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<h1 class="western" style="font-weight: normal; page-break-before:
always" lang="en-US" align="left"> <font face="Helvetica, Arial,
sans-serif" color="#1e00ff"><b>Engineer or post-doctoral
research position </b><b><br>
</b><b> Analysis of time series in robotic surgery</b></font></h1>
<div align="left"><font face="Helvetica, Arial, sans-serif"
color="#1e00ff"><b> </b></font></div>
<p style="margin-bottom: 0.28cm; line-height: 127%" align="left"><font
color="#1e00ff"><b>Key</b><b> </b><b>words</b><b>: machine
learning on time series, clustering, classification, average
time series</b></font></p>
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</font></p>
<h2 class="western" style="margin-top: 0.07cm; font-weight: normal;
line-height: 127%" lang="en-US" align="justify"> <font
color="#1e00ff"><b>Context</b></font></h2>
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<p style="margin-bottom: 0cm; line-height: 127%" align="justify">Surgical
robotics is now widely used with, for instance, more than 5000 Da
Vinci systems and one million procedures performed worldwide.
Surgery is a complex activity, in a very small anatomical volume,
and with a lot of variability between patients and between
surgeons. The global objective of the two-year SPARS (Sequential
Pattern Analysis in Robotic Surgery: Understanding Surgery)
project led by the MediCIS team (LTSI (1), Inserm, Rennes 1
University) is to develop data analysis approaches being able to
provide a better understanding of the surgical practice, from
complex surgical data. The approaches will be developed thanks to
the complementary skills available in the project’s consortium,
including time series analysis. In this consortium, the IRISA
laboratory (Rennes and Vannes) is calling for applications for a
post-doctoral research position (duration two years) on time
series analysis. </p>
<div id="sdfootnote1">
<p style="margin-bottom: 0cm; line-height: 100%">(1) Laboratoire
Traitement du Signal et de l'Image</p>
<p style="margin-bottom: 0cm; line-height: 100%"><br>
</p>
<p style="margin-bottom: 0cm; line-height: 100%"> </p>
<h2 class="western" style="margin-top: 0.07cm; font-weight:
normal; line-height: 127%" lang="en-US" align="justify"> <font
color="#1e00ff"><b>Missions</b></font></h2>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">In the SPARS project context, a trajectory
compiles information on the 3D location of the tip of a surgical
instrument at the hands of the surgeon, at a constant frequency.
The candidate will be mostly involved in one of the three
workpackages of the SPARS project. <b>A first task</b> will
focus on clustering and classification for such trajectories.
Various <b>practical objectives</b> are pursued, including the
generation of a model corresponding to a cluster or a class, the
characterization of operating modes specific to a type of
patient or a type of surgeon, the provision of advice to
practitioners in the case of robotic surgeries that are not or
not very well documented, the identification of the level of
expertise of a practitioner, the prediction of the surgical
procedure to be chosen according to the type of patient. These
investigations will use dissimilarity measures based on temporal
alignment, as DTW [SC71] or elastic kernels as proposed in
[CVB07], [CB17] and [M19a]. This task will also address
co-clustering for trajectories. The investigations will focus on
how to combine time series with other types of data for a
co-clustering purpose, using either deep learning [XCZ19] if
enough data is available, symbolic representation [BBC15] or
latent block [BLN20] models that all need to be adapted to the
specificity of kinematics data.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">Once a cluster or a class is obtained, another
task will be to compute an average trajectory from a set of
trajectories. The <b>practical objectives</b> will be the
following: highlight deviations from the average trajectory that
are potentially interpretable (as characteristics of the
practitioner, or of the patient, for example) ; identify the
best operating mode to young practitioners or trainees if it is
possible to correlate the operating mode with clinical results.
Intuitively, on the graphical representation of a time series,
variability related to temporality (phase) concerns the abscissa
axis, and variability related to shape concerns the ordinate
axis. To compute a consensus trajectory, <b>the second task</b>
of the package will examine how to extract the atemporal form
and the variable component related to temporality, assuming that
this atemporal form may be interpreted as an approximation of
the consensus. The problem of shape and phase separation has
been studied in [PZ16], [SSV10] and [M19a]. The second task will
examine how to improve the preliminary work in [M19b], notably
by proposing other kernels.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify"> </p>
<h2 class="western" style="margin-top: 0.07cm; font-weight:
normal; line-height: 127%" lang="en-US" align="justify"> <font
color="#1e00ff"><b>Requirements for this position</b></font></h2>
<p>Doctorate in computer science, applied mathematics and computer
science, or mathematics, with a specialization in machine
learning and the following requirements: </p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US">-
theoretical skills and experience in probability / statistics,
applied mathematics, machine learning,</p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US">-
strong knowledge and solid experience in temporal data analysis,</p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US">-
publications in major conferences or journals in the field,</p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US">-
mastery of data manipulation, relying on machine learning
libraries,</p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US">-
programming experience, good programming skills (notably in
Python) and technical ability to manage a code development
project,</p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US">-
ability to work in a team, and report on the progress of work.</p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US"><br>
</p>
<p style="margin-bottom: 0cm; line-height: 100%" lang="en-US">Some
knowledge in deep learning will be a plus.</p>
<p style="margin-bottom: 0cm; line-height: 100%">The personal
qualities expected are mostly autonomy and interest in
interdisciplinarity (health), as well as writing skills (both in
French and English). Fluency in French will be a plus.</p>
<p style="margin-bottom: 0cm; line-height: 100%"><br>
</p>
<p style="margin-bottom: 0cm; line-height: 100%"> </p>
<h2 class="western" style="margin-top: 0.07cm; font-weight:
normal; line-height: 127%" align="justify"> <b><font
color="#1e00ff">Work environment</font></b></h2>
<p style="margin-bottom: 0cm; line-height: 127%" align="justify"><font
color="#1e00ff"><b>Location</b><b>:</b><b> </b></font>Institut
de Recherche en informatique et Systèmes Aléatoires (IRISA),
Université de Rennes 1 - Campus Beaulieu, 263 Av. Général
Leclerc, 35000 Rennes</p>
<p style="margin-bottom: 0cm; line-height: 127%" align="justify"><font
color="#1e00ff"><b>Duration</b><b>:</b></font> 24 months –
Applications will be accepted until the position is filled (<b>for
recruitment by 1 December 2022 at the latest</b>)</p>
<p style="margin-bottom: 0cm; line-height: 127%" align="justify"><font
color="#1e00ff"><b>Host team</b><b>:</b></font> LINKMEDIA</p>
<p style="margin-bottom: 0cm; line-height: 127%" align="justify">The
successful candidate will work with four academic researchers
from IRISA / Rennes / LINKMEDIA team (Simon Malinowski,
Associate Professor in Computer Science), IRISA / Vannes /
EXPRESSION team (Pierre-François Marteau, Full Professor in
Computer Science), LS2N (2) / Nantes / DUKe team (Christine
Sinoquet, Associate Professor with French Accreditation to
supervise Research (HdR)) and INSERM / Rennes / LTSI MediCIS
team (Pierre Jannin, Directeur de recherche INSERM, HdR). The
successful candidate will collaborate with the partners in the
project, among which the other post-doctoral fellow involved in
the project and the project partners experts in surgery and in
surgical data analysis.</p>
<p style="margin-bottom: 0cm; line-height: 127%" lang="en-US"
align="justify">(2) Laboratoire des Sciences du Numérique de
Nantes : UMR CNRS 6004 </p>
<p style="margin-bottom: 0cm; line-height: 127%" lang="en-US"
align="justify"><b><br>
</b> </p>
<b><font color="#1e00ff">Income:</font></b><b> </b>2160,26 euros
before taxes monthly</div>
<div><br>
</div>
<div><br>
</div>
<div>
<h2 class="western" style="margin-top: 0.07cm; font-weight:
normal; line-height: 127%" lang="en-US" align="justify"> <font
color="#1e00ff"><b>How to apply?<br>
</b></font></h2>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> Documents to be provided :</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> - detailed Curriculum Vitae
including a complete list of publications,</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> - letter of motivation
indicating the candidate’s research interests and achievements
to date,</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> - a selection of
publications,</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> - the PhD thesis manuscript,</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> - Master 2 marks (with rank
and number of students in the year)</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> - letters of recommendation
for the current year,</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> - contact details of two
referees (at least) with whom the candidate has worked (first
name, surname, status, institution (give details of acronyms if
applicable), city, e-mail address, telephone number)</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> <br>
</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> Questions or application
files (<b>zip archive only</b>) should be sent to the four
contact persons below:</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"><br>
</p>
<p style="margin-top: 0.07cm; margin-bottom: 0cm; line-height:
127%" lang="en-US" align="justify"> </p>
<p><a href="mailto:simon.malinowski@irisa.fr" target="_top"
moz-do-not-send="true" class="moz-txt-link-freetext">simon.malinowski@irisa.fr</a></p>
<p><a href="mailto:christine.sinoquet@univ-nantes.fr"
target="_top" moz-do-not-send="true"
class="moz-txt-link-freetext">christine.sinoquet@univ-nantes.fr</a></p>
<p><a href="mailto:pierre-francois.marteau@univ-ubs.fr"
target="_top" moz-do-not-send="true"
class="moz-txt-link-freetext">pierre-francois.marteau@univ-ubs.fr</a></p>
<p><a href="mailto:pierre.jannin@univ-rennes1.fr" target="_top"
moz-do-not-send="true" class="moz-txt-link-freetext">pierre.jannin@univ-rennes1.fr</a>
(SPARS project leader) <font color="#000000"><font
face="Calibri, sans-serif"><font style="font-size: 10pt"
size="2"><span lang="en-US"><br>
</span></font></font></font></p>
<p><font color="#000000"><font face="Calibri, sans-serif"><font
style="font-size: 10pt" size="2"><span lang="en-US"><br>
</span></font></font></font></p>
<p>Simon Malinowksi<a
href="http://people.irisa.fr/Simon.Malinowski/" target="_top"
moz-do-not-send="true" class="moz-txt-link-freetext">
http://people.irisa.fr/Simon.Malinowski/</a></p>
<p> </p>
<p>Christine Sinoquet <a
href="https://christinesinoquet.wixsite.com/christinesinoquet"
target="_top" moz-do-not-send="true"
class="moz-txt-link-freetext">https://christinesinoquet.wixsite.com/christinesinoquet</a></p>
<p> </p>
<p>Pierre-François Marteau <a
href="https://people.irisa.fr/Pierre-Francois.Marteau/"
target="_top" moz-do-not-send="true"
class="moz-txt-link-freetext">https://people.irisa.fr/Pierre-Francois.Marteau/</a></p>
<p>
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<p>
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<p>
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</p>
<p lang="en-US"> </p>
<p>Pierre Jannin <a
href="https://medicis.univ-rennes1.fr/members/pierre.jannin/index"
target="_top" moz-do-not-send="true"
class="moz-txt-link-freetext">https://medicis.univ-rennes1.fr/members/pierre.jannin/index</a></p>
<p><font color="#1e00ff"><b><br>
</b></font></p>
<p> </p>
<h2 class="western" style="margin-top: 0.07cm; line-height: 127%;"
lang="en-US" align="justify"> <font color="#1e00ff">Bibliographical
references </font></h2>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[BBC15] A. Bondu, M. Boullé, A. Cornuéjols
(2015) Symbolic representation of time series: a hierarchical
coclustering formalization. In : International Workshop on
Advanced Analysis and Learning on Temporal Data, pp. 3-16.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[BLN20] R. Boutalbi, L. Labiod, M. Nadif (2020)
Tensor latent block model for co-clustering. International
Journal of Data Science and Analytics, 1-15.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[CVB07] M. Cuturi, J.-P. Vert, O. Birkenes, T.
Matsui (2007) A kernel for time series based on global
alignments. In: IEEE International Conference on Acoustics,
Seepch and Signal Processing, ICAPPS, vol. 2, pp. II–413–II–416.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[CB17] M. Cuturi, M. Blondel (2017) Soft-DTW: a
differentiable loss function for time-series. In: International
Conference on Machine Learning (ICML), 894-903.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[M19a] P.-F. Marteau (2019) Times series
averaging and denoising from a probabilistic perspective on
time-elastic kernels. International Journal of Applied
Mathematics and Computer Science, 29 (2), 375-392.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[M19b] P.-F. Marteau (2019) On the separation of
shape and temporal patterns in time series. Application to
signature authentication. <a
href="https://hal.archives-ouvertes.fr/hal-02373531v2"
target="_top" class="moz-txt-link-freetext"
moz-do-not-send="true">https://hal.archives-ouvertes.fr/hal-02373531v2</a>.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[PZ16] V. M. Panaretos, Y. Zemel (2016)
Amplitude and phase variation of point processes. The Annals of
Statistics, 44(2), 771-812.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[SC71] H. Sakoe, S. Chiba (1971) A dynamic
programming approach to continuous speech recognition. In: ICA,
Paper 20 CI3.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[SSV10] L. M. Sangalli, P. Secchi, S. Vantini,
and V. Vitelli (2010) k-mean alignment for curve clustering.
Computational Statistics and Data Analysis, 54(5), 1219-1233.</p>
<p style="margin-bottom: 0.28cm; line-height: 127%"
align="justify">[XCZ19] D. Xu, W. Cheng, B. Zong et al. (2019)
Deep co-clustering. In: SIAM International Conference on Data
Mining (SDM), 414-422.</p>
<p>
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<div class="moz-signature"> Christine Sinoquet <br>
<a class="moz-txt-link-freetext"
href="http://christinesinoquet.wixsite.com/christinesinoquet"
moz-do-not-send="true">http://christinesinoquet.wixsite.com/christinesinoquet</a>
<br>
Associate Professor with French Habilitation to Supervise Research
(2014), Qualified for Full Professor Activities (2015, 2020) <br>
Head of the Master Mention of Bioinformatics of the University of
Nantes <br>
Head of DUKe Research Group (Data / User / Knowledge) - LS2N
(Laboratoire des Sciences du Numérique de Nantes - Laboratory of
Digital Science of Nantes) / UMR CNRS 6004, <a
class="moz-txt-link-freetext" href="https://www.ls2n.fr/"
moz-do-not-send="true">https://www.ls2n.fr/</a></div>
<div class="moz-signature"><br>
</div>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="envelope address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="envelope return"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="footnote reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="line number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="page number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="table of authorities"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="macro"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="toa heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 5"/>
<w:LsdException Locked="false" Priority="10" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Signature"/>
<w:LsdException Locked="false" Priority="1" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Plain Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="E-mail Signature"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Top of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal (Web)"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Acronym"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Cite"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Code"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Definition"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Keyboard"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Preformatted"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Typewriter"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal Table"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Elegant"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Balloon Text"/>
<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" Name="Placeholder Text"/>
<w:LsdException Locked="false" Priority="1" QFormat="true" Name="No Spacing"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading"/>
<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 1"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
Name="List Paragraph"/>
<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
Name="Intense Quote"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 1"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 1"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 1"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 1"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 2"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 2"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 2"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 2"/>
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<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 2"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 2"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 2"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 2"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 2"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 3"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 3"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 3"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 3"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 3"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 3"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 3"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 3"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 3"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 3"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 3"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 4"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 4"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 4"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 4"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 4"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 4"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 4"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 4"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 4"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 4"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 4"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 4"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 4"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 5"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 5"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 5"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 5"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 5"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 5"/>
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<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 5"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 5"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 5"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 5"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 5"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 5"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 6"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 6"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 6"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 6"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 6"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
Name="Subtle Emphasis"/>
<w:LsdException Locked="false" Priority="21" QFormat="true"
Name="Intense Emphasis"/>
<w:LsdException Locked="false" Priority="31" QFormat="true"
Name="Subtle Reference"/>
<w:LsdException Locked="false" Priority="32" QFormat="true"
Name="Intense Reference"/>
<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 5"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 5"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 5"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 5"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 5"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="46"
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