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Ïîèñêîâûå ñëîâà: arp 220
The Astrophysical Journal Supplement Series, 150:19 - 41, 2004 January
# 2004. The American Astronomical Society. All rights reserved. Printed in U.S.A.

A

CHANDRA MULTIWAVELENGTH PROJECT. I. FIRST X-RAY SOURCE CATALOG
D.-W. Kim, R. A. Cameron, J. J. Drake, N. R. Evans, P. Freeman, T. J. Gaetz, H. Ghosh, P. J. Green, F. R. Harnden, Jr., M. Karovska, V. Kashyap, P. W. Maksym, P. W. Ratzlaff, E. M. Schlegel, J. D. Silverman, H. D. Tananbaum, A. A. Vikhlinin, and B. J. Wilkes
Smithsonian Astrophysical Observatory, Cambridge, MA 02138

and J. P. Grimes
Center for Astrophysical Sciences, Johns Hopkins University, Baltimore, MD 21218-2686 Received 2003 January 24; accepted 2003 August 24

ABSTRACT The Chandra Multiwavelength Project (ChaMP) is a wide-area ($14 deg2) survey of serendipitous Chandra X-ray sources, aiming to establish fair statistical samples covering a wide range of characteristics (such as absorbed active galactic nuclei, high-z clusters of galaxies) at flux levels ( fX $ 10Ð15 to 10Ð14 ergs sÐ1 cmÐ2) intermediate between the Chandra deep surveys and previous missions. We present the first ChaMP catalog, which consists of 991 near on-axis, bright X-ray sources obtained from the initial sample of 62 observations. The data have been uniformly reduced and analyzed with techniques specifically developed for the ChaMP and then validated by visual examination. To assess source reliability and positional uncertainty, we perform a series of simulations and also use Chandra data to complement the simulation study. The false source detection rate is found to be as good as or better than expected for a given limiting threshold. On the other hand, the chance of missing a real source is rather complex, depending on the source counts, off-axis distance (or PSF), and background rate. The positional error (95% confidence level) is usually less than 100 for a bright source, regardless of its off-axis distance, while it can be as large as 400 for a weak source ($20 counts) at a large off-axis distance (Doff -axis > 8 0 ). We have also developed new methods to find spatially extended or temporary variable sources, and those sources are listed in the catalog. Subject headings: surveys -- X-rays: general On-line material: color figures, machine-readable tables

1. INTRODUCTION The launch of the Chandra X-Ray Observatory has opened a new era in X-ray astronomy. With its unprecedented, subarcsecond spatial resolution (van Speybroeck et al. 1997), in conjunction with its high sensitivity and low background, Chandra is providing new views of the X-ray sky 10 - 100 times deeper than previously possible (Weisskopf et al. 2000). Indeed, the cosmic X-ray background, the population of which has long been debated because the necessary spatial resolution was lacking, is now almost ($80%) resolved into discrete sources in deep Chandra observations, e.g., the CDF-N (Chandra Deep Field-North; Brandt et al. 2001) and the CDF-S (Chandra Deep Field-South; Giacconi et al. 2001). Moretti et al. (2003) has recently reported an even higher fraction ($90%). However, the nature of these sources is still somewhat unclear (e.g., Hasinger et al. 1998). An absorbed active galactic nucleus (AGN) population is predicted by population synthesis models (e.g., Comastri et al. 1995; Gilli, Rosati, & Salvati 1999) as the cosmic X-ray background is much harder (a photon index of $ 1:4) than typical AGNs, which have a photon index of $1.7 (e.g., Marshall et al. 1980; Fabian & Barcons 1992). There is some observational evidence supporting the existence of red, absorbed quasars (e.g., Kim & Elvis 1999; Wilkes et al. 2002; White et al. 2003). However, the hard sources in the deep surveys appear to be a mix of various types of narrow- and broad-line AGNs and apparently normal galaxies, with very few of the expected type 2 AGNs seen. The statistical importance of these various source types requires a large sample resulting from a wider area survey such as ChaMP. Additionally, 19

with two highly successful X-ray observatories currently in orbit (Chandra and XMM-Newton), we will soon be able to address fundamental questions such as whether the density and luminosity of quasars are evolving in time (e.g., Miyaji et al. 2000; Cowie et al. 2003) and how clusters of galaxies form and evolve (e.g., Rosati et al. 2002a). We will also discover whether rare but important objects have been missing from previous studies (e.g., blank field sources discussed in Cagnoni et al. 2002). To take full advantage of the rich data set available in the Chandra public archive, we have initiated a serendipitous X-ray source survey, the Chandra Multiwavelength Project (ChaMP). Because of the high spatial resolution, identification of X-ray sources is far less ambiguous than in previous missions, where many counterparts were often found within typical error circles (at least $10 times larger). Additional information and artificial selection criteria are no longer required, leaving little bias. The ChaMP, although not as deep as the CDF, covers a wide area ($14 deg2) and can provide an order of magnitude more sources at intermediate flux levels ( fX $ 10Ð14 to 10Ð15 ergs sÐ1 cmÐ2) than either the Chandra deep surveys or the previous missions (see Fig. 1 and x 2). An additional advantage of a wide area survey is the ability to investigate field-to-field variations of the number density of cosmic (background) sources, which may trace filaments and voids in the underlying large-scale structure, or if not detected, constrain the hierarchical structure formation. In this paper (Paper I), we describe our data reduction and analysis methods uniquely developed for this project and present the first catalog obtained with an initial sample of 62 Chandra observations. In Paper II (Kim et al. 2003), we


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Fig. 1.--ChaMP predicted (a) number of sources and (b) effective sky area. Predictions are determined by simulations for 137 ChaMP fields, based on a deep log NÐlog S. Also included are analogous simulations for the combined CDFs (2 Ms North and 1 Ms South) and for the ROSAT surveys analyzed by Miyaji et al (2000). [See the electronic edition of the Journal for a color version of this figure.]

present the results of X-ray source properties by producing the log NÐlog S relation and X-ray colors, and by comparing with data at other wavelengths. In an accompanying paper (Green et al. 2003), we present the first results of deep optical followup observations. This paper is organized as follows. In x 2, we describe how Chandra observations were selected for the ChaMP study. We present in detail the data reduction and analysis techniques in x 3. We have complemented our analysis with an extensive set of simulations in order to quantitatively assess the detection probability (x 4) and positional accuracy (x 5), which are both critical to firmly establish statistical properties of X-ray sources. In x 6, we present the first ChaMP X-ray source catalog and describe its contents. 2. ChaMP FIELD SELECTION We have carefully selected Chandra fields that are bestsuited for ChaMP science. Our selection criteria are often distinct from the purpose for which the observations were originally intended. An ideal field is one for which the PI is interested in a small object in the center of the field, providing the largest sky area available for a sensitive survey. The ChaMP would then assemble sources from the large unstudied area outside the main target to be processed and analyzed uniformly. Optical images and spectra are then added to create a wide field multiwavelength survey. A number of criteria were used in constructing the survey area: 1. Only fields more than 20 from the Galactic plane were selected in order to keep the Galactic extinction low. The latitude limit corresponds to N ?Hî < 6 Ò 1020 cmÐ2, or E(BÐV î < 0:1 mag. 2. Only ACIS imaging (i.e., no grating) fields were used; HRC images were omitted. Fields with instrumental complications (e.g., a bias map missing in telemetry or corrupted, energy filtering, or spatial windows) were omitted, as were fields using subarrays or continuous clocking.

3. Fields dominated by large extended sources (covering more than 10% of field of view) in either the optical or X-ray were omitted because these would mask faint sources. The extended source area is determined by the contour where the signal falls to 2 times the background (in case of ROSAT images) or to 10 above the background (in case of POSS). RASS data were used where ROSAT pointed images were not available. Supernova remnants were automatically omitted. In addition, to ensure that the field of view would not be heavily contaminated by galaxies belonging to a cluster, we also exclude fields containing clusters with z < 0:3 (1 Mpc at z Ì 0:3 corresponds to 30 ). 4. Planetary observations were omitted. 5. Observations closer than 10B8 from the center of the LMC, 5B3 from the SMC, and 3B2 from M31 were omitted. 6. Fields intended by the PI for surveys were omitted. These include ELAIS: N1.1 and ELAIS N1.2, the Chandra CDF-N and CDF-S, Lockman Hole, and MBM12. Based on these selection criteria, 137 fields were selected among Chandra AO1 and AO2 observing periods. Of these, 62 ACIS observations, which are available to us either through the public archive or by PI's preapproval, have been processed and presented in this paper. They consist of 21 ACIS-I and 41 ACIS-S observations based on whether the aim point falls on I3 (or CCD ID Ì 3) or S3 (or CCD ID Ì 7), respectively (see Fig. 6.1 in Chandra Proposer 's Observatory Guide 2000 [POG]). In Table 1, we list the basic observational parameters of the selected Chandra observations including observation dates, the aim points (R.A., decl.), CCD chips used, and effective exposure times. The effective exposure time was estimated after removing background flares within the main chip where the aim point lies (see x 3.1). We estimate the number of sources likely to be detected in the full ChaMP by assuming the combined 0.5 - 2 keV log NÐlog S from the CDF-S 1 Ms ACIS-I and ROSAT PSPC Lockman Hole 207 ks results (Rosati et al. 2002b and


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CHANDRA MULTIWAVELENGTH PROJECT. I.

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Hasinger et al. 1998, respectively) and applying this to each Chandra image in our full survey (see Green et al. 2002). We simulate the number of sources that would be detected in a given Chandra image by randomly populating the CCDs with sources derived from the log NÐlog S, assuming an average spectral slope Ðph Ì 1:4. When the full ChaMP sample is complete, we thereby predict $ 6000 X-ray detections. The number of predicted detections as a function of soft X-ray flux is shown in Figure 1 for the full ChaMP sample, the deep ROSAT sample (Lockman Hole; Hasinger et al. 1998), and the combined CDFs (2 Ms CDF-Nand 1 Ms CDF-S). Also shown in Figure 1 is the estimated sky area sensitive to a given flux limit. It is clear that the full ChaMP provides unprecedented coverage in the intermediate flux regime. 3. X-RAY DATA ANALYSIS 3.1. Data Correction and Data Screening We have developed a ChaMP-specific pipeline (called XPIPE) to uniformly reduce the Chandra data and to generate homogeneous data products. XPIPE was built mainly with CIAO (ver. 2.3) tools.1 An example of XPIPE products is seen in Figure 2. Level 2 data products generated by the Chandra X-Ray Center (CXC) standard data processing are taken as an input and further processed by XPIPE for additional data correction and data screening. As CXC has reprocessed old data observed early in the mission with more reliable software and calibration data,2 we use revision. 2 (or higher) data products whenever available. Standard data screening applied in the CXC pipeline processing excludes events with ASCA grades 1, 5, and 7 (which are mostly cosmic-ray events) and events with status bits set to nonzero. Screening by the status bit excludes bad pixels and columns among many other instrumental effects. A full description of ACIS status bit can be found at the CXC Web site.3 In some cases, however, bad pixels and columns that are not listed in the calibration database (and hence not excluded in CXC processing) are still visible, particularly in the data taken at an ACIS temperature of Ð110 C or Ð100 C (observed earlier than 2000 January; marked in Table 1) and in the S4 chip (CCD ID Ì 8). An example of bad columns is shown in Figure 3a, where a series of false sources along a CCD column is clearly seen near the bottom of the figure. We checked each image by plotting in chip coordinates for which the bad column is not blurred by the dither (see x 3.5). In some observations, a finite number of bias values are corrupted, and they are slightly lower for a given node in a given CCD. Since they are repeatedly subtracted in each exposure frame, the pixels with corrupted bias values appear to be hot pixels dedithered with an aspect Lissajous pattern. In this case, several sources are spuriously detected at the corners of the Lissajous pattern of a single bad pixel (see Fig. 3b). They are identified by eye, and those false sources are flagged in the ChaMP database (see x 3.5). Some CXC data have been processed with outdated calibration data, such as the ACIS gain file used to produce PI/energy columns and the alignment file used to determine absolute positions. We reapply new, updated calibration files whenever necessary. Cosmic rays or charged particles sometimes leave residual charges in CCD pixels, and they are repeatedly identified as a

valid event in the same CCD pixels. This effect, known as afterglow, was first noticed by discovering very sharp pointlike sources at large off-axis angles. To correct this, CXC has added a new tool to the pipeline processing (2000 August in CXCDS release R4CU5UPD8). The CXC and the ACIS Instrument team4 note a side effect of this correction--the algorithm may remove real events up to a few percent, particularly for a bright source. Since this side effect mostly affects very bright sources, it will not alter results of source detection. In the ChaMP, we apply this correction so that any false source should be excluded. As the investigation of the effect of afterglow continues, if it is necessary to countercorrect events from bright sources, we will do so. It is also known that the charge cascades (also called ``blooms'') caused by interacting with cosmic rays effectively reduce the detector efficiency by as much as a few percent.5 As the effects of the blooms and the workaround are being investigated, we will correct this effect, if necessary, when it is better understood. The S4 chip (or CCD ID Ì 8) is known to suffer from an instrumental effect called streaking. This can be corrected by applying a destreaking tool provided by John Houck (also available in the CIAO package). Figure 4 illustrates the pronounced difference before and after the destreaking correction. While the correction works in most cases, during our visual inspection (x 3.5), we recognized that streaking is not fully corrected in every case and that bad columns perhaps mixed with the streaking problem appear in a few observations. Therefore, we do not use the sources detected in the S4 chip for further analyses in this paper. The ACIS background is known to vary significantly.6 The count rate can increase by a factor of up to 100 within a single observation. Background flares are more prominent in backilluminated chips (S3 and S1) than front-illuminated chips. Typical examples of background light curves for a BI and an FI chip are shown in Figure 5. The origin of background flares is not known (e.g., Grant, Bautz, & Virani 2002); low-energy (<100 keV) protons may be responsible (Struder et al. 2001). Because the source detection probability strongly depends on the background rate (x 4), we do not use the data obtained during background flares. After making a background light curve, we exclude those time intervals beyond a 3 fluctuation above the mean background count rate. The mean rate is determined iteratively after excluding the high background intervals. Given different characteristics between BI and FI chips, it is applied per ACIS CCD. The GTI (good time interval) extension table is then updated accordingly so that the same CIAO tools can be applied with and without data screening by the background rate. Figure 6 shows a histogram of effective exposure times for BI and FI chips after data screening by the high background rate for the 62 observations reported here. While the loss is minimal for FI chips, it can be as large as 50% for BI chips. Among the 62 observations, the average effective exposure time was reduced by 18% in BI and 5% in FI chips. 3.2. Source Detection--wavdetect To detect X-ray sources, we apply a wavelet detection algorithm, called wavdetect, available in the CIAO software package (Freeman et al. 2002). Because wavdetect is more reliable in finding individual sources in crowded fields and in
4 5 6

1 2 3

See http://cxc.harvard.edu/ciao. See http://cxc.harvard.edu/cdo/reprocessing.html. See http://cxc.harvard.edu.

See http://www.astro.psu.edu/xray/acis. See http://asc.harvard.edu/ciao/caveats. See http://cxc.harvard.edu/cal/Acis/Cal_prods/bkgrnd/current/index.html.


TABLE 1 List of Ch and ra Fields Used in Th is Paper NH cmÐ2) Exposure (ks) 60.99 6.66 6.86 6.52 10.88 10.11 46.87 5.78 34.81 8.35 8.95 46.81 40.94 41.53 25.44 48.72 26.91 10.07 6.87 22.90 59.39 122.18 9.68 104.25 24.55 9.13 17.14 24.49 43.87 75.60 101.35 24.42 9.73 17.37 29.15 23.50 114.61 12.04 80.61 108.09 40.93 9.90 19.02 15.80 24.09 29.67 21.32 54.18 31.95 29.57 8.54 50.35 9.43 22.71 42.34 29.09 9.18 20.02 Aim Point Detector ACIS-I ACIS-S ACIS-S ACIS-S ACIS-S ACIS-S ACIS-I ACIS-S ACIS-I ACIS-S ACIS-I ACIS-I ACIS-S ACIS-S ACIS-S ACIS-I ACIS-S ACIS-S ACIS-S ACIS-S ACIS-I ACIS-I ACIS-S ACIS-I ACIS-S ACIS-S ACIS-S ACIS-S ACIS-I ACIS-S ACIS-I ACIS-S ACIS-S ACIS-I ACIS-S ACIS-S ACIS-I ACIS-S ACIS-S ACIS-I ACIS-S ACIS-S ACIS-S ACIS-S ACIS-S ACIS-I ACIS-I ACIS-S ACIS-S ACIS-I ACIS-S ACIS-I ACIS-S ACIS-S ACIS-I ACIS-S ACIS-S ACIS-I

Obs. ID 520....... 2242..... 2244..... 2245..... 2247..... 2248..... 521....... 342....... 913....... 1642..... 525....... 796....... 624....... 902....... 346....... 914....... 377....... 838....... 1643..... 2130..... 1708..... 927....... 1596..... 2227..... 419....... 1629..... 839....... 805....... 926....... 512....... 915....... 363....... 1630..... 868....... 2126..... 898....... 536....... 1712..... 325....... 2228..... 809....... 507....... 1588..... 578....... 930....... 541....... 907....... 869....... 326....... 546....... 615....... 548....... 841....... 830....... 551....... 928....... 1644..... 1479.....

Sequence Number 800028 900069 900071 900072 900074 900075 800029 700014 800089 700258 800033 600099 200049 800078 700018 800090 700049 700143 700259 700320 800103 800103 700212 800166 700091 700245 700144 600108 800102 800020 800091 700035 700246 700173 700316 800074 800044 790054 800063 800167 700114 800015 700204 890023 800106 800049 800083 700174 800064 800054 200040 800056 700146 700135 800059 800104 700260 980429

Target MS 0015.9+1609 GSGP 4X:048 GSGP 4X:069 GSGP 4X:082 GSGP 4X:109 GSGP 4X:114 Cl 0107+31 NGC 526A Cl J0152.7Ð1357 HE 0230Ð2130 MS 0302.7+1658 SBS 0335Ð052 LP 944Ð20 MS 0451.6Ð0305 Pictor A Cl J0542.8Ð4100 B2 0738+313 3C 200 APM 08279+5255 3C 207 Cl 0848.6+4453 Cl 0848.6+4453 0902+343 RX J0910+5422 RX J0911.4+0551 RX J0911.4+0551 3C 220.1 I Zw 18 MS 1008.1Ð1224 EMSS 1054.5Ð0321 Cl J1113.1Ð2615 PG 1115+080 PG 1115+080 PG 1115+407 3C 263 B1138Ð262 MS 1137.5+6625 3C 273 S-Z Cluster RX J1317.4+2911 Mrk 273X RX J1347Ð114 3C 294 3C 295 H1413+117 V1416+4446 QB 1429Ð008A, B Arp 220 3C 324 MS 1621.5+2640 VB 8 RX J1716.9+6708 3C 371 Jet of 3C 390.3 MS 2053.7Ð0449 MS 2137.3Ð2353 HE 2149Ð2745 Leonid Anti-radiant

R.A. (J2000) 0 0 0 0 0 0 1 1 1 2 3 3 3 4 5 5 7 8 8 8 8 8 9 9 9 9 9 9 10 10 11 11 11 11 11 11 11 12 13 13 13 13 14 14 14 14 14 15 15 16 16 17 18 18 20 21 21 22 18 57 57 57 58 58 2 23 52 32 5 37 39 54 19 42 41 27 31 40 48 48 5 10 11 11 32 33 10 56 12 18 18 18 40 40 40 29 12 17 44 47 6 11 15 16 32 34 49 23 55 17 6 41 56 40 52 13 32.7 17.9 38.9 51.9 26.4 38.3 5.2 53.6 49.3 35.7 28.3 44.5 36.8 12.9 45.6 49.0 11.9 26.8 43.9 49.2 54.7 54.8 32.8 39.7 26.8 28.7 35.0 56.5 14.7 55.8 54.1 15.1 18.5 42.8 5.2 46.1 47.1 6.3 22.4 12.2 43.0 28.7 50.4 11.5 43.9 43.0 29.5 54.7 46.3 25.4 34.0 1.0 52.3 46.8 18.6 14.8 7.8 12.7

Decl. (J2000) +16 Ð27 Ð27 Ð27 Ð27 Ð27 +31 Ð35 Ð13 Ð21 +17 Ð5 Ð35 Ð2 Ð45 Ð40 +31 +29 +52 +13 +44 +44 +34 +54 +5 +5 +79 +55 Ð12 Ð3 Ð26 +7 +7 +40 +65 Ð26 +66 +2 +42 +29 +55 Ð11 +34 +52 +11 +44 Ð1 +23 +21 +26 Ð8 +67 +69 +79 Ð4 Ð23 Ð27 Ð22 30 22 33 23 29 49 47 4 56 17 13 2 26 58 46 58 12 19 45 12 54 54 9 19 50 51 7 14 41 39 15 45 46 25 47 30 7 3 41 10 54 46 11 13 30 48 5 29 25 36 24 11 50 48 34 40 32 10 4.0 23.8 30.0 30.6 51.0 17.5 54.7 33.5 19.1 12.2 20.6 19.4 21.2 52.4 29.3 48.4 35.8 19.9 48.7 57.0 33.3 32.9 7.9 54.8 57.3 25.9 10.8 37.7 4.9 20.3 41.2 16.0 29.8 17.6 59.7 20.9 19.7 14.0 42.8 18.3 16.4 24.2 20.0 1.6 0.1 28.5 58.4 52.5 19.3 12.4 7.6 44.1 5.5 21.2 32.3 22.0 28.2 43.4

(10

20

Observation Date 2000 2000 2000 2000 2000 2000 1999 2000 2000 2000 Aug Dec Oct Oct Nov Nov Oct Feb Sep Oct 18 18 30 30 07 08 23a 07 08 14

CCD Used 01236 235678 235678 235678 235678 235678 01237 235678 012367 123678 01236 012367 23678 235678 23678 01236 235678 235678 123678 235678 012367 012367 235678 01236 01237 123678 23678 235678 012367 123678 012367 123678 123678 012367 235678 235678 012367 456789 23678 01236 012367 235678 235678 235678 456789 01236 01236 235678 235678 01236 456789 01236 456789 235678 01236 23678 123678 01236

4.06 1.69 1.62 1.43 1.37 1.55 5.49 2.09 1.61 2.27 10.95 4.98 1.44 5.18 4.12 3.59 4.18 3.69 3.91 4.14 2.73 2.73 2.28 1.98 3.70 3.70 1.90 1.99 6.74 3.67 5.52 4.01 4.01 1.91 1.15 4.96 1.18 1.79 1.37 1.04 1.09 4.88 1.21 1.34 1.80 1.24 3.54 4.29 4.31 3.59 13.39 3.71 4.84 4.16 4.96 3.57 2.33 2.49

2000 Oct 03 2000 Sep 07 1999 Dec 15a 2000 Oct 08 2000 Jan 18a 2000 Jul 26 2000 Oct 10 2000 Oct 06 2000 Oct 11 2000 Nov 04 2000 May 2000 May 2000 Oct 2001 Apr 1999 Nov 2000 Oct 1999 Dec 2000 Feb 2000 Jun 2000 Apr 2000 2000 2000 2000 2000 2000 1999 2000 1999 2001 03 04 26 29 02a 29 29a 08 11 21

Aug 13 Jun 02 Nov 03 Oct 03 Oct 28 Jun 06 Sep 30a Jun 14 Dec 03a May 04 19 29 29 30a 19 02a 31 24 25 24

2000 Apr 2000 Apr 2000 Oct 1999 Aug 2000 Apr 1999 Dec 2000 Mar 2000 Jun 2000 Jun 2000 Apr

2000 Jul 10 2000 Feb 27 2000 Mar 21 2000 Apr 17 2000 May 13 1999 Nov 18a 2000 Nov 18 1999 Nov 17a


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CHANDRA MULTIWAVELENGTH PROJECT. I.
TABL E 1-- Continued NH (1020 cmÐ2) 7.74 5.34 5.05 3.81 Exposure (ks) 19.60 21.89 106.09 65.00 Aim Point Detector ACIS-S ACIS-S ACIS-I ACIS-S

23

Obs. ID 789....... 431....... 918....... 861.......

Sequence Number 600092 700103 800094 700166

Target HCG 92 Einstein Cross Cl J2302.8+0844 Q2345+007

R.A. (J2000) 22 35 58.5 22 40 27.9 23 2 47.4 23 48 18.1

Decl. (J2000) +33 59 31.4 +3 21 19.2 +8 45 14.7 +0 58 36.4

Observation Date 2000 Jul 09 2000 Sep 06 2000 Aug 05 2000 Jun 27

CCD Used 235678 123678 012367 123678

Notes.--CCD ID Ì 0 3 for ACIS-I and 4 - 9 for ACIS-S (Chandra POG 2000); NH from Stark et al. 1992. Units of right ascension are hours, minutes, and seconds, and units of declination are degrees, arcminutes, and arcseconds. a CCD temperature > Ð120 .

identifying extended sources than the traditional celldetect algorithm, we have selected wavdetect as the main detection tool in the ChaMP. We run wavdetect repeatedly in three energy bands (B, S,and H--see Table 2) to quantify detections and upper limits in each subenergy band. After performing various tests to find the most efficient parameters used with wavdetect, we select a significance threshold parameter of 10Ð6, which corresponds to one possibly spurious pixel in one CCD (see x 4.1 for more discussion of this type I error) and a scale parameter of seven steps between 1 and 64 pixels (1 pixel Ì 0B492) to cover a wide range of source sizes, accommodating extended sources and the variation of the PSF as a function of off-axis distance (Doff-axis). For the remaining

parameters, we used the default values given in CIAO (see x 4 for more discussion of wavdetect performance). To avoid finding spurious sources, most often located at the edge of the field of view, we used an exposure map generated for each CCD at an energy of 1.5 keV with an appropriate aspect histogram7 and required a minimum of 10% of the on-axis exposure. As shown in Figure 2, wavdetect performs well in identifying both point sources and extended sources (e.g., an extended source toward the lower left corner of this figure). It also works nicely in finding multiple sources overlapping
7

See http://cxc.harvard.edu/ciao/threads/expmap_acis_single.

Fig. 2.--Example XPIPE output image. A circle indicates an X-ray source detected by wavdetect and its radius is proportional to the PSF size at the off-axis distance for a given source. A total of 45 sources are detected, including one extended source (a target source in this observation) and a few overlapping sources.


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Fig. 3a Fig. 3b Fig. 3.--Examples of (a) a bad column and (b) a hot pixel in sky coordinates. (a) Series of false sources are detected along the bad column. (b) Two hot pixels are seen in a Lissajous pattern (near the center) and four false sources each are detected. In ChaMP data processing, the presence of unfiltered bad columns and bad pixels is checked by visual examination of images in chip coordinates. [See the electronic edition of the Journal for a color version of this figure.]

within their source radii (e.g., sources 30 and 33, 32, and 42 in Fig. 2--see x 3.3 on their photometry). One known exception (not specific to wavdetect) is a problem due to the PSF shape, which is not circularly symmetric. On a rare occasion, a pair of spurious sources may be detected at the location of a single

source when the source is far enough off-axis and bright enough to manifest the PSF shape. Figure 7 illustrates this effect--an observed image (left panel) of a double-peaked source with $2000 counts at an off-axis distance of 60 is compared with a single PSF image generated (right panel ) at

Fig. 4.--Sample image on S4 chip (CCD ID Ì 8) before (left) and after (right) the destreaking correction. [See the electronic edition of the Journal for a color version of this figure.]


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Fig. 5.--Comparison of background light curves of (a) BI S3 (ObsID Ì 00861, OBI Ì 001, CCD ID Ì 7) chip and (b) FI S2 (ObsID Ì 00861, OBI Ì 001, CCD ID Ì 6) chip. Note that they were made from the same observation. Time intervals during which the background rate is high (beyond 3 ) are marked by a cross. [See the electronic edition of the Journal for a color version of this figure.]

the source location. In this case, two sources are detected by wavdetect, 1B6 apart. Also plotted in Figure 7 is a RichardsonLucy deconvolved image (bottom left panel ) confirming that this is really a single source. To identify this PSF effect, we have inspected source pairs with small separation. We have found three pairs of sources affected. The correct positions were redetermined by the PSF deconvolution, and the extra sources were flagged (flag Ì 015 in Table 3) in the database to exclude false sources in any further analysis.

The wavdetect algorithm also provides source information such as a source count rate and size, but they may not be reliable, particularly when there is a nearby (extended) source. We rely on wavdetect results only for positions of detected sources (see x 5 for more discussions about the positional error) and determine source properties independently as described in x 3.3. 3.3. Determination of Source Properties Source counts were extracted within a circle centered on the wavdetect-determined source position and background counts are extracted locally in an annulus surrounding the source. We choose the source extraction radius to be a 95% encircled energy radius (at 1.5 keV) as a function of off-axis angle (determined from the ``psfsize'' table, psfsize_2000830.fits, available in the CIAO and CALDB public distribution) with a minimum of 300 near the aim point and a maximum of 4000 at the far edge of the field of view. Similarly, the background was estimated for each source in an annulus from 2 to 5 times source radius. When nearby sources exist within the background region, they are excluded before measuring the background count. Net count rates are then calculated with the effective exposure (including vignetting) for both the source and background regions. Errors are derived following Gehrels (1986). When the source extraction regions of nearby sources overlap, their source count rates will be overestimated. Note that they are flagged in the database (see Table 3). To correct this, we have applied two independent methods. The first method calculates the source counts from a pie-sector, which excludes a nearby source region and then rescales it based on the area ratio of the chosen pie to the full disk. Once the correction factor is determined, the same factor can be applied to correct counts in all energy bands. The second method is to fit a two-dimensional image with two (or more) PSFs generated at the source position. The advantage of the second

Fig. 6.--Histogram of the effective exposure times for BI and FI chips. Background flares significantly reduce the effective exposure time in the BI chip.


26

KIM ET AL.
TABLE 2 Energy Bands and Definition of X-Ray Colo rs Band Energy Band Selection Broad (B) ............................................. Hard (H ) .............................................. Soft (S )................................................. Soft1 (S1).............................................. Soft2 (S2).............................................. 0.3 2.5 0.3 0.3 0.9 - - - - - 8.0 8.0 2.5 0.9 2.5 keV keV keV keV keV Definition

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Hardness Ratio and X-Ray Colors HR ........................................................ C21 ....................................................... C32 ....................................................... (HÐS)/(H+S) Ðlog (S2) + log (S1) = log (S1/S2) Ðlog (H ) + log (S2) = log (S2/H )

Additional Energy Bands Conventional soft (SC ) ......................... Conventional hard (HC ) ....................... 0.5 - 2.0 keV 2.0 - 8.0 keV

method is to use all the photons to maintain the highest statistics. Its disadvantages, however, are (1) the two-dimensional fitting is less reliable when sources are faint, and (2) the whole task (generating a PSF and fitting) must be done in each energy band. The source counts corrected by the first method are used in this paper. The energy range used in this study is between 0.3 and 8 keV. The upper limit was selected to reduce background events while still including hard X-rays that could lead to

interesting sources (such as heavily absorbed AGNs), because background particles dominate and the HRMA (High Resolution Mirror Assembly) effective area steeply decreases at energies higher than 8 keV (van Speybroeck et al. 1997). We have divided the counts into three energy bands (see Table 2) in order to construct two X-ray colors. The energy boundaries were selected (1) to optimize photon statistics by distributing a comparable number of photons to each band, but the largest number of photons to the middle band (S2 ),

Fig. 7.--Double-peaked sources due to the PSF. The top left panel is the observed image of a single source with $ 2000 counts at Doff -axis Ì 6 0 and the top right panel is the PSF image generated at the source location. In this case, two sources are detected by wavdetect, 1B6 apart. The bottom left panel clearly shows a single source after applying the Richardson-Lucy deconvolution.


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TABLE 3 Source Flags Flag False X-Ray Sources 011................................................ 012................................................ 013................................................ 014................................................ 015................................................ False source by a hot pixel or by a bad bias value (Fig. 3b) False source by a bad column (Fig. 3a) False source along the readout direction of a very strong source False source by the FEP 0/3 problem (http://cxc.harvard.edu/ciao/caveats) Double sources detected by the PSF effect (Fig. 7) X-Ray Sources--Questionable 021................................................ Visual inspections found it as a spurious source Definition

27

Valid Sources, but Source Properties May Be Subject to a Large Uncertainty 031 .............................................. 032a .............................................. 033a .............................................. 034a .............................................. 035a .............................................. 036a .............................................. 037................................................ 038................................................
a

Bad pixel/column exists within source extraction radius Nearby source exists within the source extraction circle Nearby source exists within the background extraction annulus Source is found near an extended source Background region overlaps with a nearby extended source Source near the edge of the chip Pile-up (see Chandra POG 2000) Uncertain source position by flag = 015 (Fig. 7) Other Cases

051 .............................................. 052................................................ 053a .............................................. 054................................................ 055a ..............................................
a

a

Source is extended Same source in multiple observations Target of observation X-ray jet Variable source

Flagged by the automatic pipeline.

which is used in both X-ray colors; (2) to directly compare with previous ROSAT results ( < 2.5 keV); and (3) to confine most soft X-ray lines seen in soft X-ray sources (e.g., stellar sources) to a single band, S1 ( < 0.9 keV). With the three energy bands, we define two X-ray colors, following the same convention as in optical colors such that higher numbers are redder/softer. They are also consistent with X-ray colors defined in earlier studies with the Einstein X-ray data (e.g., Kim, Fabbiano, & Trinchieri 1992). We note that the sense is opposite to a hardness ratio in which higher numbers are harder (e.g., Green et al. 2003). The main advantage of this selection of X-ray colors is to isolate two spectral parameters, intrinsic hardness and absorption, so that one X-ray color mostly represents absorption and another color a spectral slope (if NH P 1022 cmÐ2). We describe the average X-ray colors in our sample in Paper II. Finally, to the ChaMP catalog, we have added two more commonly used energy bands (0.5 - 2.0 keV) and (2.0 - 8.0 keV) to provide users with flexibility and allow them to directly compare with other results. Source fluxes are determined by calculating the energy conversion factor (ECF--actually count rate to flux conversion factor) for each observation (and each chip), because the quantum efficiency (QE) of ACIS CCDs varies with time and the Galactic value of NH varies from one pointing to another. To calculate ECFs, we assume a power-law emission model of Ðph Ì 1:7 and 1:4 with absorption by Galactic NH determined for each observation (Stark et al. 1992). Those parameters were selected to be consistent with other results (e.g., Hasinger et al. 1993; Brandt et al. 2001) for direct comparison (e.g., Ðph Ì 1:7 for the soft band and Ðph Ì 1:4

for the hard band, as used in Paper II). The QE degradation8 is most significant at energies below 1 keV (or in the S band). To correct the time-dependent QE degradation per observation, we have used Sherpa, available in CIAO version 2.3 (see footnote 1) in conjunction with corrarf.9 We note that the S-band ECF varies by about 20% ( for about 20 months spanning our sample) as a result of the QE degradation, while the H-band ECF remains almost constant. However, for extremely soft sources (such as supersoft sources, e.g., in Di Stefano & Kong 2003), the correction could be even higher.
3.3.1. Source Extent

To identify an extended source and measure the source extent, we have generated radial profiles of individual sources and fitted them with a Gaussian profile and a model. Because the X-ray background rapidly increases with increasing energy, we have used S-band images for this purpose. We then compared the measured Gaussian and core radius with the PSF size at a given off-axis distance. We initially identified extended sources with ?arcsecî > 1:5 Ò 90% EE radius (the limit was empirically selected after several iterations of trial and error). Then an individual source is rechecked for its extendedness (see x 3.5). This method works for most extended sources. However, it is difficult to determine extent for a faint source falling at a large off-axis distance and to model PSFs appropriate for sources at large off-axis angles by the
8 See CXC Memo on 2002 July 29 (http://cxc.harvard.edu/cal/Acis/ Cal_prods/qeDeg/index.html). 9 Available at http://cxc.harvard.edu/cal/Acis/Cal_prods/qeDeg/corrarf.tar.gz.


28

KIM ET AL. parameter being the start and stop times of the block and the event rate during the block. The method is thus well suited to having results for a large number of sources stored on a computer. Furthermore, for each source divided into n blocks, each block with a mean count rate Ci and Poisson uncertainty i , we can also usefully characterize the variability with three parameters: the median block length, the total source ``amplitude,'' Ø, ØÌ
n Ð1 X i Ì1

simple Gaussian function we have applied. We have, therefore, limited our method to four CCDs (CCD ID Ì 0 3) in ACIS-I observations and Doff -axis < 10 0 in ACIS-S observations. Once a source is identified as extended, we then recalculate its counts and flux, based on its size. Among the sources (3177 sources; see x 6) found in CCD ID Ì 0 3 in ACIS-I and CCD ID Ì 6 7 in ACIS-S observations, we have identified 21 extended (nontarget) sources with Gaussian ranging from a few to 1200 . In the first ChaMP catalog (991 sources; see x 6), we have four extended sources (flag Ì 051 in Table 7). We note that the detection probability of extended sources is more complex than that of point sources (in x 4) and strongly depends on the background level as well as the source properties such as their flux and size. We will present a full simulation analysis for the extended source selection and completeness in a subsequent paper.
3.3.2. Variability Analysis

jC

i?1

Ð C i j; S, Ci j ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi : 2 2 2 n Ð 1 ? n

and the ``significance'' of variability, PnÐ1 iÌ1 jCi?1 Ð S Ì pffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi 2 ? 2 2 ? : : : ? 1 2

An investigation of the variability of sources detected in a survey such as ChaMP is complicated by the large ranges in observed source count rates and in the exposure times of the different ChaMP fields. Traditional methods based on light curve analyses pose difficulties for two main reasons. First, for a given source in the absence of significant background, the signal-to-noise ratio (S/N) in each bin varies as the square root of the bin length. The threshold for detection of variability is, then, always dependent on the bin size adopted for the light curve. Second, the time resolution of variability is limited to the Nyquist sampling of the light curve and is equivalent to an interval of twice the adopted bin size. A general astrophysical X-ray source population that would be expected to contain AGNs, early- and late-type stars, X-ray binaries, and X-ray pulsars would exhibit timescales of variability ranging from a fraction of a second to days. There is clearly no obvious single binning scheme that could be optimized to encompass such a dynamic range in timescale. Alternative hierarchical binning methods that apply light curves multiple times in order to sample the full range of useful bin sizes are computationally expensive and are not very sensitive to the type of variability characterized by generally quiescent behavior upon which might sit small, infrequent bursts. To cope with the general X-ray source case, we have developed a variability test based on the ``Bayesian blocks'' (BB) method of Scargle (1998). One advantageous property of X-ray detectors such as microchannel plates, proportional counters, and fast frame CCD cameras is that individual photon events are measured and timed (in the case of the latter, this is only true if the frame time is significantly smaller than the average time between events). Binning of time-tagged event data is unnecessary for examining time variability because event arrivals are described by the Poisson distribution. Deviations from the expected arrival times can then be exploited to investigate variability. The BB method is based on Bayesian statistics and seeks to determine the most probable segmentation of the observation into time intervals-- ``Bayesian blocks''--during which the photon arrival rate has no statistically significant variations. The analysis method itself does not impose a lower limit to the timescale on which variability can be detected: this is instead determined by the timing accuracy of the observing instrument. The BB method has the further advantage that the Bayesian blocks themselves describe the variability of any source in the most economical way using the minimum possible number of parameters, each

One complication to the BB method as implemented in ChaMP is that the ACIS CCD camera upon which our survey is based has a typical frame time of 3.2 s. Individual event time tags are therefore only accurate to Ö1.6 s. For faint sources where event arrivals are separated on average by intervals much larger than this, the frame time is irrelevant for source variability, except in the rare case of a repeating signal with a comparable or shorter period. However, for sources in which multiple events might arrive in the same frame, this poses a problem in that all events within the frame nominally arrive at exactly the same time. This artifact can give rise to spurious variability at the readout frequency as the BB algorithm perceives all the events as arriving at the end of a 3.2 s interval. In order to avoid this, for frames in which multiple events occur we artificially distribute the events evenly in time throughout the frame. An example of the output of the BB analysis is shown in Figure 8. Among the sources (3177 sources; see x 6) found in CCD ID Ì 0 3 in ACIS-I and CCD ID Ì 6 7 in ACIS-S observations, we have identified 92 variable sources. In the first ChaMP catalog (991 sources; see x 6), we have 53 variable sources (flag Ì 055 in Table 7). One disadvantage of the BB method is that it is not easy to account for background subtraction. While generally low and often negligible, the background can vary quite strongly during an observation. Source variability is, however, easily separated from background variability by examining the BB analysis of an annular region surrounding each source region. In order to diagnose the possible presence of significant periodic variability, we also compute power spectra for each source. While these power spectra are currently examined only by eye, in future implementations of our variability analysis we expect to undertake more thorough and automated searches for periodicity. 3.4. Absolute Position The absolute positional accuracy of the Chandra observatory is about 100 , when processed with the most recent calibration data.10 In order to detect any unforeseen error, particularly in those data processed with old calibration data, and to provide improved celestial positional accuracy for ChaMP X-ray sources, we use optical observations and databases that are being compiled for the ChaMP (Green et al. 2003). For each ChaMP field, we obtain optical CCD images in the SDSS g 0 , r 0, and i0 bands. Optical sources are extracted
10

As specified in http://cxc.harvard.edu/cal/ASPECT/celmon.


Fig. 8.--(a) Example of variability determined by the Bayesian blocks method. The Chandra data of 1WGA J1216.9+3347 is used here to illustrate the results of our variability analysis. The dotted histogram represents the light curve, and the thick black histogram indicates where the count rate remains constant or varies. The break in the count rate is also marked by the vertical line. [See the electronic edition of the Journal for a color version of this figure.] (b) Light curve of the same source determined by the traditional time binning method (taken from Cagnoni et al. 2003).


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Fig. 9.--Detection probability as a function of background counts with various source counts ( from a few to $100, indicated at the right side of figures) and offaxis distances: (a) on-axis, (b) 20 off-axis, (c) 50 off-axis, and (d ) 100 off-axis.

in these images using SExtractor (Bertin & Arnouts 1996) for each field, we astrometrically calibrate our optical coordinate system against the GSC 2.2 catalog (Bucciarelli et al. 2001), which is in turn astrometrically calibrated via the Astrographic Catalog/Tycho and the Tycho Catalog II to the ICRS reference frame. For each ChaMP field, the positions of X-ray sources are correlated to optical sources in the field to correct the X-ray coordinate system from standard Chandra aspect processing. The field correction is then applied to each X-ray source position. This typically corrects the X-ray positions by less than $100 . As the positional accuracy of sources detected by wavdetect depends on how well the PSF is sampled, the error increases with decreasing source counts and increasing off-axis distances (see x 5). Therefore, we use only sources with counts of more than 20 and Doff -axis < 300 00 to fine-tune the astrometric solution for the Chandra image. 3.5. Verification and Validation (V&V) All the data products have been reviewed and confirmed by more than one ChaMP scientist (1) to make sure that the data processing was done correctly and (2) to flag those sources with various special issues listed in Table 3. If there was a problem in processing, the data were reprocessed and reexamined. The source flags footnoted in Table 3 are initially flagged by automatic XPIPE processing, then confirmed by verification and validation (V&V), whereas those not

Fig. 10.--SAOSAC simulation of point sources at a wide range of off-axis angles in four ACIS-I chips. Each source has 1000 net input counts.


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Fig. 11.--wavdetect position errors measured with SAOSAC simulations. About 2000 sources are simulated each for (a) 20, (b) 100, and (c) 1000 counts, and about 200 sources for (d ) 10,000 counts. Differences between estimated and expected positions are plotted against off-axis angle. Sources falling at the detector edges are subject to a large error and are denoted by plus signs. For visibility, points are horizontally shifted by adding random numbers (up to 5000 ) to off-axis angles.

footnoted are determined only by visual examination. The flags in Table 3 are divided into four subgroups: false sources, questionable sources, valid sources but with uncertain properties and sources with special characteristics. Most of them are self-explanatory or references are given in the table.

Flag Ì 021 (spurious source) is rather subjective, but we have only one source in our initial sample. Flag Ì 037 ( pile-up) is usually for X-ray bright target sources. For the remaining sources (i.e., without this flag), the pile-up is always less than a few percent near on-axis and lower at large off-axis

TABLE 4 Po sitional Errors Positional Uncertainty Method Number of sources Mean Error
0

8 0 for Count = 20 0.74 0.64
0

67%

95%

99%

Positional Error (in arcsec) at Doff -axis Ì 6 wavdetect in CIAO 2.3 ..... Revised wavdetect............. 403 403 1.28 1.13

1.53 1.34

2.75 2.31

3.36 3.17

Positional Error (in arcsec) at Doff -axis Ì 8 wavdetect in CIAO 2.3 ..... Revised wavdetect............. 146 146 2.82 1.85

10 0 for Count = 20 1.8 1.2 3.46 2.11 5.82 4.23 7.66 4.92


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2, and 4 pixels for the on-axis points and 2, 4, 8, and 16 pixels for the off-axis locations. 4.1. Type I Errors We find that the performance of wavdetect is as expected ($1 false source is found in each image) for on-axis sources and improves for off-axis sources. At 100 off-axis, the number of false sources is on average less than 0.2 per simulation. The reason for the improvement is the additional logic discriminators installed in wrecon, the second part of wavdetect, which compare source sizes with the known PSF size and eliminate many false sources in that manner. We have also performed a comparable study with a Chandra observation of relatively long exposure times ($100 ks). We have split the long observation into smaller pieces (10 ks each) and run wavdetect on the original long observation and smaller segments with the same parameters. It would be reasonable to assume that sources found in the segments as well as in the original observation are likely to be real, whereas sources found in the segments but not in the original observation are likely to be false. We can then measure how many spurious sources are found in the segments, but not found in the original, long observation. We have performed this exercise with ObsID Ì 536 and ObsID Ì 927. On average, we found 0.3 spurious sources per CCD, which is fully consistent with the simulation results. 4.2. Type II Errors Determining the rate of false negatives, or the probability of failing to detect a real source, is more complex because of its strong dependence on source strength, background intensity, and off-axis location. The detection probability decreases as the background rate increases, because it is easier to obtain fluctuations from the background that match the source intensities, thus reducing the significance of detection. Also, in general the PSF increases in size at larger off-axis angles, spreading the source counts over a larger area of the detector, thus including a larger number of background counts within the source region, which again serves to reduce the detection probability. Finally, as the nominal source strength is reduced, the Poisson fluctuations in the observed source counts ensure that in increasingly larger numbers, sources lie below the detection thresholds, again reducing the probability of detecting the source. We determine the detection probability over the same range of parameters as above and show representative curves in Figure 9. It is clear that type II errors are critical at the faint end, i.e., near the detection limit of each observation. For instance, only half the sources with a strength of, say, 10 counts are detected at 50 off-axis when the background is $ 0.03 count pixelÐ1. 5. POSITIONAL UNCERTAINTY With the superb Chandra spatial resolution, the on-axis positional accuracy is expected to be accurate with an error less than 100 . However, with increasing off-axis angle, PSFs spread out and also become circularly asymmetric (see Chandra POG 2000). Consequently, a source position may not be reliable for a weak source at a large off-axis angle. In order to quantify this uncertainty, we have carried out another set of simulations with SAOSAC11 because its ray-trace
11

Fig. 12.--Examples of X-ray sources identified by wavdetect with relatively large position errors. The large ellipses are the source regions determined by wavdetect in CIAO 2.3. Note that the centers of two ellipses (crosses) are off by 200 -400 from the local peaks. The smaller ellipses indicate the revised source regions by the new algorithm described in x 5. [See the electronic edition of the Journal for a color version of this figure.]

distances. Flag Ì 054 is for by previous X-ray missions new faint X-ray jets or close are some of ChaMP science

already known X-ray jets (either or by radio data). Searching for multiple sources (lens candidates) goals.

4. DETECTION PROBABILITY From a statistical perspective, wavdetect is a hypothesis test. At any given location, the null hypothesis is that there is no source is checked against the observed signal, and the null is rejected if the signal cannot be obtained at some threshold probability as a fluctuation due to the background. The usefulness of a statistical test depends both on its ability to correctly accept the null hypothesis (i.e., minimize the false positives, the number of spurious sources; this is the so-called type I error and is quantified by the threshold significance of detection) as well as correctly reject the null (i.e., minimize the false negatives, the number of real sources that are missed; this is the so-called type II error and is quantified by the probability of detecting a source). To quantitatively determine the performance of wavdetect (V. Kashyap et al. 2003, in preparation), we have run a series of simulations using MARX (MARX Technical Manual 2002) and have also made use of Chandra data to confirm some of the results of the simulation. First, postage stamp (256 Ò 256) images are simulated at different off-axis locations (00 , 20 , 50 , and 100 ) for a grid of source strengths (ranging from $3 to $ 4000 counts) and background intensities (ranging from $ 1:5 Ò 10Ð4 to $ 0.2 count pixelÐ1), assuming a flat spectrum between 0.2 and 10 keV (the input spectrum is not important, because the only interesting parameter is the counts produced in the detector by the source and background). Such simulations were carried out $50 times at each grid point. Then, wavdetect was run on each image adopting a detection threshold of one expected false source per image, at scales 1,

See http://cxc.harvard.edu/chart.


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Fig. 13.--Same as Fig. 11 after the position correction with a new wavdetect algorithm

technique represents the actual HRMA more realistically than MARX. Figure 10 illustrates an example of simulated sources in four ACIS-I CCDs. We ran wavdetect on the simulated images and compared wavdetect-determined source positions with input positions. Figure 11 shows the positional error as a function of off-axis angle for a wide range of source strengths, from 20 to 10,000 counts. When a source lies at the edge of the CCD, source photons may be lost and the wavdetect centroiding algorithm may not work properly. Such sources (with average exposure within the source radius less than 80% of the on-axis exposure) are marked as a plus symbol in Figure 11. In the following discussion, we exclude those sources falling near the CCD edge. We note that these sources are flagged in the ChaMP database to indicate their large uncertainties both in flux and position. As expected, the source position is accurately determined for strong sources with 1000 counts and 10,000 counts (Figs. 11c and 11d ). The positional uncertainty is $ 0B7 (95% confidence), regardless of Doff-axis. For fainter sources (with 20 counts and 100 counts in Figs. 11a and 11b, respectively), the positional error remains relatively small (less than 100 -200 ) within Doff -axis < 6 0 . However, the positional error increases significantly at Doff -axis > 6 0 . The results are summarized in Table 4, where a mean value, 1 scatter from the mean, and positional uncertainties at 67%, 95%, and 99% confidence levels are listed.

By examining sources with large offsets between the simulated and detected position, we have recognized that source positions estimated by wavdetect (in CIAO 2.3 or earlier) or the algorithm given in Freeman et al. (2002) become less accurate by up to several arcseconds (see Fig. 11), if either the contribution of the background to the observed total counts in the source cell is non-negligible, or the source cell is highly asymmetric. To mitigate this problem, the algorithm has been enhanced (P. Freeman 2003, private communication). First, a position estimate is made using the original algorithm, along with an estimate of the error. Then, if the source cell size is at least 15 pixels, and if the first position estimate is at least 3 away from the nearest maximum in the source counts image, the position estimate is refined by the following method. Any asymmetry in the source cell shape, or asymmetry in the distribution of data around the true centroid, can lead to inaccuracies in the position determination, since outlier data will ``pull'' the estimated centroid away from its true position. (This effect is thus most noticeable far off-axis, for low counts, as demonstrated in Fig. 11.) Taking the ( possibly asymmetric) source cell and the original position (x0, y0) as an input, we eliminate the systematic effect of an asymmetric source cell by creating a new, temporary source cell: the largest square box centered at (x0, y0) that fits within the original source cell (i.e., all pixels in the new cell must


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A set of empirical formulae (applicable up to Doff -axis < 10 0 ) are given here for a quick, approximate estimate of an error box: PE?arcsecî Ì 1 Ð 0:02D2 f of for sources with 20 counts, and PE?arcsecî Ì 1 Ð 0:01D2 f of
axis axis

? 0:0067D3 f of

axis

? 0:0025D3 f of

axis

Fig. 14.--Position error measured in 10 observations of Chandra Deep Field - North. The position difference of the same source is plotted against offaxis angle for which we take the larger one in each pair. Sources that lie at the detector edges at least in one observation of the matching pair are denoted by plus signs.

also be within the old cell, but not vice versa). A new centroid determination is made within this cell. Refinement is done iteratively, i.e., the process of creating a cell and centroiding is repeated until the refined position estimate stabilizes. Figure 12 illustrates this problem and its correction. The larger ellipses indicate the source regions determined by a single run of wavdetect, while the smaller ellipses indicate the refined source regions, whose centroids are clearly closer to the actual photon distribution. In this example (ObsID Ì 520), the two sources with $60 counts each are located at Doff -axis $ 8 0 9 0 and the corrections are 4B4 (lower one) and 2B5 (upper one). The positional error after this refinement decreases considerably, in particular for a faint source at a large off-axis angle (see Fig. 13 and Table 4). In summary, the positional error is 200 or better for a source (regardless of its strength) within Doff -axis < 6 0 from the aim point, while the error for a faint source increases to 200 -300 and 400 -500 at Doff -axis Ì 6 0 8 0 and 80 -100 , respectively (95% confidence). We have reexamined by eye those sources with large errors and confirmed that the error is basically driven by the statistical noise with a small number of source photons spreading out inside a large PSF. In XPIPE processing, we apply the improved position determination algorithm to all sources at Doff -axis > 400 00 and used the improved position and error in the following discussions (x 6).

for sources with 100 counts, where Doff-axis is in units of arcminutes. In the ChaMP source catalog, we provide the positional error for an individual source by interpolating these formulae and applying a conservative minimum of 100 (see x 3.4 and footnote 10 for Chandra absolute astrometric accuracy). Given that the PSF is asymmetric and the direction of PSF elongation is a function of azimuth, we have searched for any systematic trend, such as a preferential direction of offsets (i.e., both radial and tangential offsets) as a function of azimuth. However, we do not see any significant trend, as both the amount and direction of offsets appear to be random on a scale of less than 100 . It is possible there still remains a systematic effect on a smaller scale ($few tenths arcsecond). We have also performed a comparable study with Chandra data. Utilizing multiple observations pointing to the same part of the sky, we compare the multiple source positions of the same source measured in different observations. For this purpose, we have selected the Chandra Deep Field-North data, which consist of 12 separate observations from 1999 November to 2001 March. Excluding observations with a relatively short exposure time, we have used 10 observations with exposure times ranging from 50 to 170 ks. We ran wavdetect on each observation and cross-correlated source positions. To remove the systematic shift between different observations by an absolute position error, we first crosscorrelate sources within 30000 from the aim point for which the positional accuracy is expected to be good as indicated by the above simulation study. We found a systematic shift of up to 200 from one field to another. This is consistent with the known error in aspect calibration files of ACIS-I.12 After registering each field to a common frame, we cross-correlated again all sources in 10 observations. The position difference of the same source detected in different observations is plotted against off-axis angle in Figure 14. In each matching pair, the larger off-axis angle was used here. The result is in full accordance with the simulation result. While most sources can be found within 100 -200 , the positional error can be as large as 500 at Doff -axis > 6 0 . We note that the refined position does not affect source counts. The change using the revised position remains well within the error (x 3), because the source extraction radius is
12

See http://cxc.harvard.edu/cal/ASPECT/.

TABLE 5 Sele ction C riteria for t he First ChaMP Catalog Number of Sources 707 236 620 Off-Axis Distance Limit 40000 in ACIS-I or S3 in ACIS-S 40000 in ACIS-I or S3 in ACIS-S I0-I3 in ACIS-I or S2-S3 in ACIS-S

Color S-band log NÐlog S ....................................... H-band log NÐlog S ...................................... X-ray colors ...................................................

Counts Limit 20 in S band 20 in H band 50 in B band


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CHANDRA MULTIWAVELENGTH PROJECT. I.

35

Fig. 15.--Distribution of exposure times and source counts in three energy bands. (a) Effective exposure time after correcting for the CCD dead time and background flares. (b - d ) Net counts of 3177 sources obtained in 62 fields (solid histograms) and of 991 sources used in the first ChaMP catalog as described in Table 5 (dashed histogram).

much larger than the position change, when the correction is necessary, i.e., at the large Doff-axis. 6. ChaMP X-RAY SOURCE CATALOG Sixty-two fields (listed in Table 1) have been completed in XPIPE processing and follow-up manual V&V. We have found 4517 sources, after excluding false sources (flag Ì 011 021 in Table 3). Further excluding the target of each observation (flag Ì 053), sources at the edge of CCDs (flag Ì 036) and sources affected by pile-up (flag Ì 037; in our 62 fields they all happened to be targets), we ended up with 4005 sources. There are 3177 sources within CCD ID Ì 0 3 in ACIS-I observations and CCD ID Ì 6 7 in ACIS-S observations. Among these sources, we have used 991 X-ray sources to extract the first ChaMP results on X-ray source properties in terms of log NÐlog S and X-ray colors (see Paper II). They are all near on-axis and bright X-ray sources, which were selected (1) to avoid various systematic effects (e.g., detection probability, positional error) and (2) to maintain relatively high statistical significance (see Table 5). We present here the first ChaMP source catalog consisting of these 991 sources. Figures 15a -15d show the distributions of exposure times and net source counts in three energy bands for all sources in 62 fields and the 991 sources listed in the catalog. To facilitate the use of the ChaMP catalog, we provide ECFs for various energy bands and various spectral models in Table 6. As described in x 3.3, ECFs are calculated for

different observation times (and per chip) and Galactic NH for each field. In combination with Table 8 (containing photometric information), users can easily generate necessary fluxes. Because of limited space, we present the abbreviated version of the catalog in Tables 7 (source position and flag), 8 (source photometric information), and 9 (source spectral information). The full tables are available in the electronic version of this paper and also in the ChaMP Web site.13 Descriptions of each column in Tables 7, 8, and 9 are listed below. Columns of Table 7 are as follows: Column (1).--ChaMP source id given by R.A. and decl. in J2000. Column (2).--Observation ID. Column (3).--CCD ID (0 - 3 for ACIS-I and 4 - 9 for ACIS-S). Column (4).--Source ID number assigned by wavdetect. Columns (5) - (6).--R.A. and decl. (J2000) after refinement in degree (note: col. [1] in hours, minutes, and seconds) (see x 5). Column (7).--Positional error in arcseconds (see x 5). Column (8).--Off-axis distance in arcminutes. Column (9).--source extraction radius (95% EE radius; see x 3.3). Column (10).--Effective exposure in ks (see x 3.1).
13

See http://hea-www.cfa.harvard.edu/CHAMP.


TABLE 6 Energy Conversion Facto rs = 1.2 Obs. ID 325..... 325..... 326..... 326..... 342..... 342..... 346..... 346..... 363..... 363..... 377..... 377..... 419..... 431..... 431..... 507..... 507..... 512..... 512..... 520..... 521..... 525..... 536..... 541..... 546..... 548..... 551..... 578..... 578..... 615..... 615..... 624..... 624..... 789..... 789..... 796..... 805..... 805..... 809..... 809..... 830..... 830..... 838..... 838..... 839..... 839..... 841..... 841..... 861..... 861..... 868..... 869..... 869..... 898..... 898..... 902..... 902..... 907..... 913..... 914..... 915..... 918..... 926..... CCD ID 6 7 6 7 6 7 6 7 6 7 6 7 7 6 7 6 7 6 7 0 0 0 0 0 0 0 0 6 7 6 7 6 7 6 7 0 6 7 6 7 6 7 6 7 6 7 6 7 6 7 0 6 7 6 7 6 7 0 0 0 0 0 0 B 116.45 86.98 123.36 98.72 117.20 90.94 122.51 94.58 122.54 97.70 124.55 100.25 91.55 126.09 102.09 123.47 98.82 121.36 96.13 132.11 130.99 143.41 123.02 124.25 129.42 128.64 132.00 111.98 82.10 138.07 116.21 116.81 87.43 129.27 105.85 133.90 117.02 90.74 116.67 90.35 122.06 97.07 123.68 99.20 117.99 88.83 122.77 97.94 122.35 97.58 129.14 123.35 98.68 124.18 99.72 126.18 102.24 129.14 128.30 131.07 134.48 133.61 135.66 S 38.88 26.92 43.12 31.82 40.09 28.55 41.72 30.01 42.70 31.38 43.72 32.48 28.76 44.50 33.28 43.17 31.85 42.11 30.71 47.47 45.45 52.87 41.57 42.20 45.49 45.10 46.81 37.68 25.16 50.85 39.75 39.06 27.10 46.13 34.95 47.68 40.01 28.47 39.86 28.32 42.47 31.11 43.28 32.03 39.61 27.67 42.82 31.47 42.62 31.32 45.24 43.10 31.80 43.53 32.24 44.55 33.35 45.26 44.83 46.22 47.98 47.53 48.59 H 297.53 277.71 283.04 277.54 282.38 276.82 298.22 278.56 283.05 277.48 283.21 277.54 278.33 283.47 277.94 283.06 277.70 282.98 277.37 286.17 305.37 295.68 305.11 304.45 293.43 293.29 293.76 280.60 271.33 285.20 279.96 297.37 277.62 284.01 278.46 295.42 282.21 276.76 281.89 276.68 282.89 277.45 283.07 277.53 297.46 277.57 283.02 277.64 282.94 277.61 294.82 283.15 277.56 283.17 277.69 283.35 277.91 294.64 294.66 295.06 295.49 295.41 295.78 SC 44.69 32.84 49.21 37.77 45.86 34.57 47.81 35.77 48.74 37.33 49.88 38.43 34.57 50.77 39.26 49.28 37.81 48.09 36.66 54.15 52.48 60.63 48.10 48.78 51.98 51.55 53.49 43.43 31.10 58.22 46.31 44.88 33.00 52.65 41.02 54.40 45.78 34.49 45.60 34.34 48.49 37.06 49.38 37.97 45.48 33.52 48.89 37.44 48.64 37.27 51.60 49.20 37.75 49.68 38.21 50.83 39.33 51.65 51.13 52.73 54.76 54.23 55.47 H
C

= 1.4 B 104.69 75.15 112.55 87.14 106.07 79.19 110.98 82.87 111.67 86.08 113.80 88.72 79.77 115.41 90.60 112.65 87.23 110.42 84.47 121.48 119.46 133.05 111.10 112.44 118.32 117.50 121.03 100.71 70.58 128.03 105.20 105.08 75.62 118.74 94.46 122.99 105.89 78.98 105.55 78.59 111.17 85.44 112.89 87.64 106.30 77.05 111.90 86.31 111.48 85.95 117.99 112.52 87.09 113.40 88.15 115.52 90.76 117.98 117.11 120.01 123.59 122.68 124.82 S 39.35 26.38 44.04 31.73 40.69 28.16 42.47 29.75 43.58 31.25 44.70 32.47 28.38 45.56 33.34 44.09 31.77 42.92 30.52 48.73 46.52 54.71 42.22 42.93 46.56 46.13 48.02 38.04 24.56 52.56 40.45 39.54 26.58 47.35 35.16 48.99 40.60 28.07 40.44 27.91 43.32 30.95 44.22 31.97 40.15 27.20 43.70 31.35 43.48 31.18 46.31 44.02 31.71 44.48 32.20 45.62 33.41 46.31 45.84 47.38 49.32 48.82 49.98 H 290.50 270.16 276.97 269.70 276.30 268.97 291.19 271.01 276.97 269.64 277.15 269.71 270.78 277.40 270.10 277.00 269.87 276.90 269.52 280.14 297.92 288.97 297.62 297.00 286.70 286.56 287.03 274.92 264.02 279.18 272.14 290.34 270.07 277.95 270.63 288.67 276.14 268.91 275.85 268.83 276.83 269.60 277.00 269.70 290.44 270.02 276.96 269.80 276.86 269.75 288.05 277.07 269.73 277.12 269.85 277.29 270.09 287.88 287.89 288.29 288.73 288.65 289.03 SC 45.04 32.50 49.91 37.73 46.32 34.34 48.37 35.60 49.41 37.27 50.63 38.45 34.32 51.58 39.32 49.98 37.78 48.70 36.56 55.13 53.30 62.09 48.61 49.34 52.81 52.35 54.43 43.79 30.75 59.57 46.83 45.25 32.68 53.59 41.19 55.42 46.23 34.27 46.05 34.11 49.14 36.98 50.10 37.95 45.88 33.22 49.56 37.38 49.30 37.20 52.43 49.89 37.72 50.41 38.20 51.65 39.39 52.47 51.93 53.63 55.80 55.24 56.56 HC 229.90 208.41 223.31 209.76 222.43 208.83 230.84 209.41 223.25 209.66 223.48 209.84 209.11 223.79 210.24 223.36 209.89 223.14 209.49 227.60 234.12 233.17 233.31 232.89 230.47 230.32 230.89 222.93 204.00 226.03 212.67 229.83 208.35 224.44 210.87 232.68 222.31 208.78 222.18 208.67 223.13 209.61 223.32 209.76 229.97 208.36 223.28 209.80 223.17 209.73 231.86 223.39 209.77 223.47 209.94 223.73 210.22 231.79 231.68 232.19 232.78 232.66 233.10 B 91.56 61.56 100.72 73.95 93.68 65.72 98.30 69.45 99.76 72.84 102.11 75.61 66.25 103.85 77.58 100.81 74.03 98.39 71.17 110.10 106.98 122.46 97.92 99.43 106.32 105.42 109.28 88.00 57.37 117.67 93.06 91.98 62.04 107.46 81.63 111.37 93.50 65.52 93.16 65.12 99.21 72.17 101.12 74.48 93.30 63.51 100.00 73.07 99.56 72.71 105.94 100.68 73.90 101.63 75.00 103.97 77.75 105.91 104.98 108.12 112.03 111.02 113.35 S 39.99 25.40 45.44 31.46 41.55 27.41 43.59 29.19 44.91 30.90 46.23 32.30 27.63 47.21 33.29 45.49 31.49 44.13 30.07 50.71 48.17 57.72 43.18 44.02 48.24 47.73 49.93 38.52 23.51 55.32 41.45 40.21 25.62 49.27 35.37 51.07 41.46 27.31 41.29 27.13 44.60 30.57 45.67 31.73 40.91 26.33 45.03 31.02 44.79 30.83 47.97 45.42 31.43 45.96 31.98 47.28 33.38 47.95 47.43 49.20 51.45 50.87 52.21

= 1.7 H 281.82 260.76 269.63 259.86 268.92 259.11 282.58 261.63 269.63 259.80 269.80 259.88 261.38 270.05 260.26 269.67 260.02 269.54 259.68 272.90 288.73 280.78 288.38 287.77 278.47 278.34 278.82 268.11 254.94 271.91 262.33 281.71 260.66 270.63 260.80 280.43 268.79 259.07 268.54 258.97 269.48 259.76 269.65 259.86 281.80 260.62 269.63 259.96 269.52 259.90 279.78 269.73 259.88 269.77 260.02 269.97 260.24 279.64 279.62 280.04 280.50 280.40 280.80 SC 45.70 32.04 51.16 37.75 47.17 34.06 49.38 35.39 50.60 37.24 51.97 38.54 34.00 53.02 39.49 51.23 37.79 49.81 36.47 56.87 54.74 64.66 49.53 50.36 54.30 53.77 56.10 44.46 30.27 61.93 47.74 45.93 32.23 55.25 41.53 57.23 47.07 33.97 46.88 33.81 50.29 36.93 51.38 38.00 46.63 32.82 50.76 37.35 50.48 37.17 53.91 51.14 37.73 51.71 38.25 53.09 39.57 53.93 53.34 55.23 57.65 57.02 58.49 H
C

- - - - - - - -

3 3 3 3 3 3 3 3

-3

-3

- - - - - -

3 3 3 3 3 3

240.97 219.52 233.16 221.05 232.29 220.12 241.89 220.52 233.10 220.96 233.33 221.12 220.23 233.64 221.53 233.20 221.18 233.00 220.78 237.38 245.79 243.73 245.02 244.57 241.03 240.89 241.46 232.32 214.78 235.84 223.96 240.88 219.46 234.29 222.16 243.25 232.16 220.07 231.99 219.96 232.98 220.90 233.17 221.05 241.01 219.47 233.13 221.10 233.01 221.03 242.45 233.24 221.06 233.32 221.22 233.56 221.51 242.36 242.27 242.78 243.35 243.23 243.67

214.83 193.39 209.91 194.49 209.00 193.54 215.79 194.39 209.83 194.39 210.07 194.58 194.09 210.39 194.96 209.96 194.61 209.72 194.21 214.28 218.19 218.84 217.31 216.95 216.09 215.95 216.53 210.18 189.46 212.67 197.39 214.78 193.35 211.05 195.60 218.33 208.90 193.50 208.81 193.39 209.72 194.33 209.91 194.49 214.93 193.36 209.88 194.52 209.75 194.43 217.49 209.97 194.50 210.07 194.66 210.33 194.94 217.43 217.31 217.84 218.43 218.30 218.75


No. 1, 2004

CHANDRA MULTIWAVELENGTH PROJECT. I.
TABL E 6-- Continued = 1.2 = 1.4 SC 51.19 46.61 34.63 46.27 34.97 49.84 47.18 35.90 48.17 36.87 49.54 38.13 49.87 38.44 48.08 36.73 49.62 38.21 48.37 37.06 51.18 46.70 35.07 47.12 35.84 50.01 38.56 52.94 52.03 47.94 36.62 47.58 36.29 47.39 36.09 47.39 36.08 47.56 36.25 H
C

37

= 1.7 SC 51.99 47.08 34.38 46.77 34.77 50.47 47.75 35.77 48.81 36.79 50.28 38.13 50.63 38.45 48.71 36.65 50.36 38.21 49.02 36.99 51.97 47.24 34.90 47.69 35.70 50.77 38.58 53.86 52.89 48.56 36.53 48.17 36.18 47.97 35.97 47.98 35.96 48.16 36.14 H
C

Obs. ID 927....... 928....... 928....... 930....... 930....... 1479..... 1588..... 1588..... 1596..... 1596..... 1629..... 1629..... 1630..... 1630..... 1642..... 1642..... 1643..... 1643..... 1644..... 1644..... 1708..... 1712..... 1712..... 2126..... 2126..... 2130..... 2130..... 2227..... 2228..... 2242..... 2242..... 2244..... 2244..... 2245..... 2245..... 2247..... 2247..... 2248..... 2248.....

CCD ID 0 6 7 6 7 0 6 7 6 7 6 7 6 7 6 7 6 7 6 7 0 6 7 6 7 6 7 0 0 6 7 6 7 6 7 6 7 6 7 -3

B 128.37 120.17 91.70 117.98 91.97 126.22 119.70 94.28 121.51 96.64 123.96 99.58 124.53 100.26 121.34 96.32 124.09 99.74 121.88 97.09 128.35 118.50 92.05 119.61 94.13 124.77 100.55 131.12 129.55 121.09 96.04 120.45 95.25 120.09 94.75 120.10 94.74 120.41 95.16

S 44.87 40.63 28.82 40.47 28.98 43.13 41.32 29.95 42.21 30.93 43.43 32.19 43.72 32.49 42.12 30.80 43.50 32.26 42.39 31.12 44.85 40.88 29.15 41.27 29.89 43.83 32.61 46.36 45.56 42.01 30.68 41.68 30.35 41.51 30.14 41.51 30.14 41.66 30.31

H 294.60 297.64 278.26 282.37 276.86 304.73 282.40 276.81 282.66 277.31 282.99 277.57 283.05 277.59 282.65 277.20 282.99 277.59 282.73 277.34 294.66 279.91 272.98 282.47 276.79 283.18 277.69 293.65 293.27 282.55 277.06 282.66 277.05 282.43 276.88 282.52 276.90 282.53 277.00

B 117.17 108.56 79.93 106.90 80.24 114.49 108.73 82.61 110.63 85.01 113.19 88.03 113.79 88.74 110.45 84.69 113.33 88.20 111.01 85.47 117.15 107.57 80.50 108.63 82.46 114.04 89.03 120.15 118.50 110.20 84.41 109.51 83.59 109.14 83.10 109.15 83.08 109.47 83.51

S 45.88 41.27 28.45 41.12 28.63 43.96 42.06 29.69 43.04 30.76 44.38 32.15 44.70 32.47 42.95 30.62 44.46 32.22 43.24 30.97 45.87 41.58 28.84 42.01 29.62 44.83 32.61 47.54 46.67 42.82 30.50 42.45 30.12 42.27 29.91 42.27 29.90 42.44 30.09

H 287.84 290.63 270.71 276.30 269.01 297.27 276.33 268.97 276.59 269.46 276.93 269.73 276.99 269.75 276.58 269.35 276.93 269.75 276.67 269.51 287.89 274.03 265.26 276.39 268.95 277.12 269.85 286.90 286.54 276.49 269.22 276.58 269.22 276.36 269.05 276.45 269.06 276.45 269.16

B 105.03 95.69 66.42 94.60 66.81 101.63 96.62 69.26 98.67 71.73 101.45 74.89 102.10 75.64 98.47 71.42 101.60 75.06 99.09 72.22 105.00 95.46 67.27 96.51 69.11 102.37 75.94 108.37 106.59 98.22 71.13 97.46 70.27 97.06 69.77 97.07 69.75 97.43 70.19

S 47.46 42.19 27.71 42.06 27.94 45.22 43.17 29.14 44.31 30.36 45.86 31.93 46.23 32.31 44.20 30.20 45.94 32.02 44.54 30.59 47.44 42.61 28.23 43.11 29.07 46.38 32.46 49.41 48.40 44.06 30.06 43.63 29.63 43.42 29.39 43.42 29.38 43.62 29.59

H 279.60 282.01 261.32 268.92 259.15 288.04 268.96 259.13 269.24 259.62 269.60 259.88 269.65 259.92 269.22 259.51 269.60 259.92 269.33 259.66 279.64 266.93 255.56 269.03 259.11 269.77 260.00 278.68 278.31 269.13 259.37 269.22 259.37 269.01 259.21 269.09 259.23 269.09 259.31

SC 53.40 47.95 34.07 47.67 34.53 51.61 48.77 35.62 49.95 36.73 51.58 38.19 51.97 38.54 49.84 36.57 51.67 38.27 50.19 36.95 53.38 48.21 34.70 48.71 35.55 52.12 38.69 55.49 54.42 49.68 36.45 49.24 36.07 49.02 35.84 49.03 35.83 49.23 36.03

H

C

-3

-3

-3 -3

242.27 241.33 220.17 232.32 220.17 244.93 232.41 220.24 232.72 220.74 233.13 221.09 233.22 221.14 232.70 220.62 233.15 221.12 232.80 220.79 242.32 230.94 217.12 232.45 220.21 233.32 221.23 241.24 240.85 232.60 220.49 232.64 220.47 232.45 220.31 232.51 220.32 232.54 220.41

231.69 230.30 209.06 222.46 208.88 233.25 222.55 208.95 222.87 209.46 223.29 209.80 223.38 209.86 222.85 209.33 223.31 209.84 222.95 209.50 231.73 221.31 205.98 222.59 208.93 223.48 209.94 230.66 230.27 222.75 209.20 222.78 209.18 222.60 209.03 222.66 209.03 222.69 209.13

217.34 215.27 194.04 209.04 193.61 217.31 209.14 193.69 209.46 194.19 209.89 194.53 209.98 194.59 209.44 194.05 209.91 194.57 209.54 194.23 217.36 208.19 190.91 209.17 193.67 210.07 194.67 216.28 215.90 209.35 193.93 209.35 193.91 209.19 193.76 209.25 193.77 209.27 193.85

Notes.--ECFs (10Ð13 ergs sÐ1 cmÐ2 per 1 count sÐ1) are calculated in the following energy bands: (B) counts in 0.3 - 8.0 keV and Cux in 0.3 - 8.0 keV; (S ) counts in 0.3 - 2.5 keV and Cux in 0.5 - 2.0 keV; (H ) counts in 2.5 - 8.0 keV and Cux in 2.0 - 8.0 keV; (SC) counts in 0.5 - 2.0 keV and Cux in 0.5 - 2.0 keV; (HC) counts in 2.0 - 8.0 keV and Cux in 2.0 - 8.0 keV. Table 6 is also available in machine-readable form in the electronic edition of the Astrophysical Journal Supplement.

Column (11).--Source flag (see x 3.5). Columns of Table 8 are as follows: Column (1).--Same as column (1) in Table 7. Columns (2) - (3).--Net counts in the B band (0.3 - 8.0 and errors (see x 3.3). Columns (4) - (5).--Net counts in the S1 band (0.3 - 0.9 and errors (see x 3.3). Columns (6) - (7).--Net counts in the S2 band (0.9 - 2.5 and errors (see x 3.3). Columns (8) - (9).--Net counts in the H-band (0.3-8.0 and errors (see x 3.3). Columns (10) - (11).--Net counts in the SC band 2.0 keV) and errors (see x 3.3). Columns (12) - (13).--Net counts in the HC band 8.0 keV) and errors (see x 3.3). Column (14).--Flux in the B band (0.3 - 8.0 keV) (see and Table 6). Columns of Table 9 are as follows:

keV) keV) keV) k eV ) (0.5 - (2.0 - x 3.3

Column (1).--Same as column (1) in Table 7. Columns (2) - (3).--Hardness ratios and errors (see x 3.3). Columns (4) - (5).--C21 and errors (see x 3.3). Columns (6) - (7).--C32 and errors (see x 3.3). Note that in both colors, we assign 99 for an upper limit, Ð99 for a lower limit, and 999 for undetermined. 7. CONCLUSION 1. We present the first ChaMP X-ray source catalog of 991 sources after applying uniform data reduction techniques. The source properties include photometry (in various energy bands), spectroscopy (using hardness ratio and X-ray colors), spatial extendedness, and time variability. Careful tests and simulations of the ChaMP XPIPE X-ray data processing described in this paper yield the following results: 2. The type I error (detecting a false source) is always less than 1 per CCD with the selected parameter, threshold Ì 10Ð6 .


TABLE 7 Ch a MP X-R ay S o ur ce s Effective Exposure (ks) (10) 59.01 58.85 58.78 61.40 61.61 54.50 60.89 63.29 65.27 62.39 51.51 58.69 60.45 60.15 58.49 53.28 64.21 60.07 58.53 67.02 56.87 60.28

Source Name (1) CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP J001758.9+163119 J001801.7+163426 J001807.2+163551 J001807.9+163120 J001808.5+163231 J001809.3+162532 J001810.2+163223 J001810.2+162942 J001817.6+163107 J001818.0+163316 J001821.7+161941 J001825.0+163653 J001827.0+162900 J001828.5+162800 J001828.6+163418 J001831.4+162042 J001833.4+163154 J001836.8+163615 J001837.3+163447 J001837.4+163046 ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... .....

Obs. ID (2) 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520 520

CCD ID (3) 2 2 2 2 2 3 2 2 2 2 3 0 3 3 0 3 0 0 0 1 0 0

Source Number (4) 20 17 15 5 4 10 3 10 2 8 9 23 4 3 8 5 3 16 2 2 7 14

R.A. (deg) (5) 4.495466 4.507208 4.530175 4.533049 4.535688 4.538769 4.542675 4.542813 4.573497 4.575296 4.590758 4.604235 4.612845 4.618802 4.619523 4.630925 4.639497 4.653358 4.655755 4.656161 4.656184 4.656549

Decl. (deg) (6) 16.522075 16.573914 16.597551 16.522306 16.542151 16.425648 16.539993 16.495064 16.518677 16.554504 16.328226 16.614733 16.483385 16.466688 16.571732 16.345135 16.531778 16.604240 16.579763 16.512894 16.632698 16.603050

Error (arcsec) (7) 2.2 1.8 2.3 1.1 1.2 1.4 1.1 1.4 1.0 1.1 2.9 1.6 1.0 1.0 1.0 1.7 1.0 1.6 1.0 1.0 1.6 1.6

Doff-axis (arcmin) (8) 8.2 8.6 8.4 6.1 6.3 7.2 5.9 5.4 3.8 4.7 10.7 7.1 1.7 2.3 4.3 9.4 1.8 6.3 4.9 1.3 8.0 6.2

Radius (arcsec) (9) 17.1 18.9 18.0 9.2 9.7 12.7 8.6 7.4 4.2 5.9 28.8 12.0 3.0 3.0 5.2 22.2 3.0 9.7 6.1 3.0 16.1 9.6

Flag (11)

032

032

CXOMP J001837.4+163757 ..... CXOMP J001837.5+163610 .....

032

Note.--Table 7 is available in its entirety in the electronic edition of the Astrophysical Journal Supplement. A portion is shown here for guidance regarding its form and content.

38


TABLE 8 X-Ray P hotometry Net (B) Source Name (1) CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP J001758.9+163119 J001801.7+163426 J001807.2+163551 J001807.9+163120 J001808.5+163231 J001809.3+162532 J001810.2+163223 J001810.2+162942 J001817.6+163107 J001818.0+163316 J001821.7+161941 J001825.0+163653 J001827.0+162900 J001828.5+162800 J001828.6+163418 J001831.4+162042 J001833.4+163154 J001836.8+163615 J001837.3+163447 J001837.4+163046 ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... ..... 0.3 - 8.0 (2) 63.65 93.68 53.85 102.93 85.67 86.41 261.75 23.85 33.51 43.38 137.03 61.19 57.90 144.04 52.59 213.44 220.07 36.14 125.47 36.03 133.05 43.72 (3) (11.39) (12.94) (10.83) (11.79) (11.08) (11.66) (17.98) (6.94) (7.07) (8.00) (17.23) (9.98) (8.80) (13.16) (8.55) (17.88) (15.93) (7.51) (12.49) (7.23) (14.07) (8.17) Net (S1) 0.3 - 0.9 (4) 4.54 4.22 1.73 7.21 11.88 12.52 61.37 7.24 0.47 5.16 29.30 5.43 5.72 23.55 10.42 25.25 46.56 1.03 36.32 7.70 17.29 0.00 (5) (4.76) (4.63) (4.06) (4.30) (4.99) (5.38) (8.93) (4.14) (2.33) (3.61) (8.26) (4.15) (3.60) (5.98) (4.43) (7.29) (7.91) (2.97) (7.15) (3.96) (6.01) (2.97) Net (S2) 0.9 - 2.5 (6) 41.29 46.82 27.45 61.78 45.21 53.05 155.46 13.72 19.66 29.16 90.54 40.20 39.09 84.79 33.22 148.56 135.47 23.69 70.74 22.41 96.22 30.91 (7) (8.30) (8.92) (7.40) (9.12) (8.07) (8.76) (13.88) (5.23) (5.56) (6.55) (12.31) (7.78) (7.39) (10.32) (6.90) (14.08) (12.70) (5.89) (9.53) (5.88) (11.36) (6.65) Net (H ) 2.5 - 8.0 (8) 17.83 42.65 24.68 33.94 28.58 20.84 44.92 2.90 13.37 9.06 17.19 15.56 13.09 35.69 8.96 39.63 38.03 11.43 18.41 5.92 19.54 12.94 (9) (7.47) (9.26) (7.91) (7.41) (7.09) (6.98) (8.81) (4.00) (4.98) (4.60) (10.18) (6.12) (4.85) (7.15) (4.44) (9.71) (7.31) (5.01) (5.79) (3.79) (7.31) (5.13) Net (SC) 0.5 - 2.0 (10) 40.63 43.76 29.55 55.48 51.07 60.76 189.43 20.42 16.33 30.92 113.72 42.51 39.09 100.44 40.83 159.13 160.23 21.14 97.55 24.36 95.48 28.70 (11) (8.38) (8.72) (7.55) (8.81) (8.55) (9.46) (15.07) (5.99) (5.22) (6.73) (13.55) (8.00) (7.39) (11.14) (7.54) (14.57) (13.72) (5.69) (10.99) (6.08) (11.41) (6.56) Net (HC) 2.0 - 8.0 (12) 20.20 49.15 26.10 47.22 32.54 24.43 61.61 3.77 17.23 12.70 19.98 19.39 18.81 42.59 10.96 54.50 54.94 15.59 25.22 11.67 36.59 15.79 (13) (7.86) (9.92) (8.29) (8.42) (7.50) (7.39) (10.06) (4.32) (5.45) (5.12) (10.74) (6.59) (5.56) (7.70) (4.72) (10.80) (8.54) (5.49) (6.47) (4.72) (8.74) (5.49) Flux ( B) 0.3 - 8.0 (14) 0.119 (0.021) 0.176.(0.024) 0.101.(0.020) 0.185.(0.021) 0.154.(0.020) 0.175 (0.024) 0.475 (0.033) 0.042 (0.012) 0.057 (0.012) 0.077 (0.014) 0.294 0.115 0.106 0.265 0.099 0.443 0.379 0.067 0.237 0.059 (0.037) (0.019) (0.016) (0.024) (0.016) (0.037) (0.027) (0.014) (0.024) (0.012)

39

CXOMP J001837.4+163757 ..... CXOMP J001837.5+163610 .....

0.259 (0.027) 0.080 (0.015)

Note.--Table 8 is available in its entirety in the electronic edition of the Astrophysical Journal Supplement. A portion is shown here for guidance regarding its form and content.


TABLE 9 X-Ray C olors HR Source Name (1) CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP CXOMP J001758.9+163119 J001801.7+163426 J001807.2+163551 J001807.9+163120 J001808.5+163231 J001809.3+162532 J001810.2+163223 J001810.2+162942 J001817.6+163107 J001818.0+163316 J001821.7+161941 J001825.0+163653 J001827.0+162900 J001828.5+162800 J001828.6+163418 J001831.4+162042 J001833.4+163154 J001836.8+163615 J001837.3+163447 J001837.4+163046 J001837.4+163757 J001837.5+163610 J001837.9+163910 J001838.1+163320 J001845.3+163528 J001845.7+163346 J001850.1+162756 J001853.5+162751 J001854.9+162952 J001859.8+162649 .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. .............. (0.3 - 8.0) (2) Ð0.44 Ð0.09 Ð0.08 Ð0.34 Ð0.33 Ð0.52 Ð0.61 Ð0.76 Ð0.20 Ð0.58 Ð0.75 Ð0.49 Ð0.55 Ð0.50 Ð0.66 Ð0.63 Ð0.65 Ð0.42 Ð0.71 Ð0.67 Ð0.71 Ð0.51 Ð0.48 Ð0.65 0.52 Ð0.40 Ð0.63 Ð0.33 Ð0.68 Ð0.64 Ð0.23 Ð0.50 Ð0.51 Ð0.74 Ð0.77 Ð0.65 Ð0.77 Ð0.53 Ð0.83 Ð0.56 Ð0.54 Ð0.97 Ð0.77 Ð0.72 Ð0.89 Ð0.65 Ð1.00 (3) (0.20) (0.14) (0.21) (0.13) (0.14) (0.16) (0.08) (0.38) (0.23) (0.22) (0.16) (0.19) (0.18) (0.11) (0.20) (0.10) (0.09) (0.31) (0.12) (0.25) (0.13) (0.26) (0.11) (0.21) (0.32) (0.07) (0.13) (0.09) (0.19) (0.07) (0.18) (0.22) (0.35) (0.17) (0.12) (0.20) (0.28) (0.14) (0.19) (0.14) (0.15) (0.03) (0.19) (0.13) (0.11) (0.16) (0.18) (0.3 - 2.5) (4) Ð0.96 Ð1.05 Ð1.20 Ð0.93 Ð0.58 Ð0.63 Ð0.44 Ð0.28 Ð99.00 Ð0.75 Ð0.49 Ð0.87 Ð0.83 Ð0.56 Ð0.50 Ð0.77 Ð0.46 Ð99.00 Ð0.29 Ð0.46 Ð0.75 Ð99.00 Ð0.61 Ð0.68 Ð0.67 Ð0.86 Ð0.47 Ð1.10 Ð0.33 Ð0.67 Ð1.02 Ð0.41 Ð0.20 0.11 Ð0.04 Ð0.60 0.02 0.13 Ð0.29 Ð0.55 Ð0.46 0.32 0.04 0.07 0.26 0.03 Ð0.01 C21 (5) (4.22) (5.38) (16.36) (2.29) (0.75) (0.85) (0.20) (0.57) (0.00) (1.80) (0.42) (2.54) (1.95) (0.44) (0.66) (0.78) (0.25) (0.00) (0.20) (0.73) (0.89) (0.00) (0.55) (1.26) (5.59) (0.84) (0.38) (2.86) (0.35) (0.36) (5.53) (0.58) (0.30) (0.20) (0.13) (0.27) (0.24) (0.16) (0.18) (0.19) (0.19) (0.08) (0.20) (0.15) (0.16) (0.18) (0.22) (0.9 - 8.0) (6) 0.36 0.04 0.05 0.26 0.20 0.41 0.48 0.68 0.17 0.51 0.72 0.41 0.47 0.38 0.57 0.57 0.55 0.39 0.58 0.58 0.69 0.49 0.36 0.59 Ð0.59 0.31 0.52 0.26 0.54 0.57 0.17 0.33 0.27 0.47 0.61 0.58 0.58 0.15 0.85 0.44 0.39 1.31 0.57 0.46 0.79 0.35 99.00 C32 (7) (0.09) (0.11) (0.16) (0.06) (0.08) (0.06) (0.03) (0.13) (0.14) (0.07) (0.05) (0.07) (0.06) (0.04) (0.06) (0.03) (0.03) (0.12) (0.04) (0.08) (0.04) (0.09) (0.05) (0.06) (1.34) (0.03) (0.04) (0.04) (0.07) (0.02) (0.11) (0.12) (0.43) (0.34) (0.27) (0.30) (0.62) (0.20) (0.52) (0.19) (0.19) (0.47) (0.41) (0.25) (0.47) (0.26) (0.00)

J001905.9+162842 .............. J001909.2+163101 .............. J005716.6Ð273230 ............. J005717.9Ð271830 ............. J005724.5Ð273201 ............. J005724.5Ð273201 ............. J005729.2Ð273043 ............. J005730.8Ð273203 ............. J005730.8Ð273203 ............. J005732.8Ð273006 ............. J005745.0Ð272922 J005759.9Ð272126 J005800.6Ð272741 J005803.4Ð272135 J005811.4Ð272635 J005813.9Ð272549 J005814.6Ð275002 ............. ............. ............. ............. ............. ............. .............

Note.--Table 9 is available in its entirety in the electronic edition of the Astrophysical Journal Supplement. A portion is shown here for guidance regarding its form and content.


No. 1, 2004

CHANDRA MULTIWAVELENGTH PROJECT. I.

41

3. The type II error (missing a real source) is a complicated function of source strength, background level, and off-axis distance. The error could be as large as 50% for a weak source (with $10 photons) at a moderate off-axis distance (Doff -axis $ 5 0 ) with a typical background rate ( $0.03 count pixelÐ1) and should be carefully incorporated in any statistical analysis. 4. The positional accuracy is always good (<100 ) for a bright source, regardless of its off-axis distance. However, for a faint source at a large off-axis distance, the position uncertainty can be as high as 400 -500 (95% confidence).

5. We have developed new tools to identify extended or variable sources. In particular, our new variability test, based on the Bayesian blocks algorithm, is applicable to common, faint sources. This work has been supported by CXC archival research grant AR2-3009X. We acknowledge support through NASA contract NAS8-39073 (CXC). We thank the CXC DS and SDS teams for their supports in pipeline processing and data analysis.

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