diff --git a/01_query.html b/01_query.html index 645405e..c454f1a 100644 --- a/01_query.html +++ b/01_query.html @@ -119,12 +119,12 @@
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • @@ -984,7 +984,7 @@ Results: None

    Exercise

    Read the documentation of this table and choose a column that looks interesting to you. Add the column name to the query and run it again. What are the units of the column you selected? What is its data type?

    -
    +
    # Solution
     
    @@ -1091,7 +1091,7 @@ The modified query should fail, but notice that you don’t get much useful debu
     
  • While you are debugging, use TOP to limit the number of rows in the result. That will make each test run faster, which reduces your development time.

  • Launching test queries synchronously might make them start faster, too.

  • -
    +
    # Solution
     
    diff --git a/02_coords.html b/02_coords.html
    index 3c9a764..42ef623 100644
    --- a/02_coords.html
    +++ b/02_coords.html
    @@ -119,12 +119,12 @@
      
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • @@ -1541,7 +1541,7 @@ Created TAP+ (v1.2.1) - Connection:

    When you are debugging queries like this, you can use TOP to limit the size of the results, but then you still don’t know how big the results will be.

    An alternative is to use COUNT, which asks for the number of rows that would be selected, but it does not return them.

    In the previous query, replace TOP 10 source_id with COUNT(source_id) and run the query again. How many stars has Gaia identified in the cone we searched?

    -
    +
    # Solution
     
    @@ -1671,7 +1671,7 @@ These are the coordinates shown in the figure from the paper, above.

  • Transform it to the ICRS frame.

  • Hint: Because ICRS is built into Astropy, you can specify it by name, icrs (as we did with galactic).

    -
    +
    # Solution
     
    diff --git a/03_motion.html b/03_motion.html
    index e992366..1d31b53 100644
    --- a/03_motion.html
    +++ b/03_motion.html
    @@ -119,12 +119,12 @@
      
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • diff --git a/04_select.html b/04_select.html index a68b6e6..5ca0417 100644 --- a/04_select.html +++ b/04_select.html @@ -57,7 +57,7 @@ - + @@ -119,12 +119,12 @@
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • @@ -352,7 +352,6 @@ We’ll also see how to write the results to a CSV file.

    import pandas as pd
     
     filename = 'gd1_data.hdf'
    -
     centerline_df = pd.read_hdf(filename, 'centerline_df')
     selected_df = pd.read_hdf(filename, 'selected_df')
     
    @@ -508,7 +507,7 @@ We’ll also see how to write the results to a CSV file.

    -
    <scipy.spatial.qhull.ConvexHull at 0x7f712e3b6dc0>
    +
    <scipy.spatial.qhull.ConvexHull at 0x7fd95de628b0>
     
    @@ -776,8 +775,8 @@ Using flatten
    # Solution
     
     query6 = query6_base.format(columns=columns, 
    -                          point_list=point_list,
    -                          pm_point_list=pm_point_list)
    +                            point_list=point_list,
    +                            pm_point_list=pm_point_list)
     print(query6)
     
    @@ -826,10 +825,10 @@ source_id int64 Unique source identifier (unique within a particular dec float64 deg Declination pmra float64 mas / yr Proper motion in right ascension direction pmdec float64 mas / yr Proper motion in declination direction -Jobid: 1615824245107O +Jobid: 1615933496807O Phase: COMPLETED Owner: None -Output file: async_20210315120405.vot +Output file: async_20210316182456.vot Results: None
    @@ -850,6 +849,50 @@ Results: None

    We call the results candidate_table because it contains stars that are good candidates for GD-1.

    +

    For the next lesson, we’ll need point_list and pm_point_list again, so we should save them in a file. +There are several ways we could do that, but since we are already storing data in an HDF file, let’s do the same with these variables.

    +

    We’ve seen how to save a DataFrame in an HDF file. +We can do the same thing with a Pandas Series. +To make one, we’ll start with a dictionary:

    +
    +
    +
    d = dict(point_list=point_list, pm_point_list=pm_point_list)
    +d
    +
    +
    +
    +
    +
    {'point_list': '135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862',
    + 'pm_point_list': ' -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176'}
    +
    +
    +
    +
    +

    And use it to initialize a Series.

    +
    +
    +
    point_series = pd.Series(d)
    +point_series
    +
    +
    +
    +
    +
    point_list       135.306, 8.39862, 126.51, 13.4449, 163.017, 54...
    +pm_point_list     -4.05037121,-14.75623261, -3.41981085,-14.723...
    +dtype: object
    +
    +
    +
    +
    +

    Now we can save it in the usual way.

    +
    +
    +
    filename = 'gd1_data.hdf'
    +point_series.to_hdf(filename, 'point_series')
    +
    +
    +
    +
    @@ -867,7 +910,7 @@ Results: None
    -_images/04_select_62_0.png +_images/04_select_67_0.png

    Here we can see why it was useful to transform these coordinates. In ICRS, it is more difficult to identity the stars near the centerline of GD-1.

    @@ -927,7 +970,7 @@ Here’s the code we used to transform the coordinates and make a Pandas
    -_images/04_select_68_0.png +_images/04_select_73_0.png

    We’re starting to see GD-1 more clearly. @@ -985,7 +1028,7 @@ We can compare this figure with this panel from Figure 1 from the original paper

  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • @@ -267,6 +267,11 @@ Adding the best neighbor table +
  • +
  • + + Adding the Pan-STARRS table + @@ -329,7 +334,7 @@
    -

    Joining Tables

    +

    5. Joining Tables

    This is the fifth in a series of notebooks related to astronomy data.

    As a continuing example, we will replicate part of the analysis in a recent paper, “Off the beaten path: Gaia reveals GD-1 stars outside of the main stream” by Adrian M. Price-Whelan and Ana Bonaca.

    Picking up where we left off, the next step in the analysis is to select candidate stars based on photometry data. @@ -380,16 +385,38 @@ We use this variable to select stars with .

    -
    meta = Gaia.load_table('gaiadr2.panstarrs1_best_neighbour')
    -print(meta)
    +
    from astroquery.gaia import Gaia
    +
    +meta = Gaia.load_table('gaiadr2.panstarrs1_best_neighbour')
     
    -
    Retrieving table 'gaiadr2.panstarrs1_best_neighbour'
    +
    Created TAP+ (v1.2.1) - Connection:
    +	Host: gea.esac.esa.int
    +	Use HTTPS: True
    +	Port: 443
    +	SSL Port: 443
    +Created TAP+ (v1.2.1) - Connection:
    +	Host: geadata.esac.esa.int
    +	Use HTTPS: True
    +	Port: 443
    +	SSL Port: 443
    +Retrieving table 'gaiadr2.panstarrs1_best_neighbour'
     Parsing table 'gaiadr2.panstarrs1_best_neighbour'...
     Done.
    -TAP Table name: gaiadr2.gaiadr2.panstarrs1_best_neighbour
    +
    +
    +
    +
    +
    +
    +
    print(meta)
    +
    +
    +
    +
    +
    TAP Table name: gaiadr2.gaiadr2.panstarrs1_best_neighbour
     Description: Pan-STARRS1 BestNeighbour table lists each matched Gaia object with its
     best neighbour in the external catalogue.
     There are 1 327 157 objects in the filtered version of Pan-STARRS1 used
    @@ -442,9 +469,7 @@ gaia_astrometric_params
     
    -
    from astroquery.gaia import Gaia
    -
    -job = Gaia.launch_job_async(query=query)
    +
    job = Gaia.launch_job_async(query=query)
     
    @@ -463,7 +488,7 @@ gaia_astrometric_params
    Table length=5 - +
    @@ -480,7 +505,6 @@ gaia_astrometric_params
    meta = Gaia.load_table('gaiadr2.panstarrs1_original_valid')
    -print(meta)
     
    @@ -488,7 +512,18 @@ gaia_astrometric_params
    Retrieving table 'gaiadr2.panstarrs1_original_valid'
     Parsing table 'gaiadr2.panstarrs1_original_valid'...
     Done.
    -TAP Table name: gaiadr2.gaiadr2.panstarrs1_original_valid
    +
    +
    +
    + +
    +
    +
    print(meta)
    +
    +
    +
    +
    +
    TAP Table name: gaiadr2.gaiadr2.panstarrs1_original_valid
     Description: The Panoramic Survey Telescope and Rapid Response System (Pan-STARRS) is
     a system for wide-field astronomical imaging developed and operated by
     the Institute for Astronomy at the University of Hawaii. Pan-STARRS1
    @@ -638,7 +673,7 @@ quality_flag
     
    Table length=5 -
    source_idnumber_of_neighboursnumber_of_matesoriginal_ext_source_id
    int64int32int16int64
    67459389724334807041069742925668851205
    +
    @@ -700,16 +735,20 @@ As a starting place, let’s go all the way back to the cone search from Lesson
    -
    Table length=5 -
    obj_idg_mean_psf_magi_mean_psf_mag
    mag
    int64float64float64
    - - - - - - - - +
    Table length=10 +
    source_idradecpmrapmdec
    degdegmas / yrmas / yr
    int64float64float64float64float64
    332277396505606553688.781780201833757.3349365305831410.2980633722108194-2.5057036964736907
    332277375889915712088.832270571445857.325577341429926----
    332277406813427110488.82060921880337.353158142762173-1.1065462654445488-1.5260889445858044
    332277393069632051288.808433392903487.3348531622999282.6074384482375215-0.9292104395445717
    332277437737442572888.868061081822657.3712877312759393.9555477866915383-3.8676624830902435
    + + + + + + + + + + + +
    source_id
    int64
    3322773965056065536
    3322773758899157120
    3322774068134271104
    3322773930696320512
    3322774377374425728
    3322773724537891456
    3322773724537891328
    3322773930696321792
    3322773724537890944
    3322773930696322176

    Now we can start adding features. @@ -770,7 +809,7 @@ WHERE 1=CONTAINS(

    Table length=594 - +
    @@ -826,7 +865,7 @@ The join operation requires two clauses:

    USING(source_id)
     
    -

    Now that there’s more than one table involved, we can’t use simple column names any more; we have to use qualified column names. +

    Now that there’s more than one table involved, we can’t use simple column names any more; we have to use qualified column names. In other words, we have to specify which table each column is in. Here’s the complete query, including the columns we want from the Gaia and best neighbor tables.

    @@ -848,7 +887,7 @@ Here’s the complete query, including the columns we want from the Gaia and bes
    SELECT 
    -gaia.source_id, gaia.ra, gaia.dec, gaia.pmra, gaia.pmdec
    +gaia.source_id, gaia.ra, gaia.dec, gaia.pmra, gaia.pmdec, best.best_neighbour_multiplicity, best.number_of_mates
     FROM gaiadr2.gaia_source AS gaia
     JOIN gaiadr2.panstarrs1_best_neighbour AS best
       ON gaia.source_id = best.source_id
    @@ -880,30 +919,30 @@ WHERE 1=CONTAINS(
     
    Table length=490 -
    source_idradecpmrapmdec
    degdegmas / yrmas / yr
    int64float64float64float64float64
    - - - - - - - - - - - - - - - - - - - - - - - +
    source_idradecpmrapmdec
    degdegmas / yrmas / yr
    int64float64float64float64float64
    332277396505606553688.781780201833757.3349365305831410.2980633722108194-2.5057036964736907
    332277406813427110488.82060921880337.353158142762173-1.1065462654445488-1.5260889445858044
    332277393069632051288.808433392903487.3348531622999282.6074384482375215-0.9292104395445717
    332277437737442572888.868061081822657.3712877312759393.9555477866915383-3.8676624830902435
    332277372453789145688.813086028134347.3248857449205951.34995462741039-33.078133430952086
    332277372453789132888.815703292087437.32230197723248551.93899884989518450.3110526931576576
    332277393069632179288.80507367703317.3323714722065832.2640148344763111.0772755505138008
    332277372453789094488.812416515405337.327864052479726-0.36003627434304625-6.393939291541333
    332277393069632217688.801286825748247.334292036448643----
    ...............
    332296235950148108888.850377229082717.4021627170535842.058216493648542-2.249255322558584
    332296239386122854488.821082349761557.4044425496203-0.916760881643629-1.1113319053861441
    332295583115125491288.746203477995087.3427286191458550.1559833902071379-1.750598455959734
    332296211898335603288.761096377229497.380564308268047----
    332296352773258598488.788137017048237.4566968897595241.1363354614104264-2.46251296961979
    332296177538596902488.797232158623697.3597565529065352.121021366548921-6.605711792572964
    332296208462531251288.782867563138687.384598632215225-0.093507178109964871.3495903680571226
    332296293932269260888.732893578186797.407688975612043-0.110029347835697041.002126813991455
    332296345901311180888.803489318428457.4386999012048710.800833828337078-3.3780655466364626
    332296201590414387288.747408222716437.387057037713974-0.72011785332501120.5565841272341593
    + + + + + + + + + + + + + + + + + + + + + + +
    source_idradecpmrapmdecbest_neighbour_multiplicitynumber_of_mates
    degdegmas / yrmas / yr
    int64float64float64float64float64int16int16
    332277396505606553688.781780201833757.3349365305831410.2980633722108194-2.505703696473690710
    332277406813427110488.82060921880337.353158142762173-1.1065462654445488-1.526088944585804410
    332277393069632051288.808433392903487.3348531622999282.6074384482375215-0.929210439544571710
    332277437737442572888.868061081822657.3712877312759393.9555477866915383-3.867662483090243510
    332277372453789145688.813086028134347.3248857449205951.34995462741039-33.07813343095208610
    332277372453789132888.815703292087437.32230197723248551.93899884989518450.311052693157657610
    332277393069632179288.80507367703317.3323714722065832.2640148344763111.077275550513800810
    332277372453789094488.812416515405337.327864052479726-0.36003627434304625-6.39393929154133310
    332277393069632217688.801286825748247.334292036448643----10
    .....................
    332296235950148108888.850377229082717.4021627170535842.058216493648542-2.24925532255858410
    332296239386122854488.821082349761557.4044425496203-0.916760881643629-1.111331905386144110
    332295583115125491288.746203477995087.3427286191458550.1559833902071379-1.75059845595973410
    332296211898335603288.761096377229497.380564308268047----10
    332296352773258598488.788137017048237.4566968897595241.1363354614104264-2.4625129696197910
    332296177538596902488.797232158623697.3597565529065352.121021366548921-6.60571179257296410
    332296208462531251288.782867563138687.384598632215225-0.093507178109964871.349590368057122610
    332296293932269260888.732893578186797.407688975612043-0.110029347835697041.00212681399145510
    332296345901311180888.803489318428457.4386999012048710.800833828337078-3.378065546636462610
    332296201590414387288.747408222716437.387057037713974-0.72011785332501120.556584127234159310

    Notice that this result has fewer rows than the previous result. @@ -911,12 +950,15 @@ That’s because there are sources in the Gaia table with no corresponding sourc

    By default, the result of the join only includes rows where the same source_id appears in both tables. This default is called an “inner” join because the results include only the intersection of the two tables. You can read about the other kinds of join here.

    +
    +
    +

    Adding the Pan-STARRS table

    Exercise

    Now we’re ready to bring in the Pan-STARRS table. Starting with the previous query, add a second JOIN clause that joins with gaiadr2.panstarrs1_original_valid, gives it the abbreviated name ps, and matches original_ext_source_id from the best neighbor table with obj_id from the Pan-STARRS table.

    Add g_mean_psf_mag and i_mean_psf_mag to the column list, and run the query. The result should contain 490 rows and 9 columns.

    -
    +
    # Solution
     
    @@ -935,7 +977,7 @@ The result should contain 490 rows and 9 columns.

    -
    +
    # Solution
     
    @@ -947,8 +989,8 @@ The result should contain 490 rows and 9 columns.

    'best.best_neighbour_multiplicity', 'best.number_of_mates', 'ps.g_mean_psf_mag', - 'ps.i_mean_psf_mag', - ] + 'ps.i_mean_psf_mag'] + columns = ', '.join(column_list) query = query_base.format(columns=columns) @@ -971,7 +1013,7 @@ WHERE 1=CONTAINS(
    -
    +
    # Solution
     
    @@ -985,7 +1027,7 @@ WHERE 1=CONTAINS(
     
    -
    +
    # Solution
     
    @@ -996,7 +1038,7 @@ WHERE 1=CONTAINS(
     
    Table length=490 - +
    @@ -1026,25 +1068,70 @@ WHERE 1=CONTAINS(

    Selecting by coordinates and proper motion

    -

    Now let’s bring in the WHERE clause from the previous notebook, which selects sources based on parallax, bp_rp, sky coordinates, and proper motion. -Rather than rewrite the code we use to generate the query, we can start with a copy of the complete query:

    +

    Now let’s bring in the WHERE clause from the previous lesson, which selects sources based on parallax, BP-RP color, sky coordinates, and proper motion.

    +

    Here’s query6_base from the previous lesson.

    -
    query6 = """
    -SELECT 
    -source_id, ra, dec, pmra, pmdec
    +
    query6_base = """SELECT 
    +{columns}
     FROM gaiadr2.gaia_source
     WHERE parallax < 1
       AND bp_rp BETWEEN -0.75 AND 2 
       AND 1 = CONTAINS(POINT(ra, dec), 
    -                   POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))
    +                   POLYGON({point_list}))
       AND 1 = CONTAINS(POINT(pmra, pmdec),
    -                   POLYGON( -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176))
    +                   POLYGON({pm_point_list}))
     """
     
    +

    Let’s reload the Pandas Series that contains point_list and pm_point_list.

    +
    +
    +
    import pandas as pd
    +
    +filename = 'gd1_data.hdf'
    +point_series = pd.read_hdf(filename, 'point_series')
    +point_series
    +
    +
    +
    +
    +
    point_list       135.306, 8.39862, 126.51, 13.4449, 163.017, 54...
    +pm_point_list     -4.05037121,-14.75623261, -3.41981085,-14.723...
    +dtype: object
    +
    +
    +
    +
    +

    Now we can assemble the query.

    +
    +
    +
    columns = 'source_id, ra, dec, pmra, pmdec'
    +
    +query6 = query6_base.format(columns=columns,
    +                            point_list=point_series['point_list'],
    +                            pm_point_list=point_series['pm_point_list'])
    +
    +print(query6)
    +
    +
    +
    +
    +
    SELECT 
    +source_id, ra, dec, pmra, pmdec
    +FROM gaiadr2.gaia_source
    +WHERE parallax < 1
    +  AND bp_rp BETWEEN -0.75 AND 2 
    +  AND 1 = CONTAINS(POINT(ra, dec), 
    +                   POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))
    +  AND 1 = CONTAINS(POINT(pmra, pmdec),
    +                   POLYGON( -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176))
    +
    +
    +
    +

    Again, let’s run it to make sure we are starting with a working query.

    @@ -1067,7 +1154,7 @@ Rather than rewrite the code we use to generate the query, we can start with a c
    Table length=7345 -
    source_idradecpmrapmdecbest_neighbour_multiplicitynumber_of_matesg_mean_psf_magi_mean_psf_mag
    degdegmas / yrmas / yrmag
    int64float64float64float64float64int16int16float64float64
    +
    @@ -1096,10 +1183,10 @@ Rather than rewrite the code we use to generate the query, we can start with a c

    Exercise

    Create a new query base called query7_base that combines the WHERE clauses from the previous query with the JOIN clauses for the best neighbor and Pan-STARRS tables. -Format the query base using the columns from the previous query, and call the result query7.

    +Format the query base using the column names in column_list, and call the result query7.

    Hint: Make sure you use qualified column names everywhere!

    Run your query and download the results. The table you get should have 3725 rows and 9 columns.

    -
    +
    # Solution
     
    @@ -1114,19 +1201,23 @@ Format the query base using the WHERE parallax < 1
       AND bp_rp BETWEEN -0.75 AND 2 
       AND 1 = CONTAINS(POINT(gaia.ra, gaia.dec), 
    -                   POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))
    +                   POLYGON({point_list}))
       AND 1 = CONTAINS(POINT(gaia.pmra, gaia.pmdec),
    -                   POLYGON( -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176))
    +                   POLYGON({pm_point_list}))
     """
     
    -
    +
    # Solution
     
    -query7 = query7_base.format(columns=columns)
    +columns = ', '.join(column_list)
    +
    +query7 = query7_base.format(columns=columns,
    +                            point_list=point_series['point_list'],
    +                            pm_point_list=point_series['pm_point_list'])
     print(query7)
     
    @@ -1149,7 +1240,7 @@ WHERE parallax < 1
    -
    +
    # Solution
     
    @@ -1163,7 +1254,7 @@ WHERE parallax < 1
     
    -
    +
    # Solution
     
    @@ -1174,7 +1265,7 @@ WHERE parallax < 1
     
    Table length=3725 -
    source_idradecpmrapmdec
    degdegmas / yrmas / yr
    int64float64float64float64float64
    +
    @@ -1294,6 +1385,7 @@ dtype: float64

    Transforming coordinates

    +

    Here’s the function we’ve used to transform the results from ICRS to GD-1 coordinates.

    import astropy.units as u
    @@ -1330,6 +1422,7 @@ dtype: float64
     
    +

    Now can transform the result from the last query.

    candidate_df = make_dataframe(results)
    @@ -1337,9 +1430,12 @@ dtype: float64
     
    +

    And see how it looks.

    -
    x = candidate_df['phi1']
    +
    import matplotlib.pyplot as plt
    +
    +x = candidate_df['phi1']
     y = candidate_df['phi2']
     plt.plot(x, y, 'ko', markersize=0.5, alpha=0.5)
     
    @@ -1349,14 +1445,15 @@ dtype: float64
     
    -_images/05_join_70_0.png +_images/05_join_78_0.png
    +

    The result is similar to what we saw in the previous lesson, except that have fewer stars now, because we did not find photometry data for all of the candidate sources.

    Saving the DataFrame

    -

    Let’s save this DataFrame so we can pick up where we left off without running this query again.

    -

    The HDF file should already exist, so we’ll add candidate_df to it.

    +

    Let’s save this DataFrame so we can pick up where we left off without running this query again. +The HDF file should already exist, so we’ll add candidate_df to it.

    filename = 'gd1_data.hdf'
    @@ -1377,16 +1474,22 @@ dtype: float64
     
    -
    2.575897216796875
    +
    5.574869155883789
     
    +
    +

    Summary

    +

    In this notebook, we used database JOIN operations to select photometry data for the stars we’ve identified as candidates to be in GD-1.

    +

    In the next notebook, we’ll use this data for a second round of selection, identifying stars that have photometry data consistent with GD-1.

    +

    But before you go on, you might be interested in another file format, CSV.

    +

    CSV

    -

    Pandas can write a variety of other formats, which you can read about here.

    -

    We won’t cover all of them, but one other important one is CSV, which stands for “comma-separated values”.

    +

    Pandas can write a variety of other formats, which you can read about here. +We won’t cover all of them, but one other important one is CSV, which stands for “comma-separated values”.

    CSV is a plain-text format that can be read and written by pretty much any tool that works with data. In that sense, it is the “least common denominator” of data formats.

    However, it has an important limitation: some information about the data gets lost in translation, notably the data types. If you read a CSV file from someone else, you might need some additional information to make sure you are getting it right.

    Also, CSV files tend to be big, and slow to read and write.

    @@ -1406,7 +1509,7 @@ dtype: float64
    -
    1.238297462463379
    +
    0.7606849670410156
     
    @@ -1430,11 +1533,11 @@ dtype: float64
    -
    ,source_id,ra,dec,pmra,pmdec,phi1,phi2,pm_phi1,pm_phi2
    +
    ,source_id,ra,dec,pmra,pmdec,best_neighbour_multiplicity,number_of_mates,g_mean_psf_mag,i_mean_psf_mag,phi1,phi2,pm_phi1,pm_phi2
     
    -0,635559124339440000,137.58671691646745,19.1965441084838,-3.770521900009566,-12.490481778113859,-59.63048941944402,-1.2164852515042963,-7.361362712597496,-0.592632882064492
    +0,635860218726658176,138.5187065217173,19.09233926905897,-5.941679495793577,-11.346409129876392,1,0,17.8978004455566,17.5174007415771,-59.247329893833296,-2.016078400820631,-7.527126084640531,1.7487794924176672
     
    -1,635860218726658176,138.5187065217173,19.09233926905897,-5.941679495793577,-11.346409129876392,-59.247329893833296,-2.016078400820631,-7.527126084640531,1.7487794924176672
    +1,635674126383965568,138.8428741026386,19.031798198627634,-3.8970011609340207,-12.702779525389634,1,0,19.2873001098633,17.6781005859375,-59.13339098769217,-2.306900745179831,-7.560607655557415,-0.7417999555980248
     
    @@ -1479,6 +1582,10 @@ dtype: float64
    + + + + @@ -1488,40 +1595,52 @@ dtype: float64 - - - - - - - - - - - - + + + + - + + + + + + + + + + + + + + + + + + + + +
    source_idradecpmrapmdecbest_neighbour_multiplicitynumber_of_matesg_mean_psf_magi_mean_psf_mag
    degdegmas / yrmas / yrmag
    int64float64float64float64float64int16int16float64float64
    dec pmra pmdecbest_neighbour_multiplicitynumber_of_matesg_mean_psf_magi_mean_psf_mag phi1 phi2 pm_phi1
    0635559124339440000137.58671719.196544-3.770522-12.490482-59.630489-1.216485-7.361363-0.592633
    1 635860218726658176 138.518707 19.092339 -5.941679 -11.3464091017.897817.517401 -59.247330 -2.016078 -7.527126 1.748779
    21 635674126383965568 138.842874 19.031798 -3.897001 -12.7027801019.287317.678101 -59.133391 -2.306901 -7.560608 -0.741800
    2635535454774983040137.83775218.864007-4.335041-14.4923091016.923816.478100-59.785300-1.594569-9.357536-1.218492
    @@ -1557,6 +1676,10 @@ dtype: float64 dec pmra pmdec + best_neighbour_multiplicity + number_of_mates + g_mean_psf_mag + i_mean_psf_mag phi1 phi2 pm_phi1 @@ -1567,55 +1690,62 @@ dtype: float64 0 0 - 635559124339440000 - 137.586717 - 19.196544 - -3.770522 - -12.490482 - -59.630489 - -1.216485 - -7.361363 - -0.592633 - - - 1 - 1 635860218726658176 138.518707 19.092339 -5.941679 -11.346409 + 1 + 0 + 17.8978 + 17.517401 -59.247330 -2.016078 -7.527126 1.748779 - 2 - 2 + 1 + 1 635674126383965568 138.842874 19.031798 -3.897001 -12.702780 + 1 + 0 + 19.2873 + 17.678101 -59.133391 -2.306901 -7.560608 -0.741800 + + 2 + 2 + 635535454774983040 + 137.837752 + 18.864007 + -4.335041 + -14.492309 + 1 + 0 + 16.9238 + 16.478100 + -59.785300 + -1.594569 + -9.357536 + -1.218492 +

    Notice that the index in candidate_df has become an unnamed column in read_back_csv. The Pandas functions for writing and reading CSV files provide options to avoid that problem, but this is an example of the kind of thing that can go wrong with CSV files.

    -
    -

    Summary

    -

    In this notebook, we used database JOIN operations to select photometry data for the stars we’ve identified as candidates to be in GD-1.

    -

    In the next notebook, we’ll use this data for a second round of selection, identifying stars that have photometry data consistent with GD-1.

    -
    -
    -

    Best practice

    +
    +

    Best practices

    • Use JOIN operations to combine data from multiple tables in a databased, using some kind of identifier to match up records from one table with records from another.

    • This is another example of a practice we saw in the previous notebook, moving the computation to the data.

    • @@ -1654,7 +1784,7 @@ dtype: float64
    -
    +
    # Solution
     
    @@ -1011,7 +1011,7 @@ dtype: float64
     

    Exercise

    Optional Challenge: Do both joins in one query.

    There’s an example here you could start with.

    -
    +
    # Solution
     
    diff --git a/06_photo.html b/06_photo.html
    index beec5a3..47b01dc 100644
    --- a/06_photo.html
    +++ b/06_photo.html
    @@ -5,7 +5,7 @@
       
         
         
    -    Photometry — Astronomical Data in Python
    +    6. Photometry — Astronomical Data in Python
         
       
     
    @@ -58,7 +58,7 @@
         
         
         
    -    
    +    
     
         
         
    @@ -119,12 +119,12 @@
      
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • @@ -273,16 +273,6 @@ Save the polygon
  • -
  • - - Reloading the data - -
  • -
  • - - Merging photometry data - -
  • Selecting based on photometry @@ -315,7 +305,7 @@
    -

    Photometry

    +

    6. Photometry

    This is the sixth in a series of notebooks related to astronomy data.

    As a continuing example, we will replicate part of the analysis in a recent paper, “Off the beaten path: Gaia reveals GD-1 stars outside of the main stream” by Adrian M. Price-Whelan and Ana Bonaca.

    In the previous lesson we downloaded photometry data from Pan-STARRS, which is available from the same server we’ve been using to get Gaia data.

    @@ -330,7 +320,6 @@ The following figure from the paper is a color-magnitude diagram showing the sta
    1. We’ll reload the data from the previous notebook and make a color-magnitude diagram.

    2. We’ll use an isochrone computed by MIST to specify a polygonal region in the color-magnitude diagram and select the stars inside it.

    3. -
    4. Then we’ll merge the photometry data with the list of candidate stars, storing the result in a Pandas DataFrame.

    After completing this lesson, you should be able to

      @@ -346,7 +335,7 @@ The following figure from the paper is a color-magnitude diagram showing the sta
      import os
       from wget import download
       
      -filename = 'gd1_photo.fits'
      +filename = 'gd1_data.hdf'
       filepath = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'
       
       if not os.path.exists(filename):
      @@ -355,12 +344,11 @@ The following figure from the paper is a color-magnitude diagram showing the sta
       
    -

    Now we can read the data back into an Astropy Table.

    -
    from astropy.table import Table
    +
    import pandas as pd
     
    -photo_table = Table.read(filename)
    +candidate_df = pd.read_hdf(filename, 'candidate_df')
     
    @@ -415,12 +403,12 @@ The input can be an Astropy Here’s what the results look like.

    -
    plot_cmd(photo_table)
    +
    plot_cmd(candidate_df)
     
    -_images/06_photo_14_0.png +_images/06_photo_13_0.png

    Our figure does not look exactly like the one in the paper because we are working with a smaller region of the sky, so we don’t have as many stars. But we can see an overdense region in the lower left that contains stars with the photometry we expect for GD-1.

    @@ -629,13 +617,13 @@ The input can be an Astropy Now we can plot it on the color-magnitude diagram like this.

    -
    plot_cmd(photo_table)
    +
    plot_cmd(candidate_df)
     plt.plot(color_g_i, mag_g);
     
    -_images/06_photo_44_0.png +_images/06_photo_43_0.png

    The theoretical isochrone passes through the overdense region where we expect to find stars in GD-1.

    @@ -710,7 +698,6 @@ The input can be an Astropy
    filename = 'gd1_isochrone.hdf5'
    -
     iso_df.to_hdf(filename, 'iso_df')
     
    @@ -798,13 +785,13 @@ The input can be an Astropy Here’s what the isochrone looks like on the color-magnitude diagram.

    -
    plot_cmd(photo_table)
    +
    plot_cmd(candidate_df)
     plt.plot(iso_df['color_g_i'], iso_df['mag_g']);
     
    -_images/06_photo_54_0.png +_images/06_photo_53_0.png

    In the bottom half of the figure, the isochrone passes through the overdense region where the stars are likely to belong to GD-1.

    @@ -912,7 +899,7 @@ The input can be an Astropy Here’s what these boundaries look like:

    -
    plot_cmd(photo_table)
    +
    plot_cmd(candidate_df)
     
     plt.plot(left_color, g, label='left color')
     plt.plot(right_color, g, label='right color')
    @@ -922,7 +909,7 @@ The input can be an Astropy 
     
    -_images/06_photo_64_0.png +_images/06_photo_63_0.png
    @@ -982,13 +969,13 @@ The input can be an Astropy Here’s what the loop looks like.

    -
    plot_cmd(photo_table)
    +
    plot_cmd(candidate_df)
     plt.plot(color_loop, mag_loop);
     
    -_images/06_photo_72_0.png +_images/06_photo_71_0.png

    To make a Polygon, it will be convenient to put color_loop and mag_loop into a DataFrame:

    @@ -997,9 +984,62 @@ The input can be an Astropy
    loop_df = pd.DataFrame()
     loop_df['color_loop'] = color_loop
     loop_df['mag_loop'] = mag_loop
    +loop_df.head()
     
    +
    +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    color_loopmag_loop
    00.63217121.411746
    10.61023821.322466
    20.58844921.233380
    30.56692421.144427
    40.54546121.054549
    +

    Now we can pass loop_df to Polygon:

    @@ -1012,7 +1052,7 @@ The input can be an Astropy
    -
    <matplotlib.patches.Polygon at 0x7fe98cd29400>
    +
    <matplotlib.patches.Polygon at 0x7fd8a96084f0>
     
    @@ -1053,255 +1093,23 @@ So it is important to record the polygon as part of the data analysis pipeline.<

    Here’s how we can save it in an HDF file.

    -
    filename = 'gd1_polygon.hdf5'
    +
    filename = 'gd1_data.hdf'
     loop_df.to_hdf(filename, 'loop_df')
     
    -
    -

    Reloading the data

    -

    Now we need to combine the photometry data with the list of candidate stars we identified in a previous notebook. The following cell downloads it:

    -
    -
    -
    import os
    -from wget import download
    -
    -filename = 'gd1_candidates.hdf5'
    -filepath = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'
    -
    -if not os.path.exists(filename):
    -    print(download(filepath+filename))
    -
    -
    -
    -
    -
    -
    -
    import pandas as pd
    -
    -candidate_df = pd.read_hdf(filename, 'candidate_df')
    -
    -
    -
    -
    -

    candidate_df is the Pandas DataFrame that contains the results from Lesson 4, which selects stars likely to be in GD-1 based on proper motion. It also includes position and proper motion transformed to the ICRS frame.

    -
    -
    -

    Merging photometry data

    -

    Before we select stars based on photometry data, we have to solve two problems:

    -
      -
    1. We only have Pan-STARRS data for some stars in candidate_df.

    2. -
    3. Even for the stars where we have Pan-STARRS data in photo_table, some photometry data is missing.

    4. -
    -

    We will solve these problems in two step:

    -
      -
    1. We’ll merge the data from candidate_df and photo_table into a single Pandas DataFrame.

    2. -
    3. We’ll use Pandas functions to deal with missing data.

    4. -
    -

    candidate_df is already a DataFrame, but results is an Astropy Table. Let’s convert it to Pandas:

    -
    -
    -
    photo_df = photo_table.to_pandas()
    -
    -for colname in photo_df.columns:
    -    print(colname)
    -
    -
    -
    -
    -
    source_id
    -g_mean_psf_mag
    -i_mean_psf_mag
    -
    -
    -
    -
    -

    Now we want to combine candidate_df and photo_df into a single table, using source_id to match up the rows.

    -

    You might recognize this task; it’s the same as the JOIN operation in ADQL/SQL.

    -

    Pandas provides a function called merge that does what we want. Here’s how we use it.

    -
    -
    -
    merged = pd.merge(candidate_df, 
    -                  photo_df, 
    -                  on='source_id')
    -merged.head()
    -
    -
    -
    -
    -
    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    source_idradecpmrapmdecparallaxradial_velocityphi1phi2pm_phi1pm_phi2g_mean_psf_magi_mean_psf_mag
    0635860218726658176138.51870719.092339-5.941679-11.3464090.307456NaN-59.247330-2.016078-7.5271261.74877917.897817.517401
    1635674126383965568138.84287419.031798-3.897001-12.7027800.779463NaN-59.133391-2.306901-7.560608-0.74180019.287317.678101
    2635535454774983040137.83775218.864007-4.335041-14.4923090.314514NaN-59.785300-1.594569-9.357536-1.21849216.923816.478100
    3635497276810313600138.04451619.009471-7.172931-12.2914990.425404NaN-59.557744-1.682147-9.0008312.33440719.924218.334000
    4635614168640132864139.59219718.807956-3.309603-13.7089050.583382NaN-58.938113-3.024192-8.062762-1.86908216.151614.666300
    -
    -
    -

    The first argument is the “left” table, the second argument is the “right” table, and the keyword argument on='source_id' specifies a column to use to match up the rows.

    -

    The result is a DataFrame that contains the same number of rows as photo_df.

    -
    -
    -
    len(candidate_df), len(photo_df), len(merged)
    -
    -
    -
    -
    -
    (7346, 3724, 3724)
    -
    -
    -
    -
    -

    And it contains all columns from both tables.

    -
    -
    -
    for colname in merged.columns:
    -    print(colname)
    -
    -
    -
    -
    -
    source_id
    -ra
    -dec
    -pmra
    -pmdec
    -parallax
    -radial_velocity
    -phi1
    -phi2
    -pm_phi1
    -pm_phi2
    -g_mean_psf_mag
    -i_mean_psf_mag
    -
    -
    -
    -
    -

    Detail You might notice that Pandas also provides a function called join; it does almost the same thing, but the interface is slightly different. We think merge is a little easier to use, so that’s what we chose. It’s also more consistent with JOIN in SQL, so if you learn how to use pd.merge, you are also learning how to use SQL JOIN.

    -

    Also, someone might ask why we have to use Pandas to do this join; why didn’t we do it in ADQL. The answer is that we could have done that, but since we already have the data we need, we should probably do the computation locally rather than make another round trip to the Gaia server.

    -

    Selecting based on photometry

    -

    Now let’s see how many of these points are inside the polygon we chose.

    -

    We’ll put color and magnitude data from merged into a new DataFrame:

    +

    Now let’s see how many of the candidate stars are inside the polygon we chose. +We’ll put color and magnitude data from candidate_df into a new DataFrame:

    points = pd.DataFrame()
     
    -points['color'] = merged['g_mean_psf_mag'] - merged['i_mean_psf_mag']
    -points['mag'] = merged['g_mean_psf_mag']
    +points['color'] = candidate_df['g_mean_psf_mag'] - candidate_df['i_mean_psf_mag']
    +points['mag'] = candidate_df['g_mean_psf_mag']
     
     points.head()
     
    @@ -1390,8 +1198,7 @@ i_mean_psf_mag

    Now we can use inside as a mask to select stars that fall inside the polygon.

    -
    selected2 = merged[inside]
    -points2 = points[inside]
    +
    winner_df = candidate_df[inside]
     
    @@ -1399,16 +1206,18 @@ i_mean_psf_mag

    Let’s make a color-magnitude plot one more time, highlighting the selected stars with green markers.

    -
    plot_cmd(photo_table)
    +
    plot_cmd(candidate_df)
     plt.plot(color_g_i, mag_g)
     plt.plot(color_loop, mag_loop)
     
    -plt.plot(points2['color'], points2['mag'], 'g.');
    +x = winner_df['g_mean_psf_mag'] - winner_df['i_mean_psf_mag']
    +y = winner_df['g_mean_psf_mag']
    +plt.plot(x, y, 'go', markersize=0.5, alpha=0.5);
     
    -_images/06_photo_106_0.png +_images/06_photo_92_0.png

    It looks like the selected stars are, in fact, inside the polygon, which means they have photometry data consistent with GD-1.

    @@ -1417,9 +1226,8 @@ i_mean_psf_mag
    plt.figure(figsize=(10,2.5))
     
    -x = selected2['phi1']
    -y = selected2['phi2']
    -
    +x = winner_df['phi1']
    +y = winner_df['phi2']
     plt.plot(x, y, 'ko', markersize=0.7, alpha=0.9)
     
     plt.xlabel('ra (degree GD1)')
    @@ -1430,7 +1238,7 @@ i_mean_psf_mag
     
    -_images/06_photo_108_0.png +_images/06_photo_94_0.png

    This example includes two new Matplotlib commands:

    @@ -1442,54 +1250,42 @@ i_mean_psf_mag

    Write the data

    -

    Finally, let’s write the merged DataFrame to a file.

    +

    Finally, let’s write the selected stars to a file.

    -
    filename = 'gd1_merged.hdf5'
    -
    -merged.to_hdf(filename, 'merged')
    -selected2.to_hdf(filename, 'selected2')
    +
    filename = 'gd1_data.hdf'
    +winner_df.to_hdf(filename, 'winner_df')
     
    -
    !ls -lh gd1_merged.hdf5
    +
    from os.path import getsize
    +
    +MB = 1024 * 1024
    +getsize(filename) / MB
     
    -
    -rw-rw-r-- 1 downey downey 1.1M Dec 29 11:51 gd1_merged.hdf5
    +
    2.512819290161133
     
    -

    If you are using Windows, ls might not work; in that case, try:

    -
    !dir gd1_merged.hdf5
    -
    -

    Summary

    -

    In this lesson, we worked with three datasets:

    -
      -
    • The list of candidate stars from Gaia,

    • -
    • The photometry data from Pan-STARRS, and

    • -
    • An isochrone computed by MIST.

    • -
    -

    We drew a color-magnitude diagram and used it to identify stars we think are likely to be in GD-1.

    -

    We used the isochrone to define a polygon that includes those stars.

    -

    Then we used a Pandas merge operation to combine Gaia and Pan-STARRS data into a single DataFrame.

    -

    Plotting the results, we have a clear picture of GD-1, similar to Figure 1 in the original paper.

    +

    In this lesson, we used photometry data from Pan-STARRS to draw a color-magnitude diagram. +We used an isochrone to define a polygon and select stars we think are likely to be in GD-1. Plotting the results, we have a clearer picture of GD-1, similar to Figure 1 in the original paper.

    Best practices

    • Matplotlib provides operations for working with points, polygons, and other geometric entities, so it’s not just for making figures.

    • -
    • If you want to perform something like a database JOIN operation with data that is in a Pandas DataFrame, you can use the join or merge function. In many cases, merge is easier to use because the arguments are more like SQL.

    • Use Matplotlib options to control the size and aspect ratio of figures to make them easier to interpret. In this example, we scaled the axes so the size of a degree is equal along both axes.

    • -
    • Be sure to record every element of the data analysis pipeline that would be needed to replicate the results.

    • +
    • Record every element of the data analysis pipeline that would be needed to replicate the results.

    @@ -1522,7 +1318,7 @@ i_mean_psf_mag diff --git a/07_plot.html b/07_plot.html index 2b3fa77..de27110 100644 --- a/07_plot.html +++ b/07_plot.html @@ -57,7 +57,7 @@ - + @@ -118,12 +118,12 @@
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • @@ -404,7 +404,7 @@
  • In the design of this figure, can you identify 1-2 choices the authors made that you think are effective? Think about big-picture elements, like the number of panels and how they are arranged, as well as details like the choice of typeface.

  • Can you identify 1-2 elements that could be improved, or that you might have done differently?

  • -
    +
    # Solution
     
    @@ -450,7 +450,7 @@
     
    import os
     from wget import download
     
    -filename = 'gd1_merged.hdf5'
    +filename = 'gd1_data.hdf'
     path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'
     
     if not os.path.exists(filename):
    @@ -463,7 +463,7 @@
     
    import pandas as pd
     
    -selected2 = pd.read_hdf(filename, 'selected2')
    +winner_df = pd.read_hdf(filename, 'winner_df')
     
    @@ -491,7 +491,7 @@
    plt.figure(figsize=(10,2.5))
    -plot_second_selection(selected2)
    +plot_second_selection(winner_df)
     
    @@ -702,6 +702,15 @@

    You might have to install a package that contains the fonts LaTeX needs. On some systems, the packages texlive-latex-extra or cm-super might be what you need. See here for more help with this.

    In case you are curious, cm stands for Computer Modern, the font LaTeX uses to typeset math.

    +

    Before we go on, let’s put things back where we found them.

    +
    +
    +
    plt.rcParams['text.usetex'] = False
    +plt.style.use('default')
    +
    +
    +
    +

    Multiple panels

    @@ -720,21 +729,7 @@

    To make the panel in the upper right, we have to reload centerline_df.

    -
    import os
    -
    -filename = 'gd1_dataframe.hdf5'
    -path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'
    -
    -if not os.path.exists(filename):
    -    print(download(path+filename))
    -
    -
    -
    -
    -
    -
    -
    import pandas as pd
    -
    +
    filename = 'gd1_data.hdf'
     centerline_df = pd.read_hdf(filename, 'centerline_df')
     
    @@ -802,10 +797,7 @@

    Here’s what the new version of the figure looks like. We’ve changed the labels on the axes to be consistent with the paper.

    -
    plt.rcParams['text.usetex'] = False
    -plt.style.use('default')
    -
    -plot_proper_motion(centerline_df)
    +
    plot_proper_motion(centerline_df)
     
    @@ -819,23 +811,7 @@

    Now let’s work on the panel in the upper left. We have to reload candidates.

    -
    import os
    -
    -filename = 'gd1_candidates.hdf5'
    -path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'
    -
    -if not os.path.exists(filename):
    -    print(download(path+filename))
    -
    -
    -
    -
    -
    -
    -
    import pandas as pd
    -
    -filename = 'gd1_candidates.hdf5'
    -
    +
    filename = 'gd1_data.hdf'
     candidate_df = pd.read_hdf(filename, 'candidate_df')
     
    @@ -867,25 +843,13 @@
    -_images/07_plot_61_0.png +_images/07_plot_60_0.png

    Lower right

    -

    For the figure in the lower right, we need to reload the merged DataFrame, which contains data from Gaia and photometry data from Pan-STARRS.

    -
    -
    -
    import pandas as pd
    -
    -filename = 'gd1_merged.hdf5'
    -
    -merged = pd.read_hdf(filename, 'merged')
    -
    -
    -
    -
    -

    From the previous notebook, here’s the function that plots the color-magnitude diagram.

    +

    For the figure in the lower right, we’ll use this function to plots the color-magnitude diagram.

    import matplotlib.pyplot as plt
    @@ -910,35 +874,22 @@
     
    -

    And here’s what it looks like.

    +

    Here’s what it looks like.

    -
    plot_cmd(merged)
    +
    plot_cmd(candidate_df)
     
    -_images/07_plot_67_0.png -
    -
    -

    The following cell downloads an HDF file that contains the polygon we used to select starts in the color-magnitude diagram, if it doesn’t already exist.

    -
    -
    -
    import os
    -
    -filename = 'gd1_polygon.hdf5'
    -path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'
    -
    -if not os.path.exists(filename):
    -    print(download(path+filename))
    -
    -
    +_images/07_plot_64_0.png

    And here’s how we read it back.

    -
    loop_df = pd.read_hdf(filename, 'loop_df')
    +
    filename = 'gd1_data.hdf'
    +loop_df = pd.read_hdf(filename, 'loop_df')
     loop_df.head()
     
    @@ -1033,10 +984,10 @@ plot_proper_motion(centerline_df) plt.subplot2grid(shape, (1, 0)) -plot_second_selection(selected2) +plot_second_selection(winner_df) plt.subplot2grid(shape, (1, 1)) -plot_cmd(merged) +plot_cmd(candidate_df) poly = Polygon(loop_df, closed=True, facecolor='C1', alpha=0.4) plt.gca().add_patch(poly) @@ -1046,7 +997,7 @@
    -_images/07_plot_75_0.png +_images/07_plot_70_0.png

    We use plt.tight_layout at the end, which adjusts the sizes of the panels to make sure the titles and axis labels don’t overlap.

    @@ -1071,10 +1022,10 @@ plot_proper_motion(centerline_df) plt.subplot2grid(shape, (1, 0), colspan=3) -plot_second_selection(selected2) +plot_second_selection(winner_df) plt.subplot2grid(shape, (1, 3)) -plot_cmd(merged) +plot_cmd(candidate_df) poly = Polygon(loop_df, closed=True, facecolor='C1', alpha=0.4) plt.gca().add_patch(poly) @@ -1084,14 +1035,14 @@
    -_images/07_plot_78_0.png +_images/07_plot_73_0.png

    This is looking more and more like the figure in the paper.

    Exercise

    In this example, the ratio of the widths of the panels is 3:1. How would you adjust it if you wanted the ratio to be 3:2?

    -
    +
    # Solution
     
    @@ -1105,10 +1056,10 @@
     # plot_proper_motion(centerline_df)
     
     # plt.subplot2grid(shape, (1, 0), colspan=3)
    -# plot_second_selection(selected2)
    +# plot_second_selection(winner_df)
     
     # plt.subplot2grid(shape, (1, 3), colspan=2)       # CHANGED
    -# plot_cmd(merged)
    +# plot_cmd(candidate_df)
     # poly = Polygon(coords, closed=True, 
     #                facecolor='C1', alpha=0.4)
     # plt.gca().add_patch(poly)
    @@ -1164,7 +1115,7 @@
         
         
         
    diff --git a/README.html b/README.html index 23a5118..b9df3ab 100644 --- a/README.html +++ b/README.html @@ -118,12 +118,12 @@
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
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b/_sources/01_query.ipynb index 3aa1c9e..3292767 100644 --- a/_sources/01_query.ipynb +++ b/_sources/01_query.ipynb @@ -990,7 +990,11 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", @@ -1178,7 +1182,11 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", diff --git a/_sources/02_coords.ipynb b/_sources/02_coords.ipynb index f29a08a..920030a 100644 --- a/_sources/02_coords.ipynb +++ b/_sources/02_coords.ipynb @@ -1499,7 +1499,11 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "data": { @@ -1734,7 +1738,11 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "data": { diff --git a/_sources/04_select.ipynb b/_sources/04_select.ipynb index e7571a9..5507820 100644 --- a/_sources/04_select.ipynb +++ b/_sources/04_select.ipynb @@ -121,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -140,14 +140,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "filename = 'gd1_data.hdf'\n", - "\n", "centerline_df = pd.read_hdf(filename, 'centerline_df')\n", "selected_df = pd.read_hdf(filename, 'selected_df')" ] @@ -179,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -204,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -221,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -258,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -293,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -347,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -356,7 +355,7 @@ "(1049, 2)" ] }, - "execution_count": 14, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -384,16 +383,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -414,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -424,7 +423,7 @@ " 971, 967, 1001, 969, 940], dtype=int32)" ] }, - "execution_count": 16, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -442,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -466,7 +465,7 @@ " [ -4.42442296, -14.74641176]])" ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -485,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -503,12 +502,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -556,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -585,7 +584,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -606,7 +605,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -623,7 +622,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -648,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -661,7 +660,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -670,7 +669,7 @@ "'135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862'" ] }, - "execution_count": 31, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -689,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -705,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -752,7 +751,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -761,7 +760,7 @@ "'[ -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176]'" ] }, - "execution_count": 34, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -782,7 +781,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 25, "metadata": { "scrolled": true }, @@ -793,7 +792,7 @@ "' -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176'" ] }, - "execution_count": 35, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -814,7 +813,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 26, "metadata": { "tags": [ "hide-cell" @@ -847,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 27, "metadata": { "tags": [ "hide-cell" @@ -875,8 +874,8 @@ "# Solution\n", "\n", "query6 = query6_base.format(columns=columns, \n", - " point_list=point_list,\n", - " pm_point_list=pm_point_list)\n", + " point_list=point_list,\n", + " pm_point_list=pm_point_list)\n", "print(query6)" ] }, @@ -889,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 28, "metadata": { "scrolled": true }, @@ -917,10 +916,10 @@ " dec float64 deg Declination\n", " pmra float64 mas / yr Proper motion in right ascension direction\n", " pmdec float64 mas / yr Proper motion in declination direction\n", - "Jobid: 1615824245107O\n", + "Jobid: 1615933496807O\n", "Phase: COMPLETED\n", "Owner: None\n", - "Output file: async_20210315120405.vot\n", + "Output file: async_20210316182456.vot\n", "Results: None\n" ] } @@ -941,7 +940,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -950,7 +949,7 @@ "7345" ] }, - "execution_count": 39, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -964,7 +963,83 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We call the results `candidate_table` because it contains stars that are good candidates for GD-1." + "We call the results `candidate_table` because it contains stars that are good candidates for GD-1.\n", + "\n", + "For the next lesson, we'll need `point_list` and `pm_point_list` again, so we should save them in a file.\n", + "There are several ways we could do that, but since we are already storing data in an HDF file, let's do the same with these variables.\n", + "\n", + "We've seen how to save a `DataFrame` in an HDF file.\n", + "We can do the same thing with a Pandas `Series`.\n", + "To make one, we'll start with a dictionary:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'point_list': '135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862',\n", + " 'pm_point_list': ' -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176'}" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = dict(point_list=point_list, pm_point_list=pm_point_list)\n", + "d" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And use it to initialize a `Series.`" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "point_list 135.306, 8.39862, 126.51, 13.4449, 163.017, 54...\n", + "pm_point_list -4.05037121,-14.75623261, -3.41981085,-14.723...\n", + "dtype: object" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "point_series = pd.Series(d)\n", + "point_series" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can save it in the usual way." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "filename = 'gd1_data.hdf'\n", + "point_series.to_hdf(filename, 'point_series')" ] }, { @@ -978,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1015,7 +1090,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1057,7 +1132,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1073,7 +1148,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 36, "metadata": {}, "outputs": [ { diff --git a/_sources/05_join.ipynb b/_sources/05_join.ipynb index 76b3a42..8fe6bf9 100644 --- a/_sources/05_join.ipynb +++ b/_sources/05_join.ipynb @@ -33,7 +33,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Joining Tables\n", + "# 5. Joining Tables\n", "\n", "This is the fifth in a series of notebooks related to astronomy data.\n", "\n", @@ -164,16 +164,44 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Created TAP+ (v1.2.1) - Connection:\n", + "\tHost: gea.esac.esa.int\n", + "\tUse HTTPS: True\n", + "\tPort: 443\n", + "\tSSL Port: 443\n", + "Created TAP+ (v1.2.1) - Connection:\n", + "\tHost: geadata.esac.esa.int\n", + "\tUse HTTPS: True\n", + "\tPort: 443\n", + "\tSSL Port: 443\n", "Retrieving table 'gaiadr2.panstarrs1_best_neighbour'\n", "Parsing table 'gaiadr2.panstarrs1_best_neighbour'...\n", - "Done.\n", + "Done.\n" + ] + } + ], + "source": [ + "from astroquery.gaia import Gaia\n", + "\n", + "meta = Gaia.load_table('gaiadr2.panstarrs1_best_neighbour')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ "TAP Table name: gaiadr2.gaiadr2.panstarrs1_best_neighbour\n", "Description: Pan-STARRS1 BestNeighbour table lists each matched Gaia object with its\n", "best neighbour in the external catalogue.\n", @@ -184,7 +212,6 @@ } ], "source": [ - "meta = Gaia.load_table('gaiadr2.panstarrs1_best_neighbour')\n", "print(meta)" ] }, @@ -197,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -242,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -267,14 +294,12 @@ } ], "source": [ - "from astroquery.gaia import Gaia\n", - "\n", "job = Gaia.launch_job_async(query=query)" ] }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 7, "metadata": { "scrolled": true }, @@ -283,7 +308,7 @@ "data": { "text/html": [ "Table length=5\n", - "\n", + "
    \n", "\n", "\n", "\n", @@ -305,7 +330,7 @@ "6757061941303252736 1 0 69742856540241198" ] }, - "execution_count": 107, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -326,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -335,7 +360,23 @@ "text": [ "Retrieving table 'gaiadr2.panstarrs1_original_valid'\n", "Parsing table 'gaiadr2.panstarrs1_original_valid'...\n", - "Done.\n", + "Done.\n" + ] + } + ], + "source": [ + "meta = Gaia.load_table('gaiadr2.panstarrs1_original_valid')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ "TAP Table name: gaiadr2.gaiadr2.panstarrs1_original_valid\n", "Description: The Panoramic Survey Telescope and Rapid Response System (Pan-STARRS) is\n", "a system for wide-field astronomical imaging developed and operated by\n", @@ -407,7 +448,6 @@ } ], "source": [ - "meta = Gaia.load_table('gaiadr2.panstarrs1_original_valid')\n", "print(meta)" ] }, @@ -420,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -480,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -493,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -510,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -519,7 +559,7 @@ "data": { "text/html": [ "Table length=5\n", - "
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    \n", + "
    \n", "\n", "\n", "\n", @@ -817,7 +865,7 @@ "3322962015904143872 88.74740822271643 ... 0.5565841272341593" ] }, - "execution_count": 117, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -847,7 +895,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -872,14 +920,14 @@ "USING(source_id)\n", "```\n", "\n", - "Now that there's more than one table involved, we can't use simple column names any more; we have to use *qualified* column names.\n", + "Now that there's more than one table involved, we can't use simple column names any more; we have to use **qualified column names**.\n", "In other words, we have to specify which table each column is in.\n", "Here's the complete query, including the columns we want from the Gaia and best neighbor tables." ] }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -887,7 +935,7 @@ "output_type": "stream", "text": [ "SELECT \n", - "gaia.source_id, gaia.ra, gaia.dec, gaia.pmra, gaia.pmdec\n", + "gaia.source_id, gaia.ra, gaia.dec, gaia.pmra, gaia.pmdec, best.best_neighbour_multiplicity, best.number_of_mates\n", "FROM gaiadr2.gaia_source AS gaia\n", "JOIN gaiadr2.panstarrs1_best_neighbour AS best\n", " ON gaia.source_id = best.source_id\n", @@ -915,7 +963,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -932,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 24, "metadata": { "scrolled": true }, @@ -941,61 +989,61 @@ "data": { "text/html": [ "Table length=490\n", - "
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    " ], "text/plain": [ "\n", - " source_id ra ... pmdec \n", - " deg ... mas / yr \n", - " int64 float64 ... float64 \n", - "------------------- ----------------- ... -------------------\n", - "3322773965056065536 88.78178020183375 ... -2.5057036964736907\n", - "3322774068134271104 88.8206092188033 ... -1.5260889445858044\n", - "3322773930696320512 88.80843339290348 ... -0.9292104395445717\n", - "3322774377374425728 88.86806108182265 ... -3.8676624830902435\n", - "3322773724537891456 88.81308602813434 ... -33.078133430952086\n", - "3322773724537891328 88.81570329208743 ... 0.3110526931576576\n", - "3322773930696321792 88.8050736770331 ... 1.0772755505138008\n", - "3322773724537890944 88.81241651540533 ... -6.393939291541333\n", - "3322773930696322176 88.80128682574824 ... --\n", - " ... ... ... ...\n", - "3322962359501481088 88.85037722908271 ... -2.249255322558584\n", - "3322962393861228544 88.82108234976155 ... -1.1113319053861441\n", - "3322955831151254912 88.74620347799508 ... -1.750598455959734\n", - "3322962118983356032 88.76109637722949 ... --\n", - "3322963527732585984 88.78813701704823 ... -2.46251296961979\n", - "3322961775385969024 88.79723215862369 ... -6.605711792572964\n", - "3322962084625312512 88.78286756313868 ... 1.3495903680571226\n", - "3322962939322692608 88.73289357818679 ... 1.002126813991455\n", - "3322963459013111808 88.80348931842845 ... -3.3780655466364626\n", - "3322962015904143872 88.74740822271643 ... 0.5565841272341593" + " source_id ra ... number_of_mates\n", + " deg ... \n", + " int64 float64 ... int16 \n", + "------------------- ----------------- ... ---------------\n", + "3322773965056065536 88.78178020183375 ... 0\n", + "3322774068134271104 88.8206092188033 ... 0\n", + "3322773930696320512 88.80843339290348 ... 0\n", + "3322774377374425728 88.86806108182265 ... 0\n", + "3322773724537891456 88.81308602813434 ... 0\n", + "3322773724537891328 88.81570329208743 ... 0\n", + "3322773930696321792 88.8050736770331 ... 0\n", + "3322773724537890944 88.81241651540533 ... 0\n", + "3322773930696322176 88.80128682574824 ... 0\n", + " ... ... ... ...\n", + "3322962359501481088 88.85037722908271 ... 0\n", + "3322962393861228544 88.82108234976155 ... 0\n", + "3322955831151254912 88.74620347799508 ... 0\n", + "3322962118983356032 88.76109637722949 ... 0\n", + "3322963527732585984 88.78813701704823 ... 0\n", + "3322961775385969024 88.79723215862369 ... 0\n", + "3322962084625312512 88.78286756313868 ... 0\n", + "3322962939322692608 88.73289357818679 ... 0\n", + "3322963459013111808 88.80348931842845 ... 0\n", + "3322962015904143872 88.74740822271643 ... 0" ] }, - "execution_count": 122, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1021,6 +1069,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "## Adding the Pan-STARRS table\n", + "\n", "### Exercise\n", "\n", "Now we're ready to bring in the Pan-STARRS table. Starting with the previous query, add a second `JOIN` clause that joins with `gaiadr2.panstarrs1_original_valid`, gives it the abbreviated name `ps`, and matches `original_ext_source_id` from the best neighbor table with `obj_id` from the Pan-STARRS table.\n", @@ -1031,8 +1081,12 @@ }, { "cell_type": "code", - "execution_count": 132, - "metadata": {}, + "execution_count": 25, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", @@ -1052,8 +1106,12 @@ }, { "cell_type": "code", - "execution_count": 133, - "metadata": {}, + "execution_count": 26, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "name": "stdout", @@ -1084,8 +1142,8 @@ " 'best.best_neighbour_multiplicity',\n", " 'best.number_of_mates',\n", " 'ps.g_mean_psf_mag',\n", - " 'ps.i_mean_psf_mag',\n", - " ]\n", + " 'ps.i_mean_psf_mag']\n", + "\n", "columns = ', '.join(column_list)\n", "\n", "query = query_base.format(columns=columns)\n", @@ -1094,8 +1152,12 @@ }, { "cell_type": "code", - "execution_count": 134, - "metadata": {}, + "execution_count": 27, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "name": "stdout", @@ -1113,16 +1175,19 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 28, "metadata": { - "scrolled": true + "scrolled": true, + "tags": [ + "hide-cell" + ] }, "outputs": [ { "data": { "text/html": [ "Table length=490\n", - "
    \n", + "
    \n", "\n", "\n", "\n", @@ -1176,7 +1241,7 @@ "3322962015904143872 88.74740822271643 ... 18.4706993103027 16.8038005828857" ] }, - "execution_count": 135, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1194,29 +1259,101 @@ "source": [ "## Selecting by coordinates and proper motion\n", "\n", - "Now let's bring in the `WHERE` clause from the previous notebook, which selects sources based on `parallax`, `bp_rp`, sky coordinates, and proper motion.\n", - "Rather than rewrite the code we use to generate the query, we can start with a copy of the complete query:" + "Now let's bring in the `WHERE` clause from the previous lesson, which selects sources based on parallax, BP-RP color, sky coordinates, and proper motion.\n", + "\n", + "Here's `query6_base` from the previous lesson." ] }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ - "query6 = \"\"\"\n", - "SELECT \n", - "source_id, ra, dec, pmra, pmdec\n", + "query6_base = \"\"\"SELECT \n", + "{columns}\n", "FROM gaiadr2.gaia_source\n", "WHERE parallax < 1\n", " AND bp_rp BETWEEN -0.75 AND 2 \n", " AND 1 = CONTAINS(POINT(ra, dec), \n", - " POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))\n", + " POLYGON({point_list}))\n", " AND 1 = CONTAINS(POINT(pmra, pmdec),\n", - " POLYGON( -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176))\n", + " POLYGON({pm_point_list}))\n", "\"\"\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's reload the Pandas `Series` that contains `point_list` and `pm_point_list`." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "point_list 135.306, 8.39862, 126.51, 13.4449, 163.017, 54...\n", + "pm_point_list -4.05037121,-14.75623261, -3.41981085,-14.723...\n", + "dtype: object" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "filename = 'gd1_data.hdf'\n", + "point_series = pd.read_hdf(filename, 'point_series')\n", + "point_series" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can assemble the query." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SELECT \n", + "source_id, ra, dec, pmra, pmdec\n", + "FROM gaiadr2.gaia_source\n", + "WHERE parallax < 1\n", + " AND bp_rp BETWEEN -0.75 AND 2 \n", + " AND 1 = CONTAINS(POINT(ra, dec), \n", + " POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))\n", + " AND 1 = CONTAINS(POINT(pmra, pmdec),\n", + " POLYGON( -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176))\n", + "\n" + ] + } + ], + "source": [ + "columns = 'source_id, ra, dec, pmra, pmdec'\n", + "\n", + "query6 = query6_base.format(columns=columns,\n", + " point_list=point_series['point_list'],\n", + " pm_point_list=point_series['pm_point_list'])\n", + "\n", + "print(query6)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1226,7 +1363,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1243,7 +1380,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 33, "metadata": { "scrolled": true }, @@ -1252,7 +1389,7 @@ "data": { "text/html": [ "Table length=7345\n", - "
    source_idradecpmrapmdecbest_neighbour_multiplicitynumber_of_matesg_mean_psf_magi_mean_psf_mag
    degdegmas / yrmas / yrmag
    int64float64float64float64float64int16int16float64float64
    \n", + "
    \n", "\n", "\n", "\n", @@ -1306,7 +1443,7 @@ "612429144902815104 134.77293979509543 ... -13.962312685889454" ] }, - "execution_count": 139, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1323,7 +1460,7 @@ "### Exercise\n", "\n", "Create a new query base called `query7_base` that combines the `WHERE` clauses from the previous query with the `JOIN` clauses for the best neighbor and Pan-STARRS tables.\n", - "Format the query base using the `columns` from the previous query, and call the result `query7`.\n", + "Format the query base using the column names in `column_list`, and call the result `query7`.\n", "\n", "Hint: Make sure you use qualified column names everywhere!\n", "\n", @@ -1332,8 +1469,12 @@ }, { "cell_type": "code", - "execution_count": 140, - "metadata": {}, + "execution_count": 34, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", @@ -1349,16 +1490,20 @@ "WHERE parallax < 1\n", " AND bp_rp BETWEEN -0.75 AND 2 \n", " AND 1 = CONTAINS(POINT(gaia.ra, gaia.dec), \n", - " POLYGON(135.306, 8.39862, 126.51, 13.4449, 163.017, 54.2424, 172.933, 46.4726, 135.306, 8.39862))\n", + " POLYGON({point_list}))\n", " AND 1 = CONTAINS(POINT(gaia.pmra, gaia.pmdec),\n", - " POLYGON( -4.05037121,-14.75623261, -3.41981085,-14.72365546, -3.03521988,-14.44357135, -2.26847919,-13.7140236 , -2.61172203,-13.24797471, -2.73471401,-13.09054471, -3.19923146,-12.5942653 , -3.34082546,-12.47611926, -5.67489413,-11.16083338, -5.95159272,-11.10547884, -6.42394023,-11.05981295, -7.09631023,-11.95187806, -7.30641519,-12.24559977, -7.04016696,-12.88580702, -6.00347705,-13.75912098, -4.42442296,-14.74641176))\n", + " POLYGON({pm_point_list}))\n", "\"\"\"" ] }, { "cell_type": "code", - "execution_count": 141, - "metadata": {}, + "execution_count": 35, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "name": "stdout", @@ -1385,14 +1530,22 @@ "source": [ "# Solution\n", "\n", - "query7 = query7_base.format(columns=columns)\n", + "columns = ', '.join(column_list)\n", + "\n", + "query7 = query7_base.format(columns=columns,\n", + " point_list=point_series['point_list'],\n", + " pm_point_list=point_series['pm_point_list'])\n", "print(query7)" ] }, { "cell_type": "code", - "execution_count": 142, - "metadata": {}, + "execution_count": 36, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "name": "stdout", @@ -1410,14 +1563,18 @@ }, { "cell_type": "code", - "execution_count": 143, - "metadata": {}, + "execution_count": 37, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "data": { "text/html": [ "Table length=3725\n", - "
    source_idradecpmrapmdec
    degdegmas / yrmas / yr
    int64float64float64float64float64
    \n", + "
    \n", "\n", "\n", "\n", @@ -1471,7 +1628,7 @@ "612256418500423168 134.90752972739924 ... 20.8715991973877 19.9612007141113" ] }, - "execution_count": 143, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1494,7 +1651,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1558,7 +1715,7 @@ " 1" ] }, - "execution_count": 144, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1578,7 +1735,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1595,7 +1752,7 @@ "dtype: float64" ] }, - "execution_count": 50, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1618,7 +1775,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1635,7 +1792,7 @@ "dtype: float64" ] }, - "execution_count": 51, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1659,12 +1816,13 @@ "metadata": {}, "source": [ "## Transforming coordinates\n", - "\n" + "\n", + "Here's the function we've used to transform the results from ICRS to GD-1 coordinates." ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1700,18 +1858,32 @@ " return df" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now can transform the result from the last query." + ] + }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "candidate_df = make_dataframe(results)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And see how it looks." + ] + }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -1728,6 +1900,8 @@ } ], "source": [ + "import matplotlib.pyplot as plt\n", + "\n", "x = candidate_df['phi1']\n", "y = candidate_df['phi2']\n", "plt.plot(x, y, 'ko', markersize=0.5, alpha=0.5)\n", @@ -1737,11 +1911,11 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "The result is similar to what we saw in the previous lesson, except that have fewer stars now, because we did not find photometry data for all of the candidate sources." + ] }, { "cell_type": "markdown", @@ -1750,13 +1924,12 @@ "## Saving the DataFrame\n", "\n", "Let's save this `DataFrame` so we can pick up where we left off without running this query again.\n", - "\n", "The HDF file should already exist, so we'll add `candidate_df` to it." ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1774,16 +1947,16 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2.575897216796875" + "5.574869155883789" ] }, - "execution_count": 50, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1795,6 +1968,19 @@ "getsize(filename) / MB" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary\n", + "\n", + "In this notebook, we used database `JOIN` operations to select photometry data for the stars we've identified as candidates to be in GD-1.\n", + "\n", + "In the next notebook, we'll use this data for a second round of selection, identifying stars that have photometry data consistent with GD-1.\n", + "\n", + "But before you go on, you might be interested in another file format, CSV." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1802,7 +1988,6 @@ "## CSV\n", "\n", "Pandas can write a variety of other formats, [which you can read about here](https://pandas.pydata.org/pandas-docs/stable/user_guide/io.html).\n", - "\n", "We won't cover all of them, but one other important one is [CSV](https://en.wikipedia.org/wiki/Comma-separated_values), which stands for \"comma-separated values\".\n", "\n", "CSV is a plain-text format that can be read and written by pretty much any tool that works with data. In that sense, it is the \"least common denominator\" of data formats.\n", @@ -1816,7 +2001,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1832,16 +2017,16 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.238297462463379" + "0.7606849670410156" ] }, - "execution_count": 52, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1859,7 +2044,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -1872,18 +2057,18 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - ",source_id,ra,dec,pmra,pmdec,phi1,phi2,pm_phi1,pm_phi2\n", + ",source_id,ra,dec,pmra,pmdec,best_neighbour_multiplicity,number_of_mates,g_mean_psf_mag,i_mean_psf_mag,phi1,phi2,pm_phi1,pm_phi2\n", "\n", - "0,635559124339440000,137.58671691646745,19.1965441084838,-3.770521900009566,-12.490481778113859,-59.63048941944402,-1.2164852515042963,-7.361362712597496,-0.592632882064492\n", + "0,635860218726658176,138.5187065217173,19.09233926905897,-5.941679495793577,-11.346409129876392,1,0,17.8978004455566,17.5174007415771,-59.247329893833296,-2.016078400820631,-7.527126084640531,1.7487794924176672\n", "\n", - "1,635860218726658176,138.5187065217173,19.09233926905897,-5.941679495793577,-11.346409129876392,-59.247329893833296,-2.016078400820631,-7.527126084640531,1.7487794924176672\n", + "1,635674126383965568,138.8428741026386,19.031798198627634,-3.8970011609340207,-12.702779525389634,1,0,19.2873001098633,17.6781005859375,-59.13339098769217,-2.306900745179831,-7.560607655557415,-0.7417999555980248\n", "\n" ] } @@ -1903,7 +2088,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1919,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -1948,6 +2133,10 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1957,57 +2146,74 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "
    source_idradecpmrapmdecbest_neighbour_multiplicitynumber_of_matesg_mean_psf_magi_mean_psf_mag
    degdegmas / yrmas / yrmag
    int64float64float64float64float64int16int16float64float64
    decpmrapmdecbest_neighbour_multiplicitynumber_of_matesg_mean_psf_magi_mean_psf_magphi1phi2pm_phi1
    0635559124339440000137.58671719.196544-3.770522-12.490482-59.630489-1.216485-7.361363-0.592633
    1635860218726658176138.51870719.092339-5.941679-11.3464091017.897817.517401-59.247330-2.016078-7.5271261.748779
    21635674126383965568138.84287419.031798-3.897001-12.7027801019.287317.678101-59.133391-2.306901-7.560608-0.741800
    2635535454774983040137.83775218.864007-4.335041-14.4923091016.923816.478100-59.785300-1.594569-9.357536-1.218492
    \n", "
  • " ], "text/plain": [ - " source_id ra dec pmra pmdec phi1 \\\n", - "0 635559124339440000 137.586717 19.196544 -3.770522 -12.490482 -59.630489 \n", - "1 635860218726658176 138.518707 19.092339 -5.941679 -11.346409 -59.247330 \n", - "2 635674126383965568 138.842874 19.031798 -3.897001 -12.702780 -59.133391 \n", + " source_id ra dec pmra pmdec \\\n", + "0 635860218726658176 138.518707 19.092339 -5.941679 -11.346409 \n", + "1 635674126383965568 138.842874 19.031798 -3.897001 -12.702780 \n", + "2 635535454774983040 137.837752 18.864007 -4.335041 -14.492309 \n", "\n", - " phi2 pm_phi1 pm_phi2 \n", - "0 -1.216485 -7.361363 -0.592633 \n", - "1 -2.016078 -7.527126 1.748779 \n", - "2 -2.306901 -7.560608 -0.741800 " + " best_neighbour_multiplicity number_of_mates g_mean_psf_mag \\\n", + "0 1 0 17.8978 \n", + "1 1 0 19.2873 \n", + "2 1 0 16.9238 \n", + "\n", + " i_mean_psf_mag phi1 phi2 pm_phi1 pm_phi2 \n", + "0 17.517401 -59.247330 -2.016078 -7.527126 1.748779 \n", + "1 17.678101 -59.133391 -2.306901 -7.560608 -0.741800 \n", + "2 16.478100 -59.785300 -1.594569 -9.357536 -1.218492 " ] }, - "execution_count": 58, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2018,7 +2224,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -2048,6 +2254,10 @@ " dec\n", " pmra\n", " pmdec\n", + " best_neighbour_multiplicity\n", + " number_of_mates\n", + " g_mean_psf_mag\n", + " i_mean_psf_mag\n", " phi1\n", " phi2\n", " pm_phi1\n", @@ -2058,59 +2268,76 @@ " \n", " 0\n", " 0\n", - " 635559124339440000\n", - " 137.586717\n", - " 19.196544\n", - " -3.770522\n", - " -12.490482\n", - " -59.630489\n", - " -1.216485\n", - " -7.361363\n", - " -0.592633\n", - " \n", - " \n", - " 1\n", - " 1\n", " 635860218726658176\n", " 138.518707\n", " 19.092339\n", " -5.941679\n", " -11.346409\n", + " 1\n", + " 0\n", + " 17.8978\n", + " 17.517401\n", " -59.247330\n", " -2.016078\n", " -7.527126\n", " 1.748779\n", " \n", " \n", - " 2\n", - " 2\n", + " 1\n", + " 1\n", " 635674126383965568\n", " 138.842874\n", " 19.031798\n", " -3.897001\n", " -12.702780\n", + " 1\n", + " 0\n", + " 19.2873\n", + " 17.678101\n", " -59.133391\n", " -2.306901\n", " -7.560608\n", " -0.741800\n", " \n", + " \n", + " 2\n", + " 2\n", + " 635535454774983040\n", + " 137.837752\n", + " 18.864007\n", + " -4.335041\n", + " -14.492309\n", + " 1\n", + " 0\n", + " 16.9238\n", + " 16.478100\n", + " -59.785300\n", + " -1.594569\n", + " -9.357536\n", + " -1.218492\n", + " \n", " \n", "\n", "
    " ], "text/plain": [ " Unnamed: 0 source_id ra dec pmra pmdec \\\n", - "0 0 635559124339440000 137.586717 19.196544 -3.770522 -12.490482 \n", - "1 1 635860218726658176 138.518707 19.092339 -5.941679 -11.346409 \n", - "2 2 635674126383965568 138.842874 19.031798 -3.897001 -12.702780 \n", + "0 0 635860218726658176 138.518707 19.092339 -5.941679 -11.346409 \n", + "1 1 635674126383965568 138.842874 19.031798 -3.897001 -12.702780 \n", + "2 2 635535454774983040 137.837752 18.864007 -4.335041 -14.492309 \n", "\n", - " phi1 phi2 pm_phi1 pm_phi2 \n", - "0 -59.630489 -1.216485 -7.361363 -0.592633 \n", - "1 -59.247330 -2.016078 -7.527126 1.748779 \n", - "2 -59.133391 -2.306901 -7.560608 -0.741800 " + " best_neighbour_multiplicity number_of_mates g_mean_psf_mag \\\n", + "0 1 0 17.8978 \n", + "1 1 0 19.2873 \n", + "2 1 0 16.9238 \n", + "\n", + " i_mean_psf_mag phi1 phi2 pm_phi1 pm_phi2 \n", + "0 17.517401 -59.247330 -2.016078 -7.527126 1.748779 \n", + "1 17.678101 -59.133391 -2.306901 -7.560608 -0.741800 \n", + "2 16.478100 -59.785300 -1.594569 -9.357536 -1.218492 " ] }, - "execution_count": 59, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -2130,18 +2357,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Summary\n", - "\n", - "In this notebook, we used database `JOIN` operations to select photometry data for the stars we've identified as candidates to be in GD-1.\n", - "\n", - "In the next notebook, we'll use this data for a second round of selection, identifying stars that have photometry data consistent with GD-1." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Best practice\n", + "## Best practices\n", "\n", "* Use `JOIN` operations to combine data from multiple tables in a databased, using some kind of identifier to match up records from one table with records from another.\n", "\n", diff --git a/_sources/05_join_old.ipynb b/_sources/05_join_old.ipynb index 9b72e05..30c2d96 100644 --- a/_sources/05_join_old.ipynb +++ b/_sources/05_join_old.ipynb @@ -430,7 +430,11 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", @@ -1308,7 +1312,11 @@ { "cell_type": "code", "execution_count": 30, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", diff --git a/_sources/06_photo.ipynb b/_sources/06_photo.ipynb index c8aae5a..8694817 100644 --- a/_sources/06_photo.ipynb +++ b/_sources/06_photo.ipynb @@ -37,7 +37,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Photometry\n", + "# 6. Photometry\n", "\n", "This is the sixth in a series of notebooks related to astronomy data.\n", "\n", @@ -67,8 +67,6 @@ "\n", "2. We'll use an isochrone computed by MIST to specify a polygonal region in the color-magnitude diagram and select the stars inside it.\n", "\n", - "3. Then we'll merge the photometry data with the list of candidate stars, storing the result in a Pandas `DataFrame`.\n", - "\n", "After completing this lesson, you should be able to\n", "\n", "* Use Matplotlib to specify a `Polygon` and determine which points fall inside it.\n", @@ -128,29 +126,22 @@ "import os\n", "from wget import download\n", "\n", - "filename = 'gd1_photo.fits'\n", + "filename = 'gd1_data.hdf'\n", "filepath = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", " print(download(filepath+filename))" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can read the data back into an Astropy `Table`." - ] - }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "from astropy.table import Table\n", + "import pandas as pd\n", "\n", - "photo_table = Table.read(filename)" + "candidate_df = pd.read_hdf(filename, 'candidate_df')" ] }, { @@ -246,7 +237,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -258,7 +249,7 @@ } ], "source": [ - "plot_cmd(photo_table)" + "plot_cmd(candidate_df)" ] }, { @@ -655,7 +646,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -667,7 +658,7 @@ } ], "source": [ - "plot_cmd(photo_table)\n", + "plot_cmd(candidate_df)\n", "plt.plot(color_g_i, mag_g);" ] }, @@ -780,7 +771,6 @@ "outputs": [], "source": [ "filename = 'gd1_isochrone.hdf5'\n", - "\n", "iso_df.to_hdf(filename, 'iso_df')" ] }, @@ -909,7 +899,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -921,7 +911,7 @@ } ], "source": [ - "plot_cmd(photo_table)\n", + "plot_cmd(candidate_df)\n", "plt.plot(iso_df['color_g_i'], iso_df['mag_g']);" ] }, @@ -1078,7 +1068,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1101,7 +1091,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -1113,7 +1103,7 @@ } ], "source": [ - "plot_cmd(photo_table)\n", + "plot_cmd(candidate_df)\n", "\n", "plt.plot(left_color, g, label='left color')\n", "plt.plot(right_color, g, label='right color')\n", @@ -1231,7 +1221,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " + ], + "text/plain": [ + " color_loop mag_loop\n", + "0 0.632171 21.411746\n", + "1 0.610238 21.322466\n", + "2 0.588449 21.233380\n", + "3 0.566924 21.144427\n", + "4 0.545461 21.054549" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "loop_df = pd.DataFrame()\n", "loop_df['color_loop'] = color_loop\n", - "loop_df['mag_loop'] = mag_loop" + "loop_df['mag_loop'] = mag_loop\n", + "loop_df.head()" ] }, { @@ -1280,7 +1340,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 36, @@ -1373,360 +1433,23 @@ "metadata": {}, "outputs": [], "source": [ - "filename = 'gd1_polygon.hdf5'\n", + "filename = 'gd1_data.hdf'\n", "loop_df.to_hdf(filename, 'loop_df')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Reloading the data\n", - "\n", - "Now we need to combine the photometry data with the list of candidate stars we identified in a previous notebook. The following cell downloads it:\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "from wget import download\n", - "\n", - "filename = 'gd1_candidates.hdf5'\n", - "filepath = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", - "\n", - "if not os.path.exists(filename):\n", - " print(download(filepath+filename))" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "\n", - "candidate_df = pd.read_hdf(filename, 'candidate_df')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`candidate_df` is the Pandas DataFrame that contains the results from Lesson 4, which selects stars likely to be in GD-1 based on proper motion. It also includes position and proper motion transformed to the ICRS frame." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Merging photometry data\n", - "\n", - "Before we select stars based on photometry data, we have to solve two problems:\n", - "\n", - "1. We only have Pan-STARRS data for some stars in `candidate_df`.\n", - "\n", - "2. Even for the stars where we have Pan-STARRS data in `photo_table`, some photometry data is missing.\n", - "\n", - "We will solve these problems in two step:\n", - "\n", - "1. We'll merge the data from `candidate_df` and `photo_table` into a single Pandas `DataFrame`.\n", - "\n", - "2. We'll use Pandas functions to deal with missing data.\n", - "\n", - "`candidate_df` is already a `DataFrame`, but `results` is an Astropy `Table`. Let's convert it to Pandas:" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "source_id\n", - "g_mean_psf_mag\n", - "i_mean_psf_mag\n" - ] - } - ], - "source": [ - "photo_df = photo_table.to_pandas()\n", - "\n", - "for colname in photo_df.columns:\n", - " print(colname)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we want to combine `candidate_df` and `photo_df` into a single table, using `source_id` to match up the rows.\n", - "\n", - "You might recognize this task; it's the same as the JOIN operation in ADQL/SQL.\n", - "\n", - "Pandas provides a function called `merge` that does what we want. Here's how we use it." - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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    " - ], - "text/plain": [ - " source_id ra dec pmra pmdec parallax \\\n", - "0 635860218726658176 138.518707 19.092339 -5.941679 -11.346409 0.307456 \n", - "1 635674126383965568 138.842874 19.031798 -3.897001 -12.702780 0.779463 \n", - "2 635535454774983040 137.837752 18.864007 -4.335041 -14.492309 0.314514 \n", - "3 635497276810313600 138.044516 19.009471 -7.172931 -12.291499 0.425404 \n", - "4 635614168640132864 139.592197 18.807956 -3.309603 -13.708905 0.583382 \n", - "\n", - " radial_velocity phi1 phi2 pm_phi1 pm_phi2 g_mean_psf_mag \\\n", - "0 NaN -59.247330 -2.016078 -7.527126 1.748779 17.8978 \n", - "1 NaN -59.133391 -2.306901 -7.560608 -0.741800 19.2873 \n", - "2 NaN -59.785300 -1.594569 -9.357536 -1.218492 16.9238 \n", - "3 NaN -59.557744 -1.682147 -9.000831 2.334407 19.9242 \n", - "4 NaN -58.938113 -3.024192 -8.062762 -1.869082 16.1516 \n", - "\n", - " i_mean_psf_mag \n", - "0 17.517401 \n", - "1 17.678101 \n", - "2 16.478100 \n", - "3 18.334000 \n", - "4 14.666300 " - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "merged = pd.merge(candidate_df, \n", - " photo_df, \n", - " on='source_id')\n", - "merged.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first argument is the \"left\" table, the second argument is the \"right\" table, and the keyword argument `on='source_id'` specifies a column to use to match up the rows.\n", - "\n", - "The result is a `DataFrame` that contains the same number of rows as `photo_df`. " - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(7346, 3724, 3724)" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(candidate_df), len(photo_df), len(merged)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And it contains all columns from both tables." - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "source_id\n", - "ra\n", - "dec\n", - "pmra\n", - "pmdec\n", - "parallax\n", - "radial_velocity\n", - "phi1\n", - "phi2\n", - "pm_phi1\n", - "pm_phi2\n", - "g_mean_psf_mag\n", - "i_mean_psf_mag\n" - ] - } - ], - "source": [ - "for colname in merged.columns:\n", - " print(colname)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Detail** You might notice that Pandas also provides a function called `join`; it does almost the same thing, but the interface is slightly different. We think `merge` is a little easier to use, so that's what we chose. It's also more consistent with JOIN in SQL, so if you learn how to use `pd.merge`, you are also learning how to use SQL JOIN.\n", - "\n", - "Also, someone might ask why we have to use Pandas to do this join; why didn't we do it in ADQL. The answer is that we could have done that, but since we already have the data we need, we should probably do the computation locally rather than make another round trip to the Gaia server." - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting based on photometry\n", "\n", - "Now let's see how many of these points are inside the polygon we chose.\n", - "\n", - "We'll put color and magnitude data from `merged` into a new `DataFrame`:" + "Now let's see how many of the candidate stars are inside the polygon we chose.\n", + "We'll put color and magnitude data from `candidate_df` into a new `DataFrame`:" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1793,7 +1516,7 @@ "4 1.4853 16.1516" ] }, - "execution_count": 46, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1801,8 +1524,8 @@ "source": [ "points = pd.DataFrame()\n", "\n", - "points['color'] = merged['g_mean_psf_mag'] - merged['i_mean_psf_mag']\n", - "points['mag'] = merged['g_mean_psf_mag']\n", + "points['color'] = candidate_df['g_mean_psf_mag'] - candidate_df['i_mean_psf_mag']\n", + "points['mag'] = candidate_df['g_mean_psf_mag']\n", "\n", "points.head()" ] @@ -1816,7 +1539,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1825,7 +1548,7 @@ "array([False, False, False, ..., False, False, False])" ] }, - "execution_count": 47, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1844,7 +1567,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1853,7 +1576,7 @@ "454" ] }, - "execution_count": 48, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1871,12 +1594,11 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "selected2 = merged[inside]\n", - "points2 = points[inside]" + "winner_df = candidate_df[inside]" ] }, { @@ -1888,12 +1610,12 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -1905,11 +1627,13 @@ } ], "source": [ - "plot_cmd(photo_table)\n", + "plot_cmd(candidate_df)\n", "plt.plot(color_g_i, mag_g)\n", "plt.plot(color_loop, mag_loop)\n", "\n", - "plt.plot(points2['color'], points2['mag'], 'g.');" + "x = winner_df['g_mean_psf_mag'] - winner_df['i_mean_psf_mag']\n", + "y = winner_df['g_mean_psf_mag']\n", + "plt.plot(x, y, 'go', markersize=0.5, alpha=0.5);" ] }, { @@ -1923,12 +1647,12 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -1942,9 +1666,8 @@ "source": [ "plt.figure(figsize=(10,2.5))\n", "\n", - "x = selected2['phi1']\n", - "y = selected2['phi2']\n", - "\n", + "x = winner_df['phi1']\n", + "y = winner_df['phi2']\n", "plt.plot(x, y, 'ko', markersize=0.7, alpha=0.9)\n", "\n", "plt.xlabel('ra (degree GD1)')\n", @@ -1972,47 +1695,40 @@ "source": [ "## Write the data\n", "\n", - "Finally, let's write the merged DataFrame to a file." + "Finally, let's write the selected stars to a file." ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ - "filename = 'gd1_merged.hdf5'\n", - "\n", - "merged.to_hdf(filename, 'merged')\n", - "selected2.to_hdf(filename, 'selected2')" + "filename = 'gd1_data.hdf'\n", + "winner_df.to_hdf(filename, 'winner_df')" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 47, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "-rw-rw-r-- 1 downey downey 1.1M Dec 29 11:51 gd1_merged.hdf5\r\n" - ] + "data": { + "text/plain": [ + "2.512819290161133" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "!ls -lh gd1_merged.hdf5" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you are using Windows, `ls` might not work; in that case, try:\n", + "from os.path import getsize\n", "\n", - "```\n", - "!dir gd1_merged.hdf5\n", - "```" + "MB = 1024 * 1024\n", + "getsize(filename) / MB" ] }, { @@ -2021,21 +1737,8 @@ "source": [ "## Summary\n", "\n", - "In this lesson, we worked with three datasets: \n", - "\n", - "* The list of candidate stars from Gaia,\n", - "\n", - "* The photometry data from Pan-STARRS, and\n", - "\n", - "* An isochrone computed by MIST.\n", - "\n", - "We drew a color-magnitude diagram and used it to identify stars we think are likely to be in GD-1.\n", - "\n", - "We used the isochrone to define a polygon that includes those stars.\n", - "\n", - "Then we used a Pandas `merge` operation to combine Gaia and Pan-STARRS data into a single `DataFrame`.\n", - "\n", - "Plotting the results, we have a clear picture of GD-1, similar to Figure 1 in the original paper." + "In this lesson, we used photometry data from Pan-STARRS to draw a color-magnitude diagram.\n", + "We used an isochrone to define a polygon and select stars we think are likely to be in GD-1. Plotting the results, we have a clearer picture of GD-1, similar to Figure 1 in the original paper." ] }, { @@ -2046,11 +1749,9 @@ "\n", "* Matplotlib provides operations for working with points, polygons, and other geometric entities, so it's not just for making figures.\n", "\n", - "* If you want to perform something like a database `JOIN` operation with data that is in a Pandas `DataFrame`, you can use the `join` or `merge` function. In many cases, `merge` is easier to use because the arguments are more like SQL.\n", - "\n", "* Use Matplotlib options to control the size and aspect ratio of figures to make them easier to interpret. In this example, we scaled the axes so the size of a degree is equal along both axes.\n", "\n", - "* Be sure to record every element of the data analysis pipeline that would be needed to replicate the results." + "* Record every element of the data analysis pipeline that would be needed to replicate the results." ] }, { diff --git a/_sources/07_plot.ipynb b/_sources/07_plot.ipynb index e335531..3bb8c09 100644 --- a/_sources/07_plot.ipynb +++ b/_sources/07_plot.ipynb @@ -153,7 +153,11 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", @@ -206,7 +210,7 @@ "import os\n", "from wget import download\n", "\n", - "filename = 'gd1_merged.hdf5'\n", + "filename = 'gd1_data.hdf'\n", "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", @@ -221,7 +225,7 @@ "source": [ "import pandas as pd\n", "\n", - "selected2 = pd.read_hdf(filename, 'selected2')" + "winner_df = pd.read_hdf(filename, 'winner_df')" ] }, { @@ -259,7 +263,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -272,7 +276,7 @@ ], "source": [ "plt.figure(figsize=(10,2.5))\n", - "plot_second_selection(selected2)" + "plot_second_selection(winner_df)" ] }, { @@ -658,7 +662,19 @@ "\n", "You might have to install a package that contains the fonts LaTeX needs. On some systems, the packages `texlive-latex-extra` or `cm-super` might be what you need. [See here for more help with this](https://stackoverflow.com/questions/11354149/python-unable-to-render-tex-in-matplotlib).\n", "\n", - "In case you are curious, `cm` stands for [Computer Modern](https://en.wikipedia.org/wiki/Computer_Modern), the font LaTeX uses to typeset math." + "In case you are curious, `cm` stands for [Computer Modern](https://en.wikipedia.org/wiki/Computer_Modern), the font LaTeX uses to typeset math.\n", + "\n", + "Before we go on, let's put things back where we found them." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['text.usetex'] = False\n", + "plt.style.use('default')" ] }, { @@ -691,29 +707,13 @@ "To make the panel in the upper right, we have to reload `centerline_df`." ] }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "filename = 'gd1_dataframe.hdf5'\n", - "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", - "\n", - "if not os.path.exists(filename):\n", - " print(download(path+filename))" - ] - }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "\n", + "filename = 'gd1_data.hdf'\n", "centerline_df = pd.read_hdf(filename, 'centerline_df')" ] }, @@ -822,7 +822,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -832,9 +832,6 @@ } ], "source": [ - "plt.rcParams['text.usetex'] = False\n", - "plt.style.use('default')\n", - "\n", "plot_proper_motion(centerline_df)" ] }, @@ -853,25 +850,7 @@ "metadata": {}, "outputs": [], "source": [ - "import os\n", - "\n", - "filename = 'gd1_candidates.hdf5'\n", - "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", - "\n", - "if not os.path.exists(filename):\n", - " print(download(path+filename))" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "\n", - "filename = 'gd1_candidates.hdf5'\n", - "\n", + "filename = 'gd1_data.hdf'\n", "candidate_df = pd.read_hdf(filename, 'candidate_df')" ] }, @@ -884,7 +863,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -910,14 +889,14 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -936,32 +915,12 @@ "source": [ "## Lower right\n", "\n", - "For the figure in the lower right, we need to reload the merged `DataFrame`, which contains data from Gaia and photometry data from Pan-STARRS." + "For the figure in the lower right, we'll use this function to plots the color-magnitude diagram." ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "\n", - "filename = 'gd1_merged.hdf5'\n", - "\n", - "merged = pd.read_hdf(filename, 'merged')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the previous notebook, here's the function that plots the color-magnitude diagram." - ] - }, - { - "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -989,17 +948,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And here's what it looks like." + "Here's what it looks like." ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -1009,29 +968,7 @@ } ], "source": [ - "plot_cmd(merged)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following cell downloads an HDF file that contains the polygon we used to select starts in the color-magnitude diagram, if it doesn't already exist." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "filename = 'gd1_polygon.hdf5'\n", - "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", - "\n", - "if not os.path.exists(filename):\n", - " print(download(path+filename))" + "plot_cmd(candidate_df)" ] }, { @@ -1043,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1110,12 +1047,13 @@ "4 0.545461 21.054549" ] }, - "execution_count": 28, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "filename = 'gd1_data.hdf'\n", "loop_df = pd.read_hdf(filename, 'loop_df')\n", "loop_df.head()" ] @@ -1133,7 +1071,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 26, "metadata": { "tags": [ "hide-cell" @@ -1169,12 +1107,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -1192,10 +1130,10 @@ "plot_proper_motion(centerline_df)\n", "\n", "plt.subplot2grid(shape, (1, 0))\n", - "plot_second_selection(selected2)\n", + "plot_second_selection(winner_df)\n", "\n", "plt.subplot2grid(shape, (1, 1))\n", - "plot_cmd(merged)\n", + "plot_cmd(candidate_df)\n", "poly = Polygon(loop_df, closed=True, \n", " facecolor='C1', alpha=0.4)\n", "plt.gca().add_patch(poly)\n", @@ -1231,12 +1169,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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    " ] @@ -1256,10 +1194,10 @@ "plot_proper_motion(centerline_df)\n", "\n", "plt.subplot2grid(shape, (1, 0), colspan=3)\n", - "plot_second_selection(selected2)\n", + "plot_second_selection(winner_df)\n", "\n", "plt.subplot2grid(shape, (1, 3))\n", - "plot_cmd(merged)\n", + "plot_cmd(candidate_df)\n", "poly = Polygon(loop_df, closed=True, \n", " facecolor='C1', alpha=0.4)\n", "plt.gca().add_patch(poly)\n", @@ -1285,8 +1223,12 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, + "execution_count": 29, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [], "source": [ "# Solution\n", @@ -1301,10 +1243,10 @@ "# plot_proper_motion(centerline_df)\n", "\n", "# plt.subplot2grid(shape, (1, 0), colspan=3)\n", - "# plot_second_selection(selected2)\n", + "# plot_second_selection(winner_df)\n", "\n", "# plt.subplot2grid(shape, (1, 3), colspan=2) # CHANGED\n", - "# plot_cmd(merged)\n", + "# plot_cmd(candidate_df)\n", "# poly = Polygon(coords, closed=True, \n", "# facecolor='C1', alpha=0.4)\n", "# plt.gca().add_patch(poly)\n", @@ -1363,7 +1305,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.8.8" } }, "nbformat": 4, diff --git a/genindex.html b/genindex.html index 498a028..629adee 100644 --- a/genindex.html +++ b/genindex.html @@ -117,12 +117,12 @@
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
  • diff --git a/objects.inv b/objects.inv index 138aa37..162bf12 100644 --- a/objects.inv +++ b/objects.inv @@ -2,5 +2,5 @@ # Project: Python # Version: # The remainder of this file is compressed using zlib. -xڅN0 } - q M*lpƬAi\T<=MJTv|P*X,eKϊIz_ʀUnuh(h4
  • - Joining Tables + 5. Joining Tables
  • - Photometry + 6. Photometry
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