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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" dtd-version="3.0"><?xmltex \makeatother\@nolinetrue\makeatletter?><?xmltex \hack{\allowdisplaybreaks}?>
  <front>
    <journal-meta><journal-id journal-id-type="publisher">ANGEO</journal-id><journal-title-group>
    <journal-title>Annales Geophysicae</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ANGEO</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Ann. Geophys.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1432-0576</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/angeo-35-1275-2017</article-id><title-group><article-title>Tests for coronal electron temperature signatures in<?xmltex \hack{\break}?> suprathermal electron populations at 1 AU</article-title>
      </title-group><?xmltex \runningtitle{Tests for coronal electron temperature signatures}?><?xmltex \runningauthor{A.~R.~Macneil et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Macneil</surname><given-names>Allan R.</given-names></name>
          <email>allan.macneil.15@ucl.ac.uk</email>
        <ext-link>https://orcid.org/0000-0003-4802-1209</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Owen</surname><given-names>Christopher J.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-5982-4667</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Wicks</surname><given-names>Robert T.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-0622-5302</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Mullard Space Science Laboratory, University College London, Surrey, UK</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Institute for Risk and Disaster Reduction, University College London, London, UK</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Allan R. Macneil (allan.macneil.15@ucl.ac.uk)</corresp></author-notes><pub-date><day>1</day><month>December</month><year>2017</year></pub-date>
      
      <volume>35</volume>
      <issue>6</issue>
      <fpage>1275</fpage><lpage>1291</lpage>
      <history>
        <date date-type="received"><day>11</day><month>May</month><year>2017</year></date>
           <date date-type="rev-recd"><day>6</day><month>September</month><year>2017</year></date>
           <date date-type="accepted"><day>21</day><month>October</month><year>2017</year></date>
      </history>
      <permissions>
        
        
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017.html">This article is available from https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017.html</self-uri><self-uri xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017.pdf">The full text article is available as a PDF file from https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017.pdf</self-uri>
      <abstract>
    <p id="d1e105">The development of knowledge of how the coronal origin of the solar wind
affects its in situ properties is one of the keys to understanding the
relationship between the Sun and the heliosphere.</p>
    <p id="d1e108">In this paper, we analyse ACE/SWICS and WIND/3DP data spanning <inline-formula><mml:math id="M1" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula>12 years,
and test properties of solar wind suprathermal electron distributions for the
presence of signatures of the coronal temperature at their origin which may
remain at 1 AU. In particular we re-examine a previous suggestion that these
properties correlate with the oxygen charge state ratio
<inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, an established proxy for coronal
electron temperature. We find only a very weak but variable correlation
between measures of suprathermal electron energy content and
<inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. The weak nature of the correlation
leads us to conclude, in contrast to earlier results, that an initial
relationship with core electron temperature has the possibility to exist in
the corona, but that in most cases no strong signatures remain in the
suprathermal electron distributions at 1 AU. It cannot yet be confirmed
whether this is due to the effects of coronal conditions on the establishment
of this relationship or due to the altering of the electron distributions by
processing during transport in the solar wind en route to 1 AU. Contrasting
results for the halo and strahl population favours the latter interpretation.
Confirmation of this will be possible using Solar Orbiter data (cruise and
nominal mission phase) to test whether the weakness of the relationship
persists over a range of heliocentric distances. If the correlation is found
to strengthen when closer to the Sun, then this would indicate an initial
relationship which is being degraded, perhaps by wave–particle interactions,
en route to the observer.</p>
  </abstract>
      <kwd-group>
        <kwd>Interplanetary physics (solar wind plasma; sources of the solar wind)</kwd>
      </kwd-group>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p id="d1e177">Solar wind plasma populations leaving the Sun can be expected to have
properties that reflect conditions of their source regions. However, during
the course of the wind's propagation out to 1 AU and beyond, internal
dynamic processes may develop within the solar wind plasma. These cause many
of the solar wind properties to be altered to the extent that the signatures
of their solar source, such as proton temperature <xref ref-type="bibr" rid="bib1.bibx10" id="paren.1"/> and
bulk speed <xref ref-type="bibr" rid="bib1.bibx36" id="paren.2"/>, are no longer clear. Nevertheless, the degree
of ionisation of heavy ion species in the solar wind provides a
well-established means by which the temperature of its coronal source may be
inferred, even when observed at 1 AU <xref ref-type="bibr" rid="bib1.bibx14" id="paren.3"/>.</p>
      <p id="d1e189">Solar wind heavy ion populations are frequently characterised through metrics
such as statistical abundance ratios between charge states of a given ion
(e.g. <inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>) and the mean charge of all
measured ions of a given species <xref ref-type="bibr" rid="bib1.bibx2" id="paren.4"><named-content content-type="pre">see the review article by</named-content><named-content content-type="post">for
details</named-content></xref>. <xref ref-type="bibr" rid="bib1.bibx14" id="normal.5"/> first predicted that this
ionisation information could allow estimates of the coronal electron
temperature. The fraction of ions which exist in a given charge state in the
corona is determined by the equilibrium between the dominant processes of
collisional ionisation and radiative recombination. The resulting
distribution of an ion population into its charge states is thus a function
of electron temperature. For a solar wind sample, a derived “freeze-in
temperature” is indicative of the thermal temperature of the electron
population at the location in the corona where the density falls below a
theoretical critical value for ionisation and recombination to effectively
cease. At this point the ions become “frozen in” to their charge states. As
density drops off radially, this critical density is associated with a
characteristic “freezing height” <xref ref-type="bibr" rid="bib1.bibx30" id="paren.6"/>, which is different for
each ion. <xref ref-type="bibr" rid="bib1.bibx17" id="normal.7"/> estimated that these heights should lie between 1.5
and 4 <inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mo>⊙</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>, low in the corona. As electron density continues to fall
off with radial distance from the Sun, ion charge states are preserved along
magnetic field lines out into the solar wind, as long as the solar wind
plasma fulfils the frozen-in flux condition. This then provides a snapshot of
coronal electron temperature which can be measured in situ. The ratio between
two subsequent states of ionisation, <inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> can be expressed as
the ratio between the rates of collisional ionisation out of state <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>;
<inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and the rate of recombination out of state <inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>; <inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>:
          <disp-formula id="Ch1.E1" content-type="numbered"><mml:math id="M12" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
        This applies only for the case in which the rate of coronal expansion is slow
compared to the rate at which ionisation can equilibrate. From
Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) the freeze-in temperature can be estimated from a given
adjacent charge state ratio.</p>
      <p id="d1e396">Typically coronal holes, which are thought to produce fast solar wind, are
cooler in electron temperature than their closed-field counterparts which are
generally associated with the slow solar wind <xref ref-type="bibr" rid="bib1.bibx44" id="paren.8"/>. The coronal
hole wind (CHW) thus typically features lower ionisation states than
non-coronal hole wind (NCHW), and plotting solar wind speed alongside, for
example, <inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, will show a clear
anti-correlation <xref ref-type="bibr" rid="bib1.bibx46" id="paren.9"><named-content content-type="pre">see for example Fig. 1 in</named-content></xref>. As the
charge states are frozen in at a few solar radii, boundaries between streams
in the solar wind from different source regions should be preserved in
composition data. Indeed as energy and momentum may be transferred across
such boundaries, their structure should be better preserved in composition
than, say, flow velocity. However, boundaries in ionisation state
measurements are sometimes observed to be smoothed out at the trailing edge
of solar wind streams, in a similar manner to velocity
<xref ref-type="bibr" rid="bib1.bibx35 bib1.bibx3" id="paren.10"/>.</p>
      <p id="d1e436"><xref ref-type="bibr" rid="bib1.bibx18" id="normal.11"/> found <inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> to be a better
tracer of coronal origin than velocity observationally. They report that wind
from both the northern and southern polar coronal holes could exhibit the
same wind speed but have a notable discrepancy in their corresponding
<inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> values. This indicates that
<inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> is a feature characteristic of the
source region, providing information which is not available from velocity
data alone.</p>
      <p id="d1e520">Solar wind electrons are commonly described as consisting of three distinct
populations <xref ref-type="bibr" rid="bib1.bibx32" id="paren.12"/>: a thermal core, anisotropised by the
magnetic field; a near-isotropic and suprathermal halo; and a strongly
field-aligned suprathermal strahl. A more energetic and even less dense
fourth population, dubbed the superhalo, has been reported at energies above
<inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">keV</mml:mi></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx25" id="paren.13"/>. The core and halo populations can be
adequately described by bi-Maxwellian distributions, to account for
temperature anisotropies, as in <xref ref-type="bibr" rid="bib1.bibx33" id="normal.14"/> and later work. However,
more recent studies have chosen to model the halo as a bi-kappa function
<xref ref-type="bibr" rid="bib1.bibx27 bib1.bibx38" id="paren.15"><named-content content-type="pre">e.g.</named-content></xref>. The strahl population is more
difficult to characterise. Some authors <xref ref-type="bibr" rid="bib1.bibx27 bib1.bibx39" id="paren.16"/> have
calculated numerical moments directly from isolated strahl populations.
However, the methods for isolating strahl velocity distribution functions
(VDFs) can be limited as they are derived from subtracting distributions from
different pitch angle bins, over a limited energy range, leading to
potentially large uncertainty in the moment. These strahl moments are also
subject to assumptions about the extent of the strahl in pitch angle, which
can only be estimated to within the angular width of a given measurement
pitch angle bin. Alternatively, fitting a model function to isolate strahl
components <xref ref-type="bibr" rid="bib1.bibx38" id="paren.17"><named-content content-type="pre">as in</named-content><named-content content-type="post">where a truncated kappa function was
fitted</named-content></xref> may circumvent the issue of energy cut-offs. However,
any model functions used are rather ad hoc below the typical energy at which
the core/halo populations begin to dominate the strahl.</p>
      <p id="d1e561">Moreover, the origins of the distinct strahl and halo electron populations in
the solar wind are not well understood. Evidence has been found that a
suprathermal tail can exist in the solar wind using exospheric models
<xref ref-type="bibr" rid="bib1.bibx23" id="paren.18"><named-content content-type="pre">e.g.</named-content></xref> which ultimately require a seed suprathermal
electron population to exist in the corona. <xref ref-type="bibr" rid="bib1.bibx31" id="normal.19"/> use in situ
electron VDF measurements from WIND to provide boundary conditions to their
model of electron VDFs which originate at 4 <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mo>⊙</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>. Their results
suggest that an electron VDF which includes suprathermal electrons at 1 AU
must correspond to one which also included suprathermal electrons in the
corona. The relative strength of the suprathermal tail is predicted to be
considerably weaker in the corona than at 1 AU, and the effect of coulomb
collisions in influencing the distribution for slow wind electrons is
predicted to be more significant than for fast wind.</p>
      <p id="d1e583">Using a kappa function to model the ionising electron population in the
corona, <xref ref-type="bibr" rid="bib1.bibx16" id="normal.20"/> simulated the charge state distributions of coronal
ions given different core electron temperatures and values of <inline-formula><mml:math id="M19" display="inline"><mml:mi mathvariant="italic">κ</mml:mi></mml:math></inline-formula>. They
predict, based on solar wind oxygen and carbon ionisation
measurements, that a weak suprathermal
tail (<inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula>) should exist in the corona. At such levels it is not
expected that the influence of collisions with these electrons on ionisation
equilibrium would be very significant. In a related study, <xref ref-type="bibr" rid="bib1.bibx9" id="normal.21"/>
offered an explanation of the discrepancy between remote spectral estimates
of coronal electron temperature and the freeze-in temperatures measured in
situ by invoking additional ionisation by suprathermal electrons. They
claimed that the sensitivity of the dominant charge state ratios to
<inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">h</mml:mi></mml:msub><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (the ratio of modelled electron halo
temperature to the core temperature) varied strongly based on species, with
<inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> proving most sensitive. Different
halo temperatures were thus thought to be necessary to meet the observed
ionisation states for different ions in situ.</p>
      <p id="d1e658">In contrast, <xref ref-type="bibr" rid="bib1.bibx19" id="normal.22"/> proposed an explanation of the above
compositional–spectral temperature discrepancy via extra heating of the
coronal thermal electrons by lower hybrid waves, in place of suprathermal
electrons. The author notes that remote estimates of coronal temperature
using O VI diagnostics should be sensitive to suprathermal influence.
However, these lines do not appear to show evidence of this in practice,
casting doubt on the predictions of the existence of a significant
suprathermal electron population in the corona.</p>
      <p id="d1e664"><xref ref-type="bibr" rid="bib1.bibx4" id="normal.23"/> present a model for halo formation in the corona via a
dual-stream instability process which is related to nanoflares. As in the
work of <xref ref-type="bibr" rid="bib1.bibx24" id="normal.24"/>, they postulate that nanoflares accelerate electrons
in the coronal base to beams with energies on the order of keV. These beamed
electrons then travel upwards in the corona, where they trigger a two-stream
instability with the thermal electron population. This results in a
redistribution of energy, as discussed in <xref ref-type="bibr" rid="bib1.bibx5" id="normal.25"/>, involving a
transfer of energy from the nanoflare-triggered electron beam to the core
electron population, and the ultimate formation of an isotropic electron halo
population. Modelling both as Maxwellians, the core–halo temperature ratio
then obeys the relation
          <disp-formula id="Ch1.E2" content-type="numbered"><mml:math id="M23" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>≈</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mi mathvariant="normal">T</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi mathvariant="normal">T</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>+</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        where <inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are the halo and core temperatures
respectively, <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">h</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are the halo and core
densities, and <inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi mathvariant="normal">T</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the fraction of kinetic energy which is
transferred to the core electrons. For values of <inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi mathvariant="normal">T</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> approaching
1, this describes a proportionality between the core and halo electron
temperatures in the corona. The authors argue that this feature is preserved
out to the solar wind as the coulomb collision rate is insufficient to
scatter halo electrons to form a single thermal distribution before reaching
the low-density region of the corona. It should also be noted that the
predicted height of formation of the electron halo is 1–1.1 <inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mo>⊙</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>,
which is
below the ion freeze-in height of
<inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mo>⊙</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>. This opens the possibility that the VDF of suprathermal
electrons in the corona may have a relationship with the charge states of
minor ions, due to their common dependence on the coronal core electron
temperature. As ion charge states are not influenced by dynamic processes in
the solar wind, a relationship between these charge states and suprathermal
electron VDFs persisting at 1 AU would indicate that these electrons have
propagated out to 1 AU relatively unaltered themselves.</p>
      <p id="d1e835"><xref ref-type="bibr" rid="bib1.bibx27" id="normal.26"/> and <xref ref-type="bibr" rid="bib1.bibx38" id="normal.27"/>
showed that the relative density of the halo population increases with
heliocentric distance at the apparent expense of the strahl. They thus infer
that the strahl is scattered into the halo continuously. <xref ref-type="bibr" rid="bib1.bibx29" id="normal.28"/>
estimated the degree of scattering necessary in such a case to counteract the
effect of magnetic focusing during solar wind expansion and thus presented an
explanation to the observed pitch angle widths of strahl. Modelling by
<xref ref-type="bibr" rid="bib1.bibx40" id="normal.29"/> predicts that this scattering is caused by wave–particle
interactions, notably with whistler waves. <xref ref-type="bibr" rid="bib1.bibx37" id="normal.30"/> put forward an
alternative description involving asymmetric pitch-angle scattering of the
halo caused by the relative drift between the core and halo. They predict
that the strahl is the unscattered field-aligned portion of the halo which
results from this asymmetry. Both of the above descriptions would mean that
the halo and strahl can be considered to be largely scattered versions of the
same population. Such scattering could potentially distort solar wind
electron VDFs to the point at which an initial relationship with heavy ion
charge states is no longer apparent at 1 AU.</p>
      <p id="d1e853">Results from a study by <xref ref-type="bibr" rid="bib1.bibx13" id="normal.31"/> using solar wind ion and electron
observations suggest that there is an influence from the coronal source
evident in the in situ suprathermal electrons at 1 AU. Combining heavy ion
data from the SWICS instrument on the ACE spacecraft with electron data from
the 3DP instrument on WIND, these authors reported a relationship to exist
between properties of the electron suprathermal tail and the charge state
ratio of oxygen. In particular, the energy content of the suprathermal tail
was characterised by defining an effective suprathermal temperature
(hereafter <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">eff</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) using the VDF derived from WIND electron
measurements. This temperature, derived by differentiating the equation for a single Maxwellian distribution, is
          <disp-formula id="Ch1.E3" content-type="numbered"><mml:math id="M34" display="block"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">eff</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mrow><mml:mi>k</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>ln⁡</mml:mi><mml:mi>f</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>E</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        where <inline-formula><mml:math id="M35" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> is the Boltzmann constant, <inline-formula><mml:math id="M36" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula> is the electron VDF, and <inline-formula><mml:math id="M37" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> is
energy. For a pure Maxwellian distribution, d<inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mi>f</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>E</mml:mi></mml:mrow></mml:math></inline-formula> would be
constant with energy. However, as observed suprathermal electrons do not
follow a perfect Maxwellian, particularly at higher energies, this
<inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">eff</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> calculated with observational data in fact varies with
energy.</p>
      <p id="d1e960">Applying this calculation for <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">eff</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> at a number of energies
(300, 500 and 800 eV) to solar wind data at a boundary between two slow–fast
wind transitions, a correlation between the variation of <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">eff</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
(at a given energy) and <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> was
investigated by <xref ref-type="bibr" rid="bib1.bibx13" id="normal.32"/>. The authors restrict themselves to two
periods in the solar wind observations where the wind speed has just
increased significantly between streams, and find that
<inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> varies similarly to
<inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">eff</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. This leads them to conclude that suprathermal electrons
at 1 AU retain information about their coronal source as ionisation states
do. However, the study is limited to only two short (<inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> day) intervals
in the ACE and WIND datasets. Therefore, this relationship is yet to be more
generally verified.</p>
      <p id="d1e1062">On the basis of the studies described above, one could expect that, directly
above the region of solar wind formation, a positive relationship between the
energy content of the suprathermal electrons and heavy ion charge states
might exist. The low-collisional nature of suprathermal electrons in the
solar wind suggests the possibility that they may retain these coronal
signatures, and therefore a relationship with the ions, out to 1 AU. In
particular, the field-aligned strahl electrons may be most likely to retain
such information, as their far more rapid propagation through the heliosphere
should subject them to less scattering <xref ref-type="bibr" rid="bib1.bibx29" id="paren.33"><named-content content-type="pre">e.g.</named-content></xref>.</p>
      <p id="d1e1070">In this paper, we attempt to re-examine the possible preservation of a
coronal electron temperature signature in suprathermal electrons (both halo
and strahl) at 1 AU by evaluating their possible relationship with charge
states of heavy ions sampled in the same streams of solar wind at L1. We
first attempt this by addressing limitations of the <xref ref-type="bibr" rid="bib1.bibx13" id="normal.34"/> method
by fitting the entire core and halo/strahl range of energies using a
Maxwellian <inline-formula><mml:math id="M46" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> kappa fit, and then compare parameters drawn from these fits to
the <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> charge state ratio. Further, we
isolate the strahl portion of the electron distribution and take partial
moments of these to test for any relationship of the strahl at 1 AU with the
electron temperature of its source. We use the suprathermal electron
parameters produced through these methods in a statistical analysis over a
large dataset in order to robustly explore the nature and repeatability of this
possible relationship. We do so with the view that a positive relationship is
indicative of an observational agreement with the description in the previous
paragraph, while a negative relationship is indicative either that this
description is not accurate or that the relationship has been heavily altered en
route to 1 AU, in either the corona or solar wind.</p>
</sec>
<sec id="Ch1.S2">
  <title>Data</title>
      <p id="d1e1115">We use ion charge state data from ACE-SWICS and electron flux data from
WIND-3DP to approximate simultaneous observations of solar wind heavy ions
and suprathermal electrons as closely as possible. The time period considered
covers 1998–2011, during which both satellites spent the majority of their
time orbiting L1. Additional magnetic field measurements are taken from the
WIND-MFI instrument. All in situ data used
in this study are available from NASA Space Physics Data Facility's CDAWeb
service (<uri>https://cdaweb.sci.gsfc.nasa.gov</uri>). The Solar Wind Ion
Composition Spectrometer (SWICS) on the Advanced Composition Explorer (ACE)
measures the properties of solar wind ions. SWICS is designed to measure the
mass and charge of common solar wind ions with masses ranging from H to Fe to
determine their ionisation and isotopic states <xref ref-type="bibr" rid="bib1.bibx12" id="paren.35"/>. Ion
charge state data are provided in the form of charge state ratios or mean
charge, depending on the species, at 1 h time resolution.</p>
      <p id="d1e1124">The 3-Dimensional Plasma Analyser (3DP) instrument on WIND measures
three-dimensional distributions of electrons and protons using four electrostatic
analysers (two per species, collectively covering 3 eV–30 keV), and two solid
state telescopes which measure electron energies up to 400 keV and protons
up to 6 MeV <xref ref-type="bibr" rid="bib1.bibx25" id="paren.36"/>. The electrostatic analysers allow the
production of electron and proton velocity distributions as functions of
look direction. We derive electron distribution functions from differential
electron flux spectra measured by the electron electrostatic analysers:
EESA-L (<inline-formula><mml:math id="M48" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">eV</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> keV commonly at <inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">30</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:math></inline-formula>
cadence) and EESA-H (<inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">eV</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">30</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">keV</mml:mi></mml:mrow></mml:math></inline-formula> commonly at
<inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">98</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:math></inline-formula> cadence). Data from each analyser are available with
look directions re-binned into eight electron pitch angle (PA) values
(<inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M53" display="inline"><mml:mn mathvariant="normal">35</mml:mn></mml:math></inline-formula>, <inline-formula><mml:math id="M54" display="inline"><mml:mn mathvariant="normal">57</mml:mn></mml:math></inline-formula>, <inline-formula><mml:math id="M55" display="inline"><mml:mn mathvariant="normal">80</mml:mn></mml:math></inline-formula>, <inline-formula><mml:math id="M56" display="inline"><mml:mn mathvariant="normal">102</mml:mn></mml:math></inline-formula>, <inline-formula><mml:math id="M57" display="inline"><mml:mn mathvariant="normal">123</mml:mn></mml:math></inline-formula>, <inline-formula><mml:math id="M58" display="inline"><mml:mn mathvariant="normal">145</mml:mn></mml:math></inline-formula> and <inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">165</mml:mn><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>
relative to the magnetic field direction). We use the magnetic field vector,
<inline-formula><mml:math id="M60" display="inline"><mml:mi mathvariant="bold-italic">B</mml:mi></mml:math></inline-formula>, produced by the WIND Magnetic Field Investigation
<xref ref-type="bibr" rid="bib1.bibx22" id="paren.37"/> to convert the pitch angles such that they span from the
direction of electron propagation along the field line which is anti-sunward
(that is, the common strahl direction) to sunward. These shall henceforth be
referred to as PA bins 1 to 8, and the VDFs which are derived from the fluxes
in these bins as <inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">8</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. Bin 1 is the anti-sunward bin which will
most commonly contain strahl, while bin 8 will contain strahl in the less
common case of a sunward beam. To minimise computation time, these
distributions are averaged to the same time resolution as the 1 h SWICS
heavy ion data to which the moments will be compared.</p>
      <p id="d1e1290">The WIND spacecraft is subject to positive charging on the order of 5–<inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:mn mathvariant="normal">15</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">V</mml:mi></mml:mrow></mml:math></inline-formula>. Estimates of spacecraft potential, <inline-formula><mml:math id="M64" display="inline"><mml:mi mathvariant="normal">Φ</mml:mi></mml:math></inline-formula>, are available in the
“WI_ELM2_3DP” dataset on CDAWeb.
A positive potential  provides a fixed additional energy to all detected solar wind electrons.
The potential also accelerates photoelectrons towards the spacecraft, which
appear only at energies below that corresponding to <inline-formula><mml:math id="M65" display="inline"><mml:mi mathvariant="normal">Φ</mml:mi></mml:math></inline-formula> (to within the
energy resolution of the detector). To remove the photoelectrons and correct
the energies measured, we shift the energy bins down by a value equal to
<inline-formula><mml:math id="M66" display="inline"><mml:mi mathvariant="normal">Φ</mml:mi></mml:math></inline-formula>. Data from any bins which are thus assigned a negative energy are
considered photoelectrons and removed from the analysis. Note, however, that
the suprathermal electron parameters calculated here in all cases concern
electrons too high in energy to be contaminated by a photoelectron
population. This energy range is also high compared to <inline-formula><mml:math id="M67" display="inline"><mml:mi mathvariant="normal">Φ</mml:mi></mml:math></inline-formula>, which means
that the suprathermal electrons are not significantly altered by the
acceleration due to the positive potential. We thus continue our analysis
under the assumption that any possible inaccuracies in the reported value of
<inline-formula><mml:math id="M68" display="inline"><mml:mi mathvariant="normal">Φ</mml:mi></mml:math></inline-formula> are insufficient to alter our ultimate conclusions.</p>
      <p id="d1e1340">During the chosen period 1998–2011, suitable data are sometimes sporadic due
to the orbit of WIND taking it away from L1. In particular, gaps exist due to
this in the data taken before 2005. We have chosen time periods where WIND
spends several days at a time near L1 with which to carry out this study.
Data were used only when WIND's orbital position data indicated that it was
within 100 <inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of L1. This distance can be compared to the
correlation length scale of the solar wind, which is typically
100 <inline-formula><mml:math id="M70" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> or larger at 1 AU <xref ref-type="bibr" rid="bib1.bibx42 bib1.bibx41" id="paren.38"><named-content content-type="pre">see
e.g.</named-content></xref>. To maximise the compatibility of the data from
the two spacecraft, solar wind proton bulk velocity measurements taken from
ACE-SWICS were compared with those from WIND-SWE. Cross-correlation was
performed on the proton velocity data from both WIND and ACE to reveal what
time lag was present between the two spacecraft. The calculated time lags
were always smaller than the 1 h time resolution of the SWICS composition
data available, and so no corrective time shifting was performed on the data.
We thus consider ACE and WIND to be sampling the same packets of solar wind
for the majority of periods used in this study, to within the resolution
limits of the data.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><caption><p id="d1e1373">Plot of oxygen freeze-in temperature <inline-formula><mml:math id="M71" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">O</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> against the
corresponding oxygen charge state ratio
<inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, from which it is calculated, taken
from SWICS during the year 2007. Note that
<inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> is plotted on a logarithmic scale,
demonstrating that linear variations in <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">O</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> correspond to
order-of-magnitude variations in
<inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.</p></caption>
        <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f01.pdf"/>

      </fig>

</sec>
<sec id="Ch1.S3">
  <title>Methodology</title>
<sec id="Ch1.S3.SS1">
  <title>Charge state ratio</title>
      <p id="d1e1493">We choose the data product of oxygen charge state ratio
<inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> as the primary in situ tracer of
coronal temperature. Figure <xref ref-type="fig" rid="Ch1.F1"/> shows a plot of the oxygen
freeze-in temperature, <inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">O</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, as calculated from SWICS measurements
of <inline-formula><mml:math id="M78" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> collected throughout 2007,
derived by solving Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) for <inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. We do so using
lookup tables of ionisation fractions as a function of electron temperature
from the CHIANTI database <xref ref-type="bibr" rid="bib1.bibx6 bib1.bibx21" id="paren.39"/>, which can be rearranged
to find the temperature corresponding to a given charge state ratio. From the
figure we see that variations in <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
over an order of magnitude correspond to variations of <inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> in the
oxygen freeze-in temperature. We also note the range of
<inline-formula><mml:math id="M82" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> observed, which approaches three
orders of magnitude.</p>
      <p id="d1e1643">We take steps to ensure that plasma associated with interplanetary coronal
mass ejections (ICMEs) is excluded from our analysis. To do so we follow the
method of <xref ref-type="bibr" rid="bib1.bibx8" id="normal.40"/>, identifying as ICME times all of the intervals
indicated by the Richardson and Cane list <xref ref-type="bibr" rid="bib1.bibx34" id="paren.41"/>, with
additional time 15 h before and 6 h after the interval, to account for
associated compressions and timing uncertainties. Any periods which fall
within these criteria are not included in the analysis of subsequent
sections.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <?xmltex \opttitle{Core\,$+$\,suprathermal fits}?><title>Core <inline-formula><mml:math id="M83" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> suprathermal fits</title>
      <p id="d1e1666">We fit the WIND electron data to a core–halo consisting of the sum of a Maxwellian and kappa function, as was
found to be suitable in <xref ref-type="bibr" rid="bib1.bibx27" id="normal.42"/> and <xref ref-type="bibr" rid="bib1.bibx38" id="normal.43"/>. We do
this in both parallel and perpendicular directions without removal of strahl
electrons from the parallel VDFs. As a result, fits made parallel to the
field will include both halo and strahl electrons within a single kappa
function, which should ideally be used only to describe one population. The
potential consequences of this for the results will be discussed in
Sect. <xref ref-type="sec" rid="Ch1.S5"/>. In terms of kinetic energy, <inline-formula><mml:math id="M84" display="inline"><mml:mrow><mml:mi>W</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:msub><mml:mi>m</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub><mml:msup><mml:mi>v</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>, the kappa function used is of the
form
            <disp-formula id="Ch1.E4" content-type="numbered"><mml:math id="M85" display="block"><mml:mrow><?xmltex \hack{\hbox\bgroup\fontsize{9.5}{9.5}\selectfont$\displaystyle}?><mml:mi>f</mml:mi><mml:mo>(</mml:mo><mml:mi>W</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>m</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mi mathvariant="italic">κ</mml:mi><mml:msub><mml:mi>W</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi mathvariant="normal">Γ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi mathvariant="normal">Γ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:msup><mml:mfenced open="(" close=")"><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:msub><mml:mi>W</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mrow><mml:mo>-</mml:mo><mml:mo>(</mml:mo><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:msup><?xmltex \hack{$\egroup}?><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          adapted from <xref ref-type="bibr" rid="bib1.bibx1" id="normal.44"/>. Here, <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is electron number
density; <inline-formula><mml:math id="M87" display="inline"><mml:mrow><mml:msub><mml:mi>m</mml:mi><mml:mi mathvariant="normal">e</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the electron mass; <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi>b</mml:mi></mml:msub><mml:mi>T</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>;
<inline-formula><mml:math id="M89" display="inline"><mml:mi mathvariant="italic">κ</mml:mi></mml:math></inline-formula> is a dimensionless value <inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn></mml:mrow></mml:math></inline-formula>; and <inline-formula><mml:math id="M91" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> is the temperature
defined by the second moment of the distribution, and is independent of <inline-formula><mml:math id="M92" display="inline"><mml:mi mathvariant="italic">κ</mml:mi></mml:math></inline-formula>
<xref ref-type="bibr" rid="bib1.bibx26" id="paren.45"/>. This formulation can also be modified to allow for
the distribution to shift up or down in energy by applying a uniform offset
to <inline-formula><mml:math id="M93" display="inline"><mml:mi>W</mml:mi></mml:math></inline-formula>. WIND-3DP EESA-L and EESA-H data are combined to give the full
electron distribution between <inline-formula><mml:math id="M94" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula>5 eV and 1.5 keV; the approximate
energy range spanned by the core–halo–strahl populations. Energies above this
range may contain the super-halo population <xref ref-type="bibr" rid="bib1.bibx25" id="paren.46"/>. We fit the
electrons to the VDFs in two pitch-angle directions separately: <inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, the
bin closest to parallel, and <inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mo>⟂</mml:mo></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">5</mml:mn></mml:msub><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>, which averages the two
bins either side of <inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">90</mml:mn><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e1992">We attempt to fit the core and suprathermal populations independently. For
example, we make effort to ensure that the suprathermal number density could
not be decreased at the expense of an increase in the core number density
during fitting. This is motivated by the premise of the study – that while the
core electron population may not be expected to reach 1 AU unaltered from
its coronal state, it is more reasonable to think that the suprathermal
populations might. We therefore take care not to allow influence of
“non-coronal” distributions (the core) on our potentially “coronal”
parameters (those which describe the suprathermals). We apply a similar
method to that in <xref ref-type="bibr" rid="bib1.bibx38" id="normal.47"/> to achieve this. We first estimate the
break-point energy between the core and suprathermal populations (hereafter
<inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). This is taken to be the energy at which each population
makes equal contribution to the combined VDF. For the case in which both
distributions were Maxwellian, each would form a straight line in log-linear
space (<inline-formula><mml:math id="M99" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula> log; <inline-formula><mml:math id="M100" display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula> linear). The break point would then occur when the two
lines intersect. An example of where we would expect the break-point energy
to lie is labelled in Fig. <xref ref-type="fig" rid="Ch1.F2"/>. We note that in the log–log space
of the figure, the break can be seen as a shoulder in the distribution. We
find that the fitted kappa tail of the combined suprathermal distribution is
very rarely smaller than <inline-formula><mml:math id="M101" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>, and so at lower energies the halo is
anyway closely approximated by a Maxwellian. We fit the core and halo
portions of the VDF each to a straight line; discounting the contributions
from energy bins between 40 and 150 eV in order to avoid energies at which we
may expect the break to lie. The energy at which the fitted lines meet is
then calculated and used as the break-point energy for that VDF. The
uncertainty in <inline-formula><mml:math id="M102" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, is estimated from the
error in the fitted parameters from each line.</p>
      <p id="d1e2060">Once a break point has been found, we perform the fits for each population
independently of each other, as in <xref ref-type="bibr" rid="bib1.bibx27" id="normal.48"/>. To ensure that
there is no contribution of one population to the fitting of the other, the
core is fitted to a Maxwellian between the limits <inline-formula><mml:math id="M104" display="inline"><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>&lt;</mml:mo><mml:mi>E</mml:mi><mml:mo>&lt;</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and the suprathermals to a kappa function within the
limits <inline-formula><mml:math id="M105" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>&lt;</mml:mo><mml:mi>E</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">keV</mml:mi></mml:mrow></mml:math></inline-formula>. This
method results in a possible overestimate of the core density of
approximately 2–5 % due to the halo contribution in that energy range
<xref ref-type="bibr" rid="bib1.bibx27" id="paren.49"/>.</p>
      <p id="d1e2132">For a given pitch angle bin, the core is fitted with two parameters for the
Maxwellian: density (<inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>)
and temperature (<inline-formula><mml:math id="M107" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). The suprathermals are fitted with three
parameters which in a typical kappa distribution represent density
(<inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mtext>h–s</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>), temperature (<inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>h–s</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>) and kappa (<inline-formula><mml:math id="M110" display="inline"><mml:mi mathvariant="italic">κ</mml:mi></mml:math></inline-formula>). We
have denoted these parameters as h–s, as they describe a combined
suprathermal population of both halo and strahl. These parameters are
calculated for each bin as though they contain independent distributions.
Usually we would employ bi-Maxwellian and bi-kappa distributions to produce
parallel and perpendicular temperatures and one common density. However, any
strahl electrons complicate this method, as they exist predominantly in the
anti-sunward direction but not the sunward. The fits to the VDF for each
pitch angle bin are thus assigned separate temperature and density parameters
which are not constrained to be identical for all pitch angles. This means
that a value of <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mtext>h–s</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> for a given direction represents the number
density of the distribution were it integrated across all pitch angles as
though it were isotropic. Attempting to derive the strahl number density with
the calculation <inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mi mathvariant="normal">h</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">s</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> would
then overestimate <inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, as the strahl is narrow in pitch angle. It
is not strictly accurate, then, to describe these parameters as true
temperature or density measurements of the suprathermal populations. Instead
we refer to these as “proxy” suprathermal temperature and density (or proxy
temperature and proxy density) through the remainder of this work.</p>
      <p id="d1e2245">Figure <xref ref-type="fig" rid="Ch1.F2"/>a gives an example of the fitting method for the
anti-sunward distribution, <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, and the perpendicular distribution,
<inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>. The fits rapidly diverge from the data above 1 keV as these
energies are not included in the fitting process to exclude the superhalo
population. For this reason these example plots are cut off at 1 keV. The
increase in <inline-formula><mml:math id="M116" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> over <inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> in the strahl energy range (<inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mi>E</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> eV) is clear, and we find that the fitting algorithm primarily
accounts for this with an increase in <inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e2323">If the strahl is present in the solar wind at a given time, then it should be
primarily contained in the kappa fit to <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. The halo is thus best
described using the fits to <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">8</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, as the fits for these are
not expected to encompass strahl electrons and instead will only describe the
assumed near-isotropic halo. The parameters arising from the fit to <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are
a result of a combined strahl and halo population, and so do not necessarily
describe either to a satisfactory degree. To test for coronal signatures
carried by the strahl electrons alone, the strahl must be isolated from the
halo.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <title>Strahl characterisation</title>
      <p id="d1e2381">In the studies by <xref ref-type="bibr" rid="bib1.bibx27" id="normal.50"/>, <xref ref-type="bibr" rid="bib1.bibx38" id="normal.51"/> and
<xref ref-type="bibr" rid="bib1.bibx39" id="normal.52"/>, the authors all subtract some approximation of the core and
halo contribution from the anti-sunward pitch angle data to isolate the
strahl contribution to the VDF. We follow most closely the method of
<xref ref-type="bibr" rid="bib1.bibx39" id="normal.53"/> as their study concerns the same WIND-3DP dataset.</p>
      <p id="d1e2396">The strahl angular width is assumed to be less than 45<inline-formula><mml:math id="M124" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>, and so
contained entirely within PA bins 1 and 2. While <xref ref-type="bibr" rid="bib1.bibx39" id="normal.54"/> subtract from
this the mean distribution taken from <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>–<inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">8</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, taking this average does
not address the issue that these bins cannot be expected to contain identical VDFs due
to halo anisotropy. As bins 1 and 2 are close to the parallel direction, we
subtract from these the corresponding data in bins 7 and 8 which, in the case
that a bi-kappa function models the halo accurately, should best remove the
halo contribution to the near-anti-sunward VDF. The resulting VDF, which we
label <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, describes the excess electrons in the anti-sunward
direction which represent the strahl. This method assumes that the effect of
any anisotropy in the halo on <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is negligible.
Figure <xref ref-type="fig" rid="Ch1.F2"/>b shows an example of <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> plotted with the
anti-sunward distribution <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> from which it is calculated. We see that a
significant portion of <inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is made up of the strahl electrons in
<inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in the energy range <inline-formula><mml:math id="M133" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.1</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">keV</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>≤</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi>E</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>≤</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mn mathvariant="normal">1</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">keV</mml:mi></mml:mrow></mml:math></inline-formula>. Numerically, <inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> frequently becomes negative,
and thus unphysical, at variable energies below <inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:mn mathvariant="normal">100</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">eV</mml:mi></mml:mrow></mml:math></inline-formula>, where it
is obscured by the core/halo.</p>
      <p id="d1e2552">The strahl can be characterised by taking proxy moments of <inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.
Again following <xref ref-type="bibr" rid="bib1.bibx39" id="normal.55"/>, we may do so by numerically integrating
<inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> within the energy range <inline-formula><mml:math id="M138" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.1</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">keV</mml:mi></mml:mrow></mml:math></inline-formula>. The reason
for doing this is to exclude core, halo and super-halo electrons from the
moment calculation. Due to the hard boundary on the numerical integration,
these values shall hence be referred to as “partial moments”. This is
appropriate as they do not account for all of the electrons represented by
<inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. We distinguish these from the above proxy temperatures and
densities as they are calculated over a fixed energy range.</p>
      <p id="d1e2606">For the purpose of this study, we calculate only the mean energy of strahl
electrons, <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, through the second partial moment of the
distribution:
            <disp-formula id="Ch1.E5" content-type="numbered"><mml:math id="M141" display="block"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>v</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">eV</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>v</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">keV</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:munderover><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>cos⁡</mml:mi><mml:msup><mml:mn mathvariant="normal">45</mml:mn><mml:mo>∘</mml:mo></mml:msup><mml:mo>)</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>v</mml:mi><mml:mo>)</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:mi>m</mml:mi><mml:msup><mml:mi>v</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>v</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>cos⁡</mml:mi><mml:msup><mml:mn mathvariant="normal">45</mml:mn><mml:mo>∘</mml:mo></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:msup><mml:mi>v</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> are included as a result of the
integration in spherical coordinates. Calculating this over a constant and
finite energy range should be treated with some caution, as fluctuations in
the electron populations could cause the extent of the strahl to vary about
these limits.</p>
      <p id="d1e2760">When comparing <inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> we
do not assign a time lag despite the strahl's more rapid propagation to 1 AU
down the magnetic field line. If the strahl is frozen into the heliospheric
magnetic field, then the strahl observed at 1 AU simultaneously to the bulk
solar wind must be from the same source region in the corona. Applying a time
lag would thus instead lead to comparing strahl to ion data from different
source regions. We note that there is an implicit assumption that the
freezing-in temperature of oxygen at the solar wind source has not changed
significantly over the travel time of the oxygen ions themselves. This may be
more likely to hold true for coronal hole sources than
it would for the slow solar wind source regions, which tend to be more chaotic and variable than the fast wind.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><caption><p id="d1e2802">Example electron distribution functions calculated from
time-averaged WIND-3DP flux data. Both <bold>(a)</bold> and <bold>(b)</bold> plot
<inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:mi>f</mml:mi><mml:mo>(</mml:mo><mml:mi>E</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> on logarithmic axes. Spacecraft potential corrections have been
applied to each. Panel <bold>(a)</bold> shows data overlaid with fitted curves as
described in the text. <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is enhanced over <inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> due to the presence
of the strahl population at energies <inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> eV. An estimate of the
break-point energy <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">b</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is shown in purple. Panel <bold>(b)</bold> shows an
example <inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> distribution calculated as described in the text. Also
shown is the corresponding <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> distribution. <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> makes up a
significant portion of <inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> at energies <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> eV. <inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> drops off
rapidly below this energy and is non-physical below 30 eV as it is
numerically negative.</p></caption>
          <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f02.pdf"/>

        </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><caption><p id="d1e2951">Time series data taken from portions of 2008 <bold>(a)</bold> and 2009
<bold>(b)</bold>. The top panels show solar wind proton speed as
measured by the ACE spacecraft. The middle panels plot the oxygen charge
state ratio <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> on a logarithmic scale.
<inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> varies counter to <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> as
is expected. The bottom panels plot the pair of proxy suprathermal
temperatures <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. These vary
synchronously, with <inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> tending to moderately higher values.
We note that both temperatures appear to track well with
<inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in case <bold>(a)</bold>, but in case
<bold>(b)</bold> they appear to vary oppositely with it.</p></caption>
          <?xmltex \igopts{width=483.69685pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f03.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S4">
  <title>Results</title>
      <p id="d1e3111">We first compare time series of <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
with proxy suprathermal temperatures <inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. Figure <xref ref-type="fig" rid="Ch1.F3"/> shows time series of solar
wind bulk proton speed <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (from SWICS), oxygen charge state
<inline-formula><mml:math id="M168" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, and temperatures
<inline-formula><mml:math id="M169" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> taken during
2008 (Fig. <xref ref-type="fig" rid="Ch1.F3"/>a) and 2009 (Fig. <xref ref-type="fig" rid="Ch1.F3"/>b) over
<inline-formula><mml:math id="M171" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula>16 days. These time periods have been chosen to best contrast the
possible relationships between these parameters, which depend on the
heliospheric conditions at the time. We observe that both <inline-formula><mml:math id="M172" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
and <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> appear to vary in agreement with
<inline-formula><mml:math id="M174" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in Fig. <xref ref-type="fig" rid="Ch1.F3"/>a but in
Fig. <xref ref-type="fig" rid="Ch1.F3"/>b vary oppositely. Viewing the data this way, it is
immediately apparent that there can be no consistent tendency for our proxy
suprathermal temperature to either correlate or anti-correlate with
<inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Other time periods can also be
found where no apparent positive or negative relationship is clear.</p>
      <p id="d1e3332">Next, we plot proxy suprathermal temperatures against
<inline-formula><mml:math id="M176" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> directly, to bring to light which,
if any, relationship it has with <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.
Analysing scatter plots of <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>h–s</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> against
<inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, and producing associated
correlation coefficients allows for a more robust analysis of the nature of
any possible relationship between the two than is possible with time series
data alone. We compare data over the timescales of Carrington rotations as
this allows as close to a full, instantaneous sample of all of the solar wind
in the ecliptic at 1 AU as possible. This minimises any effects from
drifting <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> relative to <inline-formula><mml:math id="M181" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
or <inline-formula><mml:math id="M182" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>h–s</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> from any temporal factors on the Sun, in our correlation
calculations. Figures <xref ref-type="fig" rid="Ch1.F4"/> and <xref ref-type="fig" rid="Ch1.F5"/> show the result of
plotting <inline-formula><mml:math id="M183" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M184" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> against
<inline-formula><mml:math id="M185" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for Carrington rotations 2067
(day 52–80, 2008; end of declining phase of the solar cycle) and 2089
(day 286–315, 2009; beginning of rising phase of the solar cycle),
respectively. Note that while the times in Fig. <xref ref-type="fig" rid="Ch1.F3"/>b overlap
with CR-2089, Fig. <xref ref-type="fig" rid="Ch1.F3"/>a does not overlap with CR-2067. Pearson
linear correlation coefficients are calculated between each temperature and
<inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msub><mml:mi>log⁡</mml:mi><mml:mn mathvariant="normal">10</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>. Corresponding
<inline-formula><mml:math id="M187" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula> values for these correlations, and those shown in Figs. <xref ref-type="fig" rid="Ch1.F5"/>
and <xref ref-type="fig" rid="Ch1.F6"/>, have all been found to tend to zero, and so are not
displayed on the plots themselves. We use the logarithm of
<inline-formula><mml:math id="M188" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> as it varies over orders of
magnitude for linear changes in freeze-in temperature, as shown in the
previous section. <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> exhibits a positive relationship
(<inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.701</mml:mn></mml:mrow></mml:math></inline-formula>) with <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> during CR-2067,
and a negative one (<inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.621</mml:mn></mml:mrow></mml:math></inline-formula>) during CR-2089. <inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> varies
similarly, although it has smaller magnitude in <inline-formula><mml:math id="M194" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> for both Carrington
rotations shown. Thus, for isolated time periods, and indeed whole Carrington
rotations, it is possible to find both somewhat convincing positive and
negative relationships. This agrees with the relationships inferred from the
time series data in Fig. <xref ref-type="fig" rid="Ch1.F3"/>. We note that the
<inline-formula><mml:math id="M195" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>-<inline-formula><mml:math id="M196" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> relationship
shows signs of being split into a pair of populations during CR-2067; for
high and low <inline-formula><mml:math id="M197" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. This does not appear to be the case for
<inline-formula><mml:math id="M198" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, or for either of the relationships during CR-2089.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><caption><p id="d1e3770">Scatter plots of <bold>(a)</bold> <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <bold>(b)</bold>
<inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> against <inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for
Carrington rotation 2067. Pearson linear correlation coefficients are printed
on the plots. Both have moderate and positive values of <inline-formula><mml:math id="M202" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>, with
<inline-formula><mml:math id="M203" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> having a slightly stronger correlation.
<inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is also systematically higher than <inline-formula><mml:math id="M205" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
by around 5–10 eV. </p></caption>
        <?xmltex \igopts{width=142.26378pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f04.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5"><caption><p id="d1e3892">Scatter plots of <bold>(a)</bold> <inline-formula><mml:math id="M206" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <bold>(b)</bold>
<inline-formula><mml:math id="M207" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> against <inline-formula><mml:math id="M208" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for
Carrington rotation 2089. Pearson linear correlation coefficients are printed
on the plots. Both have moderate and negative values of <inline-formula><mml:math id="M209" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>, with
<inline-formula><mml:math id="M210" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> having a slightly stronger correlation.
<inline-formula><mml:math id="M211" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is also systematically higher than <inline-formula><mml:math id="M212" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
by around 5–10 eV.</p></caption>
        <?xmltex \igopts{width=142.26378pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f05.png"/>

      </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6"><caption><p id="d1e4013">Scatter plots of <inline-formula><mml:math id="M213" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> against
<inline-formula><mml:math id="M214" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for Carrington rotations
<bold>(a)</bold> 2067 and <bold>(a)</bold> 2089. Pearson linear correlation
coefficients are printed on the plots. A weak positive relationship appears
in <bold>(a)</bold> (<inline-formula><mml:math id="M215" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.627</mml:mn></mml:mrow></mml:math></inline-formula>) which is absent in <bold>(b)</bold>.</p></caption>
        <?xmltex \igopts{width=142.26378pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f06.png"/>

      </fig>

      <p id="d1e4084">Turning to the electrons identified as forming the strahl populations, we now
plot <inline-formula><mml:math id="M216" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> against <inline-formula><mml:math id="M217" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in the
same format in Fig. <xref ref-type="fig" rid="Ch1.F6"/>a and b, for Carrington rotations 2067 and
2089. The former period exhibits a mild positive correlation, with
<inline-formula><mml:math id="M218" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> varying over a range of approximately 20 eV, similarly to
<inline-formula><mml:math id="M219" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in the same time period. During the latter period,
there is no strong positive or negative correlation, although the
<inline-formula><mml:math id="M220" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> values show a similar range of variation as those in
Carrington rotation 2067. We also do not observe any apparent grouping of
points during CR-2067 as we did for <inline-formula><mml:math id="M221" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7" specific-use="star"><caption><p id="d1e4179">Histogram plots for <inline-formula><mml:math id="M222" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> <bold>(a–c)</bold>,
<inline-formula><mml:math id="M223" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> <bold>(c–f)</bold> and <inline-formula><mml:math id="M224" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <bold>(g–i)</bold> against
<inline-formula><mml:math id="M225" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Panels <bold>(a, d, g)</bold> are
composed of data taken during the lower quartile period of sunspot number,
<bold>(b, e, h)</bold> the middle two, and <bold>(c, f, i)</bold> the upper. The
plots are normalised for each box by the number of points in that bin of
<inline-formula><mml:math id="M226" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. For each column of plots, the
small top panel above shows <inline-formula><mml:math id="M227" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula>, the fraction of solar wind samples
above <inline-formula><mml:math id="M228" display="inline"><mml:mrow><mml:mn mathvariant="normal">500</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">km</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (fast solar wind) per bin of
<inline-formula><mml:math id="M229" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. For <inline-formula><mml:math id="M230" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, we
note a weak upward trend in <bold>(a)</bold> which is not found in <bold>(c)</bold>,
likely as <inline-formula><mml:math id="M231" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in <bold>(c)</bold> does not
extend to sufficiently low values. Panel <bold>(b)</bold> shows a similar
increase in <inline-formula><mml:math id="M232" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> at low
<inline-formula><mml:math id="M233" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> values as <bold>(a)</bold> does, and
also a drop-off at high <inline-formula><mml:math id="M234" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> values as
in <bold>(c)</bold>. <inline-formula><mml:math id="M235" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> extends down to the pre-defined limit
of halo temperature, indicating likely drop-outs of the halo at large
<inline-formula><mml:math id="M236" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. For <inline-formula><mml:math id="M237" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>, in both
<bold>(d)</bold> and <bold>(e)</bold> we observe a broadly spread,
upwards trend in the
low-<inline-formula><mml:math id="M238" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> regions (<inline-formula><mml:math id="M239" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn></mml:mrow></mml:math></inline-formula>), which then
inverts to become a downwards trend at higher values. In <bold>(f)</bold>, we see
only high-<inline-formula><mml:math id="M240" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> values and see <inline-formula><mml:math id="M241" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> decrease gradually. There is a
degree of agreement between these trends and those of <inline-formula><mml:math id="M242" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
above. For <inline-formula><mml:math id="M243" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, a weak upward trend is found in <bold>(g)</bold>,
which appears to sharply fall off at higher
<inline-formula><mml:math id="M244" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M245" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0.2</mml:mn></mml:mrow></mml:math></inline-formula>). This may be due to a lack
of samples at high <inline-formula><mml:math id="M246" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, however. Panel
<bold>(i)</bold> also shows a weak positive trend, but this is far less smooth as
<bold>(i)</bold> is made up of fewer samples than <bold>(g)</bold> or <bold>(h)</bold>.
Panel <bold>(h)</bold> shows a continuous positive trend through all available
<inline-formula><mml:math id="M247" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> samples. The trend increases more
sharply as <inline-formula><mml:math id="M248" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
increases.</p></caption>
        <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f07.png"/>

      </fig>

      <p id="d1e4769">To explain the observation of both periods of positive and negative
correlations between <inline-formula><mml:math id="M249" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and proxies
for the suprathermal temperature, we now consider the data over multiple
Carrington rotations. We group the available data in time, based on the phase
of the solar cycle, which we define simply by using quartiles of the monthly
sunspot number, acquired from the SILSO World Data Center. Our
<inline-formula><mml:math id="M250" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M251" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M252" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M253" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> data from the lower and upper
quartile time periods (2006–2010 and 1999–2003, respectively) are shown in
the left and right columns of plots in Fig. <xref ref-type="fig" rid="Ch1.F7"/>. Data from the
remaining two middle quartiles are shown combined in the central column. We
note that there is a large portion of missing data in the upper quartile time
period owing to the orbit of WIND. This period falls primarily over the time
range for the sunspot maximum, leaving only around 1 year's worth of data
available for that quartile in total.</p>
      <p id="d1e4864">To contextualise the types of solar wind which are represented in these plots
by solar wind speed as well as <inline-formula><mml:math id="M254" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, for
each column we define <inline-formula><mml:math id="M255" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula> as the fraction of solar wind samples in each
bin of <inline-formula><mml:math id="M256" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> which can be considered
“fast” (<inline-formula><mml:math id="M257" display="inline"><mml:mrow><mml:mi>v</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">500</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">km</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">s</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). We plot <inline-formula><mml:math id="M258" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula> against
<inline-formula><mml:math id="M259" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> as the top panel of each column.
This shows in each case that the low
(high)-<inline-formula><mml:math id="M260" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> portions of each period
contain <inline-formula><mml:math id="M261" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">80</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> fast (slow) wind, with intermediate sections at mid-range
values. We note, however, that with increasing solar activity (moving left to
right) we see a trend for the transition from fast to slow to occur at higher
<inline-formula><mml:math id="M262" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> values. Further, we attribute the
up-turn in <inline-formula><mml:math id="M263" display="inline"><mml:mi mathvariant="italic">λ</mml:mi></mml:math></inline-formula> at high-<inline-formula><mml:math id="M264" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> to be
a result of the high-speed solar wind which is associated with
compositionally hot active regions.</p>
      <p id="d1e5082">Each main panel in Fig. <xref ref-type="fig" rid="Ch1.F7"/>a–i plots a derived electron
parameter (on the <inline-formula><mml:math id="M265" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> axis) against <inline-formula><mml:math id="M266" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
as a 2-D histogram which has been normalised by the number of data points in
each column of <inline-formula><mml:math id="M267" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. In this way, the
colour of each box describes the probability of measuring that value of <inline-formula><mml:math id="M268" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>
given the corresponding <inline-formula><mml:math id="M269" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> value. This
normalisation is applied to account for discrepancies in the number of
samples at the extremes of <inline-formula><mml:math id="M270" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, which
tends to be skewed strongly towards higher values. A dashed white line in
each plot traces the weighted mean <inline-formula><mml:math id="M271" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> for each bin of
<inline-formula><mml:math id="M272" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e5239">The data acquired during periods of quiet Sun in Fig. <xref ref-type="fig" rid="Ch1.F7"/>a
displays a weak upwards trend for <inline-formula><mml:math id="M273" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> with
<inline-formula><mml:math id="M274" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, which climbs primarily between
<inline-formula><mml:math id="M275" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.002</mml:mn></mml:mrow></mml:math></inline-formula> and 0.02, levelling out and
falling off at <inline-formula><mml:math id="M276" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula>. This is most
clearly visible in the mean line, as the spread of the data in
<inline-formula><mml:math id="M277" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is very broad. The large spread in the data means that
any correlation coefficient calculated from it would be very small. The
histogram appears to be split into two clusters, in the bottom left and
bottom right of the plot, at around <inline-formula><mml:math id="M278" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn></mml:mrow></mml:math></inline-formula>. This corresponds to around <inline-formula><mml:math id="M279" display="inline"><mml:mrow><mml:mn mathvariant="normal">70</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> fast solar wind.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8" specific-use="star"><caption><p id="d1e5402">Linear correlation data for suprathermal electron parameters with
<inline-formula><mml:math id="M280" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, as calculated over single
Carrington rotations against time. Also shown are supporting solar and
heliospheric data. Time is shown as years on the top axis and Carrington
rotation number on the bottom. All correlation data (<inline-formula><mml:math id="M281" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> or <inline-formula><mml:math id="M282" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mi>r</mml:mi></mml:mrow></mml:math></inline-formula>) are
shown as a filled in point only when the corresponding <inline-formula><mml:math id="M283" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula> value is <inline-formula><mml:math id="M284" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.05</mml:mn></mml:mrow></mml:math></inline-formula>;
otherwise it is outline only. <bold>(a)</bold> Monthly sunspot number is plotted
as a dashed line. A sunspot maximum followed by a minimum can be seen over
the course of the observations. Also plotted is a histogram of the number of
ICME detections at L1 from the Richardson and Cane list
<xref ref-type="bibr" rid="bib1.bibx34" id="paren.56"/>. Greyed-out boxes correspond to gaps resulting from a
lack of WIND electron data. The time for the minimum in ICMEs leads that of
sunspot minimum by 1–2 years. This period has some agreement with that of
strongest <inline-formula><mml:math id="M285" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>-<inline-formula><mml:math id="M286" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
correlation in 2007–2008. <bold>(b)</bold> The left axis plots the correlation
coefficient <inline-formula><mml:math id="M287" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> calculated for the pairing
<inline-formula><mml:math id="M288" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>-<inline-formula><mml:math id="M289" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. The right
axis plots the value <inline-formula><mml:math id="M290" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>v</mml:mi></mml:mrow></mml:math></inline-formula>, which describes the range of the velocity
data sampled as a difference of upper and lower quartiles (detailed in text).
There is some apparent tracking between these two parameters, notably in the
period following 2006. <bold>(c)</bold> <inline-formula><mml:math id="M291" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mi>r</mml:mi></mml:mrow></mml:math></inline-formula> for the correlation
coefficient between <inline-formula><mml:math id="M292" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M293" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. The fractional dependence of the
two parameters on each other is clearly less that 20 % for most Carrington
rotations. A notable exception to this is the period of enhanced positive
correlation around the time 2007–2008. <bold>(d)</bold> The same plot as
<bold>(c)</bold>, with <inline-formula><mml:math id="M294" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> replaced by <inline-formula><mml:math id="M295" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. The
magnitude of <inline-formula><mml:math id="M296" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mi>r</mml:mi></mml:mrow></mml:math></inline-formula> is almost uniformly smaller than for
<inline-formula><mml:math id="M297" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. <bold>(e)</bold> <inline-formula><mml:math id="M298" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mo>|</mml:mo><mml:mi>r</mml:mi><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> for the linear correlation
<inline-formula><mml:math id="M299" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> calculated for <inline-formula><mml:math id="M300" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with
<inline-formula><mml:math id="M301" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. For most Carrington rotations
there is a weak, positive, relationship. There are no notable Carrington
rotations in which there is a negative relationship.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f08.png"/>

      </fig>

      <p id="d1e5761">The data acquired near solar maximum in Fig. <xref ref-type="fig" rid="Ch1.F7"/>c do not exhibit
an upwards trend or clustering, in contrast to the lower quartile data.
However, in this case the data do not extend to below
<inline-formula><mml:math id="M302" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn></mml:mrow></mml:math></inline-formula>, which is near the cut-off
for the clustering and upwards gradient observed in Fig. <xref ref-type="fig" rid="Ch1.F7"/>a.
This is likely due to the properties of solar wind streams which existed at
these times, possibly in combination with sampling issues brought about by
WIND's orbit. Nevertheless, a downwards trend around higher
<inline-formula><mml:math id="M303" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> values still seems apparent.
<inline-formula><mml:math id="M304" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> overall appears to be lower on average than in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a, with a wider spread that may be due to a lack of
samples taken for this period.</p>
      <p id="d1e5842">Figure <xref ref-type="fig" rid="Ch1.F7"/>b contains the same plot as above for the remainder of
the <inline-formula><mml:math id="M305" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> data, covering mid-levels of activity. The left
section of the plot appears to mimic the relationship found in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a, while the right mimics that found in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>c. This suggests that these relationships may be
dependent mostly on the availability of high and low
<inline-formula><mml:math id="M306" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> solar wind at low latitudes.</p>
      <p id="d1e5891">In Fig. <xref ref-type="fig" rid="Ch1.F7"/>d–f we plot <inline-formula><mml:math id="M307" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> against
<inline-formula><mml:math id="M308" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for different solar cycle periods.
Overall this parameter exhibits far more spread than we see in
<inline-formula><mml:math id="M309" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. We find that in the
low-<inline-formula><mml:math id="M310" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> section, <inline-formula><mml:math id="M311" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>
increases with increasing charge state, whereas it falls with increasing
charge state in the high-<inline-formula><mml:math id="M312" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> section.
This is similar to the change in <inline-formula><mml:math id="M313" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a and particularly Fig. <xref ref-type="fig" rid="Ch1.F7"/>b. Further, we see
<inline-formula><mml:math id="M314" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> decline with <inline-formula><mml:math id="M315" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>f, as <inline-formula><mml:math id="M316" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> does in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>c. For all periods of the solar cycle there is a degree
of agreement between these two parameters which both primarily describe the
halo population. We note that this result appears to agree with
<xref ref-type="bibr" rid="bib1.bibx39" id="normal.57"/>, who reported correlation during fits to the halo population
between the temperature and <inline-formula><mml:math id="M317" display="inline"><mml:mi mathvariant="italic">κ</mml:mi></mml:math></inline-formula>.</p>
      <p id="d1e6095">We find similar results for <inline-formula><mml:math id="M318" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in Fig. <xref ref-type="fig" rid="Ch1.F7"/>g–i as we
do for <inline-formula><mml:math id="M319" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, with some distinctions. A positive correlation
with <inline-formula><mml:math id="M320" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> can be seen when sufficiently
low values of <inline-formula><mml:math id="M321" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> are sampled, as is
evident from the white line which illustrates the mean in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>g. However, at times when these low values are not
sampled in the solar wind the upward trend appears to continue. The
increasing trends found here are associated with a similar wide spread in
underlying values to those in <inline-formula><mml:math id="M322" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. We find in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>h the strongest positive trend in <inline-formula><mml:math id="M323" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with
<inline-formula><mml:math id="M324" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Particularly, in the upper range
of <inline-formula><mml:math id="M325" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M326" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula>) there is a moderate
increase in <inline-formula><mml:math id="M327" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e6281">Returning to calculations of correlation coefficient, we repeat the
calculation of <inline-formula><mml:math id="M328" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> for our suprathermal electron parameters against
<inline-formula><mml:math id="M329" display="inline"><mml:mrow><mml:msub><mml:mi>log⁡</mml:mi><mml:mn mathvariant="normal">10</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, for each Carrington
rotation within the available dataset. The results of this are shown in
Fig. <xref ref-type="fig" rid="Ch1.F8"/>. Figure <xref ref-type="fig" rid="Ch1.F8"/>a serves to contextualise the
correlation data in the rest of the plot. The dashed black line shows the
monthly sunspot number, showing that the full dataset spans the time of
approximately one solar cycle. The first half of the data occurs around solar
maximum, and the second around minimum. The histogram shows in red the
occurrence of ICMEs detected at 1 AU, taken from the Richardson and
Cane (2010) ICME list. Greyed-out boxes show periods when absence of WIND
data has prevented analysis. The period with fewest ICMEs appears to
correspond to the period of maximum positive correlation for
<inline-formula><mml:math id="M330" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, around 2007–2008. This also coincides with the
declining phase of cycle 23 indicated by the sunspot number, with a slight
offset in time. Apart from this trend, there does not appear to be a direct
correspondence with ICME activity and the correlation of
<inline-formula><mml:math id="M331" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> with any of the suprathermal
electron parameters on a per-Carrington rotation basis.</p>
      <p id="d1e6371">The variation in <inline-formula><mml:math id="M332" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> with time is shown in Fig. <xref ref-type="fig" rid="Ch1.F8"/>b for
<inline-formula><mml:math id="M333" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> only. Filled-in points indicate correlation
coefficients with a corresponding <inline-formula><mml:math id="M334" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula> value of less than 0.05, a typical
cut-off for significance. The square of a Pearson correlation coefficient,
<inline-formula><mml:math id="M335" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>, can be interpreted as the fraction of variation in the data which is
described by the assumption that the two variables from which <inline-formula><mml:math id="M336" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> is
calculated are linearly dependent. We plot <inline-formula><mml:math id="M337" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mo>|</mml:mo><mml:mi>r</mml:mi><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> for the correlation
of <inline-formula><mml:math id="M338" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M339" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>) with
<inline-formula><mml:math id="M340" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> in Fig. <xref ref-type="fig" rid="Ch1.F8"/>c
(Fig. <xref ref-type="fig" rid="Ch1.F8"/>d). This value expresses the value of <inline-formula><mml:math id="M341" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> between the
parameters, while still preserving the sign of <inline-formula><mml:math id="M342" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>. With this parameter we
easily observe that, for the majority of Carrington rotations, there is very
little dependence of halo temperature on
<inline-formula><mml:math id="M343" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, as <inline-formula><mml:math id="M344" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> rarely exceeds 25 %.
Figure <xref ref-type="fig" rid="Ch1.F8"/>c shows <inline-formula><mml:math id="M345" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mo>|</mml:mo><mml:mi>r</mml:mi><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> exceeds a positive correlation with
dependency of 25 % during some Carrington rotations in 2007–2008; the
period of fewest ICMEs noted above.</p>
      <p id="d1e6572">To quantify the extent to which a full sample of the available solar wind
conditions have been captured for a given Carrington rotation, we define
<inline-formula><mml:math id="M346" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>v</mml:mi></mml:mrow></mml:math></inline-formula> as the lower quartile value of the solar wind speed subtracted
from the upper. This provides a description of the range of velocities
covered by the data, which will be smaller when the solar wind exhibits less
diversity in its streams, or when a portion of the data corresponding to one
velocity regime is missing. To test if there is a relationship between the
degree of correlation and <inline-formula><mml:math id="M347" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>v</mml:mi></mml:mrow></mml:math></inline-formula>, we plot the two directly against each
other in Fig. <xref ref-type="fig" rid="Ch1.F9"/>. Any apparent tracking in Fig. <xref ref-type="fig" rid="Ch1.F9"/>b
only amounts to a small correlation of 0.363. The degree of correlation
between perpendicular suprathermal temperature and
<inline-formula><mml:math id="M348" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> is not very sensitive to the
diversity of available wind speed.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9"><caption><p id="d1e6628">Plot of the correlation coefficient <inline-formula><mml:math id="M349" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>, calculated between
<inline-formula><mml:math id="M350" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M351" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for each
Carrington rotation, against the measure of spread in velocity <inline-formula><mml:math id="M352" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>v</mml:mi></mml:mrow></mml:math></inline-formula>.
There is a weak positive trend between the two.</p></caption>
        <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://angeo.copernicus.org/articles/35/1275/2017/angeo-35-1275-2017-f09.pdf"/>

      </fig>

      <p id="d1e6694"><?xmltex \hack{\newpage}?>Figure <xref ref-type="fig" rid="Ch1.F8"/>e shows <inline-formula><mml:math id="M353" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mo>|</mml:mo><mml:mi>r</mml:mi><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> calculated for the correlation
coefficient of <inline-formula><mml:math id="M354" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> with <inline-formula><mml:math id="M355" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.
As with the other parameters, any relationship represented by these values of
<inline-formula><mml:math id="M356" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> is very weak, as <inline-formula><mml:math id="M357" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> never exceeds 0.5, and the values are typically
smaller than even those for <inline-formula><mml:math id="M358" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. The most extended period
where <inline-formula><mml:math id="M359" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> is positive appears to fall between 2004 and 2008, the declining
phase of cycle 23, which is slightly longer than the extended positive period
for <inline-formula><mml:math id="M360" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. There is no comparable period of negative
correlation, although there is a period of extended near-zero correlation
which appears to correspond to the period of most negative correlation for
both <inline-formula><mml:math id="M361" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M362" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> around the rising phase of
cycle 24.</p>
</sec>
<sec id="Ch1.S5">
  <title>Discussion</title>
<sec id="Ch1.S5.SS1">
  <?xmltex \opttitle{Coronal temperature signatures at 1\,AU}?><title>Coronal temperature signatures at 1 AU</title>
      <p id="d1e6848">We first note that all correlation coefficients and apparent trends between
<inline-formula><mml:math id="M363" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and derived suprathermal electron
properties in the data which have been shown in Sect. <xref ref-type="sec" rid="Ch1.S4"/> only
imply, at best, weak relationships. Correlation coefficients which accompany
the scatter plots in Figs. <xref ref-type="fig" rid="Ch1.F4"/>–<xref ref-type="fig" rid="Ch1.F6"/> and feature in the
long-term analysis of Fig. <xref ref-type="fig" rid="Ch1.F8"/> only correspond to values of <inline-formula><mml:math id="M364" display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>
which rarely exceed 10 %. As described in Sect. <xref ref-type="sec" rid="Ch1.S4"/>, this value
describes the fraction of variation in the data which can be explained by the
two sharing a linear relationship. Likewise, while there is frequently a
positive trend in the mean lines in the histograms in Fig. <xref ref-type="fig" rid="Ch1.F7"/>,
the large spread in the data is indicative of the weakness of the overall
increasing trend. Caution must be used when trying to explain or draw
conclusions from such weak correlations, but perhaps more reasonably we can
attempt to explain the weakness of the correlations themselves, and the
variation therein. The weakness of the <inline-formula><mml:math id="M365" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>h–s</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M366" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
relationships with <inline-formula><mml:math id="M367" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> could suggest
that the suprathermal electron populations have lost almost all
characteristics relating to coronal temperature signatures before they reach
1 AU. Alternatively, this could mean that these signatures are not set in
the corona in the way predicted in Sect. <xref ref-type="sec" rid="Ch1.S1"/>, i.e. with more
energetic suprathermal electron populations being formed in regions with
higher core electron temperature, at the correct height to map to the oxygen
freeze-in height. In this section we explore how the evidence may be
interpreted in each case.</p>
      <p id="d1e6952">The following discussion focuses on <inline-formula><mml:math id="M368" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, which we believe
is a better representation of the halo temperature than <inline-formula><mml:math id="M369" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>,
while our parameter <inline-formula><mml:math id="M370" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> will be used to provide information about
the isolated strahl. The observation in Fig. <xref ref-type="fig" rid="Ch1.F4"/>, and in later
plots, that <inline-formula><mml:math id="M371" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> tends to be greater than
<inline-formula><mml:math id="M372" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is most likely due to the presence of the strahl
electrons in <inline-formula><mml:math id="M373" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. The strahl is well described as a beam of electrons. The
effect of adding such a beam, with a relative velocity drift, to the halo is
to create a new distribution which is enhanced at the energies around the
beam energy. Thus, a kappa fit to this distribution returns a temperature
which is enhanced over that for the halo alone, as long as the central strahl
energy is sufficiently displaced from the central halo energy. The size of
the temperature increase depends strongly on the number density of the
strahl. Given these complications in interpreting <inline-formula><mml:math id="M374" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, we do
not consider it further in this section.</p>
</sec>
<sec id="Ch1.S5.SS2">
  <title>Explanations for weakness of coronal signatures</title>
      <p id="d1e7056">A popular model for the formation of the core–halo–strahl feature is that
the halo is formed by pitch angle scattering of strahl electrons by whistler
waves, which is balanced by magnetic focusing to maintain the field-aligned
strahl <xref ref-type="bibr" rid="bib1.bibx29" id="paren.58"/>. The scattering and refocusing processes can occur
continuously during propagation, and so electrons which arrive at 1 AU as
part of either the strahl or halo populations could have been subject to
scattering events several times during the course of their propagation.
Alternatively, <xref ref-type="bibr" rid="bib1.bibx37" id="normal.59"/> suggest the strahl population may be
expected to have been subject to far less scattering than the halo by the
time it reaches 1 AU. In both cases, the halo and strahl electrons are
predicted to originate from the same population. This appears to be the case
within the limits of our measurements, to the extent that the two appear to
both be very weakly correlated with <inline-formula><mml:math id="M375" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
by the time they reach 1 AU. We explore the <inline-formula><mml:math id="M376" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M377" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> relationships with <inline-formula><mml:math id="M378" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>,
attempting to find evidence as to whether their state at 1 AU is a result of
an initially weak relationship, or an initially strong relationship weakened
by in situ processing.</p>
      <p id="d1e7143">The time period from which Fig. <xref ref-type="fig" rid="Ch1.F7"/>a is drawn, 2006–2010,
includes the declining phase of solar cycle 23. This period has previously
been found to feature highly persistent, low-latitude, coronal holes
<xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx28" id="paren.60"/>. The solar wind from such coronal holes is
likely to contain the very low <inline-formula><mml:math id="M379" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
values which are evident in Fig. <xref ref-type="fig" rid="Ch1.F7"/>a. It appears that the weak
upwards trend which we observe is due to these exceptionally low
<inline-formula><mml:math id="M380" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M381" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>
measurements, primarily as they form a cluster of points which contrast with
the main population at higher <inline-formula><mml:math id="M382" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. This
is also the case for the upwards trend in Fig. <xref ref-type="fig" rid="Ch1.F7"/>b. Further,
this lower population exhibits its own self-contained gradual increase in
<inline-formula><mml:math id="M383" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> with <inline-formula><mml:math id="M384" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> which
is not seen for the higher values, in which there is a gradual decrease.
Perhaps only wind from the coronal hole proper, and not these transitional
regions, preserves an initial coronal temperature signature in
<inline-formula><mml:math id="M385" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. This could be due to differences in the freezing-in
process in these transitional regions, or due to differences in processing
which occur in the solar wind as these regions develop stream interactions.</p>
      <p id="d1e7302">Interestingly, the cut-off between the two distinct regions in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a seems to be at about
<inline-formula><mml:math id="M386" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn></mml:mrow></mml:math></inline-formula>, a far smaller value than
those previously found to distinguish coronal hole from non-coronal hole
solar wind streams <xref ref-type="bibr" rid="bib1.bibx45 bib1.bibx43" id="paren.61"/>. By that measure, this
population falls within the high extremes of coronal hole wind charge state,
and so likely does not include many samples from the trailing edges of
coronal hole wind streams, across which
<inline-formula><mml:math id="M387" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> gradually increases from typical
fast to typical slow solar wind values.</p>
      <p id="d1e7366">Charge state data are available in the ACE-SWICS dataset for elements other
than oxygen. These include carbon charge state ratios
<inline-formula><mml:math id="M388" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M389" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Each of these can provide an
estimate of coronal temperature at a different freeze-in height from oxygen.
<xref ref-type="bibr" rid="bib1.bibx20" id="normal.62"/> modelled coronal charge state evolution including ionisation
by both collisional and photoionisation processes. They found that the
resulting solar wind value of <inline-formula><mml:math id="M390" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> is
likely more susceptible to photoionisation than either of the above carbon
charge states. While initial comparisons with the results which have been
covered in Sect. <xref ref-type="sec" rid="Ch1.S4"/> appeared very similar for
<inline-formula><mml:math id="M391" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M392" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> to
<inline-formula><mml:math id="M393" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, these have not been studied
further at present. Interesting future work would compare the similarities
and differences in the relationships for these ions with those discussed in
this study for oxygen.</p>
      <p id="d1e7532">We can compare the increase in the mean <inline-formula><mml:math id="M394" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> value in the
low-<inline-formula><mml:math id="M395" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> regions of
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a and b to a best-guess expected increase. Using the
results of the freeze-in temperature calculations shown in
Fig. <xref ref-type="fig" rid="Ch1.F1"/>, given the increase in
<inline-formula><mml:math id="M396" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> from around 0.002–0.02, we can
predict an increase of around 25 % in <inline-formula><mml:math id="M397" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">O</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in the corona. The
expected core–halo relationship from <xref ref-type="bibr" rid="bib1.bibx4" id="normal.63"/> shown in
Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>) then suggests an increase of 25 % should also appear in
<inline-formula><mml:math id="M398" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, should it be preserved out to 1 AU. The increases in
the mean <inline-formula><mml:math id="M399" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in these regions in Fig. <xref ref-type="fig" rid="Ch1.F7"/>a and
b appear to be around 20 %, showing reasonable agreement with the
prediction. This implies that there may be an underlying relationship between
<inline-formula><mml:math id="M400" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M401" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> which
for low-<inline-formula><mml:math id="M402" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> wind has been smeared out
in a mostly random fashion, either in the corona itself or by processing in
the solar wind.</p>
      <p id="d1e7719">In the high-<inline-formula><mml:math id="M403" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> regions of
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a and b we observe a downwards trend of
<inline-formula><mml:math id="M404" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> with <inline-formula><mml:math id="M405" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. This
is counter to the expected relationship, and cannot be explained as a simple
spreading-out of <inline-formula><mml:math id="M406" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> values. We note that
high-<inline-formula><mml:math id="M407" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> values should generally
correspond to the sources of the slow solar wind which is typically more
prone to fluctuations which can alter electron distributions. The lowering in
<inline-formula><mml:math id="M408" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, when compared visually to corresponding <inline-formula><mml:math id="M409" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mo>⟂</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>
electron distributions, can be understood as the halo temperature approaching
the core temperature. The downward trend in
<inline-formula><mml:math id="M410" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> could then show that in the most
high-<inline-formula><mml:math id="M411" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> slow solar wind, the halo is
more prone to thermalising with the core at some point between its initial
formation in the corona and its propagation to 1 AU. This then fully erases
any presumed positive relationship between <inline-formula><mml:math id="M412" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M413" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> when measured in situ at 1 AU.</p>
      <p id="d1e7949">In Fig. <xref ref-type="fig" rid="Ch1.F7"/>g–i <inline-formula><mml:math id="M414" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> increases with respect to
<inline-formula><mml:math id="M415" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> differently to
<inline-formula><mml:math id="M416" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, in that it does so continuously, while
<inline-formula><mml:math id="M417" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> appears to form clusters.
To a small extent  we see the rise in mean <inline-formula><mml:math id="M418" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> increase in rate with increasing <inline-formula><mml:math id="M419" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>.
Under the presumption of an initial positive relationship between
suprathermal temperature and <inline-formula><mml:math id="M420" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> set in
the corona, for all values of <inline-formula><mml:math id="M421" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, this
can be viewed as <inline-formula><mml:math id="M422" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> entirely losing this relationship in
high-<inline-formula><mml:math id="M423" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> solar wind en route to L1,
while <inline-formula><mml:math id="M424" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> preserves it. This is as the clustering for the halo
would have to develop during transit of the solar wind to 1 AU, if we assume
the strahl and halo are of common origin, as described in
Sect. <xref ref-type="sec" rid="Ch1.S1"/>. Such an occurrence is possible given the strahl's
potential to reach 1 AU far more rapidly than the halo, which propagates out
with the bulk solar wind. Alternatively, the partitioning in
<inline-formula><mml:math id="M425" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> could be caused by a change in freeze-in height at the
corona for different source regions, changing the initial relationship with
suprathermal electrons and ionisation and leading to a discontinuity in the
relationship between source regions. However, this interpretation does not
explain the lack of break in <inline-formula><mml:math id="M426" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, and so we favour the former. The
fact that the halo temperature seems to best correlate in
low-<inline-formula><mml:math id="M427" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> regions, associated with the
leading edge and centres of coronal hole streams, while the strahl
relationship is positive in all regions, could be explained as the halo being
subject to such processing outside of these relatively unperturbed regions of
fast solar wind which the strahl is not.</p>
      <p id="d1e8214">In Fig. <xref ref-type="fig" rid="Ch1.F8"/> we examine correlation coefficients <inline-formula><mml:math id="M428" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M429" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>⋅</mml:mo><mml:mo>|</mml:mo><mml:mi>r</mml:mi><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula>
for relationships between <inline-formula><mml:math id="M430" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>h–s</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M431" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M432" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> separated by Carrington rotation.
We find that <inline-formula><mml:math id="M433" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> shows most positive correlation with
<inline-formula><mml:math id="M434" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> during the declining phase and
subsequent minimum of solar cycle 23. The declining phase of cycle 23 is
notable for the presence of extended low-latitude coronal holes, the solar
wind from which is compositionally cool (low
<inline-formula><mml:math id="M435" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>). This leads to a period of
extended stability in the solar wind streams during this phase. As noted in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a and b, this
low-<inline-formula><mml:math id="M436" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> wind features a positive trend
with <inline-formula><mml:math id="M437" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, and so these periods may produce more positive
values of <inline-formula><mml:math id="M438" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula> because they include more wind of this type. As shown in
Fig. <xref ref-type="fig" rid="Ch1.F9"/>, the strongest positive correlations do not necessarily
correspond to the broadest spread in velocity. This may be because the trend
appears to invert as we move from compositionally cool to hot wind, as shown
in Fig. <xref ref-type="fig" rid="Ch1.F7"/>a and b. Calculating a correlation coefficient over
the entire spread of <inline-formula><mml:math id="M439" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> may thus
result in lower correlations because of this.</p>
      <p id="d1e8437">As we see a tendency evident in Fig. <xref ref-type="fig" rid="Ch1.F7"/> for distinct trends to
exist in compositionally cool (fast) and hot (slow) solar wind, it would be
of interest to measure the correlation coefficients for solar wind data
collected within isolated fast or slow streams. In this case we refer
specifically to data from individual streams, as opposed to combining data
from multiple fast or slow streams. Doing so would help to ensure that
correlations are being calculated for ions which were frozen into their
charge states at comparable heights in the corona, as they are more likely to
have originated from the same region on the Sun, which would not necessarily
be the case if we were to combine data from multiple streams of wind. Based
on the low- and high-<inline-formula><mml:math id="M440" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> clusters in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>a–c, we may expect that fast streams will produce a
mildly positive correlation coefficient between
<inline-formula><mml:math id="M441" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M442" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, while
slow streams would likely be closer to zero or negative.
This would be an interesting topic for future study.</p>
</sec>
<sec id="Ch1.S5.SS3">
  <title>ICME effects on suprathermal electrons</title>
      <p id="d1e8516">We can also contextualise periods of positive correlation with the ICME
histogram data. We note that the strongest period of <inline-formula><mml:math id="M443" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
correlation occurs between 2007 and 2008, when there is a clear lack of ICMEs
detected, towards the end of the declining phase of cycle 23. This
complements the above point that we observe most positive correlation when we
are able to sample stable solar wind streams which are relatively
uninterrupted by transients.</p>
      <p id="d1e8533">Alternatively, we can consider the possibility of ICMEs directly affecting
suprathermal electron distributions upstream of the observer before reaching
L1. Although we have taken steps to remove the in situ ICME data from our
dataset, suprathermal electrons propagate along the magnetic field line to
1 AU more rapidly than the bulk solar wind, or the majority of ICMEs. Thus, strahl (and indeed halo, if this population results from in situ
scattering of strahl) electrons which precede an ICME at 1 AU could have
been affected upstream of the observer by the ICME through, for example,
acceleration by the shock front. CME eruptions would also likely alter the
initialisation of the relationship between ionisation states and suprathermal
electrons predicted for the corona in Sect. <xref ref-type="sec" rid="Ch1.S1"/>. If suprathermal
electrons are accelerated by ICME shocks in the corona in a similar manner to
suprathermal ions <xref ref-type="bibr" rid="bib1.bibx15 bib1.bibx7" id="paren.64"><named-content content-type="pre">e.g.</named-content></xref>, then this would
represent a severe deviation from the scenario described in
Sect. <xref ref-type="sec" rid="Ch1.S1"/>. In such a case we could not expect a relationship
between these electrons and ion charge state to be preserved. It is thus
possible that ICMEs would have an adverse effect on the probability of
observing a positive relationship at 1 AU both through effects in the corona
itself and in the solar wind. This is difficult to separate from the above
explanation based on the spread of solar wind parameters, as there are no
other large gaps in ICMEs at L1 in the time period of data included here with
which we can compare.</p>
      <p id="d1e8545">There is some evidence that the influence of ICMEs on suprathermal electrons
is more pronounced for halo electrons than strahl. In Fig. <xref ref-type="fig" rid="Ch1.F8"/>,
<inline-formula><mml:math id="M444" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> tends to have smaller <inline-formula><mml:math id="M445" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:mi>r</mml:mi><mml:mo>|</mml:mo></mml:mrow></mml:math></inline-formula> values than
<inline-formula><mml:math id="M446" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, except for one period during the years 2004 and 2005.
This is despite the detection of many ICMEs around this period, which we have
hypothesised may be limiting the correlation levels for
<inline-formula><mml:math id="M447" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. This disagrees with the description of direct ICME
influence on the suprathermal electrons, which predicts that ICMEs should
have more influence over the beamed strahl electrons than the convecting
halo, as the direct ICME times are removed from the convecting solar wind
observations. Again, the disruption from standard fast and slow streams
caused by ICMEs could be the cause of the difference in correlation. As we
have already noted above, a positive <inline-formula><mml:math id="M448" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> relationship with
<inline-formula><mml:math id="M449" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> relies upon samples of
low-<inline-formula><mml:math id="M450" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> fast solar wind streams. To
investigate and contrast ICME effects on halo compared to strahl, we intend
to perform these same correlation calculations exclusively for the ICME
periods which we have removed here in a future study.</p>
</sec>
</sec>
<sec id="Ch1.S6" sec-type="conclusions">
  <title>Conclusions</title>
      <p id="d1e8675">We have shown that suprathermal temperature proxies, <inline-formula><mml:math id="M451" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
and <inline-formula><mml:math id="M452" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, generally exhibit only very weak correlation with
<inline-formula><mml:math id="M453" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. From our analysis in the previous
section we conclude that, outside of relationships between the large-scale
streams in the solar wind structure, the temperature of suprathermal
electrons has very little to no residual signatures from the coronal electron
temperature of its source by the time it propagates to 1 AU. This contrasts
with the conclusions drawn by <xref ref-type="bibr" rid="bib1.bibx13" id="normal.65"/>, who reported that the two
were related. We do not fully contradict their conclusions, however, as we
too find numerous subsets of data with statistically significant correlation
between the suprathermal electrons and
<inline-formula><mml:math id="M454" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Likewise, <inline-formula><mml:math id="M455" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, an
estimate of mean strahl energy, also shows very little overall dependence on
<inline-formula><mml:math id="M456" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. Both the halo, which propagates
with the bulk solar wind, and the strahl, which travels rapidly down the
heliospheric magnetic field, show no consistent evidence of containing a
remnant signature of the electron temperature at their coronal source. We
find that in periods where there is low solar activity, fewer ICMEs and
consistent fast streams, there is a greater positive correlation with
<inline-formula><mml:math id="M457" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mo>/</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for both <inline-formula><mml:math id="M458" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M459" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. It is likely then that in these simple configurations
of the corona and solar wind, a coronal relationship is set up and partially
preserved between the suprathermal electrons and ionisation states. In the
more complex states, some combination of coronal conditions (variability of
freeze-in heights, ionisation processes, temporal variation of the source)
and solar wind processing (increased wave activity due to CIRs, wind streams
with more fluctuations, ICME influence on halo and strahl electrons) is
acting to destroy this correlation before it can be observed. From this we
conclude that the description in Sect. <xref ref-type="sec" rid="Ch1.S1"/> of how such a
correlation between suprathermal electrons and ionisation states could come
to exist is a possibility, under favourable coronal conditions.</p>
      <p id="d1e8852">We have noted many features of these relationships in Sect. <xref ref-type="sec" rid="Ch1.S5"/>
while attempting to understand whether in situ processing or coronal
conditions are responsible for their weakness and variability. We find that
the large spread in <inline-formula><mml:math id="M460" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M461" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, apparent
clustering into fast and slow wind, and the lack of positive correlation
during periods of increased perturbation in the corona and solar wind could
each be explained by solar wind processing effects or by coronal conditions
which are source-dependent. The one observation which appears to clearly
favour the explanation of in situ processing destroying an initially strong
relationship is found when comparing the halo relationship in
Fig. <xref ref-type="fig" rid="Ch1.F7"/>b to the strahl relationship in Fig. <xref ref-type="fig" rid="Ch1.F7"/>e.
The continued upwards trend of <inline-formula><mml:math id="M462" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in
high-<inline-formula><mml:math id="M463" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">7</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>/</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msup><mml:mi mathvariant="normal">O</mml:mi><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> solar wind which is not seen
for <inline-formula><mml:math id="M464" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mtext>h–s</mml:mtext><mml:mo>⟂</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> can be most simply explained through solar wind
processing effects being more effective on the halo population than the
strahl. We do not find any observations which exclusively favour any coronal
effects as the cause for the weak correlations. However, it is important to
note that this may still be the case because we have not performed analysis
of any direct solar observations which would potentially reveal such effects.</p>
      <p id="d1e8938">Confirming if there is indeed a coronal relationship between the halo and
strahl energy content and ionisation states which is being degraded during
transport to 1 AU requires further study. One way in which this could be
developed in the future would involve the upcoming ESA Solar Orbiter mission.
Using composition and electron data from the spacecraft's cruise and nominal
mission phases, which will cover heliocentric distances down to below
0.3 AU, it would be possible to test how the correlations considered in this
paper vary with distance and for solar wind which is still relatively
pristine with respect to its coronal source region. Should we see them
improve with proximity to the Sun, then this would confirm that there is an
initial state created in the corona in which the energy content of
suprathermal electrons is related to core electron temperature, and which is
then eroded during the transport from 0 to 1 AU.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability">

      <p id="d1e8945">All in situ solar wind data (WIND/3DP: Lin et al., 1995;
WIND/MFI: Lepping et al., 1995; ACE/SWICS: Gloeckler et al., 1998) were
obtained from the NASA/GSFC Space Physics Data Facility's CDAWeb service
(Coordinated Data Analysis Web, <uri>https://cdaweb.sci.gsfc.nasa.gov</uri>).
Ionisation fraction data were obtained from the CHIANTI database v7.1 (Landi
et al., 2013, <uri>http://www.chiantidatabase</uri>).</p>
  </notes><notes notes-type="competinginterests">

      <p id="d1e8957">The authors declare that they have no conflict of
interest.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e8963">The authors thank the Wind/3DP, WIND/MFI and ACE/SWICS teams for provision of
data in this study. We acknowledge use of NASA/GSFC's Space Physics Data
Facility's CDAWeb service to access data
(<uri>https://cdaweb.sci.gsfc.nasa.gov</uri>). We acknowledge the use of the
CHIANTI database. CHIANTI is a collaborative project involving George Mason
University, the University of Michigan (USA) and the University of Cambridge
(UK). The authors are also grateful to Lynn B. Wilson III, Andrew Fazakerley,
Deborah Baker, and Gethyn Lewis for useful discussions. A. R. Macneil is
supported by the STFC through a PhD
studentship. C. J. Owen and R. T. Wicks are supported by STFC consolidated
grant to UCL/MSSL, ST/N00722/1. <?xmltex \hack{\newline}?><?xmltex \hack{\hspace*{4mm}}?> The
topical editor, Margit Haberreiter, thanks two anonymous referees for help in
evaluating this paper.</p></ack><ref-list>
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relationship which is being degraded, perhaps by wave–particle interactions,
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