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Type II Supernova Spectral Diversity. II. Spectroscopic and Photometric Correlations*

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Published 2017 November 21 © 2017. The American Astronomical Society. All rights reserved.
, , Citation Claudia P. Gutiérrez et al 2017 ApJ 850 90 DOI 10.3847/1538-4357/aa8f42

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0004-637X/850/1/90

Abstract

We present an analysis of observed trends and correlations between a large range of spectral and photometric parameters of more than 100 type II supernovae (SNe II), during the photospheric phase. We define a common epoch for all SNe of 50 days post-explosion, where the majority of the sample is likely to be under similar physical conditions. Several correlation matrices are produced to search for interesting trends between more than 30 distinct light-curve and spectral properties that characterize the diversity of SNe II. Overall, SNe with higher expansion velocities are brighter, have more rapidly declining light curves, shorter plateau durations, and higher 56Ni masses. Using a larger sample than previous studies, we argue that "Pd"—the plateau duration from the transition of the initial to "plateau" decline rates to the end of the "plateau"—is a better indicator of the hydrogen envelope mass than the traditionally used optically thick phase duration (OPTd: explosion epoch to end of plateau). This argument is supported by the fact that Pd also correlates with s3, the light-curve decline rate at late times: lower Pd values correlate with larger s3 decline rates. Large s3 decline rates are likely related to lower envelope masses, which enables gamma-ray escape. We also find a significant anticorrelation between Pd and s2 (the plateau decline rate), confirming the long standing hypothesis that faster declining SNe II (SNe IIL) are the result of explosions with lower hydrogen envelope masses and therefore have shorter Pd values.

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1. Introduction

It is commonly accepted that Core-Collapse Supernovae (CC-SNe) are produced by the explosion of massive ($\gt 8{M}_{\odot }$) stars. CC-SNe display a wide spectral and photometric variety, leading to the basis of their spectral classification. First order CC-SN classification is based on the presence or absence of hydrogen within SN spectra. SNe where hydrogen is clearly visible are called SNe II, while those without these features correspond to SNe Ib/c (Minkowski 1941; Filippenko 1997).

Initially, SNe II were classified according to the shape of the light curve: SNe with a faster decline rate are called SNe IIL, while SNe with almost constant luminosity for several months were called SNe IIP (Barbon et al. 1979). However, years later, two new classes of SNe II emerged: SNe IIn and SNe IIb. SNe IIn show narrow emission lines in their spectra, possibly due to steady interaction with a circumstellar medium (CSM; Schlegel 1990), while SNe IIb are thought to be transitional events between SNe II and SNe Ib (Filippenko et al. 1993). The overall properties of SNe IIn and SNe IIb are sufficiently distinct from "normal" SNe II, that we do not include them for study, and they are no longer discussed in this paper.

With ever increasing numbers of SNe, new subclasses have appeared. Blanco et al. (1987), Menzies et al. (1987), Hamuy et al. (1988), Phillips et al. (1988), and Suntzeff et al. (1988) presented analysis of SN 1987A, an object that exhibited typical characteristics of the SN II spectra, but a peculiar light curve. With this SN, the 87A-like objects were introduced. Examples of these SNe can be found in Pastorello et al. (2005, 2012) and Taddia et al. (2013).12 Later, Pastorello et al. (2004) and more recently Spiro et al. (2014) studied the properties of low luminosity SNe II, which additionally have narrow spectral lines (indicating low expansion velocities). On the other hand, Inserra et al. (2013) analyzed a group of luminous SNe II. Lately, intermediate luminosity SNe have also been studied, supporting the wide diversity in SNe II (e.g., Roy et al. 2011; Takáts et al. 2014).

Red super-giant (RSG) stars with zero-age main-sequence mass $\geqslant 8{M}_{\odot }$ have generally been assumed as the progenitors of SNe II, with hydrodynamical modeling supporting this hypothesis (Chevalier 1976). In recent years, a significant number of direct identifications of the progenitor stars of nearby SNe IIP (e.g., Van Dyk et al. 2003; Smartt et al. 2004, 2009; Maund & Smartt 2005; Smartt 2015) suggest that RSG stars with masses of 8–18 ${M}_{\odot }$ are their progenitors, supporting initial assumptions. There is little observational constraint on the progenitor mass range of SNe IIL because only two direct identifications have been obtained (Elias-Rosa et al. 2010, 2011, but see Maund et al. 2015); however, these do provide some evidence in favor of higher mass progenitors. Nevertheless, a recent analysis done by Valenti et al. (2016) with the light curves and spectra of 16 SNe II did not find any evidence for progenitor mass differences between SNe of different decline rates.

While direct detections of progenitors have constrained a relatively narrow mass range for SNe II, the same SNe show significant differences in their final explosive displays (e.g., SN 2004et, a normal SNe II, and SN 2008bk, a low luminosity event). It must therefore be that differences in stellar evolutionary processes leave the progenitors in different final states (e.g., the extent of the hydrogen envelope, the progenitor radius at explosion, the CSM) or explode with, e.g., different energies, in order to produce the diversity we observe.

Theoretical studies have suggested that progenitors that explode with smaller hydrogen envelope masses produce faster declining light curves (SNe IIL), together with shorter or nonexistent "plateaus" (e.g., Litvinova & Nadezhin 1983; Bartunov & Blinnikov 1992; Popov 1993; Morozova et al. 2015; Moriya et al. 2016). An alternative study presented by Kasen & Woosley (2009) shows that a change in the explosion energy leads to a range of luminosities, velocities, and light-curve durations. That is to say, higher explosion energies result in brighter events with higher expansion velocities and shorter plateaus. They also found that an increasing synthesized 56Ni mass extends the length of the plateau (see also Bersten 2013). Meanwhile, Dessart et al. (2013b) using radiative-transfer models explored the properties of SNe II changing the physical parameters of the progenitor and/or the explosion (e.g., metallicity, explosion energy, and radius). They found that the radius has an influence on the temperature/ionization/color evolution (more compact objects cool and recombine faster) and in the plateau brightness, while a variation in the explosion energy leads to a variation of the plateau brightness and the plateau duration, consistent with Kasen & Woosley (2009).

To quantify the spectral and photometric diversity, a number of statistical studies of SNe II have been published. Patat et al. (1994) characterized the properties of 57 SNe II using the maximum B-band magnitude, the color at maximum, and the ratio of emission to absorption (e/a) in ${{\rm{H}}}_{\alpha }$. They showed that faster declining events are more luminous, have shallower P-Cygni profiles and are bluer than SNe IIP. The majority of more recent studies have focused on SNe IIP. Hamuy et al. (2002) analyzed 17 SNe IIP and found that SNe with brighter plateaus have higher expansion velocities (also seen in the models of Bersten 2013). Hamuy (2003) concluded that more massive SN IIP progenitors produce more energetic explosions and in turn produce more nickel. Similar results were found by Pastorello et al. (2003) and more recently by Faran et al. (2014b). The only exception to these works about SNe IIP was published by Faran et al. (2014a), who analyzed a sample of SNe IIL. They found that faster declining SNe II (SNe IIL) are brighter than slower declining events (SNe IIP), confirming previous results.

Gutiérrez et al. (2014) and Anderson et al. (2014a), using a large sample of SNe II, analyzed the dominant line in SNe II, the ${{\rm{H}}}_{\alpha }$ P-Cygni profile. Gutiérrez et al. (2014) using a sample of 52 SNe II (a subsample of that which we present here) showed that SNe with smaller values of a/e (the inverse of the ratio previously discussed by Patat et al. 1994) are brighter and have faster declining light curves. They concluded that these relationships and the diversity of a/e can be understood in terms of a varying hydrogen envelope mass at explosion epoch, together with the possibility of an influence of circumstellar interaction. Meanwhile, Anderson et al. (2014a) analyzed the blueshifted offset in the emission peaks of ${{\rm{H}}}_{\alpha }$ of 95 SNe II. Through comparison to spectral modeling (Dessart & Hillier 2005; Dessart et al. 2013a), they argue that this behavior is a natural consequence of the distinct density profiles found in SN ejecta.

Using a sample of 117 SNe II, Anderson et al. (2014b; hereafter A14) studied the V-band light curve diversity of these objects. They found that SNe II with shorter plateau duration (Pd) exhibit faster decline rates (s2 in their nomenclature). They concluded that the envelope mass at the epoch of explosion is the dominant physical parameter that explains this observed diversity. Similar results were found by Sanders et al. (2015), Valenti et al. (2016), and Galbany et al. (2016). They also found that SNe IIP and SNe IIL show a continuum in their photometric properties and it is not suitable to isolate them in two distinct classes or types.

In addition to these results, A14 found relatively high radioactive decline rates (s3) for a significant number of SNe. In 56Ni powered light curves at late times, full gamma-ray and positron trapping yields a decline rate s3 of 0.98mag per 100 days. Higher decline rates than this value therefore suggest less efficient trapping of gamma-ray emission (or much greater explosion energies), suggesting lower mass ejecta for these SNe II.

The previous discussion shows how numerous relations between observed photometric and spectral parameters have been used to understand the SN II phenomenon. However, there are many additional parameters that have not been included in this discussion to date. Inclusion of additional parameters can aid in furthering our understanding of the underlying physics of SNe II. This motivates our current work where we study a sample of almost 1000 optical-wavelength spectra of $\gt 100$ SNe II. To that aim, we have divided the analysis into two papers. In Gutiérrez et al. (2017; hereafter Paper I), we present the full description of the observations, data reduction techniques, and the spectral properties. We also discuss the spectral matching technique to estimate the explosion epochs, the analysis of the spectral line evolution and the nature of the extra absorption component on the blue side of ${{\rm{H}}}_{\alpha }$.

Here, in Paper II, we analyze the correlations between different spectral parameters defined to explore the diversity of SNe II, together with their correlation with previously defined photometric measurements. Expansion velocities, pseudo-equivalent widths (pEWs), the ratio of absorption to emission (a/e) of the ${{\rm{H}}}_{\alpha }$ P-Cygni profile, and velocity decline rates are used to search for correlations with photometric parameters and between other spectral properties. We analyze spectral correlations and determine the most important properties to compare them with the photometric parameters. Our overall aim is to search for trends between different measured parameters and then attempt to link these to the underlying physical properties of SN II progenitors.

The paper is organized as follows. Section 2 briefly describes the data employed for this analysis. In Section 3, we describe our measurement techniques. An overall current physical understanding of our different observed parameters is presented in Section 4. The full analysis is presented in Section 5. We discuss our results in Section 6 and present our conclusions in Section 7.

2. Data

The data used in this analysis were published in A14 and Paper I. The details of the spectroscopic and photometric observations and reductions can be found in the mentioned studies. On average, we have seven spectra per SN, which are analyzed together with their V-band light curves. Details of these SNe are available in A14, Anderson et al. (2014a), Gutiérrez et al. (2014), Galbany et al. (2016), and Paper I.

A small number of SNe presented in Paper I are excluded from this work because they have insufficient spectral and/or photometric data to be useful (SNe 1988A, 1990E, 1992ad, 1992am, 1993A, 1999eg, 2002ew, 2003dq, 2004dy, 2005dw, 2005es, 2005K, 2005me, 2006bc, 2007Z, 2008F, and 2009W).

3. Measurements

The evolution of SNe II can be studied according to both spectral and photometric behavior. At early phases, the spectra exhibit the Balmer lines (${{\rm{H}}}_{\alpha }$, ${{\rm{H}}}_{\beta }$, ${{\rm{H}}}_{\gamma }$, ${{\rm{H}}}_{\delta }$), and He i $\lambda 5876\,\mathring{\rm A} $. With time, the iron-group lines start to appear and to dominate the region between 4000 Å and 6000 Å. The Ca ii triplet, Na i D, and O i also emerge. The light curve at the beginning shows a fast rise to peak brightness, followed by a slight decline, which is powered by the release of shock deposited energy. Around ∼30 days post-explosion a plateau arises from the fact that the expansion of the ejecta at the photosphere compensates for the drop in optical depth. When the photospheric phase ends (around 80–120 days post-explosion, A14), the transition to the nebular phase starts and the brightness drops. Once this happens, the radioactive tail phase starts. This phase is powered by the radioactive decay of 56Co to 56Fe. Later than ∼200 days, the spectra are dominated by forbidden lines, which are formed in the inner part of the ejecta. Much diversity is observed both in spectra and photometry, which suggests differences in the properties of the progenitor star and the explosion.

To study the diversity within SNe II, we use the spectral and photometric parameters defined in Gutiérrez et al. (2014) and A14. We also define a number of additional parameters below. These measurements are chosen to enable a full characterization of the diversity of SN II V-band light curves and optical spectra.

3.1. Spectral Measurements

Before proceeding with our spectral analysis, below we summarize the parameters we use, as defined in Paper I.

  • 1.  
    v corresponds to the expansion velocity. It is measured from the minimum flux of the absorption component of P-Cygni line profile. In this analysis, we measure this parameter for 11 features in the photospheric phase: ${{\rm{H}}}_{\alpha }$, ${{\rm{H}}}_{\beta }$, Fe ii λ4924, Fe ii λ5018, Fe ii λ5169, Sc ii/Fe ii λ5531, Sc ii multiplet λ5663, Na i D, Ba ii λ6142, Sc ii λ6247, and O i λ7774. In the case of ${{\rm{H}}}_{\alpha }$, the velocity was also derived using the full width at half maximum (FWHM) of the emission component.
  • 2.  
    ${\rm{\Delta }}v$(${{\rm{H}}}_{\beta })$: defined as the rate of change of the expansion velocity of the ${{\rm{H}}}_{\beta }$ feature. This parameter was measured at five distinct intervals (see Paper I); however, here we only use the interval $50\leqslant t\leqslant 80$ days, as this shows the highest correlation with other parameters.
  • 3.  
    ${\rm{\Delta }}\mathrm{vel}$ is defined as the velocity difference between ${{\rm{H}}}_{\alpha }$ and Fe ii λ5018, and Na i D and Fe ii λ5018.
  • 4.  
    pEW corresponds to the absorption/emission strength of a particular line. Here, we measure the absolute value of pEW for the same features mentioned above.
  • 5.  
    a/e is defined as the flux ratio of the absorption to emission component of ${{\rm{H}}}_{\alpha }$ P-Cygni profile. This ratio is the inverse of that presented by Patat et al. (1994). We propose a/e as this deals better with weak absorption values that are shown by a number of SNe II in our sample.

While measurements were performed in all epochs at which we obtained spectra, we choose to define common epochs between SNe at 30, 50, and 80 days post-explosion. An interpolation and extrapolation is used to obtain parameter values at these epochs. The values obtained by the interpolation are used when two available spectra are present ±15 days around the common epoch, while the values from the extrapolation are used at ±10 days. These intervals were chosen as they increase the strength of observed correlations. Using bigger intervals deteriorates the correlations because the polynomial does not produce reliable results in some cases (particularly for the pEW). At ±15 and ±10 days for interpolation and extrapolation, respectively, the results do not show a significant change compared to those obtained using a smaller interval. Hence, our choice of intervals is justified. To estimate the velocity at a common epoch, we do an interpolation/extrapolation using a power-law fit. For the pEW, we use a low order (first or second) polynomial fit. Power-law fits were found to produce satisfactory results in the case of velocity measurements; however, for pEWs, we found that low order polynomials were required. For this parameter, we used a low order polynomial and determined the best fit using the normalized root mean square (rms) of different orders. The errors of each measurement were obtained with the rms error fit. In summary, we are able to use spectral parameter values in 88, 84, and 59 SNe at 30, 50, and 80 days, respectively.

3.2. Photometric Measurements

Historical separation of SNe II into distinct classes was based on photometric differences in, e.g., decline rates and absolute magnitudes. Hence it is essential to include photometric parameters in our analysis for a full understanding of observed correlations and their implications for SN II physics. Here, we use the V-band photometric parameters already defined (and measured) in A14, which we now summarize.

  • 1.  
    t0 corresponds to the explosion epoch (see Paper I for more details of their estimation).
  • 2.  
    ttran is determined as the transition between the initial decline (s1) and the plateau decline (s2).
  • 3.  
    tend corresponds to the end of the optically thick phase (i.e., the end of the plateau phase).
  • 4.  
    tPT is the midpoint of the transition from plateau to radioactive tail.
  • 5.  
    OPTd is the duration of the optically thick phase and is equal to ${t}_{\mathrm{end}}-{t}_{0}$.
  • 6.  
    Pd is the plateau duration, defined between ttran and tend.
  • 7.  
    Mmax is defined as the initial peak in the V-band light curve.
  • 8.  
    Mend is defined as the absolute V-band magnitude measured 30 days before tPT.
  • 9.  
    Mtail is defined as the absolute V-band magnitude measured 30 days after tPT.
  • 10.  
    s1 is defined as the decline rate (V-band magnitudes per 100 days) of steeper slope of the light curve.
  • 11.  
    s2 is defined as the decline rate (V-band magnitudes per 100 days) of the second, shallower slope in the light curve.
  • 12.  
    s3 is defined as the linear decline rate (V-band magnitudes per 100 days) of the slope in the radioactive tail part.
  • 13.  
    56Ni mass corresponds to the mass of radioactive nickel synthesized in the explosion. (A14 for exact details of how this was estimated).

Initial values for these parameters can be found in Table 5 in A14; however, it should be noted that in this work some of these parameters have been updated: ttran, OPTd, Pd, Mmax, Mend, Mtail, s1, and s2. In the case of magnitudes, it was found that stronger correlations were obtained with other parameters before any extinction corrections were made. This suggests that (a) in the vast majority of cases host galaxy extinction is relatively small, and (b) when we do make extinction corrections (using the absorption Na i D in A14), such corrections are not particularly accurate. Therefore, all magnitudes are being used without host galaxy extinction corrections. For ttran, we used the F-test to decide whether a one or two slope fit was better; A14 used the BIC criterion. The main difference resides in how the F-test penalizes the number of parameters of each model (more details in L. Galbany et al. 2017, in preparation). This method increases the number of SNe with ttran available, and in turn this increases the number of SNe for which we can define s1 and Pd. A visual check of those SNe II showing ttrans using both the F-test and the BIC criterion was performed, and this gives us confidence in the use of the former in this work. All values used in the current analysis are listed in Table 1.

Table 1.  Photometric Parameters

SN Pd OPTd Cd Mmax Mend Mtail s1 s2 s3 56Ni mass Δ(B − V)${}_{\mathrm{10,30}}$
  (days) (days) (days) (mag) (mag) (mag) (mag.100 day−1) (mag.100 day−1) (mag.100 day−1) ${M}_{\odot }$  
1986L 59.56 ± 0.71 93.74 ± 6.71 34.18 ± 3.08 −18.19 ± 0.20 −16.88 ± 0.20 −14.37 ± 0.20 3.26 ± 0.14 1.26 ± 0.03 >0.061 2.63 ± 0.42
1990K 2.39 ± 0.08
1991al −17.51 ± 0.15 −17.03 ± 0.15 −14.71 ± 0.15 1.45 ± 0.04 1.26 ± 0.26 ${0.067}_{-0.021}^{+0.016}$ 3.69 ± 0.24
1992af 47.03 ± 6.71 −17.33 ± 0.12 −17.20 ± 0.12 −15.06 ± 0.12 0.58 ± 0.03 1.07 ± 0.08 ${0.079}_{-0.029}^{+0.018}$ 1.90 ± 0.83
1992ba 106.97 ± 8.54 −15.34 ± 0.80 −14.75 ± 0.80 −12.34 ± 0.80 0.72 ± 0.02 0.86 ± 0.07 ${0.011}_{-0.015}^{+0.006}$ 2.80 ± 0.21
1993K −17.92 ± 0.23 −17.24 ± 0.23 2.36 ± 0.08 1.82 ± 0.09
1993S −17.52 ± 0.07 −16.29 ± 0.07 2.34 ± 0.04 3.63 ± 0.51
1999br −13.77 ± 0.40 −13.56 ± 0.40 0.14 ± 0.02 >0.002 3.58 ± 0.39
1999ca 40.54 ± 0.92 79.48 ± 7.62 38.94 ± 7.06 −17.48 ± 0.21 −16.60 ± 0.21 −13.78 ± 0.21 3.49 ± 0.16 1.65 ± 0.06 1.74 ± 0.33 >0.047
1999cr 43.55 ± 1.68 79.06 ± 7.62 35.51 ± 4.34 −16.90 ± 0.10 −16.23 ± 0.10 1.78 ± 0.09 0.49 ± 0.08 1.77 ± 0.38
1999em 67.04 ± 2.12 96.04 ± 5.83 29.00 ± 5.43 −16.76 ± 0.07 −16.37 ± 0.07 −13.93 ± 0.07 0.86 ± 0.11 0.30 ± 0.02 0.88 ± 0.05 ${0.050}_{-0.009}^{+0.008}$ 3.07 ± 0.23
S0210 93.57 ± 9.49 −16.21 ± 0.04 −15.90 ± 0.04 2.37 ± 0.07
2002fa 68.289 ± 7.62 −16.95 ± 0.04 −16.65 ± 0.04 1.56 ± 0.11 >0.066
2002gd 35.00 ± 4.09 −15.43 ± 0.28 −14.85 ± 0.28 1.87 ± 0.09 0.15 ± 0.04 3.21 ± 0.28
2002gw 88.33 ± 5.83 −15.76 ± 0.23 −15.48 ± 0.23 −13.07 ± 0.23 0.22 ± 0.03 0.75 ± 0.09 ${0.012}_{-0.004}^{+0.003}$ 2.55 ± 0.20
2002hj 90.24 ± 7.62 −16.91 ± 0.10 −16.03 ± 0.10 −13.59 ± 0.10 1.57 ± 0.05 1.41 ± 0.01 >0.026
2002hx 68.03 ± 9.49 −17.00 ± 0.07 −16.36 ± 0.07 −14.60 ± 0.07 1.51 ± 0.03 1.24 ± 0.04 ${0.053}_{-0.023}^{+0.016}$ 2.26 ± 0.32
2002ig −17.66 ± 0.03 −16.76 ± 0.03 2.20 ± 0.12 2.42 ± 0.66
2003B 86.19 ± 11.40 −15.36 ± 0.28 −15.11 ± 0.28 −12.77 ± 0.28 0.65 ± 0.03 1.07 ± 0.03 ${0.017}_{-0.009}^{+0.006}$
2003bl 95.81 ± 4.24 −15.35 ± 0.14 −15.01 ± 0.14 0.35 ± 0.02 2.83 ± 0.46
2003bn 62.96 ± 10.51 92.97 ± 4.24 30.01 ± 10.93 −16.80 ± 0.16 −16.34 ± 0.16 −13.72 ± 0.16 1.38 ± 0.9 0.32 ± 0.03 >0.038 2.94 ± 0.25
2003ci 92.53 ± 8.54 −16.83 ± 0.07 −15.70 ± 0.07 1.91 ± 0.04
2003cn 48.86 ± 3.99 69.8 ± 5.00 20.94 ± 5.65 −16.26 ± 0.11 −15.61 ± 0.11 2.7 ± 1.14 1.34 ± 0.04 2.73 ± 0.45
2003cx 90.82 ± 5.83 −16.79 ± 0.06 −16.38 ± 0.06 −14.32 ± 0.06 0.61 ± 0.04 >0.051 1.95 ± 0.65
2003E 101.42 ± 7.62 −15.70 ± 0.15 −15.48 ± 0.15 −0.10 ± 0.03 1.49 ± 0.25
2003ef 92.93 ± 9.49 −16.72 ± 0.14 −16.15 ± 0.14 0.78 ± 0.02 2.76 ± 0.39
2003eg 30.87 ± 5.04 −17.81 ± 0.13 −14.57 ± 0.13 6.75 ± 0.18 1.73 ± 0.13 1.35 ± 0.18
2003ej 68.97 ± 5.83 −17.66 ± 0.12 −15.66 ± 0.12 3.29 ± 0.04 2.95 ± 0.29
2003fb 88.27 ± 6.71 −15.56 ± 0.12 −15.25 ± 0.12 −13.10 ± 0.12 0.46 ± 0.06 1.61 ± 0.39 >0.017
2003gd −15.97 ± 0.40 −12.58 ± 0.40 2.22 ± 0.05 1.03 ± 0.04 ${0.012}_{-0.012}^{+0.006}$
2003hd 84.39 ± 5.83 −17.29 ± 0.06 −16.72 ± 0.06 −13.85 ± 0.06 0.93 ± 0.04 0.72 ± 0.68 ${0.029}_{-0.009}^{+0.007}$ 2.80 ± 0.21
2003hg 63.98 ± 1.67 108.5 ± 5.83 44.52 ± 5.27 −16.38 ± 0.16 −15.50 ± 0.16 1.35 ± 0.05 0.52 ± 0.04 3.01 ± 0.47
2003hk 58.96 ± 2.34 87.00 ± 5.00 28.04 ± 4.63 −17.02 ± 0.10 −16.36 ± 0.10 −13.14 ± 0.10 3.09 ± 0.20 1.61 ± 0.06 0.40 ± 0.66 >0.017
2003hl 108.92 ± 5.83 −15.91 ± 0.30 −15.23 ± 0.30 0.76 ± 0.01 2.92 ± 0.31
2003hn 58.34 ± 1.55 90.1 ± 10.44 31.76 ± 10.12 −16.74 ± 0.10 −15.96 ± 0.10 −13.27 ± 0.10 5.69 ± 0.27 2.52 ± 0.07 1.08 ± 0.05 ${0.035}_{-0.011}^{+0.008}$ 2.88 ± 0.29
2003ho −14.75 ± 0.16 −12.00 ± 0.16 2.25 ± 0.11 1.69 ± 0.10 >0.005
2003ib −17.10 ± 0.09 −16.09 ± 0.09 1.64 ± 0.03 1.16 ± 0.22
2003ip 80.74 ± 5.00 −17.75 ± 0.13 −16.65 ± 0.13 2.03 ± 0.03 2.31 ± 0.25
2003iq 84.91 ± 3.61 −16.69 ± 0.30 −16.18 ± 0.30 0.72 ± 0.01 2.42 ± 0.28
2003T 90.59 ± 10.44 −16.54 ± 0.08 −16.03 ± 0.08 −13.67 ± 0.08 0.69 ± 0.02 2.02 ± 0.14 >0.030 2.74 ± 0.82
2004ej 97.14 ± 8.54 −16.62 ± 0.21 −16.13 ± 0.21 −12.92 ± 0.21 1.04 ± 0.04 0.89 ± 0.13 ${0.019}_{-0.007}^{+0.005}$
2004er 57.27 ± 1.66 120.12 ± 5.00 62.85 ± 2.6 −16.74 ± 0.16 −15.67 ± 0.16 1.08 ± 0.02 0.52 ± 0.02 2.13 ± 1.53
2004fb −16.19 ± 0.11 −15.46 ± 0.11 1.26 ± 0.07
2004fc 68.06 ± 2.68 106.06 ± 3.16 38.00 ± 2.86 −16.21 ± 0.31 −15.41 ± 0.31 1.13 ± 0.03 0.50 ± 0.05 2.92 ± 0.20
2004fx 68.41 ± 5.00 −15.58 ± 0.24 −15.33 ± 0.24 −12.87 ± 0.24 0.25 ± 0.02 0.93 ± 0.08 ${0.014}_{-0.006}^{+0.004}$ 1.52 ± 0.20
2005af 107.01 ± 15.30 −14.94 ± 0.36 −13.41 ± 0.36 0.40 ± 0.05 1.25 ± 0.03 ${0.026}_{-0.021}^{+0.012}$
2005an 36.02 ± 0.63 74.67 ± 5.00 38.65 ± 6.03 −17.07 ± 0.18 −15.89 ± 0.18 3.21 ± 0.05 1.85 ± 0.05 2.89 ± 0.08
2005dk 38.97 ± 1.47 82.24 ± 6.71 43.27 ± 6.18 −17.52 ± 0.14 −16.74 ± 0.14 2.25 ± 0.09 1.10 ± 0.07
2005dn 45.82 ± 3.31 78.72 ± 6.71 32.9 ± 6.85 −17.01 ± 0.24 −16.38 ± 0.24 2.00 ± 0.23 1.48 ± 0.04
2005dt 112.9 ± 9.49 −16.39 ± 0.09 −15.84 ± 0.09 0.58 ± 0.06
2005dx 89.98 ± 7.62 −16.05 ± 0.08 −15.24 ± 0.08 −12.12 ± 0.08 1.26 ± 0.05 >0.007 3.21 ± 0.31
2005dz 32.40 ± 2.84 81.86 ± 5.00 49.46 ± 4.91 −16.57 ± 0.12 −15.97 ± 0.12 −13.42 ± 0.12 1.09 ± 0.03 0.36 ± 0.10 >0.021 2.28 ± 0.25
2005J 53.01 ± 1.93 97.01 ± 7.62 44.00 ± 7.26 −17.28 ± 0.14 −16.35 ± 0.14 1.51 ± 0.03 1.04 ± 0.02 2.93 ± 0.17
2005lw 107.25 ± 10.44 −17.07 ± 0.08 −15.47 ± 0.08 2.04 ± 0.04 2.86 ± 0.70
2005Z 78.88 ± 6.71 −17.17 ± 0.11 −16.17 ± 0.11 1.76 ± 0.01 3.04 ± 0.29
2006ai 38.28 ± 0.46 63.26 ± 5.83 24.98 ± 5.02 −18.06 ± 0.14 −17.03 ± 0.14 −14.53 ± 0.14 4.61 ± 0.10 2.05 ± 0.04 1.78 ± 0.24 >0.050 2.02 ± 0.15
2006be 43.81 ± 1.32 76.2 ± 6.71 32.39 ± 9.10 −16.47 ± 0.29 −16.08 ± 0.29 1.19 ± 0.08 0.63 ± 0.02 3.04 ± 0.11
2006bl 17.3 ± 11.16 −18.23 ± 0.07 −16.52 ± 0.07 3.05 ± 0.54 2.41 ± 0.06 2.15 ± 0.38
2006ee 59.04 ± 2.95 85.15 ± 5.00 26.11 ± 4.97 −16.28 ± 0.15 −16.04 ± 0.15 0.98 ± 0.29 0.17 ± 0.03 2.45 ± 0.19
2006it −16.20 ± 0.15 −15.97 ± 0.15 1.14 ± 0.10 3.98 ± 0.14
2006iw −16.89 ± 0.07 −16.18 ± 0.07 1.00 ± 0.03 2.24 ± 0.67
2006ms 32.83 ± 6.62 −16.18 ± 0.15 −15.93 ± 0.15 1.65 ± 0.2 −0.05 ± 0.45 >0.056 4.12 ± 0.12
2006qr 96.85 ± 7.62 −15.99 ± 0.14 −14.24 ± 0.14 1.40 ± 0.02 2.88 ± 0.45
2006Y 24.69 ± 0.63 47.49 ± 5.00 22.8 ± 4.05 −17.97 ± 0.06 −16.98 ± 0.06 −14.26 ± 0.06 5.84 ± 0.13 2.11 ± 0.18 4.75 ± 0.34 >0.034 1.52 ± 0.25
2007aa −16.32 ± 0.27 −16.32 ± 0.27 −0.05 ± 0.02
2007ab 71.66 ± 10.44 −16.98 ± 0.09 −16.55 ± 0.09 −14.22 ± 0.09 3.18 ± 0.06 2.31 ± 0.22 >0.040
2007av −16.27 ± 0.22 −15.60 ± 0.22 0.92 ± 0.01 >0.015 2.21 ± 0.13
2007bf
2007hm −16.47 ± 0.09 −16.00 ± 0.09 1.52 ± 0.04 >0.045 1.43 ± 0.28
2007il 68.68 ± 2.43 103.4 ± 5.00 34.72 ± 4.68 −16.78 ± 0.11 −16.59 ± 0.11 1.06 ± 0.34 0.12 ± 0.04 2.21 ± 0.12
2007it 13.95 ± 2.64 −17.55 ± 0.50 −14.83 ± 0.50 3.55 ± 1.06 1.33 ± 0.14 1.00 ± 0.01 ${0.072}_{-0.054}^{+0.031}$ 2.67 ± 0.10
2007ld −17.30 ± 0.09 −16.53 ± 0.09 2.62 ± 0.04 2.13 ± 0.50
2007oc 42.78 ± 0.59 71.62 ± 5.83 28.84 ± 3.06 −16.68 ± 0.15 −16.02 ± 0.15 2.87 ± 0.10 1.78 ± 0.01
2007od 19.61 ± 5.06 −17.87 ± 0.80 −16.81 ± 0.80 2.56 ± 0.10 1.50 ± 0.02 2.37 ± 0.12
2007P 61.34 ± 1.19 88.34 ± 5.83 27.00 ± 5.14 −17.96 ± 0.05 −16.75 ± 0.05 3.80 ± 0.16 1.40 ± 0.12 2.26 ± 0.38
2007sq 44.66 ± 2.39 87.66 ± 5.00 43.00 ± 6.46 −15.33 ± 0.13 −14.52 ± 0.13 2.52 ± 0.37 1.29 ± 0.08
2007U −17.87 ± 0.08 −16.78 ± 0.08 2.27 ± 0.04 2.63 ± 0.35
2007W 56.71 ± 2.57 83.59 ± 7.62 26.88 ± 7.46 −15.80 ± 0.20 −15.34 ± 0.20 0.83 ± 0.27 0.00 ± 0.04 2.39 ± 0.28
2007X 53.92 ± 1.03 98.06 ± 5.83 44.14 ± 5.14 −17.84 ± 0.21 −16.70 ± 0.21 2.52 ± 0.07 1.37 ± 0.03 3.55 ± 0.15
2008ag 105.3 ± 6.71 −16.96 ± 0.15 −16.66 ± 0.15 0.12 ± 0.01
2008aw 37.91 ± 0.91 75.82 ± 10.44 37.91 ± 10.04 −17.71 ± 0.19 −16.60 ± 0.19 −14.04 ± 0.19 3.27 ± 0.08 2.10 ± 0.05 1.97 ± 0.09 >0.050 2.85 ± 0.16
2008bh 20.68 ± 5.34 −16.06 ± 0.14 −15.11 ± 0.14 2.69 ± 0.23 1.20 ± 0.04 2.17 ± 0.38
2008bk 107.22 ± 6.71 −14.86 ± 0.05 −14.59 ± 0.05 −11.98 ± 0.05 0.26 ± 0.01 1.18 ± 0.02 ${0.007}_{-0.001}^{+0.001}$
2008bm 87.04 ± 26.17 −18.12 ± 0.07 −16.32 ± 0.07 −12.67 ± 0.07 2.50 ± 0.03 >0.014
2008bp 58.57 ± 9.49 −14.00 ± 0.21 −13.13 ± 0.21 2.79 ± 0.13 1.79 ± 0.42
2008br −15.30 ± 0.20 −14.94 ± 0.20 0.38 ± 0.04 >0.026 2.19 ± 0.22
2008bu 44.73 ± 7.62 −17.14 ± 0.10 −16.74 ± 0.10 −13.71 ± 0.10 2.37 ± 0.18 2.69 ± 0.52 >0.020 2.98 ± 0.37
2008ga 73.14 ± 5.00 −16.45 ± 0.14 −16.20 ± 0.14 1.10 ± 0.07
2008gi −17.31 ± 0.09 −15.86 ± 0.09 2.63 ± 0.11 2.55 ± 1.35
2008gr 9.00 ± 6.17 −17.95 ± 0.10 −16.43 ± 0.10 2.22 ± 0.13 1.61 ± 0.03 2.46 ± 0.11
2008H
2008hg −15.43 ± 0.12 −15.59 ± 0.12 −0.35 ± 0.08 3.25 ± 0.32
2008ho −15.11 ± 0.23 −15.03 ± 0.23 0.32 ± 0.07 2.39 ± 0.19
2008if 51.04 ± 0.29 75.85 ± 5.83 24.81 ± 5.01 −17.94 ± 0.17 −16.79 ± 0.17 −14.46 ± 0.17 4.15 ± 0.07 1.99 ± 0.02 >0.063 1.76 ± 0.22
2008il −16.61 ± 0.11 −16.22 ± 0.11 0.71 ± 0.05 2.39 ± 0.15
2008in 89.64 ± 6.71 −15.40 ± 0.47 −14.79 ± 0.47 0.91 ± 0.01 3.01 ± 0.13
2008K 89.32 ± 5.00 −17.45 ± 0.08 −16.04 ± 0.08 −13.40 ± 0.08 2.66 ± 0.02 2.07 ± 0.26 >0.013 2.61 ± 0.84
2008M 58.27 ± 0.27 75.35 ± 9.49 17.08 ± 9.00 −16.75 ± 0.28 −16.17 ± 0.28 −13.41 ± 0.28 5.15 ± 0.27 0.94 ± 0.02 1.18 ± 0.26 ${0.020}_{-0.010}^{+0.007}$ 1.79 ± 0.18
2008W 85.84 ± 6.71 −16.60 ± 0.11 −16.05 ± 0.11 1.10 ± 0.04
2009aj −18.07 ± 0.20 −16.85 ± 0.20
2009ao 41.68 ± 5.00 −15.79 ± 0.20 −15.78 ± 0.20 −0.01 ± 0.12 1.75 ± 0.29
2009au −16.34 ± 0.21 −14.69 ± 0.21 3.03 ± 0.02 2.04 ± 0.31
2009bu 37.35 ± 8.23 −16.05 ± 0.19 −15.87 ± 0.19 0.91 ± 0.14 0.13 ± 0.04
2009bz −16.46 ± 0.19 −16.26 ± 0.19 0.36 ± 0.03 2.14 ± 0.15
2009N 66.73 ± 0.48 89.79 ± 5.83 23.06 ± 5.02 −15.25 ± 0.40 −14.90 ± 0.40 2.00 ± 0.29 0.22 ± 0.01 3.50 ± 0.06

Note. Same as Anderson et al. (2014b). In the first column, we list the SN name. Columns 2, 3, and 4 show the Pd, OPTd, and Cd. In columns 5, 6, and 7, we list the absolute magnitudes of Mmax, Mend, and Mtail respectively. These are followed by the decline rates: s1, s2, and s3, in columns 8, 9, and 10, respectively. In column 11, we present the derived 56Ni masses (or lower limits), while in column 12 the color gradient is shown. As is explained in Section 3, the Pd, s1, and s2 show differences with respect to Anderson et al. (2014b).

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Besides the parameters defined by A14, we include two more parameters.

  • 1.  
    ${\rm{\Delta }}(B-V)$ is defined as the color gradient. We measure this parameter in three different ranges: $10\leqslant t\leqslant 20$ d, $10\leqslant t\leqslant 30$ d, and $20\leqslant t\leqslant 50$ d. Color gradients are calculated by fitting a low order polynomial to color curves and then taking the color from the fit at each epoch and calculating the gradient, ${\rm{\Delta }}(B-V)$ by simply subtracting one epoch color from the other and dividing by the number of days of the interval.
  • 2.  
    Cd corresponds to the cooling phase durations (Cd), defined between t0 and ttran.

Figure 1 presents an example light curve, indicating all the above defined V-band parameters.

Figure 1.

Figure 1. Example of the light-curve parameters measured for each SN within the sample in the V band. Observed absolute magnitude at peak, Mmax, Mend, and Mtail are shown in blue, as applied to the dummy data points (yellow stars) of an SN II. The positions of the three measured slopes, s1, s2, and s3, are shown in red. The cooling duration (Cd), plateau duration (Pd), and optically thick phase duration (OPTd), are indicated in green. Four time epochs are labeled: t0, the explosion epoch; ttran, the transition from s1 to s2; tend, the end of the optically thick phase; and tPT, the midpoint of the transition from plateau to radioactive tail.

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4. Observed Parameters and Their Physical Implications

The basic properties of the progenitor stars and explosion that have a significant influence on SN II diversity are the explosion energy (E), ejecta mass (${M}_{\mathrm{ej}}$), pre-supernova radius (R0), the 56Ni mass, and progenitor metallicity (with many of these parameters likely to be directly linked to the zero age main sequence, ZAMS, mass). Theoretical works (e.g., Young 2004; Kasen & Woosley 2009; Dessart et al. 2013a) have studied how variations of these parameters influence SN II light curves and spectra. Specifically, such studies have directly linked observed parameters such as luminosities, expansion velocities, and the duration of the plateau to the above physical progenitor properties.

The most commonly used parameter to link observed SN properties to progenitor characteristics has been the duration of the plateau. It has been associated to the hydrogen envelope mass of the progenitor at the moment of the explosion. Theoretical models (e.g., Litvinova & Nadezhin 1983; Popov 1993; Dessart et al. 2010a; Morozova et al. 2015; Moriya et al. 2016) have shown that the plateau duration is a good indicator of the hydrogen envelope mass in the direction that larger envelope masses produce longer duration plateaus. This can be understood as the hydrogen recombination wave taking a longer time to travel back through the ionized ejecta in SNe with a larger hydrogen envelope. Traditionally, authors have referred to the "plateau duration" as the time from explosion to the epoch when each SN starts to transition to the nebular phase. However, such a definition then includes phases that are powered by different physical mechanisms (early-time light curves are powered by the release of shock deposited energy, while later phases during the true plateau are powered by hydrogen recombination (e.g., Grassberg et al. 1971; Chevalier 1976; Falk & Arnett 1977). In A14, two time durations were defined: OPTd, the optically thick phase duration, and Pd the plateau duration. The former is equivalent to the traditional definition of the plateau duration from explosion to the end of the plateau, while the latter is defined from the inflection point in the s1 and s2 decline rates to the end of the plateau. The newly defined Pd value should thus more accurately scale with hydrogen envelope mass, while OPTd includes both effects of changing the envelope mass together with radius differences affecting the time taken for the light curve to reach the hydrogen recombination powered s2 decline rate. Later, we provide additional evidence and arguments for this interpretation: overall correlations are stronger between Pd and other SN II measurements (particularly those other parameters linked to the envelope mass) than OPTd.

In addition to Pd, it was argued in A14 that decline rates during the radioactive phase, s3, can also give an indication of the ejecta mass. The expected s3 decline rate is 0.98 mag per 100 days assuming full trapping of the radioactive emission from 56Co decay (Woosley et al. 1989).

The expansion velocity and luminosity of SNe II are both set by the explosion energy (Kasen & Woosley 2009 and Bersten 2013): more energetic explosions produce higher photospheric velocities, and in turn, brighter events. These results have been shown observationally by Hamuy & Pinto (2002) and Hamuy (2003).

More recently, Dessart et al. (2010b) and Dessart et al. (2013a) showed that in SNe with small progenitor radii, the recombination phase starts earlier. This would imply that the phase between the explosion and ttran (cooling duration phase, Cd) is shorter in these SNe. Hence, we may expect a relation between Cd and progenitor radius. Moreover, Morozova et al. (2016) found that the early properties of the light curve are sensitive to the progenitor radius, which implies that the rise time has a relation with the radius at the time of the explosion. González-Gaitán et al. (2015) using a large sample of observed SNe II, concluded that SNe II progenitor radii are relatively small. We note, however, the recent results of Yaron et al. (2017), Morozova et al. (2017), Moriya et al. (2017), and Dessart et al. (2017). These investigations have provided evidence for and shown the effect of previously unaccounted for material close to the progenitor star. The interaction of the SN ejecta with such material may thus complicate the relation between early-time observations and progenitor radius.

In summary, we expect that the hydrogen envelope mass is directly related with Pd, s3; the explosion energy with the expansion velocities (vel), and the luminosities (Mmax, Mend); and the radius of the progenitor would have some influence in Cd.

5. Results

In this section, we investigate the spectral and photometric diversity of SNe II through correlations. Here we present the statistics of these correlations and their respective figures. As stated above, the spectral measurements were performed in the phases where the data were available; however, to characterize this diversity, the analysis is done at 30, 50, and 80 days with respect to the explosion epoch. In Table 2, we can see the average of the correlations for each parameter at 30, 50, and 80 days. The mean of these correlations shows a value of 0.323, 0.364, and 0.356 for each epoch, thus the following analysis is performed at 50 days, where more spectral measurements are available and the mean is higher. In Tables 3 and 4, the measured spectral parameters at 50 days are listed, while in Table 1 we present the photometric parameters.

Table 2.  Average of Correlations

Parameter Average at 30 Days Average at 50 Days Average at 80 Days
Pd 0.370 0.410 0.425
OPTd 0.305 0.316 0.342
Cd 0.225 0.228 0.233
Mmax 0.392 0.417 0.375
Mend 0.325 0.345 0.343
Mtail 0.406 0.423 0.456
s1 0.355 0.391 0.344
s2 0.304 0.348 0.325
s3 0.334 0.374 0.363
56Ni 0.449 0.520 0.550
${\rm{\Delta }}{}_{C}(10-30)$ 0.208 0.219 0.213
V(${{\rm{H}}}_{\alpha }$) 0.361 0.468 0.452
V(${{\rm{H}}}_{\beta }$) 0.416 0.479 0.441
V(Fe ii 5018) 0.380 0.450 0.325
V(Fe ii 5169) 0.415 0.477 0.393
V(Na i D) 0.450 0.519 0.480
pEW(${{\rm{H}}}_{\alpha }{)}_{a}$ 0.279 0.270 0.287
pEW(${{\rm{H}}}_{\alpha }{)}_{e}$ 0.138 0.362 0.427
pEW(Fe ii 5018) 0.329 0.339 0.218
pEW(Fe ii 5169) 0.167 0.209 0.189
pEW(Na i D) 0.238 0.242 0.354
a/e 0.269 0.328 0.316
${\rm{\Delta }}\mathrm{vel}$(${{\rm{H}}}_{\alpha }$–Fe ii 5018) 0.303 0.321 0.438
${\rm{\Delta }}\mathrm{vel}$(Na i D—Fe ii 5018) 0.403 0.426 0.419
${\rm{\Delta }}v$(${{\rm{H}}}_{\beta }$) 0.248 0.228 0.207

Note. Average of the correlations at 30, 50, and 80 days since explosion presented for 11 photometric parameters and 14 spectroscopic ones. In the first column, the SN II parameter is listed (described in 3), while in the second, third, and fourth columns are the averages.

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Table 3.  Velocity Values at 50 Days from Explosion

SN vel(${{\rm{H}}}_{\alpha }$) vel(${{\rm{H}}}_{\alpha }$) vel(${{\rm{H}}}_{\beta }$) vel(Fe vel(Fe ii vel(Fe ii vel(Fe ii vel(Sc ii vel(Na i D) vel(Ba ii) vel(Sc ii) vel(O i)
        II λ4924) λ5018) λ5169) /Sc ii) Mult.)        
  (km s−1) (km s−1) (km s−1) (km s−1) (km s−1) (km s−1) (km s−1) (km s−1) (km s−1) (km s−1) (km s−1) (km s−1)
1986L 7707 ± 710 6204 ± 476 6722 ± 434 4946 ± 245 4311 ± 672 4406 ± 411 4778 ± 456 4316 ± 336 5512 ± 486
1990K 7841 ± 432 6958 ± 426 6563 ± 381 4440 ± 298 3942 ± 204 4886 ± 450 4604 ± 239 6363 ± 391 4468 ± 312 4139 ± 238
1991al 8897 ± 496 7950 ± 615 7789 ± 634 4921 ± 244 4790 ± 588 4982 ± 548 5256 ± 261 4575 ± 227 7835 ± 876 5696 ± 282 4149 ± 206
1992af
1992ba 6276 ± 665 4559 ± 439 5100 ± 374 3160 ± 157 3388 ± 487 3464 ± 483 3479 ± 173 3322 ± 165 4325 ± 847 3042 ± 151 3060 ± 152
1993K 7099 ± 551 7151 ± 358 6326 ± 444 4903 ± 269 3536 ± 490 4390 ± 218 4479 ± 222 3767 ± 270 5488 ± 520 3998 ± 199 4053 ± 420 4500 ± 466
1993S 7800 ± 630 6132 ± 620 6886 ± 670 3269 ± 340 4822 ± 470 4943 ± 300 6071 ± 620
1999br 3611 ± 588 3082 ± 265 3191 ± 243 1511 ± 258 1753 ± 223 1746 ± 305 2101 ± 272 1527 ± 443 1519 ± 759 1229 ± 61 1891 ± 94 1100 ± 100
1999ca 7375 ± 348 7039 ± 364 6840 ± 338 5618 ± 278 5191 ± 257 6103 ± 302 5727 ± 284 6825 ± 337 5833 ± 289 5043 ± 250
1999cr 5960 ± 361 5477 ± 323 4932 ± 478 3495 ± 195 3655 ± 212 3909 ± 194 4504 ± 224
1999em 6025 ± 622 5591 ± 595 5709 ± 626 3768 ± 187 3337 ± 394 3464 ± 365 3383 ± 168 2992 ± 149 3722 ± 451 3048 ± 152 3107 ± 154
S0210 7955 ± 492 8197 ± 762 7050 ± 619 6846 ± 424 4998 ± 326 6276 ± 311 5374 ± 550 6810 ± 455
2002fa 7649 ± 649 6184 ± 435 6359 ± 410 3567 ± 268 3832 ± 337 4133 ± 260 4163 ± 207 3603 ± 179 5741 ± 663
2002gd 4138 ± 563 3717 ± 266 3414 ± 703 2257 ± 196 2730 ± 204 2448 ± 236 3165 ± 297 3005 ± 409 3406 ± 273 2105 ± 177 2414 ± 325 1870 ± 200
2002gw 6674 ± 474 5454 ± 487 5299 ± 518 3253 ± 329 3295 ± 494 3623 ± 357 3221 ± 345 3233 ± 247 3889 ± 304 3036 ± 211 2976 ± 185 3120 ± 325
2002hj 7933 ± 661 6540 ± 532 6447 ± 451 3432 ± 579 3787 ± 338 4192 ± 405 4645 ± 230 3592 ± 220 5239 ± 345 4080 ± 420
2002hx 8070 ± 434 5722 ± 504 6455 ± 554 3255 ± 337 3506 ± 215 3806 ± 284 3021 ± 157 3623 ± 200 5408 ± 477 2532 ± 160 3213 ± 302
2002ig
2003B 6256 ± 339 4604 ± 622 5524 ± 478 3204 ± 575 3458 ± 297 3509 ± 251 3643 ± 260 3523 ± 307 4051 ± 228 3343 ± 265 3121 ± 188 2970 ± 270
2003bl 3958 ± 481 3679 ± 435 3849 ± 326 4297 ± 255 2342 ± 213 2093 ± 190 2451 ± 263 2456 ± 207 2712 ± 582 2780 ± 426 2265 ± 184
2003bn 6892 ± 638 5887 ± 545 5688 ± 471 3639 ± 265 3611 ± 607 3612 ± 530 3457 ± 302 3254 ± 327 4077 ± 397 3296 ± 300 3134 ± 178 3000 ± 280
2003ci 7219 ± 280 5648 ± 357 5916 ± 293 3007 ± 150 3832 ± 190 3677 ± 183 4761 ± 236 4449 ± 483 5907 ± 292 3142 ± 156 4254 ± 211
2003cn 5409 ± 293 4223 ± 501 4521 ± 946 2399 ± 119 2778 ± 138 2699 ± 197 2962 ± 147 2533 ± 126 3836 ± 695 2817 ± 140 2980 ± 148
2003cx 9001 ± 870 5960 ± 600 7038 ± 720 4753 ± 460 4130 ± 400 4788 ± 420 5993 ± 610
2003E
2003ef 7703 ± 367 6416 ± 610 4261 ± 494 3930 ± 364 4121 ± 534 4116 ± 516 4044 ± 575 3738 ± 395 4316 ± 484 3582 ± 299 3638 ± 181 3750 ± 390
2003eg 8560 ± 725 7619 ± 675 6705 ± 418 4669 ± 405 4727 ± 456 4168 ± 207 4235 ± 210 6993 ± 468 3100 ± 320 3390 ± 410
2003ej 6897 ± 630 9181 ± 1000 5968 ± 600 4998 ± 480 4381 ± 405 6244 ± 600
2003fb 7583 ± 561 6132 ± 625 5840 ± 854 3906 ± 754 4033 ± 738 3819 ± 722 3996 ± 704 3516 ± 677 4749 ± 668 4319 ± 649 3430 ± 627
2003gd
2003hd 7850 ± 519 6809 ± 539 5960 ± 717 3864 ± 192 3956 ± 260 4025 ± 289 3779 ± 188 3393 ± 169 4725 ± 234
2003hg 4090 ± 420
2003hk 6622 ± 349 7062 ± 328 5682 ± 281 4053 ± 201 4144 ± 206 4161 ± 207 5767 ± 286
2003hl 6579 ± 738 5623 ± 462 4550 ± 439 3961 ± 382 3899 ± 287 3819 ± 402 3787 ± 329 3783 ± 283 4527 ± 318 3276 ± 252 3501 ± 244 3570 ± 368
2003hn 7016 ± 387 6594 ± 462 5336 ± 442 3455 ± 281 3425 ± 249 3484 ± 379 3466 ± 286 3148 ± 293 4470 ± 339 3596 ± 189 3039 ± 375 3480 ± 360
2003ho 8312 ± 755 7459 ± 520 6102 ± 302 3463 ± 172 3739 ± 186 3989 ± 198 4309 ± 214 3969 ± 197 5010 ± 248 3970 ± 410
2003ib
2003ip 8629 ± 486 8059 ± 533 6813 ± 388 5391 ± 341 4536 ± 309 5773 ± 286 5058 ± 251 6501 ± 413 4858 ± 241 5337 ± 264 6100 ± 600
2003iq 7483 ± 741 5953 ± 386 5483 ± 350 4254 ± 211 4213 ± 225 4329 ± 216 4171 ± 207 3935 ± 195 5123 ± 360 3743 ± 186 3920 ± 195 3950 ± 330
2003T 6954 ± 403 5994 ± 634 4039 ± 226 3967 ± 341 3807 ± 218 3896 ± 276 3777 ± 190 3390 ± 222 3996 ± 292 4223 ± 257 4039 ± 240
2004ej 635 ± 501 5522 ± 429 5389 ± 600 3535 ± 505 3440 ± 307 3301 ± 221 3556 ± 536 3291 ± 319 4005 ± 326 2880 ± 191 3178 ± 223 3380 ± 350
2004er 965 ± 582 8323 ± 549 7878 ± 600 6040 ± 427 5396 ± 386 5219 ± 436 5501 ± 311 3372 ± 470 5771 ± 506 5284 ± 634 5306 ± 475 5065 ± 520
2004fb 769 ± 636 6678 ± 444 5884 ± 435 3926 ± 283 4228 ± 425 4178 ± 300 4368 ± 217 3750 ± 186 4798 ± 340 5254 ± 261 3805 ± 410
2004fc 633 ± 645 5639 ± 976 4056 ± 329 3690 ± 236 3675 ± 291 3581 ± 256 3760 ± 270 3591 ± 261 4194 ± 541 3195 ± 229 3386 ± 266 3319 ± 325
2004fx 572 ± 525 4856 ± 446 4194 ± 318 2385 ± 206 2700 ± 209 2786 ± 401 3002 ± 177 3386 ± 168 2884 ± 389 3180 ± 158 2459 ± 133 2300 ± 210
2005af
2005an 7656 ± 888 8325 ± 494 5346 ± 1497 4356 ± 219 4333 ± 325 4011 ± 303 4753 ± 289 4551 ± 293 4738 ± 560 4580 ± 470
2005dk 7926 ± 531 6887 ± 470 6883 ± 359 4541 ± 312 4535 ± 289 4603 ± 306 4418 ± 311 3937 ± 329 6317 ± 709 5112 ± 457 4039 ± 256 4420 ± 420
2005dn 9500 ± 672 8420 ± 576 7613 ± 484 2360 ± 118 5750 ± 1511 4712 ± 434 4857 ± 241 6518 ± 627
2005dt
2005dx
2005dz 7591 ± 595 6182 ± 434 5934 ± 430 925 ± 88 3927 ± 499 4101 ± 310 7397 ± 735
2005J 8434 ± 755 6353 ± 668 6380 ± 404 4235 ± 273 4129 ± 406 4224 ± 437 4151 ± 402 4190 ± 265 4994 ± 386 4097 ± 297 4581 ± 272 4500 ± 460
2005lw
2005Z 9479 ± 661 8538 ± 582 7879 ± 843 5673 ± 281 5646 ± 384 5196 ± 411 5633 ± 489 5435 ± 359 7375 ± 560 6432 ± 655 4671 ± 480 6040 ± 640
2006ai 7480 ± 821 6949 ± 559 6301 ± 560 4135 ± 353 4424 ± 427 4623 ± 340 4396 ± 258 3379 ± 526 6184 ± 434 6750 ± 710
2006be 7441 ± 474 6360 ± 625 5868 ± 755 3760 ± 742 3682 ± 738 3690 ± 722 3870 ± 694 3305 ± 677 4431 ± 668 4921 ± 620
2006bl
2006ee 5209 ± 426 5370 ± 675 3020 ± 619 3213 ± 254 3125 ± 194 3024 ± 255 3101 ± 299 2708 ± 316 3239 ± 267 2734 ± 262 2738 ± 202
2006it
2006iw 7373 ± 671 6104 ± 566 5337 ± 694 4352 ± 687 4127 ± 678 4148 ± 722 3790 ± 688 3352 ± 682 5074 ± 724
2006ms
2006qr 6501 ± 419 5558 ± 487 5103 ± 285 3166 ± 872 3593 ± 221 3643 ± 200 3780 ± 188 3529 ± 175 4844 ± 554 3795 ± 188 2932 ± 146
2006Y 9007 ± 619 7770 ± 589 6958 ± 464 3748 ± 186 4946 ± 731 5076 ± 546 7004 ± 613
2007aa 5985 ± 539 5102 ± 550 4264 ± 374 3148 ± 398 3179 ± 378 3148 ± 396 3099 ± 324 2880 ± 266 3864 ± 321 2697 ± 187 2907 ± 267 2650 ± 300
2007ab 9768 ± 505 8495 ± 600 8205 ± 405 7140 ± 353 4776 ± 237 6957 ± 344 6418 ± 318 7285 ± 404 6743 ± 337 5949 ± 614
2007av 7234 ± 338 6065 ± 402 5366 ± 311 3664 ± 182 3874 ± 192 3847 ± 191 3847 ± 191 3714 ± 185 3957 ± 605 3662 ± 182 3452 ± 172 3240 ± 299
2007bf 5498 ± 580 3830 ± 410 4110 ± 420
2007hm 8237 ± 383 6197 ± 544 6404 ± 432 4289 ± 213 4039 ± 201 4403 ± 515 4835 ± 240 3341 ± 166 5278 ± 262
2007il 8022 ± 809 7390 ± 482 5916 ± 505 4220 ± 281 4100 ± 481 4282 ± 383 4017 ± 370 4493 ± 420 4798 ± 769 5544 ± 560 2709 ± 250
2007it
2007ld 7176 ± 700 11416 ± 990 6024 ± 580 3695 ± 350 3589 ± 350 5922 ± 600
2007oc 6749 ± 492 7072 ± 435 5239 ± 436 2274 ± 198 3281 ± 315 3694 ± 343 4188 ± 480 3859 ± 378 5019 ± 450 2887 ± 218 3266 ± 291 4700 ± 500
2007od 7171 ± 655 7163 ± 428 6698 ± 545 5188 ± 363 3863 ± 300 3876 ± 193 6202 ± 427 5100 ± 525 4846 ± 240
2007P
2007sq 8298 ± 943 8409 ± 437 7410 ± 366 5270 ± 390 5249 ± 260 5350 ± 265 4978 ± 247 4135 ± 205 5662 ± 280 44780 ± 430
2007U 8037 ± 837 7395 ± 516 6911 ± 721 5541 ± 274 5439 ± 550 5923 ± 293 5429 ± 269 6480 ± 340
2007W 4754 ± 935 4125 ± 558 3203 ± 269 2343 ± 182 2612 ± 337 2437 ± 454 2543 ± 156 2505 ± 164 2618 ± 186 2086 ± 104 2485 ± 124 2000 ± 195
2007X 8597 ± 675 8418 ± 537 6685 ± 601 5466 ± 383 4619 ± 762 6339 ± 399 5555 ± 354 6170 ± 708 5160 ± 427 5021 ± 496 5980 ± 610
2008ag 6906 ± 463 6284 ± 426 4583 ± 473 4045 ± 292 3951 ± 324 3939 ± 311 3862 ± 326 3521 ± 283 4215 ± 426 3223 ± 230 3499 ± 233 3460 ± 330
2008aw 8257 ± 621 7783 ± 911 6641 ± 530 4728 ± 376 4724 ± 526 4532 ± 654 5027 ± 458 4429 ± 372 6436 ± 478 4545 ± 394 4458 ± 271
2008bh 7824 ± 688 7263 ± 430 6297 ± 375 4236 ± 210 4339 ± 232 4189 ± 637 4327 ± 215 4180 ± 207 4683 ± 378 4466 ± 222 3990 ± 198
2008bk 4115 ± 390 3313 ± 707 2401 ± 224 1867 ± 133 2256 ± 153 2910 ± 460 2266 ± 276 2437 ± 310 2019 ± 171 1846 ± 137 1998 ± 180 1780 ± 194
2008bm 1765 ± 56 11118 ± 88 1385 ± 69 1559 ± 78 1649 ± 82 1277 ± 64 1762 ± 88
2008bp 6795 ± 710 8613 ± 830 7497 ± 700
2008br 4070 ± 491 3682 ± 258 2484 ± 169 1665 ± 178 1832 ± 142 1633 ± 218 2161 ± 108 2547 ± 127 1922 ± 96 1386 ± 69 1670 ± 83 1420 ± 180
2008bu
2008ga 7313 ± 589 6400 ± 653 5357 ± 768 3307 ± 754 3390 ± 732 3253 ± 757 4665 ± 694 3179 ± 677 4785 ± 663
2008gi
2008gr 8832 ± 752 8361 ± 435 7548 ± 385 5412 ± 268 5013 ± 249 5918 ± 293 5572 ± 276 7487 ± 708
2008H 6608 ± 790 6734 ± 703 5355 ± 941 3863 ± 420 3791 ± 360 3738 ± 350 3821 ± 400 3678 ± 783 4669 ± 760 3390 ± 325 3430 ± 410
2008hg
2008ho
2008if 8534 ± 1126 8717 ± 549 7226 ± 642 3198 ± 200 4929 ± 298 4758 ± 398 5062 ± 272 4785 ± 251 7404 ± 633 3802 ± 189 4619 ± 234 4975 ± 515
2008il
2008in 4283 ± 721 4422 ± 768 3234 ± 310 2768 ± 259 2839 ± 373 2831 ± 455 2679 ± 283 2680 ± 251 2917 ± 321 2378 ± 203 2574 ± 227 2430 ± 266
2008K 7885 ± 619 7987 ± 793 6868 ± 701 6197 ± 352 5359 ± 437 5491 ± 301 7066 ± 501
2008M 6872 ± 862 6123 ± 631 5709 ± 474 3508 ± 214 3457 ± 345 3647 ± 458 3772 ± 271 3616 ± 198 4793 ± 1056 3388 ± 217 3507 ± 275 3040 ± 290
2008W 7013 ± 665 6016 ± 435 5873 ± 435 3455 ± 335 3743 ± 233 3846 ± 297 3733 ± 224 3506 ± 278 5244 ± 470 3094 ± 255 3314 ± 185 3100 ± 324
2009aj 3112 ± 455 2800 ± 183 2814 ± 470 2090 ± 161 2431 ± 197 2849 ± 315 3026 ± 240 200 ± 80
2009ao 5979 ± 859 6753 ± 544 5240 ± 471 3792 ± 334 3695 ± 256 3597 ± 210 4155 ± 206 3770 ± 230 4687 ± 335 3416 ± 170 3120 ± 290
2009au 2586 ± 524 2613 ± 215 1985 ± 165 1618 ± 113 1732 ± 161 1474 ± 175 1775 ± 237 1919 ± 296 1949 ± 118 1289 ± 64 1704 ± 85 1520 ± 130
2009bu 7400 ± 596 6430 ± 521 5567 ± 604 3996 ± 267 3975 ± 436 4034 ± 456 4233 ± 210 3460 ± 172 4378 ± 308
2009bz
2009N 4514 ± 377 4069 ± 909 2815 ± 259 2527 ± 282 2651 ± 299 2600 ± 439 2549 ± 238 2500 ± 195 2705 ± 186 2299 ± 206 2397 ± 156 2190 ± 185

Note. Columns: (1) SN name; (2) velocity of ${{\rm{H}}}_{\alpha }$ absorption component; (3) velocity of ${{\rm{H}}}_{\alpha }$ emission component; (4) velocity of ${{\rm{H}}}_{\beta };$ (5) velocity of Fe ii λ4924; (6) velocity of Fe ii λ5018; (7) velocity of Fe ii λ5169; (8) velocity of Fe ii/Sc ii; (9) velocity of Sc ii Multiplet; (10) velocity of Na i D; (11) velocity of Ba ii; (12) velocity of Sc ii; and (13) velocity of O i.

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Table 4.  pEW Values at 50 Days from Explosion

SN ${{\rm{H}}}_{\alpha }$ ${{\rm{H}}}_{\alpha }$ ${{\rm{H}}}_{\beta }$ Fe ii λ4924 Fe ii λ5018 Fe ii λ5169 Fe ii/Sc ii Sc ii Mult. Na i D Ba ii Sc ii a/e
  (Å) (Å) (Å) (Å) (Å) (Å) (Å) (Å) (Å) (Å) (Å)  
1986L 32.8 ± 4.1 144.2 ± 34.2 48.2 ± 3.6 1.2 ± 0.6 14.7 ± 1.8 36.7 ± 3.8 7.6 ± 2.9 10.4 ± 2.1 29.2 ± 2.7 0.0 ± 0.0 0.0 ± 0.0 0.23 ± 0.08
1988A
1990E
1990K 42.7 ± 3.8 206.2 ± 27.4 71.9 ± 4.4 0.0 ± 0.0 10.9 ± 0.7 38.8 ± 2.1 8.9 ± 0.7 13.2 ± 1.6 50.3 ± 2.5 6.4 ± 0.4 5.9 ± 0.9 0.21 ± 0.05
1991al 62.1 ± 5.8 214.2 ± 25.8 67.5 ± 5.2 4.8 ± 1.7 13.0 ± 1.7 27.2 ± 3.8 4.3 ± 1.9 6.5 ± 1.8 20.4 ± 1.2 6.4 ± 0.9 4.1 ± 1.2 0.29 ± 0.08
1992ad
1992af
1992am
1992ba 61.9 ± 4.2 119.3 ± 19.7 47.0 ± 3.9 7.6 ± 2.5 20.2 ± 2.5 30.1 ± 3.9 9.9 ± 1.5 13.7 ± 1.7 34.2 ± 3.7 7.9 ± 1.1 7.1 ± 0.9 0.52 ± 0.15
1993A
1993K 27.8 ± 3.8 126.1 ± 25.3 42.8 ± 2.7 6.4 ± 2.4 18.9 ± 3.8 28.7 ± 1.9 5.2 ± 1.2 7.3 ± 1.4 27.1 ± 1.9 $3.8\pm 1$ 3.8 ± 1.1 0.22 ± 0.08
1993S
1999br 56.0 ± 3.1 14.6 ± 10.6 33.8 ± 4.8 15.0 ± 1.7 25.2 ± 1.5 43.1 ± 3.1 15.1 ± 2.9 $20.8\pm 2$ 20.7 ± 1.9 12.9 ± 1.6 14.2 ± 1.0 3.84 ± 3.06
1999ca 48.3 ± 2.7 169.4 ± 13.6 78.9 ± 3.9 0.0 ± 0.0 17.6 ± 1.3 64.1 ± 2.9 11.1 ± 1.1 19.6 ± 1.7 33.7 ± 2.1 5.4 ± 0.4 11.6 ± 0.8 0.29 ± 0.03
1999cr 31.7 ± 4.2 137.5 ± 22.9 37.6 ± 4.1 0.0 ± 0.0 12.4 ± 1.7 24.9 ± 1.8 0.0 ± 0.0 6.4 ± 1.1 9.3 ± 2.2 0.0 ± 0.0 0.0 ± 0.0 0.23 ± 0.12
1999eg
1999em 75.8 ± 5.1 141.2 ± 40.2 40.3 ± 5.6 9.9 ± 1.6 23.8 ± 1.8 43.6 ± 2.5 11.7 ± 1.8 $13.4\pm 2$ 30.6 ± 1.8 6.7 ± 1.0 7.5 ± 1.2 0.54 ± 0.25
S0210 $36\pm 3.9$ 287.4 ± 42.3 83.5 ± 4.9 0.0 ± 0.0 30.4 ± 2.5 70.1 ± 3.5 7.8 ± 1.2 40.4 ± 3.3 49.2 ± 3.2 0.0 ± 0.0 0.0 ± 0.0 0.13 ± 0.06
2002ew
2002fa 45.4 ± 3.9 125.1 ± 43.6 52.4 ± 7.2 6.1 ± 1.1 15.5 ± 3.1 36.5 ± 2.4 9.7 ± 2.4 13.1 ± 2.4 42.4 ± 2.4 0.0 ± 0.0 0.0 ± 0.0 0.36 ± 0.21
2002gd 21.7 ± 3.3 106.8 ± 23.8 39.8 ± 3.3 5.8 ± 2.2 24.9 ± 3.5 59.3 ± 4.2 16.2 ± 2.8 26.9 ± 2.6 27.1 ± 5.1 3.8 ± 0.6 11.0 ± 2.1 0.20 ± 0.08
2002gw 61.4 ± 4.6 205.5 ± 29.5 58.4 ± 4.6 6.9 ± 1.6 18.2 ± 2.1 31.3 ± 2.7 5.5 ± 1.7 5.8 ± 2.0 13.5 ± 1.3 3.1 ± 1.1 3.8 ± 1.5 0.30 ± 0.11
2002hj 70.1 ± 5.3 207.5 ± 34.1 71.7 ± 5.5 2.8 ± 1.6 16.5 ± 2.9 40.8 ± 3.2 4.3 ± 2.5 10.2 ± 2.4 18.6 ± 1.9 0.0 ± 0.0 0.0 ± 0.0 0.34 ± 0.11
2002hx 88.8 ± 6.1 135.6 ± 18.1 73.8 ± 4.8 9.8 ± 2.2 20.8 ± 2.2 35.5 ± 3.0 7.5 ± 1.1 17.9 ± 1.7 53.1 ± 4.1 8.6 ± 1.2 1.3 ± 2.1 0.65 ± 0.16
2002ig 0.0 ± 0.0
2003B 60.1 ± 5.3 148.6 ± 27.6 53.0 ± 4.5 10.5 ± 1.8 23.4 ± 2.5 38.1 ± 2.3 14.2 ± 1.4 20.3 ± 2.4 28.6 ± 2.2 3.9 ± 0.9 8.8 ± 1.5 0.40 ± 0.11
2003bl 58.0 ± 4.3 116.5 ± 19.1 37.1 ± 2.1 15.1 ± 2.8 26.5 ± 2.5 38.3 ± 1.8 10.9 ± 2.9 17.0 ± 3.2 19.3 ± 1.6 11.7 ± 1.4 9.1 ± 1.9 0.51 ± 0.14
2003bn 77.7 ± 5.4 144.4 ± 66.6 55.3 ± 6.5 7.1 ± 1.9 17.3 ± 2.6 36.0 ± 1.1 8.3 ± 2.1 9.1 ± 1.4 16.1 ± 2.3 3.2 ± 1.0 2.5 ± 1.1 0.54 ± 0.36
2003ci 50.6 ± 2.5 166.2 ± 8.3 64.6 ± 3.2 1.3 ± 0.1 15.8 ± 0.8 46.2 ± 3.6 10.4 ± 0.5 20.7 ± 1.0 55.1 ± 1.8 7.7 ± 0.4 4.2 ± 0.2 0.31 ± 0.03
2003cn 43.7 ± 2.9 141.6 ± 18.4 52.9 ± 4.7 12.6 ± 2.1 21.1 ± 3.4 35.1 ± 2.9 9.2 ± 1.8 17.2 ± 1.3 18.2 ± 1.7 7.4 ± 1.5 7.1 ± 1.2 0.31 ± 0.06
2003cx
2003dq
2003E
2003ef 91.4 ± 7.3 130.5 ± 14.3 27.9 ± 4.2 9.8 ± 1.3 20.4 ± 1.7 28.3 ± 3.4 10.8 ± 2.9 9.4 ± 1.2 $24.2\pm 1$ 1.9 ± 0.9 9.6 ± 1.2 0.70 ± 0.15
2003eg 9.4 ± 1.1 244.2 ± 24.5 60.6 ± 3.4 0.0 ± 0.0 14.4 ± 1.5 38.6 ± 1.1 10.5 ± 2.4 14.2 ± 1.7 58.4 ± 1.3 7.1 ± 1.1 6.5 ± 0.8 0.04 ± 0.01
2003ej
2003fb 73.7 ± 6.3 185.1 ± 13.4 55.1 ± 2.2 8.1 ± 0.8 18.1 ± 0.8 $40\pm 2.3$ 7.9 ± 0.7 9.0 ± 1.1 25.0 ± 1.6 9.0 ± 1.8 7.1 ± 1.2 0.4 ± 0.06
2003gd
2003hd 78.1 ± 5.2 119.1 ± 30.9 56.8 ± 4.4 4.9 ± 1.1 16.1 ± 2.1 $33.9\pm 2$ 4.6 ± 1.8 7.9 ± 0.7 15.4 ± 2.3 0.0 ± 0.0 0.0 ± 0.0 0.65 ± 0.26
2003hg
2003hk 32.6 ± 2.4 123.2 ± 12.4 39.2 ± 3.7 9.3 ± 2.9 17.6 ± 2.3 34.6 ± 2.6 0.0 ± 0.0 0.0 ± 0.0 44.3 ± 1.1 0.0 ± 0.0 0.0 ± 0.0 0.26 ± 0.18
2003hl 50.4 ± 3.1 118.3 ± 22.1 32.6 ± 5.9 6.8 ± 2.4 22.1 ± 2.9 39.5 ± 3.1 15.4 ± 1.9 19.2 ± 2.1 35.9 ± 2.5 5.6 ± 1.6 1.1 ± 1.2 0.43 ± 0.13
2003hn 61.4 ± 4.0 178.7 ± 22.4 60.0 ± 4.4 7.2 ± 1.1 17.5 ± 1.5 39.1 ± 3.7 10.2 ± 0.8 13.3 ± 1.5 31.5 ± 2.6 4.3 ± 0.9 5.3 ± 0.8 0.34 ± 0.07
2003ho 68.4 ± 4.8 269.8 ± 54.9 69.1 ± 4.6 5.4 ± 1.3 16.9 ± 1.9 42.7 ± 3.2 7.9 ± 1.1 8.3 ± 0.7 36.1 ± 1.9 0.0 ± 0.0 0.0 ± 0.0 0.25 ± 0.08
2003ib
2003ip 60.9 ± 4.2 191.4 ± 18.1 71.2 ± 6.8 0.0 ± 0.0 9.3 ± 2.2 $43\pm 3.7$ 6.5 ± 1.4 12.0 ± 1.0 33.2 ± 2.6 4.9 ± 0.6 5.9 ± 1.1 0.32 ± 0.05
2003iq 84.2 ± 5.6 157.9 ± 14.4 46.2 ± 4.2 7.8 ± 2.1 21.3 ± 1.8 37.7 ± 3.1 10.4 ± 2.6 10.7 ± 0.9 32.3 ± 2.9 3.4 ± 1.2 6.0 ± 1.0 0.53 ± 0.13
2003T $58.5\pm 6$ 153.6 ± 29.6 27.6 ± 3.1 11.5 ± 3.7 22.9 ± 1.9 38.2 ± 3.6 14.0 ± 2.9 14.9 ± 1.3 35.1 ± 2.5 18.7 ± 6.7 10.2 ± 1.2 0.38 ± 0.21
2004dy
2004ej 57.1 ± 3.8 114.6 ± 20.3 48.6 ± 4.7 9.1 ± 2.1 20.7 ± 1.7 44.0 ± 4.3 14.7 ± 2.3 21.8 ± 2.9 37.2 ± 3.1 6.4 ± 1.6 5.9 ± 1.7 0.50 ± 0.17
2004er 74.4 ± 5.7 154.3 ± 23.7 59.2 ± 4.7 3.2 ± 1.5 10.7 ± 2.3 34.3 ± 2.8 3.6 ± 0.7 6.4 ± 1.4 16.2 ± 2.3 0.4 ± 0.6 2.6 ± 0.7 0.48 ± 0.14
2004fb 70.1 ± 7.2 165.5 ± 26.1 59.1 ± 3.4 6.9 ± 0.5 18.7 ± 2.1 46.9 ± 4.4 11.6 ± 1.2 16.8 ± 2.1 41.6 ± 2.8 10.8 ± 1.0 10.4 ± 1.2 0.42 ± 0.29
2004fc 34.8 ± 6.2 85.6 ± 37.9 16.2 ± 4.8 7.9 ± 2.1 18.7 ± 2.8 28.2 ± 3.1 10.2 ± 1.9 14.4 ± 1.7 23.1 ± 2.3 5.0 ± 1.1 6.6 ± 1.8 0.41 ± 0.36
2004fx 70.6 ± 4.7 168.9 ± 35.7 55.7 ± 3.3 8.6 ± 2.3 18.6 ± 3.1 30.7 ± 2.0 7.2 ± 2.5 4.4 ± 0.6 11.3 ± 1.2 2.7 ± 1.2 4.8 ± 1.4 0.42 ± 0.15
2005af
2005an 51.9 ± 3.8 210.8 ± 27.1 74.4 ± 5.7 4.1 ± 0.4 15.4 ± 1.6 42.8 ± 2.9 12.1 ± 2.1 22.2 ± 2.5 18.4 ± 1.8 0.0 ± 0.0 10.5 ± 0.9 0.25 ± 0.06
2005dk 49.0 ± 3.3 166.6 ± 19.0 57.6 ± 3.5 5.4 ± 0.7 13.4 ± 1.2 32.7 ± 3.2 8.9 ± 2.3 11.1 ± 1.3 32.1 ± 1.6 4.2 ± 0.9 4.6 ± 0.9 0.29 ± 0.08
2005dn 66.6 ± 4.1 238.9 ± 54.3 77.9 ± 4.5 1.1 ± 2.2 3.9 ± 1.1 48.0 ± 3.1 0.0 ± 0.0 10.5 ± 1.2 30.7 ± 2.4 0.0 ± 0.0 0.0 ± 0.0 0.28 ± 0.09
2005dt
2005dw
2005dx
2005dz 77.2 ± 3.4 $205\pm 41.1$ 50.4 ± 4.1 0.0 ± 0.0 20.3 ± 2.3 34.4 ± 2.8 0.0 ± 0.0 0.0 ± 0.0 0.0 ± 0.0 0.0 ± 0.0 0.0 ± 0.0 0.38 ± 0.141
2005es
2005J 77.2 ± 5.5 133.7 ± 30.3 64.0 ± 2.5 5.5 ± 1.8 15.9 ± 2.5 36.6 ± 2.4 8.6 ± 1.8 12.2 ± 1.4 23.2 ± 1.4 4.8 ± 1.7 3.9 ± 1.3 0.58 ± 0.201
2005K
2005lw 45.1 ± 4.2 210.0 ± 15.2 50.1 ± 3.4 0.0 ± 0.0 9.2 ± 1.5 60.0 ± 3.1 6.1 ± 1.7 7.0 ± 0.7 26.0 ± 2.1 3.5 ± 1.2 4.9 ± 1.6 0.21 ± 0.17
2005me
2005Z 65.9 ± 3.4 192.1 ± 35.7 56.8 ± 4.3 6.9 ± 1.5 12.7 ± 1.6 36.1 ± 3.7 10.4 ± 2.2 13.9 ± 1.6 49.2 ± 2.9 0.0 ± 0.0 0.0 ± 0.0 0.34 ± 0.118
2006ai 15.4 ± 2.6 173.2 ± 22.5 38.5 ± 3.4 3.2 ± 1.2 15.0 ± 2.1 36.8 ± 4.1 6.5 ± 2.5 7.8 ± 1.7 35.4 ± 2.1 0.0 ± 0.0 0.0 ± 0.0 0.09 ± 0.038
2006bc
2006be 62.2 ± 3.3 $180.5\pm 7$ 68.1 ± 3.0 5.6 ± 1.3 15.1 ± 0.7 26.0 ± 2.1 8.0 ± 1.2 12.0 ± 1.2 20.0 ± 1.2 5.3 ± 1.0 0.0 ± 0.0 0.34 ± 0.037
2006bl
2006ee 62.6 ± 6.2 122.1 ± 22.5 24.5 ± 4.5 15.2 ± 3.2 26.6 ± 2.9 42.4 ± 2.8 14.6 ± 1.5 18.1 ± 2.2 39.1 ± 2.8 13.1 ± 1.8 14.1 ± 1.2 0.51 ± 0.227
2006it
2006iw 40.6 ± 4.2 94.7 ± 12.2 38.1 ± 3.3 3.5 ± 1.6 10.0 ± 0.7 16.0 ± 1.6 5.0 ± 0.8 6.7 ± 1.2 $12.1\pm 2$ 0.0 ± 0.0 0.0 ± 0.0 0.43 ± 0.097
2006ms
2006qr 69.7 ± 4.6 133.1 ± 15.1 61.9 ± 5.3 11.5 ± 0.6 22.1 ± 1.9 44.0 ± 4.2 16.3 ± 3.1 20.2 ± 2.6 33.6 ± 2.4 8.8 ± 1.9 12.6 ± 1.2 0.52 ± 0.214
2006Y 10.4 ± 2.9 123.7 ± 27.3 25.5 ± 2.8 1.6 ± 0.5 6.7 ± 1.8 16.3 ± 3.1 0.0 ± 0.0 0.0 ± 0.0 $15.8\pm 1$ 0.0 ± 0.0 0.0 ± 0.0 0.08 ± 0.042
2007aa 74.5 ± 6.5 119.7 ± 11.0 52.5 ± 5.8 9.6 ± 1.1 20.7 ± 1.8 35.1 ± 2.5 10.7 ± 2.1 13.1 ± 1.5 31.8 ± 2.9 1.1 ± 0.9 5.7 ± 1.6 0.62 ± 0.145
2007ab 72.4 ± 5.1 232.1 ± 26.4 84.6 ± 5.4 0.0 ± 0.0 17.5 ± 3.6 77.2 ± 3.4 6.6 ± 2.6 23.0 ± 2.4 $32.9\pm 2$ 8.0 ± 1.1 12.0 ± 2.3 0.31 ± 0.083
2007av $97\pm 6.6$ 164.9 ± 22.2 46.4 ± 3.3 8.6 ± 1.5 21.8 ± 1.4 43.9 ± 2.5 10.9 ± 2.8 12.3 ± 1.8 29.4 ± 3.2 7.6 ± 1.9 8.3 ± 1.5 0.59 ± 0.119
2007bf
2007hm 44.1 ± 4.3 180.7 ± 36.8 56.2 ± 5.9 8.3 ± 0.7 16.6 ± 3.3 29.1 ± 3.3 9.8 ± 1.6 14.3 ± 1.4 22.3 ± 2.2 0.0 ± 0.0 0.0 ± 0.0 0.24 ± 0.105
2007il 63.9 ± 5.4 190.2 ± 36.5 66.4 ± 4.2 2.8 ± 2.1 13.4 ± 2.5 28.2 ± 6.3 0.0 ± 0.0 0.0 ± 0.0 15.6 ± 1.1 0.0 ± 0.0 0.0 ± 0.0 0.34 ± 0.114
2007it
2007ld
2007oc 35.5 ± 2.8 267.1 ± 22.4 70.1 ± 6.9 4.5 ± 1.5 8.0 ± 1.9 46.5 ± 4.6 4.3 ± 1.9 14.4 ± 1.9 43.6 ± 1.8 3.5 ± 1.5 2.9 ± 1.0 0.13 ± 0.022
2007od 32.9 ± 3.1 184.0 ± 22.5 65.2 ± 5.1 0.0 ± 0.0 14.7 ± 2.7 36.0 ± 3.8 0.0 ± 0.0 15.2 ± 1.7 16.4 ± 0.9 3.5 ± 0.6 5.3 ± 1.4 0.18 ± 0.039
2007P
2007sq 37.5 ± 4.2 125.9 ± 36.4 $48.3\pm 4$ $4.52\pm 1$ 6.8 ± 1.9 31.8 ± 3.5 5.1 ± 1.7 7.7 ± 0.9 22.4 ± 0.9 0.0 ± 0.0 0.0 ± 0.0 0.30 ± 0.167
2007U 31.1 ± 3.2 142.8 ± 32.4 54.3 ± 4.2 0.0 ± 0.0 12.0 ± 2.1 40.9 ± 2.3 10.0 ± 2.1 15.6 ± 2.1 17.1 ± 1.7 0.0 ± 0.0 0.0 ± 0.0 0.22 ± 0.079
2007W 67.2 ± 3.6 131.2 ± 21.7 38.1 ± 5.9 $11.52\pm 2$ 21.7 ± 2.6 36.5 ± 2.8 10.2 ± 2.6 16.0 ± 1.8 13.5 ± 2.2 4.6 ± 1.3 4.1 ± 1.3 0.51 ± 0.127
2007X 45.2 ± 2.8 223.8 ± 32.8 77.1 ± 4.7 0.0 ± 0.0 13.9 ± 2.9 49.4 ± 2.1 10.3 ± 3.2 16.4 ± 1.6 22.9 ± 1.2 5.6 ± 0.9 9.1 ± 1.4 0.20 ± 0.06
2007Z
2008ag 60.6 ± 5.2 185.2 ± 15.8 39.3 ± 3.2 10.7 ± 2.1 22.3 ± 1.7 38.9 ± 2.6 10.1 ± 1.9 14.6 ± 1.7 38.4 ± 2.1 3.3 ± 1.8 5.5 ± 1.2 0.33 ± 0.072
2008aw 17.8 ± 2.3 175.8 ± 18.8 47.1 ± 4.6 3.1 ± 1.3 12.4 ± 1.4 37.8 ± 1.4 6.4 ± 1.2 8.2 ± 0.6 38.8 ± 2.9 3.6 ± 1.6 3.6 ± 1.3 0.10 ± 0.051
2008bh 55.8 ± 4.2 216.8 ± 41.7 54.4 ± 5.6 4.7 ± 1.3 16.2 ± 2.0 36.2 ± 1.1 8.3 ± 2.2 9.8 ± 1.0 16.7 ± 1.9 5.2 ± 0.9 5.2 ± 0.8 0.26 ± 0.101
2008bk 57.5 ± 4.8 94.3 ± 12.0 31.9 ± 3.9 16.3 ± 1.2 24.6 ± 2.1 43.7 ± 3.5 14.8 ± 1.7 21.8 ± 2.1 20.1 ± 1.7 11.8 ± 1.2 10.5 ± 1.1 0.61 ± 0.16
2008bm 4.6 ± 0.2 16.1 ± 0.8 19.2 ± 1.3 9.1 ± 0.5 11.6 ± 0.6 19.8 ± 2.1 0.0 ± 0.0 0.0 ± 0.0 3.4 ± 0.6 0.0 ± 0.0 0.0 ± 0.0 0.29 ± 0.027
2008bp
2008br 15.8 ± 3.0 23.3 ± 17.9 22.3 ± 3.2 7.1 ± 1.8 7.2 ± 1.1 9.7 ± 2.8 8.8 ± 1.9 12.9 ± 1.1 12.4 ± 0.7 9.4 ± 1.1 6.7 ± 2.5 0.69 ± 0.752
2008bu
2008F
2008ga $85\pm 5.7$ 234.1 ± 13.2 60.0 ± 2.3 6.8 ± 1.5 17.0 ± 1.5 35.1 ± 2.1 7.1 ± 1.8 15.0 ± 1.7 55.0 ± 2.1 0.0 ± 0.0 0.0 ± 0.0 0.36 ± 0.045
2008gi
2008gr 35.5 ± 3.5 186.4 ± 41.5 56.6 ± 3.6 0.0 ± 0.0 7.3 ± 0.9 34.1 ± 2.6 4.7 ± 1.8 7.8 ± 1.0 30.9 ± 2.5 0.0 ± 0.0 0.0 ± 0.0 0.19 ± 0.099
2008H 63.3 ± 5.1 150.2 ± 21.0 33.0 ± 3.1 10.0 ± 2.1 22.2 ± 1.7 51.0 ± 3.2 $14\pm 1.9$ 20.0 ± 2.1 54.1 ± 3.1 15.0 ± 2.2 14.0 ± 1.8 0.42 ± 0.132
2008hg
2008ho
2008if 26.1 ± 2.3 239.2 ± 58.9 61.8 ± 3.7 2.4 ± 1.1 9.3 ± 1.3 30.2 ± 3.3 4.7 ± 1.2 6.9 ± 1.3 48.3 ± 3.2 1.2 ± 0.5 3.7 ± 0.9 0.11 ± 0.06
2008il
2008in 54.8 ± 7.3 157.6 ± 49.6 36.6 ± 3.1 14.5 ± 3.1 26.9 ± 1.9 42.9 ± 2.7 14.7 ± 2.6 18.3 ± 1.4 38.8 ± 2.3 6.4 ± 1.4 8.3 ± 1.8 0.35 ± 0.22
2008K 40.5 ± 4.5 250.8 ± 44.5 80.4 ± 4.2 0.0 ± 0.0 17.4 ± 2.6 62.8 ± 1.8 0.0 ± 0.0 19.1 ± 2.1 41.5 ± 3.1 0.0 ± 0.0 0.0 ± 0.0 0.16 ± 0.07
2008M 54.0 ± 5.5 208.7 ± 27.7 72.9 ± 3.8 5.3 ± 2.1 20.2 ± 3.4 34.0 ± 1.9 4.9 ± 2.1 7.5 ± 1.4 30.3 ± 2.8 2.5 ± 0.9 1.6 ± 1.1 0.26 ± 0.06
2008W 46.7 ± 4.2 200.2 ± 21.9 60.4 ± 3.4 5.1 ± 1.9 16.4 ± 2.9 36.9 ± 2.8 7.7 ± 1.9 12.7 ± 1.1 45.9 ± 1.7 3.5 ± 1.4 4.6 ± 1.7 0.23 ± 0.08
2009aj 8.1 ± 1.6 46.7 ± 6.1 $13\pm 2.2$ 6.2 ± 1.6 8.5 ± 0.9 13.9 ± 3.1 0.0 ± 0.0 0.0 ± 0.0 1.7 ± 0.6 0.0 ± 0.0 0.0 ± 0.0 0.17 ± 0.06
2009ao 40.2 ± 3.1 $148.6\pm 11$ 54.5 ± 3.4 5.8 ± 6.2 18.5 ± 1.4 41.8 ± 2.7 9.3 ± 1.6 19.4 ± 2.1 24.2 ± 1.6 0.0 ± 0.0 9.1 ± 1.8 0.27 ± 0.04
2009au 5.9 ± 1.4 34.3 ± 11.1 12.8 ± 2.7 8.8 ± 2.8 11.9 ± 1.7 17.2 ± 2.5 6.1 ± 1.8 7.3 ± 2.3 7.9 ± 0.8 3.3 ± 0.6 5.6 ± 1.3 0.17 ± 0.09
2009bu 84.6 ± 5.3 146.5 ± 23.3 55.9 ± 3.1 3.6 ± 1.1 14.2 ± 1.9 26.4 ± 1.8 5.7 ± 2.2 6.1 ± 2.5 15.1 ± 1.5 0.0 ± 0.0 0.0 ± 0.0 0.58 ± 0.14
2009bz
2009N 75.7 ± 3.1 118.5 ± 20.7 39.1 ± 3.9 15.2 ± 1.9 25.4 ± 1.6 34.4 ± 2.1 13.7 ± 1.1 20.8 ± 2.1 24.5 ± 1.2 10.3 ± 1.6 9.6 ± 1.1 0.64 ± 0.22
2009W

Note. Columns: (1) SN name; (2) pEW of ${{\rm{H}}}_{\alpha }$ absorption component; (3) pEW of ${{\rm{H}}}_{\alpha }$ emission component; (4) pEW of ${{\rm{H}}}_{\beta };$ (5) pEW of Fe ii λ4924; (6) pEW of Fe ii λ5018; (7) pEW of Fe ii λ5169; (8) pEW of Fe ii/Sc ii; (9) pEW of Sc ii Multiplet; (10) pEW of Na i D; (11) pEW of Ba ii; (12) pEW of Sc ii; (13) ratio of absoprtion to emission (a/e) of ${{\rm{H}}}_{\alpha }$ P-Cygni profile.

Download table as:  ASCIITypeset images: 1 2 3

5.1. Spectral Correlations in the Photospheric Phase

We analyze the spectral properties of SNe II, focusing on correlations between pEWs, expansion velocities, velocity decline rate, and velocity differences. Figure 2 shows the correlation matrix of the velocity measurements at 50 days obtained by estimating the Pearson correlation coefficient. Correlation coefficients are displayed in color: darkest colors (green and purple) represent the highest correlation found with the Pearson correlation test (−1 and 1, respectively), while white colors (0) mean no correlation. These colors are presented in the lower triangle, while the upper triangle shows the Pearson correlation value (ρ). It is generally considered that correlation coefficients between 0 and 0.19 represent close to zero correlation, 0.2–0.39 weak, 0.4–0.59 moderate, 0.6–0.89 strong, and 0.8–1.0 very strong (Evans 1996), while also noting the statistical significance of these correlation coefficients in many cases. We will use these descriptions for the following discussion. As shown in Figure 2, all velocities strongly correlate positively with each other, as we would expect for an homologous expansion ($v\propto r$). Taking an average, v(Sc ii/Fe ii) $\lambda 5531$, v(O i) $\lambda 7774$, and v(Sc ii) $\lambda 6247$ show the highest correlations with the other parameters, with values of 0.887, 0.883, and 0.875, respectively, while Fe ii $\lambda 4924$ shows the lowest (0.714). The Sc ii $\lambda 6247$ line velocities correlate strongly with Fe ii $\lambda 5018$ and Sc ii/Fe ii $\lambda 5531$, with a value of $\rho =0.94$ and $\rho =0.95$. It is important to note that while the velocities all correlate, they are offset. In general, the differences in the velocities are related to the optical depth for each line and the proximity of the line forming region to the photosphere. As ${{\rm{H}}}_{\alpha }$ displays the highest velocities, it is mostly formed in the outer shell of the ejecta and its optical depth is much larger than the Fe ii lines, which are forming near to the photosphere.

Figure 2.

Figure 2. Correlation matrix of the individual velocity measurements at 50 days. Colors indicate the Pearson correlation coefficient ρ. The diagonal middle line shows the name of the parameter: ${{\rm{H}}}_{\alpha }$ from FWHM and from the minimum absorption flux, ${{\rm{H}}}_{\beta }$, Fe ii $\lambda 4924$, Fe ii $\lambda 5018$, Fe ii $\lambda 5169$, Sc ii/Fe ii $\lambda 5531$, Sc ii M $\lambda 5663$, Na i D, Ba ii $\lambda 6142$, Sc ii $\lambda 6247$, and O i $\lambda 7774$ velocities.

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Figure 3 shows the correlation matrix of the pEW measurements at 50 days. Searching for correlations of pEWs with each other, we find that Sc ii/Fe ii $\lambda 5531$ seems to be the dominant parameter to correlate with all the other pEWs (on average 0.404), while the pEW of the ${{\rm{H}}}_{\alpha }$ absorption component shows very weak correlations with other pEWs. The strongest correlations are displayed by the iron-group lines with each other. We can see moderate correlations between the pEW of O i $\lambda 7774$ and ${{\rm{H}}}_{\beta }$. In the case of a/e, we find a moderate correlation only with Fe ii $\lambda 4924$ ($\rho =0.43$) and anticorrelation with pEW of ${{\rm{H}}}_{\alpha }$ emission ($\rho =-0.43$). While ${{\rm{H}}}_{\beta }$ shows a weak correlation with the ${{\rm{H}}}_{\alpha }$ absorption component ($\rho =0.3$), the correlation with the ${{\rm{H}}}_{\alpha }$ emission component is strong, with a $\rho =0.78$. The lack of correlation between ${{\rm{H}}}_{\alpha }$ and ${{\rm{H}}}_{\beta }$ absorption features could be due to (a) blending effects of Fe ii, Sc ii, and Ba ii lines with ${{\rm{H}}}_{\beta }$, and/or (b) the effects of Cachito (Paper I) on the profile of ${{\rm{H}}}_{\alpha }$.

Figure 3.

Figure 3. Correlation matrix of the individual pEW measurements at 50 days. Colors indicate the Pearson correlation coefficient ρ. The diagonal middle line shows the name of the parameter: pEW(${{\rm{H}}}_{\alpha }$) of absorption component, pEW(${{\rm{H}}}_{\alpha }$) of emission component, pEW(${{\rm{H}}}_{\beta }$), pEW(Fe ii $\lambda 4924$), pEW(Fe ii $\lambda 5018$), pEW(Fe ii $\lambda 5169$), pEW(Sc ii/Fe ii $\lambda 5531$), pEW(Sc ii M $\lambda 5663$), pEW(Na i D), pEW(Ba ii $\lambda 6142$), pEW(Sc ii $\lambda 6247$), pEW(O i $\lambda 7774$), and a/e.

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Figures 46, show the relations between the ${{\rm{H}}}_{\alpha }$, Fe ii $\lambda 5169$, and Na i D velocities and the pEWs for the 11 features explained above at 50 days. Checking these correlations, we see that velocities correlate positively with Balmer and Na i D lines, but negatively with Fe ii lines. For ${{\rm{H}}}_{\alpha }$, we present the pEW of the absorption and emission component in the first two panels, respectively. In the three figures are shown five objects with the lowest velocities and smallest pEW values. Three of these SNe show signs of interaction (narrow emision lines) at early times (SN 2008bm, 2009au, and 2009bu, these SNe also display abnormally low velocities for their brightness). The other two SNe are SN 2008br and SN 2002gd. In those panels plotting pEWs of Fe ii $\lambda 4924$, Sc ii/Fe ii $\lambda 5531$, Sc ii $\lambda 5663$, Ba ii $\lambda 6142$, and Sc ii $\lambda 6247$, one can see that there are many SNe with pEW = 0. In these spectra, we do not detect these lines.

Figure 4.

Figure 4. Relations between ${{\rm{H}}}_{\alpha }$ velocities and the pEWs of ${{\rm{H}}}_{\alpha }$ of absorption and emission component, ${{\rm{H}}}_{\beta }$, Fe ii $\lambda 4924$, Fe ii $\lambda 5018$, Fe ii $\lambda 5169$, Sc ii/Fe ii $\lambda 5531$, Sc ii multiplet, Na i D, Ba ii $\lambda 6142$, Sc ii $\lambda 6247$, and O i $\lambda 7774$. On the top left of each panel, the spectral feature name is displayed, together with the Pearson correlation value.

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Figure 5.

Figure 5. Same as Figure 4 but for Fe ii 5169 velocities.

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Figure 6.

Figure 6. Same as Figure 4 but for Na i D velocities.

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In Figure 4, we can see that the ${{\rm{H}}}_{\alpha }$ velocities do not show correlations with pEW(${{\rm{H}}}_{\alpha }$) of the absorption component, pEW(Fe ii $\lambda 5169$), pEW(Sc ii/Fe ii $\lambda 5531$), pEW(Sc ii multiplet), pEW(Na i D), pEW(Ba ii $\lambda 6142$), and pEW(Sc ii $\lambda 6247$). The strongest correlations are shown with pEW(${{\rm{H}}}_{\alpha }$) of the emission component, ${{\rm{H}}}_{\beta }$, and anticorrelations with Fe ii $\lambda 4924$ and Fe ii $\lambda 5018$. Figures 5 and 6 show that Fe ii $\lambda 5169$ and Na i D velocities present more scatter in their relations than those shown by ${{\rm{H}}}_{\alpha }$ velocities.

The expansion velocities with ${\rm{\Delta }}v$(${{\rm{H}}}_{\beta })$ show anticorrelations, which are stronger at late epochs (between 50 and 80 days) than at early phases (15 to 30 days, 15 to 50 days, and 30 to 50 days). Meanwhile, ${\rm{\Delta }}\mathrm{vel}$(${{\rm{H}}}_{\alpha }-$Fe ii $\lambda 5018$) and ${\rm{\Delta }}\mathrm{vel}$(Na i D−Fe ii $\lambda 5018$) show correlations with the expansion velocities at 50 days (see Figure 7).

Figure 7.

Figure 7. Correlation matrix of the individual spectral and photometric parameters at 50 days. Colors indicate the Pearson correlation coefficient ρ. In the diagonal line is shown Pd: plateau duration; OPTd: optically thick duration; Cd: cooling duration; Mmax: magnitude at maximum; Mend: magnitude at the end of the plateau; Mtail: magnitude in the radioactive tail phase; s1: initial decline; s2: plateau decline; s3: radioactive tail decline; 56Ni mass: nickel mass; ${\rm{\Delta }}{(B-V)}_{\mathrm{10,30}}$: color gradient between 10 and 30 days from explosion; v(${{\rm{H}}}_{\alpha }$): ${{\rm{H}}}_{\alpha }$ velocity obtained from the FWHM of the emission component; v(${{\rm{H}}}_{\beta }$): ${{\rm{H}}}_{\beta }$ velocity; v(FeII5): Fe ii 5018 velocity; v(FeII6): Fe ii 5169 velocity; v(Na): Na i D velocity, pEW(${{\rm{H}}}_{\alpha }{)}_{a}$: pEW of ${{\rm{H}}}_{\alpha }$ absorption component; pEW(${{\rm{H}}}_{\alpha }{)}_{e}$: pEW of the ${{\rm{H}}}_{\alpha }$ emission component, pEW(${{\rm{H}}}_{\beta )}$: pEW of ${{\rm{H}}}_{\beta }$, pEW(FeII5): pEW of Fe ii 5018, pEW(FeII6): pEW of Fe ii 5169; pEW(Na): pEW ofNa i D, a/e: ratio of absortion to emission component of ${{\rm{H}}}_{\alpha }$ P-Cygni profile; ${\rm{\Delta }}\mathrm{vel}$(${{\rm{H}}}_{\alpha }$FeII5): ${\rm{\Delta }}\mathrm{vel}$(${{\rm{H}}}_{\alpha }-$Fe ii 5018), ${\rm{\Delta }}\mathrm{vel}$(NaFeII5): ${\rm{\Delta }}\mathrm{vel}$(Na i D−Fe ii 5018); and ${\rm{\Delta }}v{({{\rm{H}}}_{\beta })}_{\mathrm{50,80}}$: ${\rm{\Delta }}v({{\rm{H}}}_{\beta })$ in a range of $[+50,+80]$ days.

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5.2. Spectroscopic and Photometric Properties

We now present a comparison of spectroscopic and photometric properties of SNe II. While we have defined and measured 31 spectroscopic and 13 photometric parameters, here we choose a smaller number of parameters to focus on and search for correlations between them. Thus, we employ 14 spectral and 11 photometric parameters: v(${{\rm{H}}}_{\alpha }$) obtained from the FWHM of the emission component, v(${{\rm{H}}}_{\beta }$), v(Fe ii 5018), v(Fe ii 5169), v(Na i D), pEW(${{\rm{H}}}_{\alpha (\mathrm{abs})}$), pEW(${{\rm{H}}}_{\alpha (\mathrm{emis})})$, pEW(${{\rm{H}}}_{\beta )}$), pEW(Fe ii 5018), pEW(Fe ii 5169), pEW(Na i D), a/e, ${\rm{\Delta }}v({{\rm{H}}}_{\beta })$ in a range of $50\leqslant t\leqslant 80$ d, ${\rm{\Delta }}\mathrm{vel}$(${{\rm{H}}}_{\alpha }-$Fe ii 5018), ${\rm{\Delta }}\mathrm{vel}$(Na i D−Fe ii 5018), OPTd, Pd, Cd, Mmax, Mend, Mtail, s1, s2, s3, ${\rm{\Delta }}(B-V)$ in a range of $10\leqslant t\leqslant 30$ d, and the 56Ni mass.

Figure 7 shows the correlation matrix of the spectroscopic parameters (obtained at 50 days from explosion) and photometric properties. Although photometric correlations have been shown in previous works (e.g., A14, Valenti et al. 2016), the incorporation of numerous spectral parameters can aid in furthering our understanding of the link between observed parameters and underlying SN II physics. As in the previous matrix of correlation, darkest colors indicate higher correlation and white colors, no correlation.

Focusing on the photometric correlations, one can see that many of these are stronger than in A14. As discussed previously, this is because some parameters have been remeasured with new techniques (L. Galbany et al. 2017, in preparation). Interestingly, the number of SNe II with measured values of both Pd and s3 show an increase from 4 in A14 to 8 in this work. As explained above, both parameters can give us an idea of the of hydrogen envelope mass at the moment of explosion, thus some relation is expected. Figure 8 shows an evident trend between both parameters, with a correlation coefficient of $\rho =-0.857$ (although we note the low number of SNe). SNe II with smaller Pd have higher s3 decline rates, providing further evidence of a dominant role in defining light-curve morphology of the hydrogen envelope mass, while also providing further support for the use of Pd and s3 as envelope mass indicators (given their relatively strong correlation).

Figure 8.

Figure 8. Correlation between Pd vs. s3. On the top of the figure, n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. The dashed horizontal line shows the expected decline rate on the radioactive tail, assuming full trapping of gamma-rays from 56Co to 56Fe decay.

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From Figure 7, we can also see that Pd has a moderate correlation with velocities. Although we find a strong correlation between Pd and 56Ni mass, in agreement to the theoretical predictions (e.g., Kasen & Woosley 2009), we are not in a position to support this result because the correlation is produced only with three points. However, when we include the lower limits for the 56Ni mass, the correlation disappears (see the top panel in Figure 9). In general, the correlations between the 56Ni mass and all other parameters decrease when we use the lower limits. In the bottom panel of the same plot (Figure 9), it is possible to see how the scatter increases using these values. The correlation goes from $\rho =-0.82$ to $\rho =-0.60$. The fact that correlations become weaker when using lower 56Ni mass limits suggests that one should be careful analyzing such masses when insufficient data are available for their estimation.

Figure 9.

Figure 9. Top: correlations between Pd and the 56Ni mass with the accurate values (left) and including the lower limits (right). Bottom: correlations between Mmax and the 56Ni mass with the accurate values (left) and including the lower limits (right). The accurate values for 56Ni mass are displayed in red. On the top of each figure, n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. Histograms along the x- and y-axes show the distributions of the various parameters plotted on each axis. Each histogram displays the ${\rho }_{\mathrm{val}}$ found using the Shapiro–Wilk normalization. When the ${\rho }_{\mathrm{val}}\gt 0.05$, the data set comes from a population that has a normal distribution.

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Continuing the analysis of Pd, we can see that it has a moderate correlation with pEW(${{\rm{H}}}_{\alpha }$) of the absorption component and strong correlation with a/e. The correlation coefficients are $\rho =0.45$ and $\rho =0.61$, respectively. In Figure 10, we present these correlations together with the best-fit line obtained using the linmix_err13 package (Kelly 2007) and the variance with respect to the fit line. The trend shows that SNe with shorter Pd values are brighter, have faster declining light curves, lower pEW(${{\rm{H}}}_{\alpha }$) of the absorption component and a/e values, and higher velocities; however, the scatter is large. In many cases, this scatter is significantly larger than the that which could be ascribed to the errors on individual data points. This suggests that this scatter is due to differing underlying physics driving diversity in different parameters plotted on each axis. For example, while we argue here that Pd is a good indicator of the hydrogen envelope mass, theory also predicts this parameter to be influenced by the 56Ni mass (Kasen & Woosley 2009). Meanwhile, SN luminosities and velocities will be affected by both explosion energy and the ejecta/envelope mass. Interaction of the SN ejecta with CSM material at early times (e.g., Dessart et al. 2017; Moriya et al. 2017; Morozova et al. 2017) may also play a role in producing dispersion in our presented trends.

Figure 10.

Figure 10. Correlations between Pd and six different parameters: Mmax, s2, 56Ni mass, ${{\rm{H}}}_{\alpha }$ velocity, pEW of ${{\rm{H}}}_{\alpha }$ absorption component, a/e. On the top of the figure, n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. In addition, each plot shows the corresponding best fit (linmix_err; Kelly 2007) as a solid orange line, while the orange shaded area indicates the variance with respect to the fit line. Histograms along the x- and y-axes show the distributions of the various parameters plotted on each axis. Each histogram displays the ${\rho }_{\mathrm{val}}$ found using the Shapiro–Wilk normalization. When the ${\rho }_{\mathrm{val}}\gt 0.05$, the data set comes from a population that has a normal distribution.

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The fact that we see a significant anticorrelation between Pd and s2 is in line with historical understanding of the nature of fast declining SNe II. If Pd is an indicator of the extent of the hydrogen envelope, then it follows that faster declining SNe II have a smaller hydrogen envelope at the epoch of explosion, consistent with previous theoretical predictions (e.g Litvinova & Nadezhin 1983; Bartunov & Blinnikov 1992; Popov 1993; Moriya et al. 2016).

In Figure 11, we test the correlation found by Hamuy & Pinto (2002) between the magnitude and the photospheric expansion velocity. Unlike Hamuy & Pinto (2002), who only used SNe IIP and the ${M}_{{\rm{V}}}$ in the middle of the plateau, we use all our SN II sample (no distinction between SNe IIP and SNe IIL) and the magnitude at different phases: at maximum (Mmax), at the end of the plateau (Mend), and at the radioactive tail phase (Mtail). We can see that brighter events (in all phases) display higher expansion velocities, confirming the result of Hamuy & Pinto (2002). The correlations between Fe ii $\lambda 5169$ velocity (a proxy of the photospheric velocity) at 50 days and luminosity during the optically thick phase are moderate ($\rho =-0.54$ with Mmax and $\rho =-0.45$ with Mend), and strong ($\rho =-0.62$) in the radioactive tail phase. However, we again note the outliers in these figures, where the correlation appears much stronger when removing these events (the outliers are mainly the same SNe discussed previously that show abnormal spectral properties). Interestingly, correlations are higher between spectral velocities and Mmax than with Mend (the Standardized Candle Method, SCM, is generally applied using a magnitude during the plateau, more similar to Mend). Analyzing the variance along the best-fit line, we find that the dispersion in velocity is larger in brighter SNe. Although the magnitudes and the expansion velocities are both directly related with the explosion energy, this scatter could suggest an extra influence by an external parameter. In the three main outliers in this plot, we observe signs of weak interaction at early times (see spectra presented in Paper I). In these three obvious cases, but also in other more "normal" SNe II, interaction could play a role in influencing both the magnitudes and velocities observed. CSM interaction is likely to produce more dispersion within brighter SNe II as it will generally increase the early-time luminosity while possibly decreasing velocities, hence pushing SNe II away from the classic magnitude–velocity relation. In addition, the unaccounted for effects of host galaxy reddenning will produce additional dispersion.

Figure 11.

Figure 11. Correlations between (Fe ii λ5169) velocity and the magnitudes: Mmax, Mend, and Mtail. In the top left of each plot the following values are given: n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. In addition, each plot shows the corresponding best fit (linmix_err; Kelly 2007) as a solid orange line, while the orange shaded area indicates the variance with respect to the fit line. Histograms along the x- and y-axes show the distributions of the various parameters plotted on each axis. Each histogram displays the ${\rho }_{\mathrm{val}}$ found using the Shapiro–Wilk normalization. When the ${\rho }_{\mathrm{val}}\gt 0.05$, the data set comes from a population that has a normal distribution.

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The expansion velocities show a strong correlation with 56Ni mass (see Figure 12). This suggests that more energetic explosions produce more 56Ni. Additionally, the luminosities have a very strong correlation with the 56Ni mass, which supports the results obtained by Hamuy (2003), Pejcha & Prieto (2015a, 2015b), and more recently by Müller et al. (2017). It is possible to see that these three parameters (luminosities, velocities, and 56Ni mass) are related and they can be explained through a correlation of both parameters with explosion energy: more energetic explosions produce brighter SNe with faster velocities (as shown in the models of Dessart et al. 2010a). For those correlations that we do not plot, the reader can see the strength of correlation in Figure 7.

Figure 12.

Figure 12. Correlations between 56Ni and the expansion velocities. On the top of the figure, n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. In addition, each plot shows the corresponding best fit (linmix_err; Kelly 2007) as a solid orange line, while the orange shaded area indicates the variance with respect to the fit line. Histograms along the x-and y-axes show the distributions of the various parameters plotted on each axis. Each histogram displays the ${\rho }_{\mathrm{val}}$ found using the Shapiro–Wilk normalization. When the ${\rho }_{\mathrm{val}}\gt 0.05$, the data set comes from a population that has a normal distribution.

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Figure 13 presents correlations between Mmax and the pEWs of ${{\rm{H}}}_{\alpha }$, Fe ii 5018, and Na i D. We observe a weak correlation with the pEW(${{\rm{H}}}_{\alpha }$) absorption component, a moderate ($\rho =0.54$) correlation with pEW(Fe ii 5018), and no correlations with pEW(Na i D).

Figure 13.

Figure 13. Top panel: correlations between Mmax and the expansion velocities. Bottom panel: correlations between Mmax and the pEWs. On the top of the figure, n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. In addition, each plot shows the corresponding best fit (linmix_err; Kelly 2007) as a solid orange line, while the orange shaded area indicates the variance with respect to the fit line. Histograms along the x- and y-axes show the distributions of the various parameters plotted on each axis. Each histogram displays the ${\rho }_{\mathrm{val}}$ found using the Shapiro–Wilk normalization. When the ${\rho }_{\mathrm{val}}\gt 0.05$, the data set comes from a population that has a normal distribution.

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In Figure 14, we repeat the correlations presented by A14, which show that a faster declining SN at one epoch is generally also a fast decliner at other epochs. Although the correlation of s3 and Mmax is moderate, it is driven by an outlier event, SN 2006Y. As A14 noted, this SN presents an atypical behavior in photometry, but here we confirm its strange behavior in the spectra. If we remove this SN from the analysis, the correlations decrease significantly. The correlations between s3 and the velocities are moderate. In the last panel of Figure 14, the correlation between s3 and the pEW(Fe ii 5018) is presented, which, like Mmax is driven by SN 2006Y. Summarizing, s3 has weak correlations with the pEWs and the magnitudes.

Figure 14.

Figure 14. Correlations between s3 and five different parameters: s1, s2, Mmax, ${{\rm{H}}}_{\alpha }$ velocity, pEW(Fe ii λ 5018). On the top of the figure, n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. Histograms along the x- and y-axes show the distributions of the various parameters plotted on each axis. Each histogram displays the ${\rho }_{\mathrm{val}}$ found using the Shapiro–Wilk normalization. When the ${\rho }_{\mathrm{val}}\gt 0.05$, the data set comes from a population that has a normal distribution.

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6. Discussion

Using numerous defined spectral and photometric parameters, we have searched for correlations between different observed properties of SNe II. We argue that Pd is a better parameter than OPTd for constraining the pre-SN hydrogen envelope mass. Our analysis shows a strong correlation between Pd and s3, arguing that both of these parameters are strongly linked to the hydrogen envelope mass/ejecta mass. While expansion velocities and SN II magnitudes display a significant degree of correlation, they show only weak/moderate correlations with Pd and s3, suggesting that explosion energy—observed through diversity in velocities and luminosity—and hydrogen envelope mass vary somewhat independently between SNe II.

We now qualitatively compare our results with those found in previous studies, both observational and theoretical, attempting to tie these correlations to the underlying physics of SNe II.

6.1. The Influence of Explosion Energy

Hamuy & Pinto (2002) found that the luminosity of the SNe IIP correlates with the photospheric velocity (Fe ii velocity) at 50 days from explosion. Brighter SNe II have higher ejecta expansion velocities. This correlation has enabled the use of SNe II as distance indicators. In Figure 11, we show the same relation, but in generalized form; velocities correlate with SN II brightness at all epochs. In addition, we show that this luminosity–velocity correlation is stronger at peak brightness (Mmax) than during the plateau. Dessart et al. (2013a) has shown that more energetic explosions produce more 56Ni mass, brighter SNe II with faster expanding velocities. This is consistent with our results, and suggests that explosion energy is indeed a primary parameter that influences SN II diversity, and that is traced through SN II brightness, velocities and 56Ni mass.

6.2. The Influence of Hydrogen Envelope Mass

According to theoretical models, faster declining SNe II can be explained by the explosion of stars with low hydrogen envelope mass (e.g., Litvinova & Nadezhin 1983; Bartunov & Blinnikov 1992; Popov 1993 and Moriya et al. 2016). As discussed previously, differences in envelope mass are likely to directly affect the length of the plateau, Pd (we again stress the difference between this parameter and OPTd, with the latter traditionally being assumed to be related to the envelope mass). This is because the plateau, Pd, is powered by the recombination of hydrogen in the expanding ejecta, and the lower the hydrogen envelope mass the quicker the recombination wave reaches its inner edge. The fact that Pd also correlates with s3 (Figure 8) further supports this view, given that higher s3 can be interpreted as being due to a lower ejecta mass (A14) that can trap the radioactive emission (which is powering the light curve at these late epochs). With respect to faster declining SNe II, we observe a significant trend in that SNe II with higher s2 having smaller Pd values, implying that the former is indeed related to the hydrogen envelope mass as has been predicted and discussed for many years. Recent observational works (e.g., A14, Valenti et al. 2016) suggested that the phase between the explosion date and the end of the plateau (historically known as the plateau duration, but here named OPTd) is the key parameter constraining the envelope mass. However, Pd shows higher degrees of correlation with other parameters, in particular, s2 and s3. This suggests that Pd is indeed a better tracer of envelope mass than OPTd. In addition, we find that a/e shows strong and moderate correlation with Pd and s3, respectively, suggesting that this spectral parameter is also a useful tracer of envelope mass (as already argued in Gutiérrez et al. 2014).

From the the correlation matrix (Figure 7), we can observe stronger relations between Pd and s2, as well as with the expansion velocity, than between OPTd and the same parameters. This is because all these parameters are measured during the recombination phase, where they have similar physical conditions. On the other hand, OPTd conveys information on the physical parameters that dominate the early phases of the light curve, plus the hydrogen envelope recombination. Consequently, the correlations are weaker.

In Figure 7, we can see that 56Ni mass shows a strong correlation with Pd, while with OPTd it displays an anticorrelation. Analyzing these findings (Figure 15), we can see that the relation between 56Ni mass and the Pd is produced by only three measurements, and therefore the probability of this correlation being real is very small (P = 0.33). In the case of the OPTd56Ni mass plot, this anticorrelation is driven by a number of outliers.

Figure 15.

Figure 15. Correlations between 56Ni mass and Pd (on left) and OPTd (on right). On the top of the figure, n = number of events, ρ = Pearsons correlation coefficient, and P = probability of detecting a correlation by chance. Histograms along the x- and y-axes show the distributions of the various parameters plotted on each axis. Each histogram displays the ${\rho }_{\mathrm{val}}$ found using the Shapiro–Wilk normalization. When the ${\rho }_{\mathrm{val}}\gt 0.05$, the data set comes from a population that has a normal distribution.

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From Figure 7, we also see that OPTd has stronger correlations with Cd, s1, and Mtail than with Pd. The strong relation between OPTd and Cd is expected because the former, by definition, includes the latter one (the same applies to OPTd and Pd; see the OPTd definition in Figure 1). However, Pd and Cd are not related, because they are most likely associated with different physical properties of SNe II. Between OPTd and s1 the correlation is moderate, but again, it is driven by the physical parameters that dominate the early phases of the light curve, which, by definition, are included in OPTd. One interesting correlation is displayed between OPTd and Mtail: SNe II with larger OPTd values are fainter in the radioactive tail phase. This relation may be understood given that the epoch of the Mtail measurement directly arises from the length of OPTd. This means that, if the optically thick phase takes more time, the Mtail will be measured later, which in turn, implies fainter magnitudes (for the same 56Ni mass that is powering the late-time LC). This suggests that, the correlation between OPTd and Mtail is essentially based on the total duration of the optically thick phase, i.e., the photospheric phase.

In summary, we observe three key SN II parameters that we believe are strongly related to the extent of the hydrogen envelope mass at the moment of explosion: Pd, s3, and a/e.

6.3. The Influence of Explosion Energy on the Strength of Spectral Lines

Figures 46 display some interesting trends. While the strength of each correlation is complicated by the obvious outliers together with those SNe where no spectral line detection was made, in general, it seems that expansion velocities correlate positively with the strength of the Balmer lines and Na i D, and negatively with the strength of metal lines. The strength of metal lines at any given epoch is most strongly related to the temperature of the line forming region. We therefore conclude that more energetic explosions produce SNe II that stay at higher temperatures for longer leading to lower metal-line pEWs. With respect to the Balmer lines (at least the emission component of ${{\rm{H}}}_{\alpha }$ and the absorption component of ${{\rm{H}}}_{\beta }$) this would then imply that more energetic explosions lead to relatively stronger line strengths. The exact physical interpretation of this is unclear. Brighter, i.e., more energetic SNe II also display weaker metal lines (Figure 7 and specifically Figure 13 bottom middle panel). Finally, we also note that differences in progenitor metallicity will also affect the strength of metal lines within spectra, as argued by Dessart et al. (2014) and Anderson et al. (2016; but probably to a lower degree, at least in the current sample).

6.4.  ${H}_{\alpha }$ P-Cygni Diversity

A large diversity in the ${{\rm{H}}}_{\alpha }$ P-Cygni profile had been shown by Patat et al. (1994) and Gutiérrez et al. (2014). They found that SNe II with smaller a/e values are brighter, and have higher velocities and steeper decline rates. With our analysis at 50 days, we confirm these results; however, the correlations presented here are of lower strength than those in Gutiérrez et al. (2014). This is most likely due to the epoch of the measurements, where in Gutiérrez et al. (2014) measurements were made at ${t}_{\mathrm{tran}+10}$ (where ttran is the transitional epoch between s1 and s2). Here we chose to use epochs with respect to explosion to measure our spectral parameters. This enables us to analyze the full range of events within our sample (in many SNe II, it is not possible to define ttran). The difference in correlation strength therefore arises from the measurements in Gutiérrez et al. (2014) being made when SNe II are likely to be under more consistent physical conditions. Here, using an epoch of 50 days post-explosion different SNe are at different phases of their evolution.

It has previously been argued that the ${{\rm{H}}}_{\alpha }$ P-Cygni diversity is directly related to the hydrogen envelope mass (Schlegel 1996; Gutiérrez et al. 2014). The results we present here also support this view, with the absorption component of ${{\rm{H}}}_{\alpha }$—and in particular the absorption in relation to the emission, a/e—showing correlation with both Pd and s3, parameters that we have already argued are direct tracers of the envelope mass. We also note, however, that the measurement of ${{\rm{H}}}_{\alpha }$ absorption is complicated by the detection and diversity of Cachito (Paper I). It is quite possible, therefore, that the vast majority of the underlying diversity of ${{\rm{H}}}_{\alpha }$ morphology is determined by the hydrogen envelope mass, but complications in the latter's measurement introduce much of the dispersion we see (in, e.g., Figure 10, bottom right).

6.5. Other Comparisons

As discussed in Patat et al. (1994), A14 and more recently Valenti et al. (2016), Galbany et al. (2016), and Rubin et al. (2016), we find that faster declining SNe II are brighter events (see Figure 10). In addition, we also find that SNe II with brighter luminosities have greater expansion velocities and produce more 56Ni. In Figures 12 and 13, we show a few examples of these correlations. Similar results were found by several authors in observational (e.g., Hamuy 2003; Spiro et al. 2014; Valenti et al. 2016; Müller et al. 2017) and theoretical (e.g., Kasen & Woosley 2009) works.

Theoretical models show that an increase in the 56Ni mass leads to an increase in the plateau duration (e.g., Kasen & Woosley 2009 and Nakar et al. 2016). We do not find any observational evidence for such a trend. There are only three data points in the correlation between Pd and 56Ni, therefore strong conclusions are not warranted. If we include lower mass 56Ni limits, we also see no evidence for correlation. This may suggest that observationally Pd does not depend on the mass of 56Ni mass. However, given the inclusion of lower mass 56Ni limits, this warrants caution.

Many authors have found (e.g., Dessart & Hillier 2011) that SN II color evolution could be related with the radius of the progenitor star. Although we include the color gradient (${\rm{\Delta }}(B-V)$) between 10 and 30 days post-explosion in our analysis, we do not find significant correlations associated to this parameter. However, we do note low-level correlation between ${\rm{\Delta }}(B-V)$ and the strength of Fe ii λ5018 and Fe ii λ5169 (Figure 7), in the direction one would expect: SNe II that cool more quickly (higher ${\rm{\Delta }}(B-V)$) display stronger metal-line pEWs. Cd also does not display significant correlation with other parameters. While above we linked Cd to progenitor radius, as predicted by, e.g., Dessart et al. (2013a), the direct influence of radius on Cd is complicated by any presence of CSM close to the progenitor and may explain the lack of correlations.

Dessart et al. (2014) showed that differences in metallicity strongly influence in the SN II spectra, more precisely in the strength of the metal lines. Anderson et al. (2016) supported this result showing a correlation between the strength of Fe ii λ5018 with the oxygen abundance of host H ii regions. They showed that SNe II exploding in lower metallicity regions have lower iron absorption. Looking for relations with the pEW(Fe ii λ5018), we find a correlation of 0.48 with the Pd and −0.62 with s3. Assuming that the pEW(Fe ii λ5018) gives an idea of the metallicity where the SN explode, this correlation would mean that higher metallicity produces SNe with longer plateaus, which is in the opposite direction of the predictions (e.g., Dessart et al. 2013a). However, when we correlate Pd with the oxygen abundance determined by Anderson et al. (2016), we do not find any relation. As in Anderson et al. (2016) we therefore conclude that (at least in the current sample), the strength of metal lines is dependent more on temperature than progenitor metallicity.

7. Conclusions

In this work, we have presented an analysis of correlations between a range of spectral and photometric parameters of 123 SNe II, with the purpose of understanding their diversity. To study this diversity, we use the expansion velocities and pseudo-equivalent widths for 11 features in the photospheric phase (from explosion to ∼120 days): ${{\rm{H}}}_{\alpha }$, ${{\rm{H}}}_{\beta }$, Fe ii 4924, Fe ii λ5018, Fe ii λ5169, Sc ii/Fe ii λ5531, Sc ii M, Na i D, Ba ii λ6142, Sc ii λ6247, and O i λ7774; the ratio absorption to emission (a/e) of the ${{\rm{H}}}_{\alpha }$ P-Cygni profile; the velocity decline rate of ${{\rm{H}}}_{\beta }$ (${\rm{\Delta }}v$(${{\rm{H}}}_{\beta })$) and the velocity difference between ${{\rm{H}}}_{\alpha }$ and Fe ii λ5018, and Na i D and Fe ii λ5018 (${\rm{\Delta }}\mathrm{vel}$). From the light curves, we employed three magnitude measurements at different epochs (Mmax, Mend, Mtail); three decline rates (s1, s2, s3); three time durations (OPTd, Pd, Cd); the 56Ni mass, and the color gradient, ${\rm{\Delta }}(B-V)$. We searched for correlations at 30, 50, and 80 days, finding that correlations are stronger at 50 days post-explosion. We suggest this happens because at 50 days SNe II are under similar physical conditions: at 30 and 80 days, not all SNe II are in the same stage, some are in the cooling (at early phases) and some are in the transition to the nebular phase (at the end of the plateau).

Our main results are summarized as follows.

  • 1.  
    We confirm previous results showing that brighter SNe II have higher expansion velocities. Here we show that this finding is true for all SN II decline rates, and also extends to magnitudes measured at maximum and during the radioactive tail. These results are most easily explained through differences in explosion energy: more energetic explosions produce brighter and higher velocity SNe II. Additionally, we find that more energetic (brighter and faster) events produce more 56Ni.
  • 2.  
    We highlight our different definition of the plateau duration (Pd) in this work as compared with the literature: from the s1s2 transition to the end of the plateau, and conclude that it is a more robust parameter connected to H-rich envelope mass. Indeed, we find that Pd shows much stronger correlations with other parameters than the traditionally used definition (OPTd in our nomenclature). We conclude that Pd, s3, and a/e are most directly affected by the hydrogen envelope mass at explosion epoch.
  • 3.  
    While we have found many different trends and correlations between different spectral and photometric parameters of SNe II, hinting at underlying physical trends driving diversity (explosion energy, hydrogen envelope mass, and 56Ni mass), we conclude there is no one parameter dominating these trends.
  • 4.  
    As expected, expansion velocities measured for different spectral lines correlate strongly with each other. However, velocities for different lines for individual SNe II are significantly offset, suggesting that they form at different regions at differing distances from the photosphere.
  • 5.  
    Brighter SNe have higher velocities, smaller pEWs, shorter a/e, steeper declines, and small Pd and OPTd values.

C.P.G. and S.G.G. acknowledge support by projects IC120009 "Millennium Institute of Astrophysics (MAS)" and P10-064-F "Millennium Center for Supernova Science" of the Iniciativa Cientfica Milenio del Ministerio Economa, Fomento y Turismo de Chile. C.P.G. acknowledges support from EU/FP7-ERC grant No. [615929]. M.D.S. is supported by the Danish Agency for Science and Technology and Innovation realized through a Sapere Aude Level 2 grant and by a research grant (13261) from the VILLUM FONDEN. We gratefully acknowledge support of the CSP by the NSF under grants AST0306969, AST0908886, AST0607438, and AST1008343. This research has made use of the NASA/IPAC Extragalactic Database (NED), which is operated by the Jet Propulsion Laboratory, California Institute of Technology, under contract with the National Aeronautics and Space Administration (NASA).

Footnotes

  • This paper includes data gathered with the 6.5 m Magellan Telescopes located at Las Campanas Observatory, Chile; and the Gemini Observatory, Cerro Pachon, Chile (Gemini Program GS- 2008B-Q-56). Based on observations collected at the European Organisation for Astronomical Research in the Southern Hemisphere, Chile (ESO Programs 076.A-0156, 078.D-0048, 080.A-0516, and 082.A-0526).

  • 12 

    As the SN 87A-like objects have different light-curve properties than "normal" SNe II, we also exclude them from our analysis.

  • 13 

    A Bayesian approach to linear regression with errors in both X and Y.

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10.3847/1538-4357/aa8f42