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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Astron. Space Sci.</journal-id>
<journal-title>Frontiers in Astronomy and Space Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Astron. Space Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-987X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1474503</article-id>
<article-id pub-id-type="doi">10.3389/fspas.2024.1474503</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Astronomy and Space Sciences</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Statistical survey of pitch angle anisotropy of relativistic electrons in the outer radiation belt and its variation with solar wind/geomagnetic activity</article-title>
<alt-title alt-title-type="left-running-head">Chakraborty et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fspas.2024.1474503">10.3389/fspas.2024.1474503</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chakraborty</surname>
<given-names>Suman</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author">
<name>
<surname>Rae</surname>
<given-names>Iain Jonathan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
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<surname>Killey</surname>
<given-names>Shannon</given-names>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Ojha</surname>
<given-names>Biswajit</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Watt</surname>
<given-names>Clare E. J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Potts</surname>
<given-names>Charles</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<name>
<surname>Irving</surname>
<given-names>Eleanor</given-names>
</name>
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<sup>2</sup>
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<surname>Elliott</surname>
<given-names>Gina</given-names>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Johnson</surname>
<given-names>Katherine</given-names>
</name>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Mohammed</surname>
<given-names>Nathanial</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Gupta</surname>
<given-names>Tara</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Slater</surname>
<given-names>Thomas</given-names>
</name>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Xingyang</given-names>
</name>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Yike</given-names>
</name>
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<sup>2</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Mathematics</institution>, <institution>Physics and Electrical Engineering</institution>, <institution>Northumbria University</institution>, <addr-line>Newcastle upon Tyne</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Royal Grammar School</institution>, <addr-line>Newcastle upon Tyne</addr-line>, <country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2094081/overview">Chaoling Tang</ext-link>, Shandong University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1794557/overview">Rongxin Tang</ext-link>, Nanchang University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2813791/overview">Rui Chen</ext-link>, Auburn University, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Suman Chakraborty, <email>suman.chakraborty@northumbria.ac.uk</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1474503</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Chakraborty, Rae, Killey, Ojha, Watt, Potts, Irving, Elliott, Johnson, Mohammed, Gupta, Slater, Liu and Cheng.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Chakraborty, Rae, Killey, Ojha, Watt, Potts, Irving, Elliott, Johnson, Mohammed, Gupta, Slater, Liu and Cheng</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>In this study, we use 7 years (2012&#x2013;2019) of pitch angle resolved electron flux measurements from Van Allen Probe-B spacecraft to study the variation of near-equatorial pitch angle distributions (PADs) of outer radiation belt (L <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 3) relativistic electrons (E <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.5 MeV) with different levels of geomagnetic activity.</p>
</sec>
<sec>
<title>Methods</title>
<p>We calculate a pitch angle anisotropy index (PAI) to categorize the PADs into three types: pancake, PAI <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05; butterfly, PAI <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:mo>&#x2264;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.95; and flattop, 0.95 <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> PAI <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05.</p>
</sec>
<sec>
<title>Results and Discussion</title>
<p>Our statistical results show that L shells <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 5 are dominated by pancake PADs on the dayside (9 <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> MLT <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 15), butterfly PADs on the nightside (21 <inline-formula id="inf10">
<mml:math id="m10">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> MLT <inline-formula id="inf11">
<mml:math id="m11">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 3), and flattop PADs in the dawn (3 <inline-formula id="inf12">
<mml:math id="m12">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> MLT <inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 9) and dusk (15 <inline-formula id="inf14">
<mml:math id="m14">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> MLT <inline-formula id="inf15">
<mml:math id="m15">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 21) sectors, across almost all relativistic energies. In the inner L shells, the pancake and flattop PADs exhibit dependence on both L-shell and energy, with the occurrence rate increasing with decreasing L and increasing energy. For the butterfly PADs, we discovered a second population of low-L butterflies that are present at almost all local times. When the variation of electron PAI is compared with solar wind dynamic pressure <inline-formula id="inf16">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
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</inline-formula> and geomagnetic indices SYM-H and AL, <inline-formula id="inf17">
<mml:math id="m17">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
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<mml:mrow>
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</mml:mrow>
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</inline-formula> is found to be the dominant parameter in driving the outer radiation belt pitch angle anisotropy. During periods of enhanced <inline-formula id="inf18">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, pancake PADs on the dayside become more <inline-formula id="inf19">
<mml:math id="m19">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>-peaked, butterfly PADs on the nightside exhibit enhanced flux dips around <inline-formula id="inf20">
<mml:math id="m20">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
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</inline-formula> pitch angle along with an enhanced azimuthal and radial extent, and flattop PADs turn into either pancake or butterfly PADs.</p>
</sec>
</abstract>
<kwd-group>
<kwd>outer radiation belt</kwd>
<kwd>relativistic electrons</kwd>
<kwd>pitch angle distribution</kwd>
<kwd>pitch angle anisotropy</kwd>
<kwd>anisotropy index</kwd>
<kwd>solar wind parameters</kwd>
<kwd>geomagnetic indices</kwd>
<kwd>van allen probes</kwd>
</kwd-group>
<contract-num rid="cn001">ST/V006320/1 ST/X001008/1 ST/W000369/1 2597922</contract-num>
<contract-num rid="cn002">NE/V002554/2 NE/P017185/2 NE/V0002759/2</contract-num>
<contract-sponsor id="cn001">Science and Technology Facilities Council<named-content content-type="fundref-id">10.13039/501100000271</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Natural Environment Research Council<named-content content-type="fundref-id">10.13039/501100000270</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Space Physics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Earth&#x2019;s radiation belt is a torus shaped region filled with energetic electrons and ions trapped by the geomagnetic field. The radiation belts occupy the space between <inline-formula id="inf21">
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</mml:mrow>
</mml:math>
</inline-formula> is the Earth radius (<xref ref-type="bibr" rid="B7">Bloch et al., 2021</xref>), and is comprised of an inner belt (<inline-formula id="inf24">
<mml:math id="m24">
<mml:mrow>
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</mml:mrow>
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<mml:mi>E</mml:mi>
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</inline-formula>), an outer belt (<inline-formula id="inf26">
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</mml:mrow>
</mml:math>
</inline-formula>), and a slot region in between. The shape and structure of the radiation belt depend largely on external drivers and particle energy (e.g., <xref ref-type="bibr" rid="B48">Ripoll et al. (2016)</xref>; <xref ref-type="bibr" rid="B34">Mei et al. (2021)</xref>). The complex dynamics of this region is maintained by a competing balance between different acceleration, transport and loss processes (<xref ref-type="bibr" rid="B46">Reeves et al., 2003</xref>; <xref ref-type="bibr" rid="B4">Baker et al., 2004</xref>; <xref ref-type="bibr" rid="B57">Summers et al., 2004</xref>; <xref ref-type="bibr" rid="B24">Hudson et al., 2008</xref>; <xref ref-type="bibr" rid="B30">Li et al., 2019</xref>; <xref ref-type="bibr" rid="B47">Ripoll et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Lejosne et al., 2022</xref>). The acceleration processes include local acceleration by whistler-mode chorus waves (<xref ref-type="bibr" rid="B19">Horne and Thorne, 1998</xref>; <xref ref-type="bibr" rid="B58">Summers et al., 1998</xref>; <xref ref-type="bibr" rid="B21">Horne et al., 2005</xref>; <xref ref-type="bibr" rid="B61">Thorne et al., 2010</xref>; <xref ref-type="bibr" rid="B35">Millan and Baker, 2012</xref>; <xref ref-type="bibr" rid="B64">Ukhorskiy and Sitnov, 2013</xref>; <xref ref-type="bibr" rid="B3">Artemyev et al., 2016</xref>; <xref ref-type="bibr" rid="B1">Allanson et al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et al., 2022a</xref>; <xref ref-type="bibr" rid="B17">Gao et al., 2022b</xref>; <xref ref-type="bibr" rid="B9">Chakraborty et al., 2022b</xref>) and radial diffusion by ultra low frequency waves (<xref ref-type="bibr" rid="B14">F&#xe4;lthammar, 1965</xref>; <xref ref-type="bibr" rid="B12">Elkington et al., 1999</xref>; <xref ref-type="bibr" rid="B23">Hudson et al., 2000</xref>; <xref ref-type="bibr" rid="B13">Elkington et al., 2003</xref>; <xref ref-type="bibr" rid="B40">Ozeke et al., 2012</xref>; <xref ref-type="bibr" rid="B33">Mann et al., 2013</xref>; <xref ref-type="bibr" rid="B39">Ozeke et al., 2014a</xref>; <xref ref-type="bibr" rid="B43">Ozeke et al., 2014b</xref>; <xref ref-type="bibr" rid="B25">Jaynes et al., 2018</xref>; <xref ref-type="bibr" rid="B73">Zhao et al., 2018</xref>; <xref ref-type="bibr" rid="B42">Ozeke et al., 2020</xref>). The loss of electrons from the radiation belts happens either through drift shell splitting and magnetopause shadowing (e.g., <xref ref-type="bibr" rid="B62">Tu et al. (2014)</xref>, <xref ref-type="bibr" rid="B63">Turner et al. (2012)</xref>), or through wave-particle interactions with various plasma waves, such as the plasmaspheric hiss (e.g., <xref ref-type="bibr" rid="B76">Zhao et al. (2019)</xref>), chorus (e.g., <xref ref-type="bibr" rid="B52">Shprits et al. (2016)</xref>, <xref ref-type="bibr" rid="B9">Chakraborty et al. (2022b)</xref>, <xref ref-type="bibr" rid="B11">Drozdov et al. (2022)</xref>), electromagnetic ion cyclotron (EMIC) waves (e.g., <xref ref-type="bibr" rid="B49">Ross et al. (2021)</xref>), and very low frequency (VLF) transmitter waves (e.g., <xref ref-type="bibr" rid="B22">Hua et al. (2020)</xref>). During periods of strong geomagnetic activity, the trapped electron fluxes can increase by several orders of magnitude over a brief period that can damage instruments on board spacecraft orbiting in this region of space, and in some extreme cases, can even lead to complete failure. As our modern society has become increasingly reliant on space-based technologies, understanding the complex dynamics of the radiation belt is of utmost importance to mitigate space weather hazards.</p>
<p>One effective way to indirectly determine what physical processes are occurring in the radiation belts is to examine the pitch angle distributions (PADs) of the trapped electrons and ions. This is because different physical processes in the radiation belt can generate different types of PADs. Apart from radiation belts, electron PADs have also been studied in the outer magnetosphere to provide useful information about the underlying physical processes (e.g., <xref ref-type="bibr" rid="B29">Li et al. (2020)</xref>; <xref ref-type="bibr" rid="B32">Liu et al. (2020)</xref>. In the outer radiation belt, the three most prevalent types of electron PADs are pancake, butterfly, and flattop. Pancake distributions have a peak flux at <inline-formula id="inf28">
<mml:math id="m28">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> pitch angle with smooth decrease towards lower pitch angles (field aligned directions). Inward radial diffusion (causing betatron acceleration) and wave-particle interactions (causing loss of electrons at lower pitch angles) are thought to generate this type of PAD (e.g., <xref ref-type="bibr" rid="B50">Schulz and Lanzerotti (1974)</xref>, <xref ref-type="bibr" rid="B58">Summers et al. (1998)</xref>, <xref ref-type="bibr" rid="B67">Xiao et al. (2009a)</xref>, <xref ref-type="bibr" rid="B70">Xiao et al. (2009b)</xref>, <xref ref-type="bibr" rid="B69">Xiao et al. (2012)</xref>; <xref ref-type="bibr" rid="B68">Xiao et al. (2014)</xref>; <xref ref-type="bibr" rid="B60">Thorne et al. (2013b)</xref>). Pancake distributions are generated by drift resonance with ultra-low frequency (ULF) waves. Due to radial diffusion, the electrons transport radially inwards, generating pancake distributions through a process similar to betatron acceleration (e.g., <xref ref-type="bibr" rid="B70">Xiao et al. (2009b)</xref>; <xref ref-type="bibr" rid="B67">Xiao et al. (2009a)</xref>, <xref ref-type="bibr" rid="B69">Xiao et al. (2012)</xref>; <xref ref-type="bibr" rid="B68">Xiao et al. (2014)</xref>; <xref ref-type="bibr" rid="B59">Thorne et al. (2013a)</xref>). Cyclotron resonance with whistler mode chorus waves can also generate pancake distributions. Pitch angle scattering and consequent loss of electrons through the filling of the loss cone can result in narrow pancake distributions (e.g., <xref ref-type="bibr" rid="B61">Thorne et al. (2010)</xref>, <xref ref-type="bibr" rid="B9">Chakraborty et al. (2022b)</xref>). Butterfly distributions have a flux minimum at <inline-formula id="inf29">
<mml:math id="m29">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> pitch angle with peak flux located at lower pitch angles, preferably around <inline-formula id="inf30">
<mml:math id="m30">
<mml:mrow>
<mml:mn>45</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> or <inline-formula id="inf31">
<mml:math id="m31">
<mml:mrow>
<mml:mn>65</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>. Drift shell splitting combined with magnetopause shadowing or wave-particle interactions heating off-equatorial electrons are believed to generate butterfly distributions (e.g., <xref ref-type="bibr" rid="B53">Sibeck et al. (1987)</xref>, <xref ref-type="bibr" rid="B51">Selesnick and Blake (2002)</xref>, <xref ref-type="bibr" rid="B21">Horne et al. (2005)</xref>, <xref ref-type="bibr" rid="B31">Li et al. (2016)</xref>, <xref ref-type="bibr" rid="B41">Ozeke et al. (2022)</xref>). Butterfly distributions are generated through wave-particle interactions with chorus waves, magnetosonic waves, and/or electromagnetic ion cyclotron (EMIC) waves (e.g., <xref ref-type="bibr" rid="B68">Xiao et al. (2014)</xref>, <xref ref-type="bibr" rid="B71">Yu et al. (2016)</xref>). Resonance of electrons at lower pitch angles with these wave modes results in electron heating along field-aligned directions, thereby forming butterfly distributions. Flattop distributions have relatively similar flux values over a wide range of pitch angles around <inline-formula id="inf32">
<mml:math id="m32">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>. They are considered as an intermediate stage between the pancake and butterfly distributions, and wave-particle interactions are thought to be the primary driver (e.g., <xref ref-type="bibr" rid="B20">Horne and Thorne (2003)</xref>, <xref ref-type="bibr" rid="B72">Zhao et al. (2017)</xref>, <xref ref-type="bibr" rid="B8">Chakraborty et al. (2022a)</xref>, <xref ref-type="bibr" rid="B26">Killey et al. (2023)</xref>; <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>). Flattop distributions are generated by pitch angle diffusion with chorus waves. Pitch angle diffusion results in flattening of the distributions, thereby, forming flattop PADs from initial pancake distributions (e.g., <xref ref-type="bibr" rid="B20">Horne and Thorne (2003)</xref>, <xref ref-type="bibr" rid="B72">Zhao et al. (2017)</xref>).</p>
<p>Previous studies have tried to approximate observed PADs using several fitting functions. One of the most commonly used function is a sinusoidal function of the form <inline-formula id="inf33">
<mml:math id="m33">
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>i</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, where <inline-formula id="inf34">
<mml:math id="m34">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the electron pitch angle and n is a steepness parameter that provides an estimate of the pitch angle anisotropy (e.g., <xref ref-type="bibr" rid="B65">Vampola (1997)</xref>, <xref ref-type="bibr" rid="B15">Gannon et al. (2007)</xref>, <xref ref-type="bibr" rid="B37">Ni et al. (2015)</xref>; <xref ref-type="bibr" rid="B44">Pandya et al. (2020)</xref>, <xref ref-type="bibr" rid="B18">Greeley et al. (2021)</xref>). However, one major drawback of using a sinusoidal function is that it can not fit butterfly distributions. To overcome such limitations, some studies used a combination of two sinusoidal functions (e.g., <xref ref-type="bibr" rid="B2">Allison et al. (2018)</xref>). A more effective and widely applied method is using Legendre polynomials, where a combination of different orders of the Legendre coefficients are used to fit the observed PADs (e.g., <xref ref-type="bibr" rid="B10">Chen et al. (2014)</xref>, <xref ref-type="bibr" rid="B73">Zhao et al. (2018)</xref>, <xref ref-type="bibr" rid="B74">Zhao et al. (2020)</xref>; <xref ref-type="bibr" rid="B8">Chakraborty et al. (2022a)</xref>). Recently, <xref ref-type="bibr" rid="B54">Smirnov et al. (2022a)</xref>, <xref ref-type="bibr" rid="B55">Smirnov et al. (2022b)</xref> used a Fourier sine series expansion to fit the observed equatorial PADs, which was found to be effective in fitting all the different types of PADs prevalent in the outer radiation belt. Apart from these fitting methods, recent studies have also used machine learning techniques to identify different PADs in the outer radiation belt and study their storm time evolution (e.g. <xref ref-type="bibr" rid="B26">Killey et al. (2023)</xref>, <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>), to rectify some of the issues as mentioned above.</p>
<p>Previous studies have shown that electron PADs in the outer radiation belt are dependent on electron energy, L-shell, and MLT. For example, at tens of keV energies, the PADs are pancake at all L-shells and MLTs, while at higher energies, such as at hundreds of keV or several MeV, pancake PADs are observed on the dayside while butterfly PADs are observed on the nightside at larger L-shells (e.g., <xref ref-type="bibr" rid="B66">West et al. (1973)</xref>, <xref ref-type="bibr" rid="B15">Gannon et al. (2007)</xref>, <xref ref-type="bibr" rid="B37">Ni et al. (2015)</xref>, <xref ref-type="bibr" rid="B44">Pandya et al. (2020)</xref>, <xref ref-type="bibr" rid="B8">Chakraborty et al. (2022a)</xref>, <xref ref-type="bibr" rid="B26">Killey et al. (2023)</xref>; <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>). The electron PADs also exhibit strong dependence on geomagnetic activity, with the anisotropy of the distributions increasing with enhanced activity level. Some studies have also reported the dependence of the evolution of electron PADs with different storm drivers (e.g., <xref ref-type="bibr" rid="B44">Pandya et al. (2020)</xref>, <xref ref-type="bibr" rid="B18">Greeley et al. (2021)</xref>, <xref ref-type="bibr" rid="B8">Chakraborty et al. (2022a)</xref>).</p>
<p>Although PADs in the Earth&#x2019;s radiation belts have been extensively studied in the past, as mentioned before, most of them used fitting functions to examine the morphology of the electron PADs. One drawback of using fitting functions is that it requires examining the variation of a combination of multiple parameters. For example, while using Legendre polynomials, pancake PADs are categorized by large negative c2 (second order Legendre coefficient) and near-zero c4 (fourth order Legendre coefficient), butterfly PADs are categorized by large negative c4 and nearly negligible c2, and flattops are categorized by both negative c2 nd c4 (e.g., <xref ref-type="bibr" rid="B73">Zhao et al. (2018)</xref>; <xref ref-type="bibr" rid="B74">Zhao et al. (2020)</xref>; <xref ref-type="bibr" rid="B75">Zhao et al. (2021)</xref>). Similar is the case when using Fourier sine series expansion as used by <xref ref-type="bibr" rid="B54">Smirnov et al. (2022a)</xref>, <xref ref-type="bibr" rid="B55">Smirnov et al. (2022b)</xref>. This makes the interpretation of the results slightly complicated. To avoid such complications, in this study, instead of using the fitting methods described, the primary motivation was to use a simplified formula (<xref ref-type="disp-formula" rid="e1">Equation 1</xref>) to estimate an electron pitch angle anisotropy index purely from pitch angle resolved electron flux measurements, and then use that index to categorize the different electron PADs in the outer radiation belt to study their variation with geomagnetic activity. Towards that goal, we used pitch angle resolved electron flux measurements from Van Allen Probe-B spacecraft over its entire lifespan (2012&#x2013;2019) to provide an extensive statistical survey of near-equatorial PADs of relativistic electrons, having energy <inline-formula id="inf35">
<mml:math id="m35">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>0.5 MeV, in the outer radiation belt (L <inline-formula id="inf36">
<mml:math id="m36">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 3).</p>
</sec>
<sec id="s2">
<title>2 Data and methodology</title>
<p>In this study, we used <inline-formula id="inf37">
<mml:math id="m37">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>11 s resolution of pitch angle resolved (Level 3) electron flux measurements from both the Magnetic Electron Ion Spectrometer (MagEIS) and Relativistic Electron Proton Telescope (REPT) instruments, which are parts of the Energetic Particle, Composition and Thermal Plasma (ECT) Suite (<xref ref-type="bibr" rid="B5">Baker et al., 2013</xref>; <xref ref-type="bibr" rid="B6">Blake et al., 2013</xref>; <xref ref-type="bibr" rid="B56">Spence et al., 2013</xref>) onboard the Van Allen Probe-B spacecraft, during the entire period of operation (September 2012 - July 2019). First, we calculated 5-min average of the measured electron fluxes for each energy channel, specifically, 0.5 MeV, 0.6 MeV, 0.7 MeV, 0.9 MeV, 1.1 MeV and 1.5 MeV from MagEIS, and 1.8 MeV, 2.1 MeV, 2.6 MeV, 3.4 MeV and 4.2 MeV from REPT, as a function of pitch angle and time. Next, we used a selection criterion of considering measurements only when MLAT was less than <inline-formula id="inf38">
<mml:math id="m38">
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>10</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> to limit our observations close to the geomagnetic equator, and used a lower threshold to remove bad data points: for MagEIS measurements, the lower threshold was set at <inline-formula id="inf39">
<mml:math id="m39">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>/<inline-formula id="inf40">
<mml:math id="m40">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">c</mml:mi>
<mml:mi mathvariant="normal">m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>/s/sr/MeV (<xref ref-type="bibr" rid="B36">Ni et al., 2020</xref>), and for REPT measurements, the lower threshold was set at <inline-formula id="inf41">
<mml:math id="m41">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>/<inline-formula id="inf42">
<mml:math id="m42">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">c</mml:mi>
<mml:mi mathvariant="normal">m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>/s/sr/MeV (<xref ref-type="bibr" rid="B5">Baker et al., 2013</xref>). Finally, we normalized the fluxes by the maximum flux value within the entire pitch angle range so that for each measurement (corresponding to the spatial location: L-shell, MLT and MLAT, and time), the flux values vary between 0 and 1.</p>
<p>We used the near-equatorial normalized electron fluxes to calculate the pitch angle anisotropy index. For the rest of this article, we will refer to the pitch angle anisotropy index as PAI. Considering a symmetric pitch angle distribution around <inline-formula id="inf43">
<mml:math id="m43">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> pitch angle (PA), PAI is calculated using the formula:<disp-formula id="e1">
<mml:math id="m44">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>I</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>g</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>x</mml:mi>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>:</mml:mo>
<mml:mi>P</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mn>180</mml:mn>
<mml:mo>&#xb0;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>P</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>:</mml:mo>
<mml:mn>180</mml:mn>
<mml:mo>&#xb0;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>P</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf44">
<mml:math id="m45">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>flux</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the normalized flux at <inline-formula id="inf45">
<mml:math id="m46">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> PA, and avg (<inline-formula id="inf46">
<mml:math id="m47">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>flux</mml:mtext>
<mml:mo>[</mml:mo>
<mml:mtext>PA</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>:<inline-formula id="inf47">
<mml:math id="m48">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mi mathvariant="normal">A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>]) is the average of normalized fluxes within the PA range <inline-formula id="inf48">
<mml:math id="m49">
<mml:mrow>
<mml:mn>40.91</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf49">
<mml:math id="m50">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>PA</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) to <inline-formula id="inf50">
<mml:math id="m51">
<mml:mrow>
<mml:mn>73.64</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf51">
<mml:math id="m52">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>PA</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) for MagEIS, and <inline-formula id="inf52">
<mml:math id="m53">
<mml:mrow>
<mml:mn>47.65</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf53">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>PA</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) to <inline-formula id="inf54">
<mml:math id="m55">
<mml:mrow>
<mml:mn>79.41</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf55">
<mml:math id="m56">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>PA</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) for REPT.</p>
<p>We used this PAI to categorize the different PADs of relativistic electrons (E <inline-formula id="inf56">
<mml:math id="m57">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.5 MeV) in the outer radiation belt (L <inline-formula id="inf57">
<mml:math id="m58">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 3). In this study, we choose L <inline-formula id="inf58">
<mml:math id="m59">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 3 as a fixed inner boundary to make sure that the electron flux measurements throughout the study are within the outer radiation belt, instead of being in the slot region or contaminated by inner radiation belt protons. Pancake distributions are categorized by PAI values <inline-formula id="inf59">
<mml:math id="m60">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05, butterfly distributions are categorized by PAI values <inline-formula id="inf60">
<mml:math id="m61">
<mml:mrow>
<mml:mo>&#x2264;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.95, and flat top distributions are categorized by PAI values within the range of 0.95&#x2013;1.05. Here we choose an upper limit of PAI for butterfly distributions at 0.95 in agreement with <xref ref-type="bibr" rid="B38">Ni et al. (2016)</xref> who used a different methodology but the same threshold to distinguish between butterfly and non-butterfly distributions. The choice of a narrow range of PAI values for flattop distributions agrees with <xref ref-type="bibr" rid="B71">Yu et al. (2016)</xref>, who also used a different methodology but assigned a similar narrow range of pitch angle indices for flattop PADs.</p>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> shows the average shape of the three PADs and the temporal evolution of PAD and PAI of 1.8 MeV electrons from 0320 UT to 0620 UT on 17 March 2015. Here we have used 1.8 MeV as a representative energy, as the average shapes of the three PADs at other energies are identical. In <xref ref-type="fig" rid="F1">Figure 1</xref> panels a, b, and c, the local pitch angle (in degrees) is along the <italic>x</italic>-axis and the normalized flux is along the <italic>y</italic>-axis. The filled circles are the median flux values, and the error bars denote the interquartile ranges (IQRs) at the measured pitch angles. In panel 1d, time in UT is along the <italic>x</italic>-axis, pitch angle in degrees is along the <italic>y</italic>-axis, and the colorbar at the right denotes the electron flux. The black dashed horizontal line shows <inline-formula id="inf61">
<mml:math id="m62">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> pitch angle. In panel 1e, time in UT is along the <italic>x</italic>-axis, and the PAI is along the <italic>y</italic>-axis. The two dotted horizontal lines denote the thresholds used to identify the different PAD types. Several important features can be noted from <xref ref-type="fig" rid="F1">Figure 1</xref>: (1) for pancake PAD (panel 1a), the flux at <inline-formula id="inf62">
<mml:math id="m63">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> is always maximum, as evident from the disappearing IQR. (2) For butterfly PAD (panel 1b), the flux is less at <inline-formula id="inf63">
<mml:math id="m64">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> and peaks at <inline-formula id="inf64">
<mml:math id="m65">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
<mml:mn>45</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>/<inline-formula id="inf65">
<mml:math id="m66">
<mml:mrow>
<mml:mn>135</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>. However, the large IQRs at these PA values indicate that the flux is not always maximum at <inline-formula id="inf66">
<mml:math id="m67">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
<mml:mn>45</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>/<inline-formula id="inf67">
<mml:math id="m68">
<mml:mrow>
<mml:mn>135</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>. This supports the presence of the two types of butterfly PADs peaking at two different PAs as reported by <xref ref-type="bibr" rid="B41">Ozeke et al. (2022)</xref> and <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>. (3) For flattop PAD (panel 1c), the flux values remain almost similar over a broad range of PAs (<inline-formula id="inf68">
<mml:math id="m69">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
<mml:mn>60</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> - <inline-formula id="inf69">
<mml:math id="m70">
<mml:mrow>
<mml:mn>120</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>) as evident from the small IQRs within this PA range. Panels 1d and 1e depict the temporal evolution of the electron PADs and how the PAI is used to classify the electron PADs into three different types. From 0320 UT to 0400 UT, PAI values are greater than 1.05, thereby the electron PADs being classified as pancake distributions. Between 0400 UT and 0410 UT, PAI values are within the range of 0.95 and 1.05, leading to the electron PADs being classified as flattop distributions. After 0410 UT, PAI values are less than 0.95, the electron PADs are therefore classified as butterfly distributions.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Average shape of <bold>(A)</bold> Pancake, <bold>(B)</bold> Butterfly, and <bold>(C)</bold> Flattop pitch angle distribution (PAD) of 1.8 MeV electrons in the outer radiation belt (L <inline-formula id="inf70">
<mml:math id="m71">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 3) across all MLTs. Along the <italic>x</italic>-axis is the local pitch angle (in degrees) and along the <italic>y</italic>-axis is the normalized flux. The filled circles are the median normalized fluxes, and the error bars are the interquartile ranges (IQRs) at each measured pitch angle value. The fluxes are normalized by the maximum flux values in the entire pitch angle range. Pancake PADs have an anisotropy index <inline-formula id="inf71">
<mml:math id="m72">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>1.05, butterfly PADs have an anisotropy index <inline-formula id="inf72">
<mml:math id="m73">
<mml:mrow>
<mml:mo>&#x2264;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>0.95, and flattop PADs have an anisotropy index in the range of 0.95&#x2013;1.05. The number of observations (N) of each PAD is highlighted in the panels. Panels <bold>(D)</bold> and <bold>(E)</bold> show the temporal evolution of pitch angle distribution and pitch angle anisotropy index of 1.8 MeV electrons from 0320 UT to 0620 UT on 17 March 2015. In panel <bold>(D)</bold>, time in UT is along the <italic>x</italic>-axis, pitch angle in degrees is along the <italic>y</italic>-axis, and the colorbar at the right denote the electron fluxes. The black dashed horizontal line denote <inline-formula id="inf73">
<mml:math id="m74">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> pitch angle. In panel <bold>(E)</bold>, time in UT is along the <italic>x</italic>-axis, and the pitch angle anisotropy index is along the <italic>y</italic>-axis. The two dotted horizontal lines denote the thresholds used to identify the different PAD types.</p>
</caption>
<graphic xlink:href="fspas-11-1474503-g001.tif"/>
</fig>
<p>The large IQRs in all three PADs indicate high variability in the electron flux, as well as in the PAI. This motivated us to study any existing correlation between the PAI, and solar wind drivers and geomagnetic indices. We used the 5-min resolution OMNI data of the z-component of the interplanetary magnetic field, solar wind dynamic pressure, SYM-H, and AL indices for this purpose (<xref ref-type="bibr" rid="B45">Papitashvili and King, 2020</xref>). Further, to study the variation of electron PAI with the solar wind parameters and geomagnetic indices, the OMNI data is interpolated to match the timestamp of the Van Allen Probe electron flux measurements. This processed combined dataset of the electron PAI, solar wind parameters, and geomagnetic indices is then used to examine the variation of electron PAI with geomagnetic activity.</p>
</sec>
<sec id="s3">
<title>3 Statistical results</title>
<p>In this Section, we present statistical results of the spatial (L, MLT), energy, and geomagnetic activity dependence of the different electron PADs, and their associated PAI values.</p>
<sec id="s3-1">
<title>3.1 Spatial (L, MLT) distribution of electron PADs</title>
<p>In <xref ref-type="fig" rid="F2">Figure 2</xref>, we present the L-MLT distribution of the three types of electron PADs in the outer radiation belt for four specific energies: 0.5 MeV (panels a&#x2013;c), 0.9 MeV (panels d&#x2013;f), 1.8 MeV (panels g&#x2013;i) and 3.4 MeV (panels j&#x2013;l). The polar plots show the normalized occurrence of each type of PAD, where the occurrences are normalized by the maximum occurrences in a particular L-MLT bin. The distributions are plotted in bins of size 1 h in MLT <inline-formula id="inf74">
<mml:math id="m75">
<mml:mrow>
<mml:mo>&#xd7;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.5 in L. The Sun is at the top of each panel. In the supplementary document, <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref> shows the relative occurrence of the three types of electron PADs normalized by the number of observations in each L-MLT bin.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>L-MLT distribution of the normalized occurrence (normalized by the maximum occurrence in a particular L-MLT bin) of pancake (column 1), butterfly (column 2), and flattop (column 3) pitch angle distributions (PADs) of <bold>(A&#x2013;C)</bold> 0.5 MeV, <bold>(D&#x2013;F)</bold> 0.9 MeV, <bold>(G&#x2013;I)</bold> 1.8 MeV, and <bold>(J&#x2013;L)</bold> 3.4 MeV electrons, denoted by the colorbar at the right. The distributions are plotted in bins of size 1 h in MLT <inline-formula id="inf75">
<mml:math id="m76">
<mml:mrow>
<mml:mo>&#xd7;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.5 in L. For each panel, the Sun is at the top.</p>
</caption>
<graphic xlink:href="fspas-11-1474503-g002.tif"/>
</fig>
<p>The important points to note from <xref ref-type="fig" rid="F2">Figure 2</xref> are: (1) pancake PADs (column 1) are observed across almost all MLTs, with the highest occurrence within the MLT range of <inline-formula id="inf76">
<mml:math id="m77">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>6&#x2013;18 and L <inline-formula id="inf77">
<mml:math id="m78">
<mml:mrow>
<mml:mo>&#x3e;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 5. Although pancake PADs are observed for L values greater than 5 on the dayside, on the nightside, they are restricted to L values less than 5. (2) Butterfly PADs (column 2) are observed on the nightside with the maximum occurrence within the MLT range of <inline-formula id="inf78">
<mml:math id="m79">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>20&#x2013;5 outside L &#x3d; 5. At lower energies, e.g., 0.5 MeV (panel b) and 0.9 MeV (panel e), we can see a second population of butterfly PADs at low L-shells (L &#x3d; 3&#x2013;4) and across all MLTs with a low occurrence rate (<inline-formula id="inf79">
<mml:math id="m80">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>0.4). (3) Flattop PADs (column 3) are observed across almost all MLTs, with the highest occurrences around the dawn (MLT <inline-formula id="inf80">
<mml:math id="m81">
<mml:mrow>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 4&#x2013;8) and the dusk (MLT <inline-formula id="inf81">
<mml:math id="m82">
<mml:mrow>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>13&#x2013;19) sectors outside L &#x3d; 5. The spatial distribution of the electron PADs obtained by using PAI (<xref ref-type="disp-formula" rid="e1">Equation 1</xref>) is consistent with the previous studies, both using fitting methods (e.g., <xref ref-type="bibr" rid="B10">Chen et al. (2014)</xref>, <xref ref-type="bibr" rid="B73">Zhao et al. (2018)</xref>, <xref ref-type="bibr" rid="B44">Pandya et al. (2020)</xref>, <xref ref-type="bibr" rid="B18">Greeley et al. (2021)</xref>, <xref ref-type="bibr" rid="B75">Zhao et al. (2021)</xref>, <xref ref-type="bibr" rid="B8">Chakraborty et al. (2022a)</xref>, <xref ref-type="bibr" rid="B54">Smirnov et al. (2022a)</xref>, <xref ref-type="bibr" rid="B55">Smirnov et al. (2022b)</xref>) and machine learning techniques (e.g., <xref ref-type="bibr" rid="B26">Killey et al. (2023)</xref>; <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>).</p>
</sec>
<sec id="s3-2">
<title>3.2 Energy dependence of electron PADs</title>
<p>Although the overall features of the spatial distribution of the three types of electron PADs are similar across the different energies, there are some noticeable differences between them. For example, butterfly PADs have a smaller spatial extent at the lowest energy, i.e., 0.5 MeV (<xref ref-type="fig" rid="F2">Figure 2</xref> panel b) compared to the highest energy, i.e., 3.4 MeV (<xref ref-type="fig" rid="F2">Figure 2</xref> panel k). This motivated us to extensively study the energy dependence of the spatial distribution of the electron PADs. Now the electron PADs are a function of three variables: L-shell, MLT, and energy, but on a 2d plot, we can accommodate only two variables. Therefore, to make the plots readable, we looked at the MLT-averaged distribution of the electron PADs as a function of L-shell and energy.</p>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the MLT-averaged normalized occurrence of the three electron PADs as a function of L-shell and energy. The entire range of MLT is divided into four sectors, namely, dusk: 15&#x2013;21 MLT (panels a&#x2013;c), midnight: 21&#x2013;3 MLT (panels d&#x2013;f), dawn: 3 - 9 MLT (panels g&#x2013;i), and noon: 9&#x2013;15 MLT (panels j&#x2013;l). In each panel, L is along the <italic>x</italic>-axis, and electron energy (in MeV) is along the <italic>y</italic>-axis. The colorbar at the right denotes the normalized occurrence such that the occurrences of the three types of electron PADs corresponding to a particular energy bin and L-shell range add up to unity.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Normalized occurrence of pancake (column 1), butterfly (column 2), and flattop (column 3) pitch angle distribution (PAD) as a function of electron energy and L averaged over four MLT sectors: <bold>(A&#x2013;C)</bold> dusk, 15&#x2013;21 MLT; <bold>(D&#x2013;F)</bold> midnight, 21&#x2013;3 MLT; <bold>(G&#x2013;I)</bold> dawn, 3 &#x2013; 9 MLT; and <bold>(J&#x2013;L)</bold> noon, 9&#x2013;15 MLT. Along the <italic>x</italic>-axis is L, and along the <italic>y</italic>-axis is the electron energy (in MeV). The colorbar at the right denotes the normalized occurrence such that the occurrence of the three PADs for a particular energy bin and L range adds up to unity.</p>
</caption>
<graphic xlink:href="fspas-11-1474503-g003.tif"/>
</fig>
<sec id="s3-2-1">
<title>3.2.1 Pancake distributions</title>
<p>Pancake distributions are the most prevalent types of distribution in the noon sector (<xref ref-type="fig" rid="F3">Figure 3</xref> panel j), mostly observed at higher L-shell ranges. In the midnight sector (<xref ref-type="fig" rid="F3">Figure 3</xref> panel d), pancake distributions are observed mostly in L-shells less than 5, while in the dusk (<xref ref-type="fig" rid="F3">Figure 3</xref> panel a) and dawn (<xref ref-type="fig" rid="F3">Figure 3</xref> panel g) sectors, they are observed in almost all L-shell and energy bins.</p>
<p>Pancake distributions exhibit weak dependence on L-shell and energy in the dawn and dusk sectors, while they exhibit a strong dependence on both of them in the noon and midnight sectors, with the normalized occurrence at noon increasing with increasing L at a specific energy channel.</p>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Butterfly distributions</title>
<p>Butterfly distributions across all MLTs are observed in two L-shell ranges: one outside L &#x3d; 4.5, and another within L &#x3d; 3&#x2013;4. For radial distances outside L &#x3d; 4.5, butterfly PADs are the most prevalent types of distribution in the midnight sector (<xref ref-type="fig" rid="F3">Figure 3</xref> panel e). In the dawn (<xref ref-type="fig" rid="F3">Figure 3</xref> panel h) and dusk sectors (<xref ref-type="fig" rid="F3">Figure 3</xref> panel b), the outer-L butterfly PADs are present with low occurrence rates, while in the noon sector (<xref ref-type="fig" rid="F3">Figure 3</xref> panel k), they are almost absent. The low-L butterfly PADs are observed in all MLTs with almost similar occurrence rates.</p>
<p>The outer-L butterfly PADs exhibit strong dependence on L-shell and energy, with the occurrence rate increasing with increasing energy. The outer-L butterfly PADs also exhibit an extension of the inward boundary in the midnight sector compared to the dusk/dawn sectors. The low-L butterfly PADs however do not exhibit any strong energy dependence. This is consistent with the findings of <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref> and may be related to other generation mechanisms, the investigation of which we leave for future studies.</p>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Flattop distributions</title>
<p>Flattop distributions in the dusk (<xref ref-type="fig" rid="F3">Figure 3</xref> panel c) and dawn (<xref ref-type="fig" rid="F3">Figure 3</xref> panel i) sectors are observed mostly at lower energies in outer L-shell ranges and higher energies in inner L-shell ranges. Flattop distributions in the midnight sector (<xref ref-type="fig" rid="F3">Figure 3</xref> panel f) are observed mostly in the mid-L-shell ranges, while in the noon sector (<xref ref-type="fig" rid="F3">Figure 3</xref> panel l), they are observed mostly in the inner L-shell ranges. The normalized occurrence of flattop distributions in all the MLT sectors increases with decreasing L and increasing energy.</p>
</sec>
</sec>
<sec id="s3-3">
<title>3.3 Variation of electron PAI with geomagnetic activity</title>
<p>The statistical results presented in the previous subsections are for the entire lifespan of the Van Allen Probes, which includes times of both low and high geomagnetic activity. Therefore, from <xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3</xref>, it is not possible to extract any direct correlation between the outer radiation belt electron pitch angle anisotropy and the level of geomagnetic activity. To comprehensively examine the same, in this subsection, we provide results after splitting the full duration of our study into different activity levels.</p>
<p>For this purpose, we used solar wind dynamic pressure (hereafter <inline-formula id="inf82">
<mml:math id="m83">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>), SYM-H (to estimate storm intensity), and AL (to estimate substorm intensity) indices. Further, when we split the parameters into times during which the z-component of the interplanetary magnetic field (hereafter IMF Bz) is positive (northward) and times during which IMF Bz is negative (southward), we didn&#x2019;t find any notable difference between the two parameter distributions (see <xref ref-type="sec" rid="s10">Supplementary Figure S2</xref> in the supporting document). Hence, we examine the variation of pitch angle anisotropy with geomagnetic activity for all values of IMF Bz (both positive and negative). First, we present statistical results of the variation of PAI of pancake and butterfly distributions with the different drivers in preferred spatial location and a particular energy bin, and then extend our analyses to present MLT-averaged variation of PAI as a function of L-shell and electron energy during different levels of geomagnetic activity.</p>
<sec id="s3-3-1">
<title>3.3.1 Variation of PAI of pancake and butterfly PADs with geomagnetic activity within specific L-MLT ranges</title>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows two-dimensional (2d) histogram (left column) and probability distribution function (PDF, right column) between PAI of pancake PADs and <inline-formula id="inf83">
<mml:math id="m84">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (panels a and b), SYM-H (panels c and d), and AL index (panels e and f) in the MLT sector 9&#x2013;15 and L <inline-formula id="inf84">
<mml:math id="m85">
<mml:mrow>
<mml:mo>&#x3e;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 5 for 1.8 MeV electrons. We selected this specific spatial range as from <xref ref-type="fig" rid="F3">Figure 3</xref>, we can see that pancake PADs are the most dominant distribution in this particular L-MLT range. In the other L-MLT ranges, other distributions are also prevalent, and therefore including them in the statistical analyses might lead to a reduced correlation, and the overall effect might become difficult to identify. For each panel, the range of PAI and the parameters are divided into <inline-formula id="inf85">
<mml:math id="m86">
<mml:mrow>
<mml:mn>18</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>18</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> bins. To calculate the PDFs, we normalized the distributions such that the probability of finding observations in each vertical column adds up to unity. Also, the range of each parameter is chosen in such a way that it includes <inline-formula id="inf86">
<mml:math id="m87">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>95% of the entire dataset (see <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref> for reference).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>2d histogram (left column) and probability distribution function (PDF, right column) between pitch angle anisotropy index for pancake distribution of 1.8 MeV electrons on the dayside sector (MLT range 9&#x2013;15, and L <inline-formula id="inf87">
<mml:math id="m88">
<mml:mrow>
<mml:mo>&#x3e;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 5) and <bold>(A, B)</bold> solar wind dynamic pressure, <bold>(C, D)</bold> SYMH index, and <bold>(E, F)</bold> AL index. For each panel, the parameter is along the <italic>x</italic>-axis and the anisotropy index is along the <italic>y</italic>-axis. The entire set of observations within the plotted range of both the anisotropy index and the solar wind parameter/geomagnetic indices are split into <inline-formula id="inf88">
<mml:math id="m89">
<mml:mrow>
<mml:mn>18</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>18</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> bins. The 2d histograms are plotted on a log scale, as indicated by the bottom left colorbar. For the PDF, the data is normalized such that the probability of finding observations in each vertical column adds up to unity, as indicated by the bottom right colorbar.</p>
</caption>
<graphic xlink:href="fspas-11-1474503-g004.tif"/>
</fig>
<p>To study the variation of the PAI of pancake PADs (PAI <inline-formula id="inf89">
<mml:math id="m90">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05) with <inline-formula id="inf90">
<mml:math id="m91">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, we choose <inline-formula id="inf91">
<mml:math id="m92">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> to vary in the range of 0&#x2013;6 nPa. The 2d histogram (<xref ref-type="fig" rid="F4">Figure 4</xref> panel a) shows that most of the observations are limited to low <inline-formula id="inf92">
<mml:math id="m93">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and PAI values (refer to the bottom left colorbar). This suggests a highly imbalanced dataset with more quiet times than disturbed times, thus, the system being less anisotropic at most times. However, it also shows a weak correlation between the PAI and <inline-formula id="inf93">
<mml:math id="m94">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, which becomes more clearly evident once we calculate the PDF (<xref ref-type="fig" rid="F4">Figure 4</xref> panel b). In <xref ref-type="fig" rid="F4">Figure 4</xref> panel b, we can see that the PAI increases with increasing <inline-formula id="inf94">
<mml:math id="m95">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, implying that the pancake distributions become more anisotropic, i.e., narrow peak around <inline-formula id="inf95">
<mml:math id="m96">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> PA, as <inline-formula id="inf96">
<mml:math id="m97">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> increases.</p>
<p>To study the variation of PAI of pancake PADs with the SYM-H index, we choose SYM-H to vary between &#x2212;60 nT and 20 nT. Similar to <inline-formula id="inf97">
<mml:math id="m98">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <xref ref-type="fig" rid="F4">Figure 4</xref> panel c shows that most of the observations are limited to low SYM-H (<inline-formula id="inf98">
<mml:math id="m99">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>0 to &#x2212;20 nT) and PAI values (refer to colorbar at the bottom left). The 2d distribution (<xref ref-type="fig" rid="F4">Figure 4</xref> panel c) does not exhibit any clear correlation between PAI and SYM-H, although a very weak trend of increasing PAI with decreasing SYM-H can be seen. As SYM-H is a measure of storm intensity, it suggests that the pancake PADs become more anisotropic as the storm intensity increases. This is consistent with the recent findings of <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref> where they identified a narrow pancake distribution during the main and early recovery phases of geomagnetic storms (using SYM-H to define the different storm phases) dominant on the dayside magnetosphere at higher L-shells. This feature becomes more evident when we plot the PDF in <xref ref-type="fig" rid="F4">Figure 4</xref> panel d. In addition, now we see an interesting feature in the variation of PAI with the SYM-H index. There are two distinct ranges of the SYM-H index where the anisotropy is higher: one when the SYM-H index is positive and the other when it is negative, with the minimum anisotropy being around SYM-H <inline-formula id="inf99">
<mml:math id="m100">
<mml:mrow>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0 nT. To understand this physically, we know that when a pressure impulse hits the Earth&#x2019;s magnetosphere, it leads to a sharp increase in the SYM-H index. Thus, the subset of positive SYM-H values corresponds to this pressure impulse impact which can lead to an enhanced anisotropy through a mechanism similar to betatron acceleration. Negative SYM-H corresponds to enhanced storm intensity which can again lead to an enhanced anisotropy. SYM-H values close to 0 nT correspond to non-storm times during which the anisotropy is low, the combined effect thus producing the &#x201c;V&#x201d;-shaped variation of PAI with SYM-H.</p>
<p>To study the variation of electron PAI with the AL index, we choose the AL index to vary between 0 and -400 nT. The 2d distribution (<xref ref-type="fig" rid="F4">Figure 4</xref> panel e) does not exhibit any clear correlation between the PAI and the AL index. The PDF (<xref ref-type="fig" rid="F4">Figure 4</xref> panel f), however, shows a weak correlation between the two parameters, with the PAI increasing with decreasing AL. As the AL index is a measure of the substorm intensity, this means that with more severe substorms, the anisotropy increases. However, the correlation of PAI with the AL index is not as strong as the other two parameters.</p>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> shows the 2d distribution (left column) and the PDF (right column) of butterfly PADs of 1.8 MeV electrons in the MLT sector 21&#x2013;3 and L <inline-formula id="inf100">
<mml:math id="m101">
<mml:mrow>
<mml:mo>&#x3e;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 5, in the same manner as in <xref ref-type="fig" rid="F4">Figure 4</xref>. Similar to pancake distributions, the reason behind choosing this specific spatial range for butterfly distributions is that butterfly PADs are the most dominant distributions within this particular L-MLT sector (see <xref ref-type="fig" rid="F3">Figure 3</xref>). One important point to note is that for butterfly PADs, a lower value of electron PAI indicates an enhanced anisotropy. Thus, the variation of PAI for butterfly PADs with each parameter is in the opposite sense to that for pancake PADs. With that in mind, from <xref ref-type="fig" rid="F5">Figure 5</xref>, we can see that the overall variations of the butterfly electron PAI with the different parameters are quite similar to that for pancake PADs, such as: (i) from the 2d distributions (<xref ref-type="fig" rid="F5">Figure 5</xref> panels a, c, and e), we can see that most of the observations are limited to low values of the parameters and corresponding low PAI values, suggesting more quiet time data than disturbed time data, hence, the butterfly PADs being less anisotropic for most of the times. (ii) The anisotropy of butterfly PADs increases with increasing <inline-formula id="inf101">
<mml:math id="m102">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> as evident from the PDF in <xref ref-type="fig" rid="F5">Figure 5</xref> panel b. (iii) For the SYM-H index, there are two ranges where the anisotropy of butterfly PADs is higher (<xref ref-type="fig" rid="F5">Figure 5</xref> panel d). One where the SYM-H index is positive and the other when the SYM-H index is negative, with a reduced anisotropy around SYM-H <inline-formula id="inf102">
<mml:math id="m103">
<mml:mrow>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0 nT. (iv) The anisotropy of butterfly PADs increases with decreasing AL index, i.e., with increasing substorm intensity (<xref ref-type="fig" rid="F5">Figure 5</xref> panel f). However, for butterfly distributions, the correlation between PAI and the drivers is strongest for <inline-formula id="inf103">
<mml:math id="m104">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Same as in <xref ref-type="fig" rid="F4">Figure 4</xref> but for butterfly distribution of 1.8 MeV electrons on the nightside sector (MLT range 21&#x2013;3, and L <inline-formula id="inf104">
<mml:math id="m105">
<mml:mrow>
<mml:mo>&#x3e;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 5).</p>
</caption>
<graphic xlink:href="fspas-11-1474503-g005.tif"/>
</fig>
</sec>
<sec id="s3-3-2">
<title>3.3.2 MLT-averaged variation of electron PAI with geomagnetic activity as a function of L and energy</title>
<p>In the previous subsection, <xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref> showed the overall variation of the anisotropy of 1.8 MeV electrons in two specific spatial ranges. To obtain a more general picture, in this subsection, we extend our analyses to present an MLT-averaged variation of the electron PAI as a function of L, energy, and the level of geomagnetic activity. To do so, we define a low geomagnetic activity level by <inline-formula id="inf105">
<mml:math id="m106">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and AL index having values less than their 25th percentile, while a high geomagnetic activity level is defined by <inline-formula id="inf106">
<mml:math id="m107">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and AL index having values greater than their 75th percentile. For the SYM-H index, we use a slightly different criterion, as from <xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref>, we found that the electron PAI exhibits a &#x201c;V&#x201d;-shaped variation with the SYM-H index. Therefore, if we use the same criterion as for <inline-formula id="inf107">
<mml:math id="m108">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and AL index to split the SYM-H index, the low and high activity levels would correspond to almost similar PAI values, thereby resulting in no notable differences. For this reason, we used a SYM-H range of 0 to &#x2212;25 nT to define the low activity level and SYM-H values less than &#x2212;25 nT to define the high activity level. In addition, to be consistent with the findings from <xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref> that the electron PAI of both pancake and butterfly PADs (i.e., effectively the overall anisotropy) of 1.8 MeV electrons is best correlated with <inline-formula id="inf108">
<mml:math id="m109">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, in the main article, we provide the MLT-averaged variation of electron PAI with <inline-formula id="inf109">
<mml:math id="m110">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> only. The variation of electron PAI with the other drivers is provided in the supplementary document (<xref ref-type="sec" rid="s10">Supplementary Figures S3, S4</xref>). The interquartile range (IQR) during low (left column) and high (right column) levels of geomagnetic activity for P<sub>dyn</sub>, SYMH, and AL are shown in <xref ref-type="sec" rid="s10">Supplementary Figures S5, S6, S7</xref>, respectively.</p>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> shows the MLT-averaged variation of electron PAI as a function of L and energy during different levels of geomagnetic activity. The left column corresponds to low activity levels defined by <inline-formula id="inf110">
<mml:math id="m111">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values less than the 25th percentile, here 1.2 nPa. The middle column corresponds to high activity levels defined by <inline-formula id="inf111">
<mml:math id="m112">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values greater than the 75th percentile, here 2.5 nPa. The right column shows the difference in electron PAI between the two activity levels. For each panel, L is plotted along the <italic>x</italic>-axis in the range of 3&#x2013;6, split into 6 bins with bin width 0.5. Energy is plotted along the <italic>y</italic>-axis in the range of 0.5&#x2013;4.2 MeV, split into 11 energy bins. In each bin, the median of the electron PAI is plotted along with the actual values highlighted, and indicated by the colorbar at the top right. The colorbar at the bottom right denotes the percentage differences in the electron PAI. Red color indicates an increase in the values of PAI, white indicates no/small changes, and blue indicates a decrease in the values of PAI.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Median pitch angle anisotropy index as a function of electron energy and L averaged over four MLT sectors: <bold>(A&#x2013;C)</bold> dusk (MLT &#x3d; 15&#x2013;21), <bold>(D&#x2013;F)</bold> midnight (MLT &#x3d; 21&#x2013;3), <bold>(G&#x2013;I)</bold> dawn (MLT &#x3d; 3&#x2013;9), and <bold>(J&#x2013;L)</bold> noon (MLT &#x3d; 9&#x2013;15) for low geomagnetic activity (first column) and high geomagnetic activity (second column), and the percentage of difference in the median anisotropy index between the two activity levels (third column). For each panel, L is along the <italic>x</italic>-axis, and electron energy (in MeV) is along the <italic>y</italic>-axis. A low level of geomagnetic activity corresponds to values less than the 25th percentile of solar wind dynamic pressure (Pdyn) and a high level of geomagnetic activity corresponds to values greater than the 75th percentile of Pdyn, as indicated on the top of the panels <bold>(A)</bold> and <bold>(B)</bold> respectively.</p>
</caption>
<graphic xlink:href="fspas-11-1474503-g006.tif"/>
</fig>
<p>From <xref ref-type="fig" rid="F6">Figure 6</xref>, we can see that in the dusk sector (MLT &#x3d; 15&#x2013;21), during low activity levels (panel a), pancake PADs (PAI <inline-formula id="inf112">
<mml:math id="m113">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05) dominate in all L-shell and energy bins. During high activity levels (panel b), pancake distributions in the L-shell range of 5.5 - 6 become flattops (0.95 <inline-formula id="inf113">
<mml:math id="m114">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> PAI <inline-formula id="inf114">
<mml:math id="m115">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05), while in other L-shell ranges, the distributions remain pancake types. Only looking at the median PAI values does not provide a clear idea of the dominant PAD type in a particular L-MLT-energy bin. However, the IQRs combined with the median PAI values give a better idea of the dominant PAD type. The IQRs in <xref ref-type="sec" rid="s10">Supplementary Figure S5b</xref> suggest that although the median PAI values are within the range used to identify flattop distributions, some of the distributions become butterflies during periods of high geomagnetic activity. From <xref ref-type="fig" rid="F6">Figure 6</xref> panel c, we can see an energy and L-shell dependent change in the median anisotropy index values. In the L-shell range of 5.5&#x2013;6, the anisotropy index decreases across all energy bins, in the L-shell range of 5&#x2013;5.5, anisotropy index decreases for electron energies greater than 0.7 MeV, and in the L-shell range of 4.5&#x2013;5, the anisotropy index decreases for electron energies greater than 1.5 MeV. In all other energy and L-shell bins, the anisotropy index exhibits an increase, except in a few low energy and L-shell bins. As discussed earlier, the reduction in the median PAI values in the L-shell range of 5.5 - 6 might result from an increase in the occurrence of butterfly PADs, thereby reducing the median of the overall distribution. This is equally true for other L-MLT-energy bins and geomagnetic indices, which suggests that although the median PAI values during a certain level of geomagnetic activity might often fall within a range used to define a particular PAD type, the entire distribution might encompass PADs from other types as well.</p>
<p>In the midnight sector (MLT &#x3d; 21&#x2013;3), during levels of low geomagnetic activity (<xref ref-type="fig" rid="F6">Figure 6</xref> panel d), in the L-shell range of 5.5&#x2013;6, the distributions are butterfly (PAI <inline-formula id="inf115">
<mml:math id="m116">
<mml:mrow>
<mml:mo>&#x2264;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.95) at energies greater than 1.8 MeV and flattop at lower energies. In the L-shell range of 5&#x2013;5.5, the distributions are flattop at energies greater than 0.7 MeV and pancake at lower energies. In all other L-shell ranges (<inline-formula id="inf116">
<mml:math id="m117">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
<mml:mspace width="-0.7333em"/>
</mml:mrow>
</mml:math>
</inline-formula> 5), the distributions are pancake across all energies. During levels of high geomagnetic activity (<xref ref-type="fig" rid="F6">Figure 6</xref> panel e), the distributions in the L-shell range of 5.5 - 6 become butterfly at all energies with significant increases in anisotropy (see <xref ref-type="fig" rid="F6">Figure 6</xref> panel f, with an average increase of anisotropy by <inline-formula id="inf117">
<mml:math id="m118">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>10%&#x2013;23%). In the L-shell range of 5&#x2013;5.5, the flattop distributions turn butterflies at higher energies (<inline-formula id="inf118">
<mml:math id="m119">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.8 MeV), thereby exhibiting an enhanced anisotropy and inward intrusion of the butterfly PADs during geomagnetically disturbed times. In the lower L-shell range (<inline-formula id="inf119">
<mml:math id="m120">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
<mml:mspace width="-0.6333em"/>
</mml:mrow>
</mml:math>
</inline-formula> 5), the pancake PADs become more anisotropic with an average increase of anisotropy by <inline-formula id="inf120">
<mml:math id="m121">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>2%&#x2013;8%.</p>
<p>In the dawn sector (MLT &#x3d; 3&#x2013;9), during levels of low geomagnetic activity (<xref ref-type="fig" rid="F6">Figure 6</xref> panel g), the distributions are mostly pancake in all L-shell bins and at all energies. During levels of high geomagnetic activity (<xref ref-type="fig" rid="F6">Figure 6</xref> panel h), the pancake distributions become more anisotropic with an increase in anisotropy by <inline-formula id="inf121">
<mml:math id="m122">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>1%&#x2013;13% (<xref ref-type="fig" rid="F6">Figure 6</xref> panel i).</p>
<p>In the noon sector (MLT &#x3d; 9&#x2013;15), during levels of low geomagnetic activity (<xref ref-type="fig" rid="F6">Figure 6</xref> panel j), the distributions in the outer L-shell range (<inline-formula id="inf122">
<mml:math id="m123">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 4.5) are pancake at all energies, while in the inner L-shell range (<inline-formula id="inf123">
<mml:math id="m124">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
<mml:mspace width="-0.4333em"/>
</mml:mrow>
</mml:math>
</inline-formula> 4.5), the distributions are pancake at higher energies and flattop at lower energies. During levels of high geomagnetic activity (<xref ref-type="fig" rid="F6">Figure 6</xref> panel k), the pancake distributions in the outer L-shell range become highly anisotropic with an average increase of anisotropy by <inline-formula id="inf124">
<mml:math id="m125">
<mml:mrow>
<mml:mo>&#x223c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>2%&#x2013;30% (<xref ref-type="fig" rid="F6">Figure 6</xref> panel l). In the inner L-shell range, the pancake distributions at higher energies become more anisotropic, while the flattop distributions remain flattop, but with slight decreases in anisotropy.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion and conclusion</title>
<p>In this study, we used 7 years (2012&#x2013;2019) of Van Allen Probe-B pitch angle resolved electron flux measurements to examine the spatial distribution and energy dependence of different types of relativistic (<inline-formula id="inf125">
<mml:math id="m126">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>0.5 MeV) near-equatorial (MLAT <inline-formula id="inf126">
<mml:math id="m127">
<mml:mrow>
<mml:mo>&#x2264;</mml:mo>
<mml:mspace width="0.3333em"/>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>10</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>) electron PADs in the outer radiation belt (L <inline-formula id="inf127">
<mml:math id="m128">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 3), and to investigate the variation of electron pitch angle ansiotropy with different levels of geomagnetic activity.</p>
<p>As the first step, we applied <xref ref-type="disp-formula" rid="e1">Equation 1</xref> to calculate a pitch angle anisotropy index (PAI) which we used to categorize the electron PADs into three types, namely, pancake: PAI <inline-formula id="inf128">
<mml:math id="m129">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05, butterfly: PAI <inline-formula id="inf129">
<mml:math id="m130">
<mml:mrow>
<mml:mo>&#x2264;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.95, and flattop: 0.95 <inline-formula id="inf130">
<mml:math id="m131">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> PAI <inline-formula id="inf131">
<mml:math id="m132">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 1.05. To obtain the spatial distribution of the electron PADs, we calculated MLT-averaged normalized occurrence of the PADs in 6 L-shell bins (3&#x2013;6) and 11 energy bins (0.5&#x2013;4.2 MeV). To investigate the variation of pitch angle anisotropy with different levels of geomagnetic activity, we used the 5 min OMNI database of solar wind parameters and geomagnetic indices to monitor <inline-formula id="inf132">
<mml:math id="m133">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, SYM-H, and AL, and split them into periods of low and high activity.</p>
<p>The major findings from this study can be summarized as follows:<list list-type="simple">
<list-item>
<p>1. In the dawn and dusk sectors, the L range of 5 - 6 is dominated by butterfly and pancake PADs at higher energies (<inline-formula id="inf133">
<mml:math id="m134">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>1.5 MeV in the dusk sector, and <inline-formula id="inf134">
<mml:math id="m135">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>2.6 MeV in the dawn sector), and flattop and pancake PADs at the corresponding lower energies. The L range of 4&#x2013;5 is dominated by pancake PADs at higher energies (<inline-formula id="inf135">
<mml:math id="m136">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>1.5 MeV), and flattop PADs at lower energies. The L range of 3 - 4 is dominated by mostly pancake PADs.</p>
</list-item>
<list-item>
<p>2. In the midnight sector, the L range of 5.5&#x2013;6 is dominated by butterfly PADs across almost all energies. The L range of 4.5&#x2013;5.5 is dominated by butterfly PADs at higher energies (<inline-formula id="inf136">
<mml:math id="m137">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>1.8 MeV), and flattop PADs at lower energies. The L range of 3&#x2013;4.5 is mostly dominated by pancake PADs.</p>
</list-item>
<list-item>
<p>3. In the noon sector, the L range of 4.5&#x2013;6 is dominated by pancake PADs across all energies. In the L range of 4&#x2013;4.5, pancake PADs are dominant at higher energies (<inline-formula id="inf137">
<mml:math id="m138">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>1.5 MeV), and flattop PADs are dominant at lower energies. In the L range of 3&#x2013;4, flattop PAD is the most dominant distribution.</p>
</list-item>
<list-item>
<p>4. In the L range of 3&#x2013;4, we found a second population of butterfly distributions at low energies, mostly at energies less than 1 MeV at almost all MLTs.</p>
</list-item>
<list-item>
<p>5. The anisotropy of the entire outer radiation belt increases during periods of high geomagnetic activity. In the outer L-shell range, butterfly and pancake PADs which were already present in the midnight and noon sector during low activity times, respectively, become highly anisotropic and extend to lower L-shell and wider MLT ranges at all the relativistic energies. In the inner L-shell range, the anisotropy increases too, with either flattops turning into pancakes or pancakes becoming more anisotropic (narrowly peaked at <inline-formula id="inf138">
<mml:math id="m139">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> PA) in all the MLT sectors.</p>
</list-item>
<list-item>
<p>6. The correlation between outer radiation belt pitch angle anisotropy and the solar wind drivers is found to be strongest for <inline-formula id="inf139">
<mml:math id="m140">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</list-item>
</list>
</p>
<p>The statistical results related to the spatial distribution of the different electron PADs (findings 1, 2, and 3) are consistent with previous findings, both using fitting methods or machine learning techniques (e.g., <xref ref-type="bibr" rid="B10">Chen et al. (2014)</xref>, <xref ref-type="bibr" rid="B73">Zhao et al. (2018)</xref>, <xref ref-type="bibr" rid="B44">Pandya et al. (2020)</xref>, <xref ref-type="bibr" rid="B18">Greeley et al. (2021)</xref>, <xref ref-type="bibr" rid="B75">Zhao et al. (2021)</xref>, <xref ref-type="bibr" rid="B8">Chakraborty et al. (2022a)</xref>; <xref ref-type="bibr" rid="B26">Killey et al. (2023)</xref>; <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>, <italic>etc.</italic>). However, in most of the past studies, butterfly PADs are usually reported to be present on the nightside in outer L-shell ranges, <inline-formula id="inf140">
<mml:math id="m141">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 5 (e.g., <xref ref-type="bibr" rid="B38">Ni et al. (2016)</xref>; <xref ref-type="bibr" rid="B41">Ozeke et al. (2022)</xref>, <italic>etc.</italic>). Here, in addition, we found a second population of low-L (3 <inline-formula id="inf141">
<mml:math id="m142">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> L <inline-formula id="inf142">
<mml:math id="m143">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 4) butterfly PADs across all MLTs and low energies (<inline-formula id="inf143">
<mml:math id="m144">
<mml:mrow>
<mml:mo>&#x3c;</mml:mo>
<mml:mspace width="-0.7333em"/>
</mml:mrow>
</mml:math>
</inline-formula> 1 MeV), with a lower occurrence rate compared to the outer-L butterflies (finding 4). This is consistent with the very recent findings of <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>. One possible mechanism might be wave-particle interactions heating off-equatorial electrons (e.g., <xref ref-type="bibr" rid="B20">Horne and Thorne (2003)</xref>), as magnetopause shadowing is unlikely to create butterfly PADs at such low L-shells. A detailed analysis is required to understand the generation mechanism of these low-L butterflies, which we plan to do in a future study.</p>
<p>The results related to the variation of outer radiation belt pitch angle anisotropy with solar wind forcing (finding 5) are consistent with <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref> who showed the storm time evolution of the relativistic electron PADs in the outer radiation belt using machine learning techniques (<xref ref-type="fig" rid="F3">Figure 3</xref> of <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>). However, in <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>, the storm phases are defined based on the SYM-H index. In our study, we found that <inline-formula id="inf144">
<mml:math id="m145">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the dominant factor in driving the radiation belt pitch angle anisotropy, compared to SYM-H and AL indices (finding 6). This agrees with <xref ref-type="bibr" rid="B54">Smirnov et al. (2022a)</xref> who studied the storm-time evolution of electron PADs during 129 geomagnetic storms in the Van Allen Probe era and found <inline-formula id="inf145">
<mml:math id="m146">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> to be more effective than SYM-H and solar wind electric field in driving the observed enhancement in electron pitch angle anisotropy. Based on these results, in a companion paper, <xref ref-type="bibr" rid="B55">Smirnov et al. (2022b)</xref> developed an empirical model of the equatorial electron pitch angle distribution driven by <inline-formula id="inf146">
<mml:math id="m147">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. In another earlier paper, <xref ref-type="bibr" rid="B71">Yu et al. (2016)</xref> used 3 years of Van Allen Probe measurements (2012&#x2013;2015) to study the effect of <inline-formula id="inf147">
<mml:math id="m148">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and IMF Bz on the outer radiation belt electrons. They found that during periods of enhanced <inline-formula id="inf148">
<mml:math id="m149">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, pancake PADs on the dayside become more <inline-formula id="inf149">
<mml:math id="m150">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> peaked, while the nightside butterfly PADs extend azimuthally and also radially inwards. Our results thus confirm such findings by providing evidence of the correlation between the calculated electron pitch angle anisotropy and the driving solar wind parameters or geomagnetic indices.</p>
<p>Physically, this implies that when a pressure impulse hits the Earth&#x2019;s magnetosphere, it globally compresses the entire system. As a result of this global compression, some of the electrons are lost through magnetopause shadowing, while others get pushed radially inwards. As the electrons transport radially inwards, they move from a region of weaker to a stronger magnetic field. In the course of this motion, to preserve the first and second adiabatic invariants, they gain energy in the perpendicular direction more than that in the parallel direction through a process similar to betatron acceleration, leading to an enhanced anisotropy. This causes the pancake distributions to become more narrow. On the other hand, the <inline-formula id="inf150">
<mml:math id="m151">
<mml:mrow>
<mml:mn>90</mml:mn>
<mml:mo>&#xb0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> electrons that are lost through drift shell splitting and magnetopause shadowing into the interplanetary space lead to more deepening of the butterfly distributions. In addition, wave-particle interactions also play a significant role in the evolution of radiation belt electron pitch angle distributions. Magnetospheric plasma waves are generated either from particle injection leading to the enhancement of temperature anisotropy that provides free energy for the generation of waves, or from the global reconfiguration of the magnetosphere generating large-scale MHD waves. Resonant interaction with these waves violates the conservation of either one of the three adiabatic invariants of the resonating electrons, thereby leading to either loss or non-adiabatic heating, and thus generating different PAD types. This is depicted schematically in <xref ref-type="fig" rid="F7">Figure 7</xref>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>A schematic to show the outer radiation belt electron pitch angle distributions (PADs) during <bold>(A)</bold> quiet time and <bold>(B)</bold> disturbed time magnetospheric conditions. The table at the top right shows the ranges of pitch angle anisotropy index (PAI) for the three PAD types. Three possible changes in the PADs can be observed in the outer radiation belt during enhanced geomagnetic activity, such as, Case I: flattop PADs turning into pancake/butterfly distributions, Case II: pancake PADs turning into narrow pancakes, and Case III: butterfly PADs turning into deep butterflies.</p>
</caption>
<graphic xlink:href="fspas-11-1474503-g007.tif"/>
</fig>
<p>To summarize, our results show that a simplified formula (<xref ref-type="disp-formula" rid="e1">Equation 1</xref>) could capture the overall spatial and energy dependence of the outer radiation belt relativistic electron PADs. The results also confirm that <inline-formula id="inf151">
<mml:math id="m152">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">dyn</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the dominant parameter in governing the outer radiation belt pitch angle anisotropy, and thus can be used as a driver in radiation belt models, as used by <xref ref-type="bibr" rid="B55">Smirnov et al. (2022b)</xref>. In future, we plan to extend our study to resolve the two butterfly distributions peaking at two different pitch angles, as reported by <xref ref-type="bibr" rid="B41">Ozeke et al. (2022)</xref> and <xref ref-type="bibr" rid="B27">Killey et al. (2024)</xref>, and also to understand the generation mechanism of the low-L butterfly PADs.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>All Van Allen Probe ECT data used for this study are publicly available at the website <ext-link ext-link-type="uri" xlink:href="https://rbsp-ect.newmexicoconsortium.org/rbsp_ect.php">https://rbsp-ect.newmexicoconsortium.org/rbsp_ect.php</ext-link>. The solar wind parameters and geomagnetic indices data used in this study are publicly available at the website <ext-link ext-link-type="uri" xlink:href="https://omniweb.gsfc.nasa.gov/form/omni_min.html">https://omniweb.gsfc.nasa.gov/form/omni_min.html</ext-link>, and also in <xref ref-type="bibr" rid="B45">Papitashvili and King (2020)</xref>.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>SC: Conceptualization, Data curation, Methodology, Data analysis, Investigation, Visualization, Validation, Writing - original draft. IR: Conceptualization, Supervision, Investigation, Visualization, Validation, Writing - Review and Editing. SK: Data curation, Visualization, Validation, Writing - Review and Editing. BO: Visualization, Writing - Review and Editing. CW: Writing - Review and Editing. CP: Formal analysis, Writing - review and editing. EI: Formal analysis, Writing - review and editing. GE: Formal analysis, Writing - review and editing. KJ: Formal analysis, Writing - review and editing. NM: Formal analysis, Writing - review and editing. TG: Formal analysis, Writing - review and editing. TS: Formal analysis, Writing - review and editing. XL: Formal analysis, Writing - review and editing. YC: Formal analysis, Writing - review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. SC, IJR and CEJW are all supported in part by STFC Grants ST/V006320/1, ST/X001008/1 and ST/W000369/1, and NERC Grants NE/V002554/2, NE/P017185/2 and NE/V0002759/2. SK is funded by Northumbria University and STFC Grant 2597922 for PhD support. BO is supported by STFC Grant ST/W000369/1.</p>
</sec>
<ack>
<p>We thank the MagEIS and REPT teams for the Van Allen Probe data. We also acknowledge use of NASA/GSFC&#x2019;s Space Physics Data Facility&#x2019;s OMNIWeb service, and OMNI data. Some of the preliminary analyses for this study were conducted as part of an outreach program named ORBYTS at the Royal Grammar School, Newcastle upon Tyne, United Kingdom. We thank the school to allow us to conduct the project.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fspas.2024.1474503/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fspas.2024.1474503/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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