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Using Gaia DR2 in TOPCAT Mark Taylor (University of Bristol) Gaia Data Workshop Haus der Astronomie, Heidelberg 18 June 2018 $Id: tcgaia_ari.tex,v 1.15 2018/06/11 13:59:18 mbt Exp $ Mark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 2018 1/20

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Page 1: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Using Gaia DR2 in TOPCAT

Mark Taylor (University of Bristol)

Gaia Data Workshop

Haus der Astronomie

Heidelberg

18 June 2018

$Id tcgaia_aritexv 115 20180611 135918 mbt Exp $

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 120

Outline

TOPCAT

bull Short introduction

Accessing Gaia Data from TOPCAT

bull By sky region

bull Database query

bull Match catalogue against Gaia

bull Epoch photometry

Gaia-friendly features in TOPCAT

bull Error ellipse plotting

bull Astrometric functions

Examples

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and DistancesMark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 220

TOPCAT

TOPCAT = Tool for OPerations on Catalogues And Tables

Capabilities

bull Does stuff with tables

bull Talks to the Virtual Observatory

Help is available

bull Comprehensive HTML PDF user manual

bull Help for Window button on every window

bull Email support

on list topcat-userbristolacuk

in person mbtaylorbristolacuk

bull Acknowledgement 2005ASPC34729T

httpwwwstarlinkacuktopcat

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 320

TOPCAT Capabilities

TOPCAT can

bull Readwrite tables in multiple formats

bull Viewedit data

bull Viewedit metadata

bull Calculations and statistics (expression language)

bull Interactive visualisation

bull Makecombinedisplay row selections in various ways (linked views)

bull Crossmatching

bull Access external data services (VO and others)

bull Trigger some event when a row is selected (major recent changes at v46)

bull Talk to other astro tools (SAMP)

Scalability

bull Millions of rows hundreds of columns (on modest hardware)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 420

STILTS

STIL Tool Set (STIL = Starlink Tables Infrastructure Library)

bull Has pretty much the same capabilities as TOPCAT

bull but works from the command line (also JyStilts from Jython)

TOPCAT STILTS

GUI Command lineInteractive ScriptableEasy to use Reproducible

Good for data exploration Good for batchprogrammed useExploratory phase Production phase

fewtimes106 rows Unlimited size (for most things)

Typical usage

bull start off with TOPCAT

bull maybe move on to STILTS for more specialised requirements

bull TOPCAT STILTS control helps constructing plot commands

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 520

Data Access

There are lots of ways to get Gaia data

bull From within TOPCAT

bull Externally then load into TOPCAT

Different options for different requirements

bull By sky region

bull All-purpose database query

bull Match catalog X against Gaia

bull Epoch photometry

and others

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 620

Data Access Sky Region

Load all Gaia sources in a given part of the sky

bull TOPCAT Cone Search window

VO|Cone Search menu item

Keywords ldquogaia dr2rdquo

Find Services

Gaia DR2 CS services (+ row limits)

ARI-Gaia (10M)

GAVO Gaia DR2-light (100k)

VizieR I345 (50k) others

Fill in

Object Name or RADec Radius Verbosity (number of columns)

bull Other options

GACS Basic search

ARI Cone Search web page(estimates source count from radius)httpgaiaariuni-heidelbergde

TAP

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 720

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 2: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Outline

TOPCAT

bull Short introduction

Accessing Gaia Data from TOPCAT

bull By sky region

bull Database query

bull Match catalogue against Gaia

bull Epoch photometry

Gaia-friendly features in TOPCAT

bull Error ellipse plotting

bull Astrometric functions

Examples

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and DistancesMark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 220

TOPCAT

TOPCAT = Tool for OPerations on Catalogues And Tables

Capabilities

bull Does stuff with tables

bull Talks to the Virtual Observatory

Help is available

bull Comprehensive HTML PDF user manual

bull Help for Window button on every window

bull Email support

on list topcat-userbristolacuk

in person mbtaylorbristolacuk

bull Acknowledgement 2005ASPC34729T

httpwwwstarlinkacuktopcat

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 320

TOPCAT Capabilities

TOPCAT can

bull Readwrite tables in multiple formats

bull Viewedit data

bull Viewedit metadata

bull Calculations and statistics (expression language)

bull Interactive visualisation

bull Makecombinedisplay row selections in various ways (linked views)

bull Crossmatching

bull Access external data services (VO and others)

bull Trigger some event when a row is selected (major recent changes at v46)

bull Talk to other astro tools (SAMP)

Scalability

bull Millions of rows hundreds of columns (on modest hardware)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 420

STILTS

STIL Tool Set (STIL = Starlink Tables Infrastructure Library)

bull Has pretty much the same capabilities as TOPCAT

bull but works from the command line (also JyStilts from Jython)

TOPCAT STILTS

GUI Command lineInteractive ScriptableEasy to use Reproducible

Good for data exploration Good for batchprogrammed useExploratory phase Production phase

fewtimes106 rows Unlimited size (for most things)

Typical usage

bull start off with TOPCAT

bull maybe move on to STILTS for more specialised requirements

bull TOPCAT STILTS control helps constructing plot commands

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 520

Data Access

There are lots of ways to get Gaia data

bull From within TOPCAT

bull Externally then load into TOPCAT

Different options for different requirements

bull By sky region

bull All-purpose database query

bull Match catalog X against Gaia

bull Epoch photometry

and others

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 620

Data Access Sky Region

Load all Gaia sources in a given part of the sky

bull TOPCAT Cone Search window

VO|Cone Search menu item

Keywords ldquogaia dr2rdquo

Find Services

Gaia DR2 CS services (+ row limits)

ARI-Gaia (10M)

GAVO Gaia DR2-light (100k)

VizieR I345 (50k) others

Fill in

Object Name or RADec Radius Verbosity (number of columns)

bull Other options

GACS Basic search

ARI Cone Search web page(estimates source count from radius)httpgaiaariuni-heidelbergde

TAP

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 720

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 3: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

TOPCAT

TOPCAT = Tool for OPerations on Catalogues And Tables

Capabilities

bull Does stuff with tables

bull Talks to the Virtual Observatory

Help is available

bull Comprehensive HTML PDF user manual

bull Help for Window button on every window

bull Email support

on list topcat-userbristolacuk

in person mbtaylorbristolacuk

bull Acknowledgement 2005ASPC34729T

httpwwwstarlinkacuktopcat

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 320

TOPCAT Capabilities

TOPCAT can

bull Readwrite tables in multiple formats

bull Viewedit data

bull Viewedit metadata

bull Calculations and statistics (expression language)

bull Interactive visualisation

bull Makecombinedisplay row selections in various ways (linked views)

bull Crossmatching

bull Access external data services (VO and others)

bull Trigger some event when a row is selected (major recent changes at v46)

bull Talk to other astro tools (SAMP)

Scalability

bull Millions of rows hundreds of columns (on modest hardware)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 420

STILTS

STIL Tool Set (STIL = Starlink Tables Infrastructure Library)

bull Has pretty much the same capabilities as TOPCAT

bull but works from the command line (also JyStilts from Jython)

TOPCAT STILTS

GUI Command lineInteractive ScriptableEasy to use Reproducible

Good for data exploration Good for batchprogrammed useExploratory phase Production phase

fewtimes106 rows Unlimited size (for most things)

Typical usage

bull start off with TOPCAT

bull maybe move on to STILTS for more specialised requirements

bull TOPCAT STILTS control helps constructing plot commands

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 520

Data Access

There are lots of ways to get Gaia data

bull From within TOPCAT

bull Externally then load into TOPCAT

Different options for different requirements

bull By sky region

bull All-purpose database query

bull Match catalog X against Gaia

bull Epoch photometry

and others

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 620

Data Access Sky Region

Load all Gaia sources in a given part of the sky

bull TOPCAT Cone Search window

VO|Cone Search menu item

Keywords ldquogaia dr2rdquo

Find Services

Gaia DR2 CS services (+ row limits)

ARI-Gaia (10M)

GAVO Gaia DR2-light (100k)

VizieR I345 (50k) others

Fill in

Object Name or RADec Radius Verbosity (number of columns)

bull Other options

GACS Basic search

ARI Cone Search web page(estimates source count from radius)httpgaiaariuni-heidelbergde

TAP

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 720

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 4: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

TOPCAT Capabilities

TOPCAT can

bull Readwrite tables in multiple formats

bull Viewedit data

bull Viewedit metadata

bull Calculations and statistics (expression language)

bull Interactive visualisation

bull Makecombinedisplay row selections in various ways (linked views)

bull Crossmatching

bull Access external data services (VO and others)

bull Trigger some event when a row is selected (major recent changes at v46)

bull Talk to other astro tools (SAMP)

Scalability

bull Millions of rows hundreds of columns (on modest hardware)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 420

STILTS

STIL Tool Set (STIL = Starlink Tables Infrastructure Library)

bull Has pretty much the same capabilities as TOPCAT

bull but works from the command line (also JyStilts from Jython)

TOPCAT STILTS

GUI Command lineInteractive ScriptableEasy to use Reproducible

Good for data exploration Good for batchprogrammed useExploratory phase Production phase

fewtimes106 rows Unlimited size (for most things)

Typical usage

bull start off with TOPCAT

bull maybe move on to STILTS for more specialised requirements

bull TOPCAT STILTS control helps constructing plot commands

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 520

Data Access

There are lots of ways to get Gaia data

bull From within TOPCAT

bull Externally then load into TOPCAT

Different options for different requirements

bull By sky region

bull All-purpose database query

bull Match catalog X against Gaia

bull Epoch photometry

and others

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 620

Data Access Sky Region

Load all Gaia sources in a given part of the sky

bull TOPCAT Cone Search window

VO|Cone Search menu item

Keywords ldquogaia dr2rdquo

Find Services

Gaia DR2 CS services (+ row limits)

ARI-Gaia (10M)

GAVO Gaia DR2-light (100k)

VizieR I345 (50k) others

Fill in

Object Name or RADec Radius Verbosity (number of columns)

bull Other options

GACS Basic search

ARI Cone Search web page(estimates source count from radius)httpgaiaariuni-heidelbergde

TAP

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 720

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 5: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

STILTS

STIL Tool Set (STIL = Starlink Tables Infrastructure Library)

bull Has pretty much the same capabilities as TOPCAT

bull but works from the command line (also JyStilts from Jython)

TOPCAT STILTS

GUI Command lineInteractive ScriptableEasy to use Reproducible

Good for data exploration Good for batchprogrammed useExploratory phase Production phase

fewtimes106 rows Unlimited size (for most things)

Typical usage

bull start off with TOPCAT

bull maybe move on to STILTS for more specialised requirements

bull TOPCAT STILTS control helps constructing plot commands

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 520

Data Access

There are lots of ways to get Gaia data

bull From within TOPCAT

bull Externally then load into TOPCAT

Different options for different requirements

bull By sky region

bull All-purpose database query

bull Match catalog X against Gaia

bull Epoch photometry

and others

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 620

Data Access Sky Region

Load all Gaia sources in a given part of the sky

bull TOPCAT Cone Search window

VO|Cone Search menu item

Keywords ldquogaia dr2rdquo

Find Services

Gaia DR2 CS services (+ row limits)

ARI-Gaia (10M)

GAVO Gaia DR2-light (100k)

VizieR I345 (50k) others

Fill in

Object Name or RADec Radius Verbosity (number of columns)

bull Other options

GACS Basic search

ARI Cone Search web page(estimates source count from radius)httpgaiaariuni-heidelbergde

TAP

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 720

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 6: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Data Access

There are lots of ways to get Gaia data

bull From within TOPCAT

bull Externally then load into TOPCAT

Different options for different requirements

bull By sky region

bull All-purpose database query

bull Match catalog X against Gaia

bull Epoch photometry

and others

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 620

Data Access Sky Region

Load all Gaia sources in a given part of the sky

bull TOPCAT Cone Search window

VO|Cone Search menu item

Keywords ldquogaia dr2rdquo

Find Services

Gaia DR2 CS services (+ row limits)

ARI-Gaia (10M)

GAVO Gaia DR2-light (100k)

VizieR I345 (50k) others

Fill in

Object Name or RADec Radius Verbosity (number of columns)

bull Other options

GACS Basic search

ARI Cone Search web page(estimates source count from radius)httpgaiaariuni-heidelbergde

TAP

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 720

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 7: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Data Access Sky Region

Load all Gaia sources in a given part of the sky

bull TOPCAT Cone Search window

VO|Cone Search menu item

Keywords ldquogaia dr2rdquo

Find Services

Gaia DR2 CS services (+ row limits)

ARI-Gaia (10M)

GAVO Gaia DR2-light (100k)

VizieR I345 (50k) others

Fill in

Object Name or RADec Radius Verbosity (number of columns)

bull Other options

GACS Basic search

ARI Cone Search web page(estimates source count from radius)httpgaiaariuni-heidelbergde

TAP

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 720

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 8: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Data Access TAPADQL

All-purpose database queries

bull TOPCAT TAP window

Browse columntable metadata

View service optionscapabilities

Results loaded directly into TOPCAT

ADQL syntax highlighting

ADQL editing features(multi-tab undoredo)

Access to multiple Gaia TAP services(and non-Gaia)

Integrated table upload(TAP UPLOADtltngt syntax)

bull Other options

bull GACS web page

bull Python TAP clients

(PyVO AstroQuery)

bull STILTS tapquery

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 820

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 9: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Data Access Match Catalog X against Gaia

Find all Gaia counterparts for a given catalogue

bull TOPCAT CDS Upload X-Match window

Load X then use CDS X-Match window

Very fast millions of rows while you wait

Not all gaia source columns returned (3496)

Service sometimes overloadedrarr jobs rejected

bull TAP Upload match in TOPCAT TAP window

Load X then use TAP UPLOADtltngt in ADQL

Very flexible

Upload table size limits apply

Somewhat fragile (uploaded table column names)

bull TOPCAT pair match window

Load Gaia and X in same region then match

Suitable for matches in the same (sky) regionup to a few million sources

bull Use pre-calculated archive match tables

High-quality matches already done for large tables

AllWISE RAVE SDSS DR9 2MASS

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 920

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 10: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Data Access Epoch Photometry

Acquire time-series data for a Gaia source

bull Background

DR2 Epoch Photometry light curves(G RP BP) for 550737 sources

FluxTime data is not available directlyfrom the database

gaia source table contains columnepoch photometry urllinks to time-series VOTable

bull TOPCAT Activation Window

Set up Activation Action in TOPCAT

Load Table Plot Table

Table Location epoch photometry url

Can be configured to happen

on explicit request whenever a rowpoint is clicked

bull Other options

Cutrsquonrsquopaste URL from epoch photometry url column into Load window

bull More linked products (spectra for BP RP RVS) coming in DR3+ (via datalink url)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1020

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 11: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Gaia-friendly Features

Introduced with Gaia data in mind

bull Error ellipse plotting

bull Astrometry functions

Distance estimation

Astrometry propagation to earlierlater epoch

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1120

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 12: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 13: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Error Ellipse Plotting

Astrometry errors

bull gaia source comes with 5 astrometric params

(ra dec parallax pmra pmdec)

bull and 5 errors

(ra error dec error parallax error )

bull and 10 correlations

(ra dec corr ra parallax corr )

TOPCAT can plot them for you

bull XYCorr (Cartesian space)

SkyCorr (sky positions)

bull Easy to use with gaia source just enter

Position x y

Error x error y error

Correlation x y corr

bull Note Gaia ra dec errors are usually

too small to see

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1220

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 14: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Astrometry Functions

Astrometry functions are provided in TOPCATrsquos expression language

bull Estimating distance (and errors) from parallax

bull Uses Exponentially Decreasing Space Density Bayesian prior

bull Follows Luri et al (2018) and Astraatmadja amp Bailer-Jones (2016)

bull Calculates best estimate and quantiles of distance given parallax

parallax error and length scale

bull Propagation of astrometric parameters to earlierlater epoch

bull Versions available with or without errors (22 or 6 arguments)

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1320

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 15: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Epoch Propagation and Ellipse Plotting

Note

bull These stars are very close together

bull Positional errors are very small especially at t=0

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1420

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 16: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Examples

Examples of TOPCAT working with Gaia data

bull Cluster Identification

bull Local Hertzsprung-Russell Diagram

bull Match against local catalogue

bull Epoch Photometry

bull Parallaxes and Distances

WARNING Use with caution

bull These are examples of how to use TOPCAT not necessarily of DR2 best usage

bull Read the DR2 documentation and release papers before publishing

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1520

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 17: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Example Cluster Identification

16h22m0016h23m0016h24m0016h25m00

-26deg50

-26deg40

-26deg30

-26deg20

-26deg10 5 All

- 2 0 - 1 0 0 1 0

pmra masyr

- 2 0

- 1 0

0

1 0

pm

de

c

ma

sy

r

5 All

5 cluster

1 2 3

phot_bp_mean_mag - phot_rp_mean_mag

1 0

1 2

1 4

1 6

1 8

2 0

ph

ot_

g_

me

an

_m

ag

m

ag

5 All

5 cluster

- 1 0 1 2

parallax mas

02

04

06

08

10

5 cluster

Identify M4 members by proper motion clustering

Cone Search M4 r=03 returns sim62000 rows

Sky Plot mdash cluster visible

Proper Motion space plot pmra vs pmdec

Make graphical selection of comoving objects

Colour-Magnitude diagram bp rp vs phot g mean mag view selection (Subsets tab)

Plot cluster parallax histogram amp Gaussian fit

Before DR2 this only worked for the Pleiades

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1620

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 18: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Example Local Hertzsprung-Russell Diagram

Plot HRD for nearby sources (nominally lt 100 pc)bull (Loosely) follows Lindegren et al (2018) Appendix C

bull Get all sources with $ gt 10 mas with small errors in $ RP BPSELECT ra dec parallax phot_g_mean_mag bp_rp

phot_g_mean_mag + 5log10(parallax100) as mg

astrometric_excess_noise

phot_bp_rp_excess_factor

FROM gaiadr2gaia_source

WHERE parallax gt 10

AND parallax_over_error gt 10

AND phot_bp_mean_flux_over_error gt 10

AND phot_rp_mean_flux_over_error gt 10

338833 sources mdashuse parallaxgt15 for a smaller sample

bull Plot BP-RP vs absolute G magnitude

bull Examine astrometric excess noise

dependence (weighted plot)

bull Improve HRD with excess noise cut

bull Plot BP-RP vs phot bp rp excess factor

select subset graphically to identify

photometrically noisy data

bull Improve HRD with photometry error cut

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1720

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 19: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Example Match Against Local Catalogue

Locate Gaia counterparts for observed members of NGC 188(open cluster in Cepheus)

Load VizieR catalogue JAJ1262922

(Platais et al 2003)

CDS upload X-Match

Examine angDist histogram

New subset angDist lt 04

Plot pairs RAJ2000 DEJ2000rarrra epoch2000 dec epoch2000

Plot sky vectors RAJ2000-ra epoch2000

DEJ2000-dec epoch2000

bull Does this show cluster dynamics

More likely PlataisGaia astrometry discrepancies

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1820

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 20: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Example Epoch Photometry

Examine light curves for Anomalous CepheidsSELECT gra gdec gdesignation

gepoch_photometry_url

vpf vpeak_to_peak_g

FROM gaiadr2gaia_source AS g

JOIN gaiadr2vari_cepheid AS v

USING (source_id)

JOIN gaiadr2vari_classifier_result as c

USING (source_id)

WHERE cbest_class_name = rsquoACEPrsquo

AND vpf IS NOT NULL

Use Activation Window Load Table for one row

Plot 3-band flux flux error

vs time

vs phase phase(time param$pf)

Use Plot Table action to plot folded time series

when plotted points are clicked

Trick Aux colour bandcharAt(0)3

Note some functionality requiresTOPCAT v46-1

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 1920

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0
Page 21: Using Gaia DR2 in TOPCATMark Taylor, TOPCAT and Gaia DR2, Gaia Data Workshop, Heidelberg, 18 June 20188/20 Data Access: Match Catalog X against Gaia Find all Gaia counterparts for

Example Parallaxes and Distances

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorgt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30parallax-2parallax_errorlt0

0h40m000h45m000h50m00

40deg00

40deg30

41deg00

41deg30

42deg00

42deg30NULL_parallax

View foreground amp background stars towards M31

Cone Search M31 r=13

Services ARI-Gaia DR2-light

Returns sim100000 rows

Sky plot mdash M31 visible

Histogram of parallax (or 1parallax) mdash no interesting features

Define subsets using parallax and parallax error

parallax-2parallax errorlt0 mostly foreground

parallax-2parallax errorgt0 mostly background (incl M31)

NULL parallax mostly crowded regions (incl M31)

Alternative use Bayesian distance estimation

TOPCAT provides functionsmdash distanceEstimateEdsd(parallaxparallax errorl)mdash distanceQuantilesEdsd(parallaxparallax errorlqpoints)

But understand what yoursquore doing

X Luri et al (2018)ldquoUsing Gaia parallaxesrdquo

Mark Taylor TOPCAT and Gaia DR2 Gaia Data Workshop Heidelberg 18 June 2018 2020

  1. anm0