6],ylim:[2,3,5,6],ylm:1,ylx:1,ylyr:1,ymag:1,ymin:1,ymol:1,yohm:1,you:[0,1,2,3,4,5,6,7,8,9,10],younger:[4,5],your:[0,1,2,3,4,5,6,7,8],yourself:[0,1,2,3,4,5,6],ypa:1,ypc:1,yph:1,yphoton:1,ypix:1,ypixel:1,yrad:1,yrdegdegma:0,yrma:[0,2],yrmasmaskm:[0,2],yry:1,ysr:1,yst:1,yvox:1,yvoxel:1,ywb:1,yyr:1,z_flag:0,z_mean_psf_mag:0,z_mean_psf_mag_error:0,zadu:1,zarcmin:1,zarcsec:1,zau:1,zba:1,zbarn:1,zbeam:1,zbin:1,zbit:1,zbyte:1,zcd:1,zchan:1,zcount:1,zct:1,zdeg:1,zdyn:1,zerg:1,zero:2,zev:1,zgal:1,zhz:1,zjy:1,zlm:1,zlx:1,zlyr:1,zmag:1,zmin:1,zmol:1,zohm:1,zone_id:0,zoom:2,zpa:1,zpc:1,zph:1,zphoton:1,zpix:1,zpixel:1,zrad:1,zry:1,zsr:1,zst:1,zvox:1,zvoxel:1,zwb:1,zyr:1},titles:["Chapter 1","Chapter 2","Chapter 3","Chapter 4","Chapter 5","Chapter 6","Chapter 7","Astronomical Data in Python","Astronomical Data in Python","The Notebook of Last Resort","Astronomical Data in Python"],titleterms:{That:6,The:9,adjust:6,annot:6,assembl:3,astronom:[7,8,10],asynchron:0,back:2,base:[2,5],best:[0,1,2,3,4,5,6],centerlin:2,chapter:[0,1,2,3,4,5,6],clean:0,column:[0,2],connect:0,coordin:1,csv:3,custom:6,data:[0,1,2,3,4,5,7,8,10],databas:0,datafram:[2,3],detail:[],draw:5,figur:6,filter:2,font:6,format:0,gaia:0,get:[1,4],instal:[1,2,3,4,5,6,8],instruct:8,introduct:[],join:4,languag:0,last:9,latex:6,left:6,lesson:[],librari:[1,2,3,4,5,6],lower:6,make:6,merg:5,miss:5,more:3,motion:[2,3],multipl:6,notebook:[8,9],one:3,oper:0,option:[],outlin:[0,1,2,3,4,5,6],panda:2,panel:6,photometri:[4,5],plot:[2,3,5,6],point:5,polygon:[1,5],practic:[0,1,2,3,4,5,6],prepar:4,prerequisit:[0,8],proper:[2,3],proport:6,python:[7,8,10],queri:[0,3],rcparam:6,rectangl:1,region:[1,3],reload:[2,3,4,5],resort:9,result:1,right:6,row:2,save:[1,2,3,5],scatter:2,select:[1,2,3,5],sheet:6,stori:6,style:6,subplot:6,summari:[0,1,2,3,4,5,6],tabl:[0,4],tell:6,time:3,transform:2,upload:4,upper:6,which:5,work:1,write:[0,4,5]}}) \ No newline at end of file +Search.setIndex({docnames:["01_query","02_coords","03_motion","04_select","05_join","06_photo","07_plot","README","index","last_resort","test_setup"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["01_query.ipynb","02_coords.ipynb","03_motion.ipynb","04_select.ipynb","05_join.ipynb","06_photo.ipynb","07_plot.ipynb","README.md","index.md","last_resort.ipynb","test_setup.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"000":[1,2,3],"000000e":2,"000831":5,"00347705":3,"0034770546523735":3,"0051":1,"00781":1,"0092247424630945":0,"0092427896695131561015612256418500423168":4,"009471":5,"016078":[3,5],"0160784008206476":3,"0173655836748":3,"020103160014030861015612386332668697600":4,"0203041897099641431015635614168640132864":4,"0211787423933783961015635850945892748672":4,"0212759940136962":0,"02127599401369620":0,"022652498590129771015612332147361443072":4,"0233280236600626":0,"0252932373534968981015612282738058264960":4,"0317837403475309051015612250375480101760":4,"031798":[3,5],"032476530099618431015612426744016802432":4,"0331645898811":0,"0343230288289910761015635535454774983040":4,"03521988":3,"035219883740934":3,"0360642408180257351015612331739340341760":4,"0365246268534030541015635598607974369792":4,"0366268278207166061015635737661835496576":4,"0388102681415775161015635674126383965568":4,"04016696":3,"040166963232815":3,"040191748305466981015612394926899159168":4,"042357158300018151015612241781249124608":4,"0436496516182":2,"044516":5,"0450000762939":4,"045188209150430151015635600532119713664":4,"047202554132500061015635497276810313600":4,"05037121":3,"050371212154984":3,"0512642120258362051015612296172717818624":4,"05240":[],"05242":[],"05243":[],"05244":[],"05245":[],"0536670358954670841015635860218726658176":4,"05443955111134051":0,"054439551111340510":0,"05456487172972":2,"05560":[],"0565747323689927":0,"05657473236899270":0,"058532837763820":0,"059607":2,"05981294804957":3,"05981295":3,"06138786534987":2,"06566578919313":2,"06900136127674149":0,"08333":1,"08333333":1,"086156535525720":0,"090544709622938":3,"09054471":3,"092339":[3,5],"09233926905897":3,"09631023":3,"096310230579248":3,"099625":2,"0x7f446b1e8bb0":3,"0x7f9222e9cb20":0,"0x7f922376e0a0":[],"0x7fb565288520":0,"100":[1,2,3],"1000":3,"1001":3,"1006":3,"102775":5,"10294642821734962":0,"103640":2,"1048576":[],"1049":[2,3],"105478836426514":3,"10547884":3,"106963983518598261":0,"110783":2,"113270239706202":0,"115":7,"118509434328643730":0,"126":3,"1266016679823622":0,"127":3,"13070799264892050":0,"13177563215973":2,"133391":[3,5],"134":1,"135":[1,3],"135d25m17":1,"13611254":1,"136112541397996":1,"137":[3,5],"137043174954120":0,"1375007629395":4,"138":[3,5],"139374":1,"140":1,"140340":[1,2],"141":[1,2,3],"141d36m09":1,"142":2,"1422630184554958":0,"14290850381608820":0,"14290850381608822":0,"143":[1,2],"144":2,"146":1,"146d16m31":1,"150":1,"151599884033214":4,"152":1,"152d49m00":1,"1576":1,"1601903242219o":0,"1601903357321o":[],"1603114980658o":1,"1603132746237o":3,"16083338":3,"160833381392624":3,"1612":[],"163":3,"165984":2,"1660452431882023":0,"166932":2,"172":3,"172931":5,"17473118":[5,6],"17473118279569888":5,"175":4,"17532366511560785":0,"17m":2,"182":3,"18339801317677":2,"196544":[3,5],"1965441084838":3,"19923146":3,"199231461993783":3,"1993":1,"19946557779138105":3,"199466":[3,5],"19d15m42":1,"2000":[0,4],"2001":4,"2010":2,"2013":0,"2016":[],"2019":[],"2035993780158853":0,"2041189982608354":0,"209568295785240":0,"21505376":[5,6],"2150537634408602":5,"216485":[3,5],"21648525150429":3,"218492":5,"223692":[3,5],"227920":2,"234399795532218":4,"24242734020255":3,"244439":2,"245599765990594":3,"24559977":3,"247329893833296":3,"247330":[3,5],"24797471":3,"247974712069263":3,"2492850691110850":0,"25084":2,"254529":2,"25452941346344":2,"255079498426542":0,"25734489623333540":2,"257345":2,"25d52m38":1,"26190982":1,"261909820533692":1,"263":[],"264":[],"266":1,"2674800612552977":0,"267623626829920":0,"26769745823267":2,"26847919":3,"268479190206636":3,"2717538145759051":3,"271754":[3,5],"27329749":[5,6],"27329749103942647":5,"2735991502653037":0,"27533313607782":1,"27533314":1,"2780935768316":2,"27d08m10":1,"282":[],"2873":5,"287300109863317":4,"291499":5,"297472":2,"2mass":[],"3000":0,"300956585724798":5,"30095659":[5,6],"3022057897812064":0,"303":3,"304":[],"304830296257144":1,"3048303":1,"30559858565638":3,"30641519":3,"306415190921692":3,"306747":2,"306901":[3,5],"30745551377348623":3,"307456":[3,5],"3076000213623":4,"3110309037199280":0,"314514":5,"31829694530366":0,"333000183105514":4,"3339996337891":4,"334000":5,"334407":5,"335041":5,"33554432":[],"337689":5,"34082545787549":3,"34082546":3,"346409":[3,5],"346409129876392":3,"3464446494840354":0,"34644464948403540":0,"3465790413276930":0,"34d18m17":1,"357536":5,"361362712556612":3,"361363":[3,5],"36286062483080":0,"3711441829917720":0,"3724":[4,5],"3733943917490343":0,"37339439174903430":0,"376256953641620":0,"3778523888981841":0,"379299163818417":4,"3804":5,"384899139404320":4,"3891":1,"3894019486060072":0,"3897849462365591":5,"38978495":[5,6],"390952370410666":0,"396k":4,"39818224846127004":0,"398182248461270040":0,"398623940157561":3,"4057468287575835392":1,"4057468321929794432":1,"4057468351995073024":1,"4057469661959554560":1,"4057469868125641984":1,"4057470039924301696":1,"4057470349160630656":1,"4057470520960672640":1,"4057470555320409600":1,"4057482027171038976":1,"406821174303780":0,"408554916570420":0,"414829591355289":0,"41554585481808":2,"4166017695258":2,"41683":1,"4198108491382455":3,"41981085":3,"42163944":1,"42163944306296":1,"422728":2,"42361471245557913":0,"423614712455579130":0,"423940229776128":3,"42394023":3,"42442296":3,"42442296194263":3,"425404":5,"4281005859375":4,"4301075268817204":5,"43010753":[5,6],"4361400589412060":0,"43911323550176806":0,"441400527954115":4,"443":[0,1,3,4,10],"44357135":3,"443571352854612":3,"44494195652069":3,"4457":5,"44677065513286795522015":0,"4467706551328679552270":0,"44677075477573274882015":0,"4467707547757327488269":0,"44677109150118026242015":0,"4467710915011802624269":0,"44677122550373000962015":0,"4467712255037300096270":0,"44677170997669445122015":0,"4467717099766944512270":0,"44677190582657812482015":0,"4467719058265781248270":0,"4467722326741572352270":0,"44677323554910877442015":0,"4467732355491087744270":0,"44677327720945730562015":0,"44677350011817617922015":0,"4467735001181761792270":0,"44677371014219166722015":0,"4467737101421916672270":0,"450599670410219":4,"45307359523051777282015":0,"45307363646185392642015":0,"45307383617937696002015":0,"45307409387744093442015":0,"45307433439514055682015":0,"45307468443413159682015":0,"45307512810560226562015":0,"45307526511350812162015":0,"45307550606271623682015":0,"45307635131191372802015":0,"45307684566150264322015":0,"4598362614808367":0,"4603095562147530":0,"470352406647465":0,"47260492416258":3,"474147574053124":0,"47611926":3,"476119260818695":3,"476168":2,"478099822998":4,"478100":5,"483019":2,"48301935991023":2,"4830193599102321":2,"486224":2,"490481778113859":3,"490482":[3,5],"491347561327420":0,"492309":5,"4937921513912002":0,"494400024414116":4,"496":5,"500":0,"503299713134813":4,"50951508623503":3,"509812721702093":0,"51108346614440":0,"515199661254919":4,"516838":2,"51683846838757662":2,"5174007415771":4,"517401":5,"517499923706116":4,"5177001953125":4,"5187065217173":3,"518707":[3,5],"52170713760118":5,"52170714":[5,6],"5223007202148":4,"522399902343816":4,"5233504963518460":0,"524288":[],"5269":0,"5270":0,"527126":[3,5],"527126084599517":3,"5281":0,"5337":1,"5376344086021505":5,"53763441":[5,6],"544584":2,"5481972":[5,6],"548197203826344":5,"557744":5,"5585239223461581":0,"559971827601260":0,"560608":[3,5],"5620173752896025":0,"5672536244872520":0,"56924278755102660":0,"576671731208250":0,"577394":2,"57739430926034":2,"584105":2,"58671691646745":3,"586717":[3,5],"58913564478618":2,"589136":2,"5902":5,"5926328820420083":3,"592633":[3,5],"594":1,"5942653":3,"594265302440828":3,"594569":5,"595792323153987":0,"6014268933659210":0,"60191317":[5,6],"601913171449596":5,"60264825":1,"60264825107333":1,"6092":5,"611722027231764":3,"61172203":3,"6117399163086398":0,"61173991630863980":0,"6122417812491246081297513437559955610":4,"61224178124912460820":4,"612250375480101760":4,"6122503754801017601297413464758974640":4,"61225037548010176015":4,"612256418500423168":4,"6122564185004231681299313490752973100":4,"61225641850042316820":4,"612282738058264960":4,"6122827380582649601297413404459335190":4,"61228273805826496022":4,"612288854091187712":4,"612296172717818624":4,"6122961727178186241296913380061687800":4,"61229617271781862417":4,"6123317393403417601301113412177938390":4,"61233173934034176021":4,"6123321473614430721301413414585387770":4,"61233214736144307221":4,"612386332668697600":4,"6123863326686976001303513545702197740":4,"61238633266869760019":4,"612394926899159168":4,"6123949268991591681305813551997517950":4,"61239492689915916816":4,"6124267440168024321305213468524656560":4,"61242674401680243217":4,"612428870024913152":4,"612429144902815104":4,"612485911486166656":4,"622":3,"6280002593994":4,"629":[],"630489":[3,5],"63048941944396":3,"635497276810313600":[4,5],"6354972768103136001308113804456319300":4,"63549727681031360019":4,"635518889086133376":4,"635535454774983040":[4,5],"6355354547749830401306313783776573690":4,"63553545477498304016":4,"635551706931167104":4,"635559124339440000":[3,4,5],"635580294233854464":4,"6355986079743697921303413920912795130":4,"63559860797436979216":4,"6356005321197136641304213922858936230":4,"63560053211971366420":4,"635614168640132864":4,"6356141686401328641305713959221401350":4,"63561416864013286416":4,"635674126383965568":[3,4,5],"6356741263839655681308313884284887200":4,"63567412638396556819":4,"6357376618354965761310013993335021360":4,"63573766183549657614":4,"635821843194387840":4,"6358509458927486721320113986549341470":4,"63585094589274867216":4,"635860218726658176":[3,4,5],"6358602187266581761309113851876713490":4,"63586021872665817617":4,"637987125186749568":2,"637987125186749568142":2,"638049655615392384":2,"638073505568978688":2,"638086386175786752":2,"6382230817672987":0,"638285195917112960":2,"64484588686904":2,"64528557468074":2,"645286":2,"6518001556396":4,"6581664892880896":0,"662702":2,"6630824372759856":5,"66308244":[5,6],"6662998199463":4,"669179465293931":0,"6691794652939310":0,"67307907024910":0,"674894125178565":3,"67489413":3,"6781005859375":4,"678101":5,"682147":5,"68874172":[5,6],"688741721854306":5,"6908739159247":2,"692":3,"702780":[3,5],"7034050179211468":5,"70340502":[5,6],"7077765320492870":0,"714023598831554":3,"7140236":3,"71891096":[5,6],"71891096394408":5,"723":[],"723655456335619":3,"72365546":3,"72480529715140":0,"726277659009568":0,"7262776590095680":0,"7295":3,"7341":5,"7342":5,"7343":5,"7344":5,"7345":5,"7346":[3,4,5],"7347140078529106":3,"73471401":3,"741800":[3,5],"7464117578883":3,"74641176":3,"748779":[3,5],"7487794924398758":3,"750":4,"7549581886719651":0,"75623260987968":3,"75623261":3,"756k":3,"757716":2,"75771616932985":2,"75912098":3,"759120984106968":3,"7702681295401":2,"770521900009566":3,"770522":[3,5],"77247179230470":0,"7741412301054209":0,"77414123010542090":0,"77696341662764":2,"779463":[3,5],"785300":5,"78587196":[5,6],"785871964679913":5,"791393":[3,5],"7913934419894347":3,"7920417800164183":0,"81671044675923":1,"81671045":1,"81762228999614":2,"8205551921782785":0,"82055519217827850":0,"8212003707886":4,"8237207945098111e":2,"823721":2,"828100204467817":4,"8288530465949819":5,"82885305":[5,6],"837752":5,"842874":[3,5],"84372158574957370":0,"857327":2,"85955659758691580":0,"864007":5,"864952855984358":0,"865699768066419":4,"871599197387719":4,"872092143634720":0,"873":3,"874312918885040":0,"8754":1,"87738722767213":1,"87738723":1,"88267277109107120":0,"88580702":3,"885807024935527":3,"8867339293525688":0,"887462805949271":0,"8888":7,"89470793235991240":0,"89470793235991242":0,"89551292869012":2,"897001":[3,5],"8978":5,"897800445556617":4,"902":1,"902869757174393":5,"90286976":[5,6],"9037072088489417":0,"9197224705139885":0,"921180886411620":0,"922888231734588":0,"9228882317345880":0,"923799514770516":4,"9238":5,"9242":5,"924200057983418":4,"9242670062090182":0,"926700592041":4,"927008559859825":0,"9328536286811":3,"9347319464589":2,"940":3,"941079":2,"941679":[3,5],"941679495793577":3,"941813":2,"941813096629439":2,"945956347594":2,"94628403":[5,6],"94628403237675":5,"950660":2,"95159272":3,"95159272432137":3,"951878058650085":3,"95187806":3,"95290654893304":5,"95290655":[5,6],"9612007141113":4,"967":3,"96809693073471":0,"969":3,"96k":4,"971":3,"9719742773203504":0,"97282480557786":2,"9743995666504":4,"9785380604519425":0,"9806225910160181":0,"98062259101601810":0,"9849004745483":4,"987786":2,"9923000335693":4,"999":[],"abstract":0,"boolean":[2,5],"break":[0,4],"byte":1,"case":[0,1,2,3,4,5,6,7],"class":[0,4],"default":[6,7],"final":[0,2,5,6,7,8],"float":[0,1],"function":[0,1,2,3,4,5,6,7,8],"import":[0,1,2,3,4,5,6,7,9,10],"int":[0,1,3,4,10],"long":4,"new":[0,3,5,6,7],"null":[0,5],"public":[0,6,7,8],"return":[0,1,2,3,5,7,8],"short":[0,4],"super":6,"switch":6,"transient":0,"true":[0,1,2,3,4,5,6,10],"try":[0,1,2,3,4,5,7],"while":[0,1,3],AND:[0,1,2,3],And:[0,1,2,3,4,5,6],Are:0,BUT:[],But:[0,1,2,3,4,5],FOR:[],For:[0,1,2,3,4,5,6,7],IDs:4,NOT:0,Not:6,One:[0,1,2,4],THE:[],That:[0,1,2,3,4,7,8,9],The:[0,1,2,3,4,5,6,7,8],Then:[1,2,3,4,5,6,7,8],There:[0,1,4,6],These:[0,2,5],USE:[],Use:[0,1,2,3,4,5,6,7,8,10],Using:[0,3,7,8],WITH:[],With:[0,2,3],__builtins__:1,__cached__:1,__doc__:1,__file__:1,__init__:1,__loader__:1,__name__:1,__package__:1,__path__:1,__spec__:1,_classic_test_patch:6,a_g_percentile_low:0,a_g_percentile_upp:0,a_g_val:0,aadu:1,aarcmin:1,aarcsec:1,aau:1,aba:1,abamper:1,abarn:1,abc:1,abcoulomb:1,abeam:1,abflux:1,abil:[0,2],abin:1,abit:1,abl:[0,1,2,3,4,5,6,7,9],abmag:1,about:[0,1,2,3,4,5,6,7,8],abov:6,abyt:1,access:[0,4,7,8],accord:4,accumul:0,accur:[0,5],acd:1,achan:1,acount:1,act:1,action:[],activ:7,actual:0,add:[0,1,2,3,5,6,7,8],add_enabled_equival:1,add_enabled_unit:1,add_patch:6,adding:[0,3,6],addit:[3,6,7],adeg:1,adjust:2,adql:[0,1,2,3,4,5,7,8],adrian:[0,1,2,3,4,5,6,7,8],adu:1,advantag:[0,5],adyn:1,aerg:1,aev:1,affect:6,after:[0,1,2,3,4,5,6],again:[0,1,2,3,4,5,6],against:4,agal:1,age:[4,5],agenc:0,agg:5,ahz:1,aji:1,alert:0,algorithm:4,align:[2,6],all:[0,1,2,3,4,5,6,7,10],allclos:1,allendownei:[2,3,4,5,6,7],allow:[0,2,3],allwise_best_neighbour:0,allwise_neighbourhood:0,allwise_original_valid:0,alm:1,almost:[0,4,5],along:[0,1,2,3,5,6],alpha:[2,3,4,5,6],alreadi:[1,2,5,7],also:[0,1,2,3,4,5,6,7,8],altern:[0,1,5,6],although:[2,3,6],altogeth:1,alwai:[0,1,2,4],alx:1,alyr:1,amag:1,american:[7,8],amin:1,amol:1,amount:3,amp:1,amper:1,ana:[0,1,2,3,4,5,6,7,8],anaconda3:1,anaconda:7,analysi:[0,1,2,3,4,5,6,7,8],angstrom:1,angular_dist:4,ani:[0,2,3,6,7,10],annot:[3,7,8],annum:1,anonym:[0,1],anoth:[1,2,4,5,6,7,8],answer:5,anyon:5,anyth:[3,7],anywai:0,aohm:1,apa:1,apart:0,apassdr9:0,apassdr9_best_neighbour:0,apassdr9_neighbourhood:0,apc:1,aph:1,aphoton:1,apix:1,apixel:1,apo:2,appar:[4,5],appeal:[6,7,8],appear:[0,1,4,5,6,7,8],append:4,appli:[2,6],applic:3,approxim:4,arad:1,arbitrari:2,archaeolog:0,archiv:1,arcmin:1,arcminut:1,arcsec:[1,4],arcsecond:1,area:[2,4,5,6],argument:[0,1,2,5,6],ari:1,aris:[],around:[2,3,4,5],arrai:[0,3,5,6],arrang:6,arrow:6,arrowprop:6,articl:0,arxiv:[],ascens:[0,1,2,3],asi:[],ask:[0,1,5,10],aspect:[5,6],aspx:[],asr:1,assembl:[0,1],assign:[0,4],associ:[0,1,2],assum:[0,7,8],ast:1,astro:[7,9],astrometr:0,astrometri:0,astrometric_chi2_:0,astrometric_excess_nois:0,astrometric_excess_noise_sig:0,astrometric_gof_:0,astrometric_matched_observ:0,astrometric_n_bad_obs_:0,astrometric_n_good_obs_:0,astrometric_n_obs_:0,astrometric_n_obs_ac:0,astrometric_params_solv:0,astrometric_primary_flag:0,astrometric_pseudo_colour:0,astrometric_pseudo_colour_error:0,astrometric_sigma5d_max:0,astrometric_weight_:0,astronom:0,astronometri:0,astronomi:[0,1,2,3,4,5,6,7,8],astronomical_unit:1,astronomicaldata:[1,2,3,4,5,6,7],astrophi:1,astropi:[0,1,2,3,4,5,7,8,10],astroqueri:[0,1,3,4,7,9,10],async_20201005090722:0,async_20201005090917:[],async_20201019094300:1,async_20201019143906:3,attempt:0,attent:6,attoamp:1,attoamper:1,attoannum:1,attoarcminut:1,attoarcsecond:1,attoastronomical_unit:1,attobarn:1,attobary:1,attobit:1,attobyt:1,attocandela:1,attocoulomb:1,attocount:1,attoda:1,attodai:1,attodalton:1,attodeby:1,attodegre:1,attodyn:1,attoelectronvolt:1,attofarad:1,attog:1,attogauss:1,attogram:1,attohenri:1,attohertz:1,attohour:1,attohr:1,attojanski:1,attojoul:1,attokays:1,attokelvin:1,attolightyear:1,attolit:1,attolumen:1,attolux:1,attomet:1,attominut:1,attomol:1,attonewton:1,attoohm:1,attoparsec:1,attopasc:1,attophoton:1,attopixel:1,attopois:1,attoradian:1,attorayleigh:1,attorydberg:1,attosecond:1,attosiemen:1,attosteradian:1,attostok:1,attotesla:1,attovolt:1,attovoxel:1,attowatt:1,attoweb:1,attoyear:1,attribut:[2,4],audienc:6,author:[5,6],automat:5,aux_allwise_agn_gdr2_cross_id:0,aux_iers_gdr2_cross_id:0,aux_qso_icrf2_match:0,aux_sso_orbit:0,aux_sso_orbit_residu:0,avail:[4,5,6,7],avoid:[2,3],avox:1,avoxel:1,awai:[0,2],awar:7,awb:1,awkward:2,axes:[2,5,6],axi:[1,2,5,6],axvlin:6,ayr:1,azale:[6,7,8],back:[0,1,3,4,5,6,7,8],background:[0,4,5,6],bad:[0,3,4],badli:2,band:[4,5],bar:1,barn:1,bary:1,base:[0,1,3,4,6,7,8],basi:[],basic:[0,7,8],beam:1,beam_angular_area:1,beaten:[0,1,2,3,4,5,6,7,8],becaus:[0,1,2,4,5,7],becker:[7,8],becom:3,becquerel:1,bednar:[],been:[0,4,5,6],befor:[0,1,2,3,4,5,6,7,9],begin:2,behav:1,behavior:6,being:0,belong:1,below:[2,6,7,8],benefit:5,best_neighbour_multipl:4,better:[3,6],between:[0,1,2,3,4,5],big:[0,1,2,3,4,6,7],bigger:[0,1,2,3,6,7,8],bin:1,binari:[2,3,4],binary_prefix:1,biot:1,bit:[0,1],black:[2,6],blue:2,bluer:5,bmh:6,bol:1,bonaca:[0,1,2,3,4,5,6,7,8],bonu:4,bool:[2,5],bostroem:[6,7,8],both:[0,2,4,5],bottom:[3,6],bound:[0,2,3],boundari:5,bp_g:0,bp_rp:[0,1,3,4],brace:0,bracket:[0,2,4],brett:[7,8],briefli:4,bright:[5,6],brighter:5,brightness_temperatur:1,broadband:[],browser:7,builtin_fram:1,button:[7,8,9],c_gd1:3,c_sky:3,cadu:1,calcul:2,calibr:[],call:[0,1,2,4,5,6],camera:[],can:[0,1,2,3,4,5,6,7,8,9],candela:1,candid:[2,4,5,6,7,8],candidate_df:[3,4,5,6],candidate_t:[3,4],cannot:0,capabl:2,capit:0,caption:6,carcmin:1,carcsec:1,care:0,carpentri:[7,8],catalog:[0,4],catalogu:0,cau:1,caus:[0,1,2],caveat:3,cba:1,cbarn:1,cbeam:1,cbin:1,cbit:1,cbyte:1,ccd:1,cchan:1,ccount:1,cct:1,cdeg:1,cdyn:1,celesti:1,cell:[0,2,3,4,5,6,7,9],celsiu:1,center:[1,2,3],centerlin:[3,6,7,8],centiamp:1,centiamper:1,centiannum:1,centiarcminut:1,centiarcsecond:1,centiastronomical_unit:1,centibarn:1,centibary:1,centibit:1,centibyt:1,centicandela:1,centicoulomb:1,centicount:1,centida:1,centidai:1,centidalton:1,centideby:1,centidegre:1,centidyn:1,centielectronvolt:1,centifarad:1,centig:1,centigauss:1,centigram:1,centihenri:1,centihertz:1,centihour:1,centihr:1,centijanski:1,centijoul:1,centikays:1,centikelvin:1,centilightyear:1,centilit:1,centilumen:1,centilux:1,centimet:1,centiminut:1,centimol:1,centinewton:1,centiohm:1,centiparsec:1,centipasc:1,centiphoton:1,centipixel:1,centipois:1,centiradian:1,centirayleigh:1,centirydberg:1,centisecond:1,centisiemen:1,centisteradian:1,centistok:1,centitesla:1,centivolt:1,centivoxel:1,centiwatt:1,centiweb:1,centiyear:1,cepheid:0,cerg:1,cev:1,cgal:1,cgs:1,challeng:[0,4],chamber:[],chan:1,chang:[0,2,4,5,6],character:[],charg:[],check:[1,2,3,4,5,6],choic:[0,2,6,7],choos:[0,2,4,5,6,7],chose:[2,5],chosen:6,chz:1,circ:1,circl:1,circular:[1,7,8],cjy:1,claim:[],classic:[6,7],claus:[0,3,4],clean:[2,5],clear:4,clearli:[2,3,4,6,7,8],click:[5,7,8],clm:1,clock:0,close:[5,6],clue:0,clump:0,cluster:[0,2,4,5],clx:1,clyr:1,cmag:1,cmin:1,cmol:1,code:[0,1,2,3,4,5,6,7,9,10],cohm:1,colab:[7,8,9],cold:0,collabor:[7,8],collect:[0,3],collis:0,colnam:[2,4,5],color:[0,2,4,5,6,7,8],colorblind10:6,colorblind:6,colspan:6,column:[1,3,4,5,6],com:[2,3,4,5,6,7],combin:[0,4,5,6,7,8],come:[0,1,6,8],comma:[1,3],command:[0,5,6,7],committe:[7,8],common:[0,1,3,4],commonli:0,commun:6,compar:[2,3,5],comparison:[0,2],compel:6,compellingli:[3,6],complet:[0,1,2,3,4,5,6],complex:[1,3],complic:7,compon:2,compos:[0,1,3,7,8],compositeunit:1,comprehens:6,compress:6,comput:[0,1,2,3,4,5,6],con:2,conda:[2,7],condit:3,cone:[1,4,7,8],configur:6,confirm:[0,2,3,4,7],conflict:7,confusingli:6,connect:[1,3,4,5,7,8,10],consid:6,consider:[],consist:[4,5,6],constant:2,construct:2,contain:[0,1,2,3,4,5,6,7,8],contains_point:5,content:[0,2],continu:[0,4,5,6],contract:[],contribut:[7,8],control:[2,5,6,7],conveni:[2,4,6],convent:[2,5],convert:[1,2,3,4,5,7,8],convex:3,convexhul:3,cookbook:0,coord:[1,3,5,6,10],coord_si:0,coordin:[0,2,3,5,6,7,8,10],coordind:6,coords2:5,coords2_df:5,coords_df:[5,6],copi:[],copyright:[],core:[0,1,2,3,4],corner:[1,2,3],corners_icr:[1,3],correct:[2,7],correspond:[2,3,4],cosmic:0,could:[0,2,3,4,5,6],coulomb:1,count:[0,1,4,5],cover:[0,2,3,7,8],cpa:1,cpc:1,cph:1,cphoton:1,cpix:1,cpixel:1,crad:1,creat:[0,1,2,3,4,5,6,7,10],criterion:3,critieria:4,cross:[0,2,4,5],cry:1,csr:1,cst:1,csv:[7,8],curat:[],curi:1,curiou:6,curli:0,current:[2,5,6],curriculum:[7,8],custom:[3,7,8],cut:10,cvox:1,cvoxel:1,cwb:1,cycl:1,cyr:1,dai:0,dalton:1,damag:[],dark:[0,6],dark_background:6,darkgrid:6,dash:6,data:6,databas:[2,3,4,5,7,8],datafram:[0,4,5,6,7,8],datalink_url:0,dataset:[0,1,2,4,5,7,8],datatyp:4,dau:1,dba:1,deal:5,debug:[0,1],deby:1,dec:[0,1,2,3,4,5],dec_error:0,dec_parallax_corr:0,dec_pmdec_corr:0,dec_pmra_corr:0,decibel:1,decibelunit:1,declin:[0,1,2,3],decmean:[],decstack:[],deep:6,def:[2,3,5,6],defin:[1,3,5,6],definit:4,deg:[0,1,2,3,6],degdegma:[0,2],degre:[0,1,2,3,4,5],delet:2,deliber:0,demonstr:[0,6,7,8],denomin:3,dens:2,densiti:2,depend:5,deriv:5,describ:4,descript:[0,1,2,3,4],design:[0,6],detail:[0,2,4,5,6],detect:[0,1,4],determin:[5,6],detrend:[],develop:[0,1,2,4,7,8],dex:1,dexunit:1,dgal:1,dhz:1,diagnost:0,diagram:[0,4,5,6,7,8],dialect:0,dict:6,dictionari:[0,7,8],did:[2,3,4],didn:[4,5],differ:[0,2,4,5,6,7],difficult:[1,3,4],difficulti:0,digit:4,dimens:6,dimensionless:1,dir:[1,2,3,4,5],direct:[0,1,2,3,6],directli:5,directori:[6,7],dirti:6,disappear:0,disast:1,disastr:1,discuss:[0,6],disk:[0,1],displai:[0,1,2,5,6],distanc:[0,2,3,4,5],distinguish:[2,4,5,6],distribut:7,diverg:7,divid:0,djy:1,document:[0,1,2,4,5,6],doe:[0,1,2,5,7,8],doesn:[0,5],dohm:1,domain:2,don:[0,1,2,3,5,6,7,10],done:[0,1,4,5,6],doubl:4,doubt:5,down:[0,1,4,7],downei:[1,2,3,4,5],download:[0,1,2,3,4,5,6,7,8,10],dpa:1,dr1:[],dr1_neighbourhood:0,draw:[2,6],drawback:[0,2,4],drew:5,drive:0,dry:1,dst:1,dtype:[0,1,2,3,4,5],dual:0,due:2,duplicated_sourc:0,dure:[2,10],dwarf:[0,4],e_bp_min_rp_percentile_low:0,e_bp_min_rp_percentile_upp:0,e_bp_min_rp_v:0,each:[0,2,3,4,5,6],eadu:1,earcmin:1,earcsec:1,earlier:0,easi:[2,4,5,6,7],easier:[0,5,6],eau:1,eba:1,ebarn:1,ebeam:1,ebin:1,ebit:1,ebyt:1,ecd:1,echan:1,ecl_lat:0,ecl_lon:0,ecount:1,ect:1,edeg:1,edu:[],edyn:1,eerg:1,eev:1,effect:[0,2,6,7,8],effici:3,egal:1,ehz:1,eib:1,eibit:1,eibyt:1,either:[0,2,3],eji:1,element:[2,3,5,6],elm:1,els:[3,5],elx:1,elyr:1,emag:1,emin:1,emol:1,enclos:3,encod:4,encount:10,end:[1,4,6],engin:6,enough:[0,4,6,7,8],ensur:5,entir:[0,4,6],entiti:5,entri:0,env:[1,7],environ:[5,7,8],eohm:1,epa:1,epc:1,eph:1,ephoton:1,epix:1,epixel:1,epoch:0,epoch_mean:0,epoch_photometry_url:0,equal:[0,4,5,6],erad:1,eri:1,erin:[7,8],error:[0,1,2,3,6,7,10],esa:[0,1,3,4,10],esac:[0,1,3,4,10],esavo:0,especi:2,esr:1,est:1,estim:[0,2],etc:[0,5],european:0,even:[0,4,5],event:[],eventu:0,everi:[0,2,4,5],everyth:[0,3,4,7,9],evox:1,evoxel:1,ewb:1,exactli:[5,6],exampl:[0,1,2,3,4,5,6,7,8],exce:2,except:[0,2],exclud:[0,4],exercis:[0,1,2,3,4,6],exist:[1,2,3,4,5,6,7],expect:[0,1,2,3,4,5,7,8],experi:[0,5],expertis:2,explain:[0,2,4],explicitli:[1,5],explor:[0,2,4,6,7,8],express:[2,6],exquisit:0,ext_phot_zero_point:0,extend:1,extens:2,extern:[0,4],extra:6,extract:2,eye:[2,5],eyr:1,facecolor:6,fact:5,fail:[0,10],fall:[1,2,3,4,5,7,8],fals:[2,5,6],familiar:[0,2,6,7,8],faq:0,far:[0,2,4,6],farad:1,farther:0,fast:[2,6],faster:[0,1,2],featur:[0,4,6],feedback:0,feel:0,few:[0,2,3,6],fewer:[0,5],field:4,fifth:4,figsiz:[5,6],figur:[0,1,2,3,4,5,7,8],file:[0,1,2,3,4,5,6,7,8],filenam:[1,2,3,4,5,6],filepath:5,fill:[3,6],filter:[3,5],find:[0,2,4,6,7],finish:[0,1,3,4],first:[0,1,2,3,4,5,6],fit:[1,2,3,4,5,7,8],five:[],fivethirtyeight:6,fix:2,flame_flag:0,flatten:3,flewel:[],float64:[0,1,2,3],focu:6,folder:7,follow:[0,2,3,4,5,6,7,8,9],fontsiz:6,forc:0,foreground:[0,4],forg:7,form:[1,2,4,7],format:[1,2,3,4,5,7,8],forthcom:0,fortun:4,found:[4,6],four:6,fourth:3,fraction:[0,3],fragil:0,frame:[1,2,3,4,5,7,8],frame_rotator_object_typ:0,franklin:1,free:[],from:[0,1,2,3,4,5,6,7,8,10],from_panda:[2,4],full:5,functionquant:1,functionunitbas:1,fund:[7,8],furnish:[],further:[4,5],futur:7,g_0:[5,6],g_flag:0,g_mean_psf_mag:[0,4,5,6],g_mean_psf_mag_error:0,g_rp:0,gadu:1,gaia:[1,2,3,4,5,6,7,8,10],gaia_astrometric_param:4,gaia_data:[2,3],gaia_sourc:[0,1,3],gaiadata:[2,3,10],gaiadr1:0,gaiadr2:[0,1,3,4],gaiadr2_geometric_dist:0,gal:1,gala:[1,2,3,7,8,9,10],galact:[0,2],galaxi:0,galex_ai:0,gap:6,garcmin:1,garcsec:1,gau:1,gauss:1,gba:1,gbarn:1,gbeam:1,gbin:1,gbit:1,gbyte:1,gca:[5,6],gcd:1,gchan:1,gcount:1,gct:1,gd1:[1,2,3,4,5],gd1_candid:[3,4,5,6],gd1_coord:2,gd1_datafram:[2,3,6],gd1_merg:[5,6],gd1_photo:[4,5],gd1_polygon:[5,6],gd1_result:[1,2],gd1koposov10:[1,2,3],gdeg:1,gdyn:1,gea:[0,1,3,4,10],geadata:[0,1,3,4,10],gener:[0,2,4,6],geometr:5,gerg:1,get:[0,2,3,5,6,7,9,10],get_configdir:6,get_qualified_nam:0,get_result:[0,1,3,4],get_skycoord:[2,3],gev:1,ggal:1,ggplot:6,ghz:1,gib:1,gibit:1,gibyt:1,gigapixel:[],ginput:5,github:[2,3,4,5,6],githubusercont:7,give:5,gjy:1,glm:1,globular:[0,4,5],glx:1,glyr:1,gmag:1,gmin:1,gmol:1,goal:[0,4,5],gohm:1,going:2,good:[0,1,2,5,6,7],googl:9,gorilla:0,got:3,gotcha:[0,4],gpa:1,gpc:1,gph:1,gphoton:1,gpix:1,gpixel:1,grad:1,grai:6,grant:[],grate:[2,7,8],grayscal:6,greater:0,green:[3,5],grid:6,gry:1,gsc23_best_neighbour:0,gsc23_neighbourhood:0,gsc23_original_valid:0,gsr:1,gst:1,guess:[0,2],guid:6,gvox:1,gvoxel:1,gwb:1,gyr:1,had:0,hand:[2,3,5],handbook:2,happen:[0,4,6],hard:[0,4],has:[0,1,2,3,4,5,6],have:[0,1,2,3,4,5,6,7,9],hawaii:[],hdf5:[2,3,4,5,6],head:[2,3,4,5],headlength:6,headwidth:6,heliocentr:1,help:[0,2,6],henc:2,henri:1,here:[0,1,2,3,4,5,6,7,8],herebi:[],hertz:1,hertzsprung:0,hierarch:2,high:2,higher:5,highli:0,highlight:[3,5],hint:[0,4],hipparco:0,hipparcos2_best_neighbour:0,hipparcos2_neighbourhood:0,hipparcos_newreduct:0,his:2,histogram:4,hogg:2,holder:[],home:[1,7],hope:4,host:[0,1,3,4,10],how:[0,1,2,3,4,5,6,7,8],howev:[0,2,3,4,5],http:[0,1,2,3,4,5,6,7,10],hubble_sc:0,hull:3,human:1,i_flag:0,i_mean_psf_mag:[0,4,5,6],i_mean_psf_mag_error:0,icr:[1,2,3,4,5,7,8],idea:[0,5],ideal:1,ident:[3,4],identifi:[0,1,2,3,4,5,6,7,8],ifa:[],ignor:2,igsl_sourc:0,igsl_source_catalog_id:0,imag:[],immedi:0,implement:2,impli:[],implic:0,improv:[3,6],in_colab:[5,9],inaccur:[0,2],includ:[0,1,2,4,5,6,7,8],inconsist:5,increment:[0,1,4],index:[2,3],indic:[0,2,3,4,5,6],individu:[2,6],info:[0,1,2,3,4],inform:[0,1,2,3,4,6,7,8],input:0,insid:[3,5,6],inspect:4,instal:[2,6,7,9],instanc:4,instead:0,institut:[7,8],instruct:7,int32:3,int64:[0,1,2,3,4],int64float64float64:4,int64float64float64float64float64:0,int64float64float64float64float64float64float64float64:[0,2],int64int64float64int32int16int16int16int64:4,integ:2,intend:6,interact:0,interest:[0,5],interfac:[0,2,5,6],interfer:7,intern:1,internet:10,interpret:5,introduc:5,introduct:[0,7,8],introductori:7,invert:[0,5],invert_yaxi:[5,6],invok:[0,1],involv:4,ipynb:7,irreducibleunit:1,isochron:[4,5],isol:0,iter:1,its:[0,1,4,6],itself:0,ivoa:4,jake:2,jan:[],janski:1,job1:[0,4],job2:[0,4],job3:0,job:[0,1,3,4,5],jobid:[0,1,3],join:[0,1,3,5,7,8],joul:1,journal:6,jupyt:[0,1,5,7,8],just:[3,4,5,7],kayser:1,keep:[0,2],kei:[0,2,4],kelvin:1,kept:0,kernel:7,key_column:0,keyword:[0,1,2,5,7,8],kib:1,kibit:1,kibyt:1,kind:[3,4],know:[0,1,2,4,7,8],knowledg:[0,7,8],known:6,koposov:2,kpc:[2,3],l_bol:1,l_sun:1,label:[2,6],languag:2,larg:[0,2,3],larger:[2,3],last:[0,3,5],later:[0,1,2],launch:[0,1,7],launch_job:[0,1],launch_job_async:[0,1,3,4],learn:[0,3,4,5,6],least:[0,3],leav:[0,5,6],led:0,left:[1,2,3,4,5],legibl:6,len:[1,2,3,4,5],length:[0,1,2,3,4,5],less:[0,1,2,3,4,5],lesser:5,lesson:[0,1,2,3,4,5,6,7],let:[0,1,2,3,4,5,6,7],letter:2,level:[0,5,7,8],liabil:[],liabl:[],lib:1,libopenbla:7,librari:[0,1,2,5,7,8,9,10],like:[0,1,2,3,4,5,6,7,8],limit:[0,1,2,3],line:[0,2,3,5,6,7],link:[7,8],linnean:0,linux:7,list:[0,1,2,3,4,5,6,7,8],liter:0,littl:[0,1,4,5,6],load:[0,2,3],load_tabl:0,loc:6,local:[1,2,4,5,7],localhost:7,locat:[1,2,6],logic:[0,2],logquant:1,logunit:1,longer:[0,1,4],longest:0,look:[0,2,3,4,5,6],loop:[0,1],lose:3,lost:3,lot:0,low:[0,2,4],lower:[2,5],lowercas:0,lsun:1,luck:7,lum_percentile_low:0,lum_percentile_upp:0,lum_val:0,luminos:[0,4],m_bol:1,m_e:1,m_earth:1,m_jup:1,m_jupit:1,m_p:1,m_sun:1,mac:[7,10],machin:7,made:[0,2,3,5,6],madu:1,mag:[4,5],magazin:0,magnier:[],magnitud:[1,4,5,6,7,8],magunit:1,main:[0,1,2,3,4,5,6,7,8],make:[0,1,2,3,4,5,7,8],make_datafram:3,manag:[1,3],mani:[0,1,2,4,5,6,7],manual:0,maraud:0,marcmin:1,marcsec:1,mark:5,marker:2,markers:[2,3,4,5,6],mas:[0,1,2,3,6],mask:[2,3,5],mass:0,mastweb:[],match:[0,4,5,6],matched_observ:0,materi:[7,8],math:6,mathemat:6,mathrm:[1,6],mathtext:6,matlab:[2,6],matplotlib:[2,3,4,5,6,7,10],matplotlibrc:6,matter:0,mau:1,max_parallax:0,mba:1,mbarn:1,mbeam:1,mbin:1,mbit:1,mbyte:1,mcd:1,mchan:1,mcount:1,mct:1,mdeg:1,mdyn:1,mean:[0,1,2,4,5,6],mean_varpi_factor_:0,meanobject:[],meant:0,mearth:1,measur:[0,1,2,7,8],medium:6,member:[0,7,8],memori:[0,2],mention:0,menu:7,merchant:[],merg:[1,6,7,8],messag:[0,6,7,10],meta2:0,meta:[0,4],metadata:[0,1,2,3],metal:[4,5],meter:[],method:[0,7,8],methodolog:6,mev:1,mgal:1,mhz:1,mib:1,mibit:1,mibyt:1,might:[0,1,2,3,4,5,6,7,10],milki:0,million:1,minim:[3,6],minut:1,mislead:0,misrepres:2,miss:[7,10],mitig:0,mjup:1,mjupit:1,mjy:1,mlm:1,mlx:1,mlyr:1,mmag:1,mmin:1,mmol:1,model:0,modern:6,modifi:[0,3],modul:[0,1,9],mohm:1,monitor:0,montez:[7,8],month:2,more:[0,1,2,4,5,6,7,8],morri:[7,8],most:[0,1,2,3,4,5,6,7],mostli:6,motion:[0,1,4,5,6,7,8],motiv:2,move:[3,4],mpa:1,mpc:1,mph:1,mphoton:1,mpix:1,mpixel:1,mpl:[5,6,10],mplstyle:6,mrad:1,mry:1,msr:1,mst:1,msun:1,mu_:6,much:[0,2,3,5],multi:2,multipl:[0,4,5,7,8],multipli:1,mute:6,mvox:1,mvoxel:1,mwb:1,myr:1,n_bad:[0,1,3],n_detect:0,name:[0,1,2,3,4,5],namedunit:1,nan:[3,5],natur:[0,2],nbviewer:[7,8],ndetect:[],nearbi:0,nearli:2,necessari:3,necessarili:[0,1,6,7,8],need:[0,1,2,3,4,5,6,7,8,9,10],neg:0,neighbor:4,neither:0,net:4,network:[0,4],newton:1,next:[1,2,3,4,5,7,8],nfrom:0,nice:4,non:[2,5],nonamespaceschemaloc:4,none:[0,1,3,5],noninfring:[],nor:0,normal:0,notabl:3,note:[0,2,4,6,10],notebook:[0,1,2,3,4,5,6,7,10],notebookapp:7,notic:[0,1,2,3,4,5,6],notnul:5,now:[0,1,2,3,4,5,6,7,9],nsource_id:0,nuisanc:0,num:0,number:[0,1,2,3,4,5,6],number_of_m:4,number_of_neighbor:4,number_of_neighbour:4,numpi:[3,5,6,7,10],nundetect:6,nwhere:0,obj_id:[0,4],obj_info_flag:0,obj_nam:0,object:[0,1,2,3,4,5,6,7,8],objectthin:[],objinfoflag:[],observ:[0,2],observatori:0,obtain:[],obviou:5,oct:[1,2,3,4,5],off:[0,1,2,3,4,5,6,7,8],often:[0,1],ohm:1,old:2,older:5,onc:[0,1,2],one:[0,1,2,4,5,6,7,8],ones:[0,3,6],onli:[0,1,2,3,4,5,6,7,8],onlin:0,only_nam:0,open:[7,10],oper:[2,3,4,5,7,8],opportun:4,oppos:[0,4],option:[0,1,2,3,5,6,7,9],orbit:[0,1],order:[0,1,3,4,6],org:4,orient:6,origin:[2,3,4,5,6,7,8],original_ext_source_id:4,other:[0,1,2,3,4,5,6,7,8],otherwis:[1,2,5],our:[0,1,2,3,4,5,7],out:[0,1,2,3,4,5,6],outerspac:[],output:[0,1,3],outsid:[0,1,2,3,4,5,6,7,8],over:4,overdens:[2,3,5],overlap:[2,6],overplot:2,overrid:6,overwrit:[1,4],overwritten:1,own:[6,7,8],owner:[0,1,3],packag:[1,2,6,7],padu:1,page:7,pair:[4,5],palett:6,pan:[0,3,4,5,6],panda:[0,3,4,5,6,7,8,10],panel:[2,3,7,8],panoram:0,panstarr:0,panstarrs1_best_neighbour:[0,4],panstarrs1_neighbourhood:0,panstarrs1_original_valid:[0,4],panstarrs1originalvalid:[],paper:[0,1,2,3,4,5,6,7,8],parallax:[0,1,2,3,5],parallax_error:[0,1,2,3,5],parallax_over_error:0,parallax_pmdec_corr:0,parallax_pmra_corr:0,paramet:[0,5,6,7,8],parcmin:1,parcsec:1,parenthes:2,pars:0,part:[0,1,2,3,4,5,6,7,8],particip:0,particular:[0,1,2,3],particularli:[0,6],pascal:1,pass:[1,3,5],past:[0,7,10],pastel:6,patch:[6,10],path:[0,1,2,3,4,5,6,7,8,10],pau:1,pba:1,pbarn:1,pbeam:1,pbin:1,pbit:1,pbyte:1,pcd:1,pchan:1,pcount:1,pct:1,pdeg:1,pdyn:1,peopl:[0,4,6,7,8],per:0,perform:[0,5,7,8],perg:1,perimet:3,permiss:[],permit:[],persist:0,person:[],pev:1,pgal:1,phase:[0,1,3],phi1:[1,2,3,4,5,6],phi1_mask:2,phi1_max:[1,3],phi1_min:[1,3],phi1_rect:[1,3],phi2:[1,2,3,4,5,6],phi2_max:[1,2,3],phi2_min:[1,2,3],phi2_rect:[1,3],phi_1:[1,6],phi_2:[1,6],phi_mask:2,phil:[7,8],phot_bp_mean_flux:0,phot_bp_mean_flux_error:0,phot_bp_mean_flux_over_error:0,phot_bp_mean_mag:0,phot_bp_n_ob:0,phot_bp_rp_excess_factor:0,phot_g_mean_flux:0,phot_g_mean_flux_error:0,phot_g_mean_flux_over_error:0,phot_g_mean_mag:0,phot_g_n_ob:0,phot_proc_mod:0,phot_rp_mean_flux:0,phot_rp_mean_flux_error:0,phot_rp_mean_flux_over_error:0,phot_rp_mean_mag:0,phot_rp_n_ob:0,phot_variable_flag:0,phot_variable_time_series_gfov:0,phot_variable_time_series_gfov_statistical_paramet:0,photo_df:5,photo_t:5,photometr:[],photometri:[0,3,6,7,8],physic:[0,1,7,8],phz:1,pib:1,pibit:1,pibyt:1,pick:[1,2,3,4],pictur:6,piec:4,pip:[2,7,9],pipelin:5,pixel:[],pjy:1,place:0,placehold:0,placement:6,plain:[3,4],plan:[4,7],plm:1,plot:[4,7,8],plot_cmd:[5,6],plot_first_select:6,plot_proper_mot:6,plot_second_select:6,plt:[2,3,4,5,6,10],plu:4,plx:1,plyr:1,pm1:[2,3,6],pm1_max:[2,3,6],pm1_min:[2,3,6],pm1_rect:[2,3,6],pm2:[2,3,6],pm2_max:[2,3,6],pm2_min:[2,3,6],pm2_rect:[2,3,6],pm_mask:2,pm_phi1:[2,3,5,6],pm_phi1_cosphi2:[2,3],pm_phi2:[2,3,5,6],pm_point_list:3,pm_vertic:3,pmag:1,pmdec:[0,1,2,3,5],pmdec_error:0,pmdec_poli:3,pmin:1,pmol:1,pmra:[0,1,2,3,5],pmra_error:0,pmra_pmdec_corr:0,pmra_poli:3,pohm:1,point:[0,1,2,3,7,8],point_bas:[1,3],point_list:[1,3],poli:6,polygon:[2,3,6,7,8,10],port:[0,1,3,4,10],portion:[],posit:[0,4,5,6],possibl:[0,1,3,4,6,7,8],post1:4,poster:6,potenti:0,power:5,ppa:1,ppc:1,pph:1,pphoton:1,ppix:1,ppixel:1,ppmxl_best_neighbour:0,ppmxl_neighbourhood:0,ppmxl_original_valid:0,practic:[7,8],prad:1,precis:[0,2],predefin:6,prefer:[0,3,6],prefix:6,prefixunit:1,prepar:[0,2,6,7,8],prerequisit:7,presenc:0,present:[0,3,4,6,7,8],preserv:1,press:[7,8,9],pretti:[2,3],previou:[0,1,2,3,4,5,6,7,8],previous:6,priam_flag:0,price:[0,1,2,3,4,5,6,7,8],primari:6,print:[0,1,2,3,4,5,6,7],prior:[0,2],pro:2,probabl:[0,5,9],problem:[0,2,3,4,5,6,7,10],process:[0,2,3,4,6],produc:[0,4,5],product:[],profession:6,program:[0,1],project:[2,6,7],prompt:7,prone:[0,1,7],proof:1,proper:[0,1,4,5,6,7,8],proper_mot:2,properti:[0,6],protocol:[0,4],provid:[0,1,2,3,4,5,6],pry:1,ps1:[],ps1casjob:[],psr:1,pst:1,pswww:[],publish:[],pull:3,purpos:[2,5],put:[2,6,7,8,10],pvox:1,pvoxel:1,pwb:1,pyia:[2,3,7,9,10],pyplot:[2,3,4,5,6,10],pyr:1,pytabl:[2,5],python3:1,python:[0,1,2],qhull:3,quadrant:5,qualiti:[0,6,7,8],quality_flag:0,quantiti:[0,1,7,8],quantityinfo:1,quantityinfobas:1,queri:[1,2,4,5,7,8],query1:[0,4],query2:[0,4],query3:0,query3_bas:0,query4:0,query4_bas:0,query_bas:[1,3],question:6,quick:6,quot:0,r_earth:1,r_flag:0,r_jup:1,r_jupit:1,r_mean_psf_mag:0,r_mean_psf_mag_error:0,r_sun:1,ra_dec_corr:0,ra_error:0,ra_parallax_corr:0,ra_pmdec_corr:0,ra_pmra_corr:0,radial:[0,1,2,3],radial_veloc:[0,1,2,3,5],radial_velocity_error:0,radiu:1,radius_percentile_low:0,radius_percentile_upp:0,radius_v:0,ramean:[],ran:2,random_index:0,rapid:0,rastack:[],rather:[2,4,5],ratio:[5,6],ravedr5_best_neighbour:0,ravedr5_com:0,ravedr5_dr5:0,ravedr5_gra:0,ravedr5_neighbourhood:0,ravedr5_on:0,raw:[2,3,4,5,6,7],rayleigh:1,read:[0,1,2,3,4,5,6,7,8],read_back_csv:3,read_back_df:2,read_csv:3,read_hdf:[2,3,4,5,6],readabl:1,reader:6,readi:[2,5,6],realli:[0,3,4],rearth:1,reason:[0,2,5],receiv:[],recent:[0,1,2,3,4,5,6,7,8],recogn:5,recommend:7,reconstruct:0,record:[4,5],rectangl:[2,3,6],rectangular:2,red:[4,5],reduc:0,ref_epoch:0,refer:[0,1,4],reflex:2,reflex_correct:[2,3],refresh:2,region:[2,5,6,7,8],rel:[0,2,3,6],relat:[1,2,3,4,5,6],relationship:4,releas:[0,1,2,3],reload:[1,6,7,8],rememb:[0,2,4],remind:3,remot:0,remov:0,remove_job:0,reorder:0,repeat:0,repetit:0,replac:[0,1,2],replic:[0,1,2,3,4,5,6,7,8],repositori:[2,6,7,8],repres:[0,1,2,5,6,7,8],represent:1,reproduc:[1,5],reproducibil:5,requir:[0,2,3,6],research:5,resist:0,resourc:4,respons:[0,7,8],rest:2,restrict:1,result:[0,2,3,4,5,6,7,8],results1:[0,4],results2:[0,4],results3:0,retriev:0,reveal:[0,1,2,3,4,5,6,7,8],revers:6,review:[3,6],rewind:0,rich:4,right:[0,1,2,3,4,5],rix:2,rjup:1,rjupit:1,rodolfo:[7,8],rosenfield:[7,8],roughli:2,round:[2,3,4,5],row:[0,1,3,4,5,6],rrlyra:0,rsun:1,run:[0,1,2,3,4,5,6,7,8,9,10],russel:0,ruw:0,rv_nb_transit:0,rv_template_fe_h:0,rv_template_logg:0,rv_template_teff:0,sai:0,same:[0,2,3,4,5,6,7],sampl:0,save:[6,7,8,9],saw:[1,3,4],scale:[0,5],scan:2,scar:0,scatterplot:2,schema:[0,4],scienc:[0,2],scientif:[0,1,5,6],scipi:[3,7],sdss_dr9_best_neighbour:0,sdss_dr9_neighbourhood:0,sdssdr13_photoprimari:0,sdssdr9_best_neighbour:0,sdssdr9_neighbourhood:0,sdssdr9_original_valid:0,seaborn:[6,7],search:[1,3,4,7,8],second:[0,1,2,3,4,5,6],section:[0,2,5,7],see:[0,1,2,3,4,5,6,7,8],seem:[0,2,5,6],seen:6,select:[0,4,6,7,8],selected_t:2,self:[0,4],sell:[],send:[0,7,8],sens:[2,3],sensit:0,separ:[1,3,6],sequenc:[4,5,6],seri:[1,2,3,4,5,6,7,8],serial:4,serv:7,server:[0,1,2,3,4,5,7,8,10],set:[1,2,3,4,5,6,7,8,10],setup:7,seventh:6,sever:[6,7,8],shade:[2,4,5,6],shall:[],shape:[1,2,3,6],shorten:2,should:[0,1,2,3,4,5,6,7,8,9],show:[0,2,3,4,5,6],shown:2,shrink:6,shut:[0,1,7],side:6,siemen:1,similar:[0,2,4,6],similarli:4,simpl:[0,1,2,6],simpler:7,simplest:4,simplif:5,sinc:[1,2,4,5,6],singl:[0,1,3,4,5,6,7,8],site:1,sixth:5,size:[1,2,3,4,5,6],skip:7,sky:[0,1,2,3,5,7,8],sky_coordin:2,skycoord:2,skymapperdr1_mast:0,slack:10,slightli:5,slow:[0,3],small:[0,2,3,6],smaller:[1,2,3,4,5],smallest:3,smart:4,societi:[7,8],softwar:2,solar:2,solarize_light2:6,solut:[0,2,3,4,6],solution_id:0,solv:5,some:[0,2,3,4,5,6,7,10],someon:[0,3,5],someth:[0,1,5],sometim:2,soon:8,sourc:[0,1,2,3,4,5],source_id:[0,1,2,3,4,5],source_id_2:4,source_idg_mean_psf_magi_mean_psf_mag:4,source_idoriginal_ext_source_idangular_distancenumber_of_neighboursnumber_of_matesbest_neighbour_multiplicitygaia_astrometric_paramssource_id_2:4,source_idradecpmrapmdecparallaxparallax_errorradial_veloc:[0,2],source_idref_epochradecparallax:0,space:[0,5,6],span:6,spatial:3,special:[0,5,7,8],specif:1,specifi:[0,1,2,4,5,7,8],specifictypequant:1,spectra:0,spheric:1,spirit:4,spot:2,spread:3,spur:6,sql:[0,1,2,5],ssdc:[],ssl:[0,1,3,4,10],sso_observ:0,sso_sourc:0,stack:[],stage:6,stand:[0,3,5,6],standard:[0,1,2,3],star:[0,1,2,3,4,5,6,7,8],starr:[0,3,4,5,6],starrs1:[],start:[0,1,2,3,4,6,7,8,9],statement:[0,7,10],stellar:0,step:[0,1,2,3,4,5,6,7,8],stflux:1,still:[1,3],stmag:1,stop:7,store:[0,1,2,3,4,5,7,8],str:3,straight:5,strang:2,stream:[0,1,2,3,4,5,6,7,8],stretch:[0,6],string:[0,1,2,3],stripe:2,structur:[0,2,4,6],stsci:[],sty:6,style:[0,2,3],subject:[],sublicens:[],submit:[0,1,4,7,8],submodul:0,subplot2grid:6,subplot:[7,8],subsampl:[],subset:[2,6],substanti:[1,2],success:2,successfulli:2,suffix:4,suggest:[0,4],suitabl:4,sum:[2,5],sun:1,superset:2,support:[7,8],suppos:0,sure:[0,3,4,5,6,7],surround:5,survei:[0,4],surviv:0,symbol:0,sync_20201005090721:0,sync_20201005090726:0,synchron:0,syntax:[0,6],sys:9,system:[0,1,2,6],systemat:[],tab:7,tabl:[1,2,3,5,6,7,8,10],tableau:6,tabledata:4,tadu:1,tag:4,take:[0,1,4,5,6,7,8],talk:[0,4,6],tap:[0,1,3,4,10],tap_config:0,tap_schema:0,tap_upload:4,tapexcept:0,taptabl:0,taptablemeta:0,tarcmin:1,tarcsec:1,task:5,tau:1,tba:1,tbarn:1,tbeam:1,tbin:1,tbit:1,tbyte:1,tcd:1,tchan:1,tcount:1,tct:1,tdeg:1,tdyn:1,technic:6,teff_percentile_low:0,teff_percentile_upp:0,teff_val:0,telescop:0,tell:5,telltal:0,temperatur:[0,4],temptat:0,tend:[3,4],terg:1,term:4,termin:7,tesla:1,test:[0,1,4,5,7],test_setup:7,tev:1,texliv:6,text:[3,4,6],tgal:1,tgas_sourc:0,than:[0,1,2,3,4,5,6],thei:[0,1,2,3,5,6,7],them:[0,1,2,3,5,6,7,8,10],theoret:[4,5],theorist:0,thi:[0,1,2,3,4,5,6,7,8,9,10],thing:[0,2,3,4,5,6],think:[0,2,4,5,6],third:[0,1,2,3],those:[2,3,7,8],three:[0,1,2,3,6],through:[1,7,8],thz:1,tib:1,tibit:1,tibyt:1,tick:6,tick_param:6,tidal:[0,2],tight_layout:6,time:[0,1,2,4,5,6],titl:6,tjy:1,tkagg:5,tlm:1,tlx:1,tlyr:1,tmag:1,tmass_best_neighbour:0,tmass_neighbourhood:0,tmass_original_valid:0,tmass_xsc:0,tmin:1,tmol:1,to_:2,to_csv:3,to_hdf:[2,3,5],to_numpi:[3,5,6],to_panda:[2,3,5],todo:[],togeth:6,tohm:1,too:[0,4],tool:[0,1,2,3,4,7,8],top:[0,1,3,4,5,6],topic:[0,6,7,8],torn:0,tort:[],tpa:1,tpc:1,tph:1,tphoton:1,tpix:1,tpixel:1,trad:1,transform:[3,4,5,7,8],transform_to:[1,2,3],translat:[3,4],transmit:4,transpar:2,transpos:[3,5,6],treat:5,tri:0,tricki:[4,5],trip:5,tripl:0,tsr:1,tst:1,tupl:6,turn:0,tutori:7,tvox:1,tvoxel:1,twb:1,tweak:6,twice:[2,7],two:[0,1,2,4,5,6,7],twocol:6,tycho2:0,tycho2_best_neighbour:0,tycho2_neighbourhood:0,type1cm:6,type:[0,1,2,3,4,5,9],typefac:6,typeset:6,tyr:1,ucac4_best_neighbour:0,ucac4_neighbourhood:0,ucac4_original_valid:0,ucd:4,under:7,undergradu:[0,7,8],understand:0,undetect:6,unexpect:0,uniqu:[0,1,2,3,4],unit:[0,1,2,3,5,7,8,10],unitbas:1,unitconversionerror:1,unitserror:1,unitswarn:1,unittypeerror:1,univers:[],unless:6,unlik:[0,2,4],unnam:3,unneed:3,unnus:6,unpreced:[0,6],unrecognizedunit:1,until:[1,2],updat:0,upload:[7,8],upload_resourc:4,upload_table_nam:4,upper:[0,2],uppercas:0,urat1_best_neighbour:0,urat1_neighbourhood:0,urat1_original_valid:0,url:[4,7],use:[0,1,2,3,4,5,6,7,8],used:[0,1,2,3,4,5,6],useful:[0,2,3,4],user:[0,1,5,7],usernam:7,uses:[0,1,2,3,4,5,6,7,8],usetex:6,using:[0,1,2,3,4,5,6,7],usual:[3,4],utf:4,util:[0,1,3,4],valid:5,valu:[0,1,2,3,4,5,6,7,8],value_count:4,vanderpla:2,vari_cepheid:0,vari_classifier_class_definit:0,vari_classifier_definit:0,vari_classifier_result:0,vari_long_period_vari:0,vari_rotation_modul:0,vari_rrlyra:0,vari_short_timescal:0,vari_time_series_statist:0,variabl:[0,1,2,4],variable_summari:0,varieti:[2,3],variou:[0,7,8],veloc:[0,1,2,3],veri:[0,2],verifi:5,versatil:2,version:[0,2,4,6,7],vertic:[3,6],vicin:[1,3,7,8],view:6,visibility_periods_us:0,visibl:4,visual:[0,7,8],vline:6,vocabulari:2,volt:1,vot:[0,1,3],votabl:4,wai:[0,1,2,4,6,7,8],want:[0,2,3,4,5,6,7,8,9],warn:4,warp:[],warranti:[],water:[],watt:1,weber:1,well:[0,2,6],were:[1,2,4],wget:[2,3,4,5,6,7,10],what:[0,2,3,4,5,6],whatev:7,whelan:[0,1,2,3,4,5,6,7,8],whelen:2,when:[0,1,2,3,4,5,6,7],whenev:0,where:[0,1,2,3,4,5,6,7],whether:[],which:[0,1,2,3,4,6,7,8],white:6,whitegrid:6,who:0,whole:[4,6],whom:[],whose:[2,3,5,7,8],why:[0,2,3,4,5],wide:2,wider:[3,6],width:6,window:[1,2,3,4,5,7],within:[0,1,2,3,7,8],without:[0,1,2,3],won:3,wonder:[0,2],word:0,work:[0,2,3,4,5,6,7,8],workshop:[0,7,9,10],worri:0,would:[0,1,2,3,4,5,6],write:[1,2,3,7,8],writeto:4,written:[0,1,3],wrong:[0,3],wrote:[1,2,3,4],www:4,xlabel:[2,3,4,5,6],xlim:[2,3,5,6],xml:[0,2,4],xmln:4,xmlschema:4,xsi:4,xxx:4,xytext:6,y_flag:0,y_mean_psf_mag:0,y_mean_psf_mag_error:0,yadu:1,yarcmin:1,yarcsec:1,yau:1,yba:1,ybarn:1,ybeam:1,ybin:1,ybit:1,ybyte:1,ycd:1,ychan:1,ycount:1,yct:1,ydeg:1,ydyn:1,yerg:1,yev:1,ygal:1,yhz:1,yjy:1,ylabel:[2,3,4,5,6],ylim:[2,3,5,6],ylm:1,ylx:1,ylyr:1,ymag:1,ymin:1,yml:7,ymol:1,yohm:1,you:[0,1,2,3,4,5,6,7,8,9,10],younger:[4,5],your:[0,4,5,6,7,8],yourself:[0,6],ypa:1,ypc:1,yph:1,yphoton:1,ypix:1,ypixel:1,yrad:1,yrdegdegma:0,yrma:[0,2],yrmasmaskm:[0,2],yry:1,ysr:1,yst:1,yvox:1,yvoxel:1,ywb:1,yyr:1,z_flag:0,z_mean_psf_mag:0,z_mean_psf_mag_error:0,zadu:1,zarcmin:1,zarcsec:1,zau:1,zba:1,zbarn:1,zbeam:1,zbin:1,zbit:1,zbyte:1,zcd:1,zchan:1,zcount:1,zct:1,zdeg:1,zdyn:1,zerg:1,zero:2,zev:1,zgal:1,zhz:1,zjy:1,zlm:1,zlx:1,zlyr:1,zmag:1,zmin:1,zmol:1,zohm:1,zone_id:0,zoom:2,zpa:1,zpc:1,zph:1,zphoton:1,zpix:1,zpixel:1,zrad:1,zry:1,zsr:1,zst:1,zvox:1,zvoxel:1,zwb:1,zyr:1},titles:["Chapter 1","Chapter 2","Chapter 3","Chapter 4","Chapter 5","Chapter 6","Chapter 7","Astronomical Data in Python","Astronomical Data in Python","The Notebook of Last Resort","Astronomical Data in Python"],titleterms:{That:6,The:9,adjust:6,annot:6,assembl:3,astronom:[7,8,10],asynchron:0,back:2,base:[2,5],best:[0,1,2,3,4,5,6],centerlin:2,chapter:[0,1,2,3,4,5,6],clean:0,column:[0,2],connect:0,coordin:1,csv:3,custom:6,data:[0,1,2,3,4,5,7,8,10],databas:0,datafram:[2,3],detail:[],draw:5,figur:6,filter:2,font:6,format:0,gaia:0,get:[1,4],instal:8,instruct:8,introduct:[],join:4,languag:0,last:9,latex:6,left:6,lesson:[],librari:[],lower:6,make:6,merg:5,miss:5,more:3,motion:[2,3],multipl:6,notebook:[8,9],one:3,oper:0,option:[],outlin:[0,1,2,3,4,5,6],panda:2,panel:6,photometri:[4,5],plot:[2,3,5,6],point:5,polygon:[1,5],practic:[0,1,2,3,4,5,6],prepar:4,prerequisit:[0,8],proper:[2,3],proport:6,python:[7,8,10],queri:[0,3],rcparam:6,rectangl:1,region:[1,3],reload:[2,3,4,5],resort:9,result:1,right:6,row:2,save:[1,2,3,5],scatter:2,select:[1,2,3,5],sheet:6,stori:6,style:6,subplot:6,summari:[0,1,2,3,4,5,6],tabl:[0,4],tell:6,time:3,transform:2,upload:4,upper:6,which:5,work:1,write:[0,4,5]}}) \ No newline at end of file