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<channel>
<title>Flow Battery Research Collective</title>
<link>https://fbrc.dev/</link>
<atom:link href="https://fbrc.dev/index.xml" rel="self" type="application/rss+xml"/>
<description>Open-Source Flow Battery Community</description>
<generator>quarto-1.8.24</generator>
<lastBuildDate>Thu, 22 Jan 2026 23:00:00 GMT</lastBuildDate>
<item>
  <title>Come see FBRC at FOSDEM 2026!</title>
  <dc:creator>Kirk Pollard Smith</dc:creator>
  <dc:creator>Daniel Fernandez Pinto</dc:creator>
  <link>https://fbrc.dev/posts/fosdem-2026/</link>
  <description><![CDATA[ 





<p>We will be presenting at FOSDEM 2026 and hope to see you there! Kirk and Daniel will be presenting at 12:30 on Saturday, January 31 in the Energy track in room <a href="https://fosdem.org/2026/schedule/room/aw1126/">AW1.126</a>. Full details <a href="https://fosdem.org/2026/schedule/event/3EEZZB-open-source-batteries/">here</a>, including the link to the <a href="https://live.fosdem.org/watch/aw1126">livestream</a> (talk should also be recorded and watchable later).</p>
<p>The title of the talk is “Scaling up open-source batteries: what’s worth pursuing?”. Here is the abstract:</p>
<blockquote class="blockquote">
<p>Storing energy reversibly is useful. For clean energy, electrochemical batteries are one of the most attractive options. Most battery technology is proprietary, hard to recycle, and complicated to manufacture. What if that wasn’t the case?</p>
<p>We will present our collective and individual efforts with the Flow Battery Research Collective (https://fbrc.dev/) to build open-source batteries for stationary storage applications. This includes our flow battery work, such as efforts to build a larger-format cell with simple manufacturing techniques like laser cutting and FDM printing, as well as our different experiments with flow battery electrolytes based on zinc, iodine, iron, and manganese.</p>
<p>We will also cover our individual efforts to build conventional, non-flow flooded batteries based on water and the above elements (including this work by the speaker Daniel: https://chemisting.com/2025/05/23/a-low-cost-open-source-cu-mn-rechargeable-static-battery/). We will discuss the economic hurdles facing practical implementations of these systems.</p>
</blockquote>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/fosdem-2026/images/paste-1-1024w.webp" class="img-fluid figure-img" srcset="images/paste-1-1024w.webp 1024w, images/paste-1-800w.webp 800w, images/paste-1-400w.webp 400w" decoding="async"></p>
<figcaption>A static (non-flow) test cell of Daniel’s, described on his <a href="https://chemisting.com/2025/05/23/a-low-cost-open-source-cu-mn-rechargeable-static-battery/">blog</a>.</figcaption>
</figure>
</div>
<section id="comments" class="level2">
<h2 class="anchored" data-anchor-id="comments">Comments</h2>
<p>If you’d like to reply to this post, please do so in this <a href="https://fbrc.nodebb.com/topic/55/come-see-fbrc-at-fosdem-2026">thread</a> in our forum.</p>


</section>

 ]]></description>
  <category>flow batteries</category>
  <category>conference</category>
  <guid>https://fbrc.dev/posts/fosdem-2026/</guid>
  <pubDate>Thu, 22 Jan 2026 23:00:00 GMT</pubDate>
  <media:content url="https://fbrc.dev/posts/fosdem-2026/image.webp" medium="image" type="image/webp"/>
</item>
<item>
  <title>Updates on development kit, large-format cell, roadmap</title>
  <dc:creator>Kirk Pollard Smith</dc:creator>
  <dc:creator>Daniel Fernandez Pinto</dc:creator>
  <link>https://fbrc.dev/posts/october-2025-progress-update/</link>
  <description><![CDATA[ 





<p>It has been several months since our last update and we thank you for your patience! If you’ve checked out the <a href="https://fbrc.nodebb.com/">forum</a> you’ll know there’s been plenty of activity. Be sure to make an account there to receive the latest updates!</p>
<section id="development-kit-stable-and-certified-by-oshwa" class="level2">
<h2 class="anchored" data-anchor-id="development-kit-stable-and-certified-by-oshwa">Development kit stable and certified by OSHWA</h2>
<p>The <a href="https://codeberg.org/FBRC/RFB-dev-kit">development kit</a> is now stable, and multiple people are in the process of reproducing our system on the <a href="https://fbrc.nodebb.com/">forum</a>. We recieved <a href="https://certification.oshwa.org/fr000028.html">certification</a> from OSHWA confirming that our kit conforms to best practices.</p>
<p><img src="https://fbrc.dev/posts/october-2025-progress-update/images/certification-mark-FR000028-wide-590w.webp" class="img-fluid" srcset="images/certification-mark-FR000028-wide-590w.webp 590w, images/certification-mark-FR000028-wide-400w.webp 400w" decoding="async"></p>
</section>
<section id="presentations-and-articles-on-the-fbrc" class="level2">
<h2 class="anchored" data-anchor-id="presentations-and-articles-on-the-fbrc">Presentations and articles on the FBRC</h2>
<section id="articles-written-on-fbrc" class="level3">
<h3 class="anchored" data-anchor-id="articles-written-on-fbrc">Articles written on FBRC</h3>
<p>Maximilian Voigt wrote an article on FBRC’s efforts that was published in heise online (<a href="https://www.heise.de/en/news/Open-source-hardware-open-kit-for-redox-flow-batteries-10458117.html">EN</a>, <a href="https://www.heise.de/news/Open-Source-Hardware-Offener-Bausatz-fuer-Redox-Flow-Batterien-10454562.html">DE</a>), we are grateful for his interview as it really helped spread the message of what we are trying to accomplish.</p>
<p>FBRC was also featured in <a href="hackaday.com/2025/07/23/an-open-source-flow-battery/">Hackaday</a> (<a href="https://hackaday.com/2024/08/15/open-source-residential-energy-storage/">again!</a>).</p>
</section>
<section id="talks" class="level3">
<h3 class="anchored" data-anchor-id="talks">Talks</h3>
<p>Prof.&nbsp;Sanli Faez presented FBRC work in the context of the FAIR Battery project at OSHWA 2025, video below:</p>
<div style="position: relative; padding-top: 56.25%;"><iframe title="Sanli Faez: Building a FAIR Battery" width="100%" height="100%" src="https://spectra.video/videos/embed/fza4ZLkq6JpsDTu6fLq4YU" style="border: 0px; position: absolute; inset: 0px;" allow="fullscreen" sandbox="allow-same-origin allow-scripts allow-popups allow-forms"></iframe></div>
<hr>
<p>Daniel presented FBRC at FOSDEM 2025:</p>
<div style="position: relative; padding-top: 56.25%;"><iframe title="Flow Battery Research Collective: Building an Open-Source Battery for Stationary Storage (FOSDEM 2025)" width="100%" height="100%" src="https://spectra.video/videos/embed/6BddEiwBqRMHSbC9qBLBz9" style="border: 0px; position: absolute; inset: 0px;" allow="fullscreen" sandbox="allow-same-origin allow-scripts allow-popups allow-forms"></iframe></div>
<hr>
<p>Kirk presented the project at the annual <a href="https://gdr-redoxflow.cnrs.fr/">French network</a> meeting for RFB research, slides are <a href="https://fbrc.codeberg.page/gdr2025-slides/">here</a> and below:</p>
<iframe width="800" height="500" src="https://fbrc.codeberg.page/gdr2025-slides">
</iframe>
</section>
</section>
<section id="large-format-cell-rd" class="level2">
<h2 class="anchored" data-anchor-id="large-format-cell-rd">Large-format cell R&amp;D</h2>
<p>We have made good progress towards our “large-format” cell, which is 175 cm². The design thread in the forum is <a href="https://fbrc.nodebb.com/topic/11/designing-the-large-format-cell">here</a>, all design files are on the repository <a href="https://codeberg.org/FBRC/RFB-large-format-cell">here</a>. It is designed so the flow frames can fully utilize the bed area of common FDM printers, and maximizes the use of laser and vinyl-cut 2D parts.</p>
<p>Here is a video of assembling the cell:</p>
<div style="position: relative; padding-top: 56.25%;"><iframe title="Assembling the large-format cell" width="100%" height="100%" src="https://spectra.video/videos/embed/m9RKg1QWrFdkkn9qUBFMTS" style="border: 0px; position: absolute; inset: 0px;" allow="fullscreen" sandbox="allow-same-origin allow-scripts allow-popups allow-forms"></iframe></div>
<p>And testing the flow loop with water:</p>
<div style="position: relative; padding-top: 56.25%;">
<iframe title="Running water through the flow loop of the large-format cell" width="100%" height="100%" src="https://spectra.video/videos/embed/69m6bYX3ym3rQQuz7hQk5t" style="border: 0px; position: absolute; inset: 0px;" allow="fullscreen" sandbox="allow-same-origin allow-scripts allow-popups allow-forms">
</iframe>
</div>
<p>We are waiting for a shipment of chemicals as well as doing some integration work on the relevant power electronics to allow us to perform charge/discharge testing.</p>
</section>
<section id="all-iron-electrolyte-exploration" class="level2">
<h2 class="anchored" data-anchor-id="all-iron-electrolyte-exploration">All-iron electrolyte exploration</h2>
<p>Daniel has been testing some very exciting all-iron electrolyte compositions with the development kit that we hope to test in the large-format cell. Read about his progress <a href="https://fbrc.nodebb.com/topic/44/only-fe-system">here</a>.</p>
</section>
<section id="whats-next" class="level2">
<h2 class="anchored" data-anchor-id="whats-next">What’s next?</h2>
<p>We plan to run our first charge/discharge tests soon in the large-format cell with the zinc-iodide chemistry from the development kit, followed by hopefully tests with an all-iron chemistry. This will be at the single-cell level. Once this is complete, we would like to stack at least three cells together using the large-format design.</p>
<p>Other tasks coming up include:</p>
<ul>
<li><p>computational design optimization of the flow frame in the large format cell/stack</p></li>
<li><p>programming the power electronics in the OwnTech Twist/Spin boards to allow for constant-current mode operation</p></li>
</ul>
<p>Please get in touch <a href="https://fbrc.nodebb.com/">on the forum</a> if you’d like to contribute on these issues!</p>
</section>
<section id="funding" class="level2">
<h2 class="anchored" data-anchor-id="funding">Funding</h2>
<p>This <a href="https://nlnet.nl/project/RedoxFlowBattery/">project</a> was funded through the NGI0 Entrust Fund, a fund established by NLnet with financial support from the European Commission’s Next Generation Internet programme, under the aegis of DG Communications Networks, Content and Technology under grant agreement No 101069594.</p>
<p>We are very grateful to NLnet for their support of our work.</p>
</section>
<section id="comments" class="level2">
<h2 class="anchored" data-anchor-id="comments">Comments</h2>
<p>If you’d like to reply to this post, please do so in this <a href="https://fbrc.nodebb.com/topic/51/updates-on-development-kit-large-format-cell-roadmap">thread</a> in our forum.</p>


</section>

<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents" id="quarto-citation"><h2 class="anchored quarto-appendix-heading">Citation</h2><div><div class="quarto-appendix-secondary-label">BibTeX citation:</div><pre class="sourceCode code-with-copy quarto-appendix-bibtex"><code class="sourceCode bibtex">@online{smith2025,
  author = {Smith, Kirk Pollard and Pinto, Daniel Fernandez},
  title = {Updates on Development Kit, Large-Format Cell, Roadmap},
  date = {2025-10-15},
  url = {https://fbrc.dev/posts/october-2025-progress-update/},
  langid = {en}
}
</code></pre><div class="quarto-appendix-secondary-label">For attribution, please cite this work as:</div><div id="ref-smith2025" class="csl-entry quarto-appendix-citeas">
Smith, Kirk Pollard, and Daniel Fernandez Pinto. 2025. <span>“Updates on
Development Kit, Large-Format Cell, Roadmap.”</span> October 15, 2025.
<a href="https://fbrc.dev/posts/october-2025-progress-update/">https://fbrc.dev/posts/october-2025-progress-update/</a>.
</div></div></section></div> ]]></description>
  <category>flow batteries</category>
  <category>kit</category>
  <category>zinc-iodide</category>
  <category>all-iron</category>
  <category>large-format</category>
  <guid>https://fbrc.dev/posts/october-2025-progress-update/</guid>
  <pubDate>Tue, 14 Oct 2025 22:00:00 GMT</pubDate>
  <media:content url="https://fbrc.dev/posts/october-2025-progress-update/image.webp" medium="image" type="image/webp"/>
</item>
<item>
  <title>Progress update on development kit</title>
  <dc:creator>Kirk Pollard Smith</dc:creator>
  <dc:creator>Daniel Fernandez Pinto</dc:creator>
  <link>https://fbrc.dev/posts/progress-update-dev-kit/</link>
  <description><![CDATA[ 





<p>Time for some updates on our progress since our last post!</p>
<section id="development-kit" class="level2">
<h2 class="anchored" data-anchor-id="development-kit">Development kit</h2>
<p>We have finished the initial version of the flow cell that we used at <a href="../../posts/Flow4U-conference/index.html">the workshop last April</a> (which we are calling version zero) including <a href="https://fbrc.codeberg.page/rfb-dev-kit/fabrication.html">documentation</a>. This has been marked as release <a href="https://codeberg.org/FBRC/RFB-dev-kit/releases/tag/v0.0.2">v0.0.2</a> (we are learning how to version hardware using Git, see below re. contribution guidelines!). It is a minimal working example, however, and the upcoming version of the kit performs much better. The upcoming version development occurs <a href="https://codeberg.org/FBRC/RFB-dev-kit/src/branch/barbed-flow-frames">on this branch</a> for the curious.</p>
<section id="limitations-of-the-first-iteration" class="level3">
<h3 class="anchored" data-anchor-id="limitations-of-the-first-iteration">Limitations of the first iteration</h3>
<p>Daniel put the first version of the kit through many extended cycling tests, and it was found to lose sealing performance over the timescale of months. We suspect this is due to <a href="https://en.wikipedia.org/wiki/Creep_(deformation)">creep</a> causing reduced sealing pressure in the middle of the cell due to bending moments over long timescales.</p>
<p>Another issue with this version is the tight, interference fit between the copper plate and the plastic body. This was a known trade-off, because we wanted to avoid the requirement to source and machine holes in bipolar plate material (hard to source and expensive). With this approach we were able to use grafoil (easy to get and cheap) and keep the machining required to just polypropylene (also easy to get). The fit needed to be very precise, however, which created a manufacturing constraint.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/progress-update-dev-kit/images/paste-4-838w.webp" class="img-fluid figure-img" style="width:40.0%" srcset="images/paste-4-838w.webp 838w, images/paste-4-800w.webp 800w, images/paste-4-400w.webp 400w" decoding="async"></p>
<figcaption>Illustration of the problems of the first cell</figcaption>
</figure>
</div>
</section>
<section id="improved-performance-with-integrated-barbs" class="level3">
<h3 class="anchored" data-anchor-id="improved-performance-with-integrated-barbs">Improved performance with integrated barbs</h3>
<p>A redesign of the cell addressed these shortcomings. Because a barb design had been successfully FDM-printed in polypropylene, for the reservoirs, we adopted this into the flow frame. This also eliminates the needs for drilling and tapping threads, source barbs, and several potentially leaky interfaces. Additionally, this design does not require any close interference fits or precise alignments, making manufacturing easier.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/progress-update-dev-kit/images/paste-5-633w.webp" class="img-fluid figure-img" style="width:40.0%" srcset="images/paste-5-633w.webp 633w, images/paste-5-400w.webp 400w" decoding="async"></p>
<figcaption>FreeCAD visualization of new barbed flow frame design</figcaption>
</figure>
</div>
<p>This approach is similar to that adopted by the <a href="https://pureadmin.qub.ac.uk/ws/portalfiles/portal/429214736/An_open_source_platform.pdf">Nockemann Group and coworkers</a>, with a key difference. In that paper, they struggled to get polypropylene FDM prints to seal properly, and opted for ABS. Our initial chemistry, zinc-iodide, is chemically incompatible with ABS when charged, so we need to use polypropylene. Large FDM polypropylene prints are, however, not rigid, dimensionally accurate, or leakproof enough to seal the cell well.</p>
<p>In our new design we have decoupled the chemical and mechanical requirements of the flow frame-endplate assembly. The polypropylene barbed flow frames print easily and accurately. An FDM-printable endplate, in a rigid, yet chemically incompatible material like PLA or PETG, can fit over the current collector and flow frame barbs, providing rigidity while never contacting the electrolyte.</p>
<p>In this way, we have reliably FDM-printed leakproof cells with polypropylene as the only wetted polymer material.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/progress-update-dev-kit/images/cell-1040w.webp" class="img-fluid figure-img" style="width:60.0%" srcset="images/cell-400w.webp 400w, images/cell-1040w.webp 1040w, images/cell-800w.webp 800w" decoding="async"></p>
<figcaption>The new version of the cell with barbed fittings printed directly into the flow frames, and an FDM-printable endplate (in red) that fits over the flow frame</figcaption>
</figure>
</div>
<p>The cell is undergoing development and the first release will be marked as <code>v1.0.0</code>. Also, we plan to write a paper on this comparing the cell to the literature to establish how it is and isn’t different from previous approaches.</p>
</section>
</section>
<section id="preliminary-results-from-first-chemistry-zinc-iodide" class="level2">
<h2 class="anchored" data-anchor-id="preliminary-results-from-first-chemistry-zinc-iodide">Preliminary results from first chemistry: zinc-iodide</h2>
<p>Our first testing has been done with zinc-iodide chemistries. Why?</p>
<ul>
<li>Easy to source, low-cost reagents (<em>vs.</em>&nbsp;vanadium, for example)</li>
<li>Compatible with cheap microporous membranes, such as paper</li>
<li>Resistant to dendrites</li>
<li>No detectable hydrogen evolution (unlike all-iron systems)</li>
<li>Acceptable energy density (&gt;20Wh/L)</li>
<li>No strong acids or bases needed</li>
<li>Low toxicity (but don’t drink it!)</li>
</ul>
<p>Here are the reactions taking place, for the battery as it discharges:</p>
<ul>
<li>Negative Terminal (Anode): <img src="https://latex.codecogs.com/png.latex?%5Cce%7BZn_%7B(s)%7D%20-%3E%20Zn%5E2+%20+%202e-%7D"></li>
<li>Positive Terminal (Cathode): <img src="https://latex.codecogs.com/png.latex?%5Cce%7BI3-%20+%202e-%20-%3E%203I-%20%7D"></li>
<li><strong>Overall:</strong> <img src="https://latex.codecogs.com/png.latex?%5Cce%7BZn_%7B(s)%7D%20+%20I3-%20-%3E%20Zn%5E2+%20+%203I-%7D,%20E%5E%5Cominus%20=%201.3%20V"></li>
<li><span style="color: gray;">Parasitic reaction: <img src="https://latex.codecogs.com/png.latex?%5Cce%7B6I-%20+%20O2%20+%202%20H2O%20-%3E%202I3-%20+%204OH-%20%7D"></span></li>
</ul>
<div class="callout callout-style-default callout-tip callout-titled">
<div class="callout-header d-flex align-content-center collapsed" data-bs-toggle="collapse" data-bs-target=".callout-1-contents" aria-controls="callout-1" aria-expanded="false" aria-label="Toggle callout">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
<span class="screen-reader-only">Tip</span>Naming Conventions
</div>
<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div>
</div>
<div id="callout-1" class="callout-1-contents callout-collapse collapse">
<div class="callout-body-container callout-body">
<p>Naming the battery terminals after their reactions on discharge is standard convention, even though this battery exists, after assembly, in the discharged state initially. Also, technically, the anode and cathode of the battery swap when the battery is charging <em>vs.</em> discharging, because the flow of electrons reverses causing the reduction and oxidation reactions to swap sides. We will usually just refer to the anode side for the zinc side—“the negative terminal”—and likewise for the cathode/positive terminal/iodide electrode.</p>
</div>
</div>
</div>
<div class="callout callout-style-default callout-note callout-titled">
<div class="callout-header d-flex align-content-center">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
<span class="screen-reader-only">Note</span>Hybrid RFBs
</div>
</div>
<div class="callout-body-container callout-body">
<p>Because metal plates/strips on the negative side in this setup, it is technically a “hybrid” flow battery, so the energy and power of the system are not fully decoupled. The reactor and systems engineering are similar, however, and the systems we develop will work for other traditional all-liquid chemistries with only minor modifications.</p>
</div>
</div>
<section id="preliminary-results" class="level3">
<h3 class="anchored" data-anchor-id="preliminary-results">Preliminary results</h3>
<p>Daniel has been running several tests to iterate towards a stable platform chemistry/cell configuration. Here is a representative test, complete with a failure of one peristaltic pump and what that looks like. This test didn’t have the right tubing material, and so some charged electrolyte leaked through the cathode pump causing corrosion on the pump shaft and pump failure, leading to a loss of flow and rapid performance decay. We present it here, because the initial performance was motivating, and because this is what research looks like!</p>
<div id="tbl-conditions" class="quarto-float quarto-figure quarto-figure-center anchored">
<figure class="quarto-float quarto-float-tbl figure">
<figcaption class="quarto-float-caption-top quarto-float-caption quarto-float-tbl" id="tbl-conditions-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
Table&nbsp;1: Test conditions
</figcaption>
<div aria-describedby="tbl-conditions-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<table class="caption-top table">
<colgroup>
<col style="width: 50%">
<col style="width: 50%">
</colgroup>
<tbody>
<tr class="odd">
<td><strong>Electrolyte Composition</strong></td>
<td>4M KI, 2M ZnCl<sub>2</sub>, 1 M NH<sub>4</sub>Cl in deionized H<sub>2</sub>O</td>
</tr>
<tr class="even">
<td><strong>Electrolyte Volume</strong></td>
<td>5 mL (anolyte) + 5 mL (catholyte)</td>
</tr>
<tr class="odd">
<td><strong>Cell Geometric Area</strong></td>
<td>2 cm<sup>2</sup></td>
</tr>
<tr class="even">
<td><strong>Separator</strong></td>
<td>3 layers matte photopaper</td>
</tr>
<tr class="odd">
<td><strong>Anode</strong> <strong>Configuration</strong></td>
<td>Grafoil + polypropylene felt (facing separator)</td>
</tr>
<tr class="even">
<td><strong>Cathode</strong> <strong>Configuration</strong></td>
<td>Grafoil + graphite felt + polypropylene felt (facing separator)</td>
</tr>
<tr class="odd">
<td><strong>Current Density</strong></td>
<td>30 mA/cm<sup>2</sup></td>
</tr>
<tr class="even">
<td><strong>Charging Conditions</strong></td>
<td>To 25 Ah/L or 1.7 V</td>
</tr>
<tr class="odd">
<td><strong>Discharging Conditions</strong></td>
<td>To 0 V</td>
</tr>
<tr class="even">
<td><strong>Flow Conditions</strong></td>
<td>Kamoer KHPP50 24 V peristaltic pumps at 100% duty cycle with 3x5 mm BPT tubing</td>
</tr>
</tbody>
</table>
</div>
</figure>
</div>
<p>Here is the <a href="Dec27_Ki4_NH4Cl2_nonCondFelt_3LayerPhoto_3mmFeltplusnoncond_2.csv">raw data (62 MB)</a> of the test from the open-source MYSTAT potentiostat we use, generated with the conditions shown in Table&nbsp;1. There are three columns for charge/discharge data: time, voltage, and current.</p>
<p>Below are some plots we can generate by processing the raw data in order to determine cell performance. The code block is expandable if you’d like to view it or run it yourself.</p>
<div id="cell-fig-curves" class="cell" data-execution_count="1">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> pandas <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> pd</span>
<span id="cb1-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> tqdm <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> tqdm, notebook</span>
<span id="cb1-3"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> np</span>
<span id="cb1-4"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> scipy</span>
<span id="cb1-5"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> plotly.express <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> px</span>
<span id="cb1-6"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> plotly.graph_objects <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> go</span>
<span id="cb1-7"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> kaleido</span>
<span id="cb1-8"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> IPython.display <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> Image</span>
<span id="cb1-9"></span>
<span id="cb1-10"></span>
<span id="cb1-11">tqdm_disabled <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># for website, change to False for local work</span></span>
<span id="cb1-12"></span>
<span id="cb1-13">sampling <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span></span>
<span id="cb1-14"></span>
<span id="cb1-15">MIN_POINTS0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">500</span></span>
<span id="cb1-16">DIFF_LIMIT <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.1</span></span>
<span id="cb1-17"></span>
<span id="cb1-18">TOTAL_VOLUME <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># electrolyte volume in mL</span></span>
<span id="cb1-19"></span>
<span id="cb1-20">filenames <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Dec27_Ki4_NH4Cl2_nonCondFelt_3LayerPhoto_3mmFeltplusnoncond_2.csv"</span>]</span>
<span id="cb1-21"></span>
<span id="cb1-22">all_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> []</span>
<span id="cb1-23"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> f <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> filenames:</span>
<span id="cb1-24">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(all_data) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">==</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>:</span>
<span id="cb1-25">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potentiostat_project"</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> f:</span>
<span id="cb1-26">            all_data.append(pd.read_csv(f))</span>
<span id="cb1-27">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">else</span>:</span>
<span id="cb1-28">            all_data.append(pd.read_csv(f, delimiter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="ch" style="color: #20794D;
background-color: null;
font-style: inherit;">\t</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span>))</span>
<span id="cb1-29">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">else</span>:</span>
<span id="cb1-30">        df0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pd.read_csv(f, delimiter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="ch" style="color: #20794D;
background-color: null;
font-style: inherit;">\t</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span>)</span>
<span id="cb1-31">        df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> all_data[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>].iat[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]</span>
<span id="cb1-32">        all_data.append(df0)</span>
<span id="cb1-33"></span>
<span id="cb1-34">df <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pd.concat(all_data, ignore_index<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>)</span>
<span id="cb1-35"></span>
<span id="cb1-36">df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mean_current"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Current(A)"</span>].rolling(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>).mean()</span>
<span id="cb1-37">df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"prev_current"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mean_current"</span>].shift(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb1-38">df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"VChange"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential(V)"</span>].diff().<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>()</span>
<span id="cb1-39">df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"is_change"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (</span>
<span id="cb1-40">    ((df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mean_current"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;</span> (df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"prev_current"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>))</span>
<span id="cb1-41">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">|</span> ((df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mean_current"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;</span> (df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"prev_current"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>))</span>
<span id="cb1-42">).astype(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>)</span>
<span id="cb1-43"></span>
<span id="cb1-44">idx_changes <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">list</span>(df[df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"is_change"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">==</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>].index)</span>
<span id="cb1-45">idx_changes.append(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(df) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb1-46"></span>
<span id="cb1-47">all_curves <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> []</span>
<span id="cb1-48">idx_start <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb1-49"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> idx <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> tqdm(idx_changes, disable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>tqdm_disabled):</span>
<span id="cb1-50">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(df.iloc[idx_start:idx, :]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">50</span>:</span>
<span id="cb1-51">        all_curves.append(df.iloc[idx_start:idx, :])</span>
<span id="cb1-52">    idx_start <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> idx</span>
<span id="cb1-53"></span>
<span id="cb1-54">results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> []</span>
<span id="cb1-55">n_curves <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">max</span>([<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(np.floor(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(all_curves) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>))])</span>
<span id="cb1-56"></span>
<span id="cb1-57"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> CN <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> notebook.tnrange(n_curves, disable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>tqdm_disabled):</span>
<span id="cb1-58">    CURVE_N1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> CN <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span></span>
<span id="cb1-59">    CURVE_N2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> CN <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span></span>
<span id="cb1-60"></span>
<span id="cb1-61">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Process charge data</span></span>
<span id="cb1-62"></span>
<span id="cb1-63">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> sampling:</span>
<span id="cb1-64">        N_TERM_POINTS <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">min</span>([MIN_POINTS0, <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(all_curves[CURVE_N1]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">2.0</span>]))</span>
<span id="cb1-65">        MIN_POINTS <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(</span>
<span id="cb1-66">            np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">min</span>([MIN_POINTS0, <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(all_curves[CURVE_N1]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> N_TERM_POINTS <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>])</span>
<span id="cb1-67">        )</span>
<span id="cb1-68"></span>
<span id="cb1-69">        df0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pd.concat(</span>
<span id="cb1-70">            [</span>
<span id="cb1-71">                all_curves[CURVE_N1].iloc[:N_TERM_POINTS],</span>
<span id="cb1-72">                all_curves[CURVE_N1]</span>
<span id="cb1-73">                .iloc[N_TERM_POINTS:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span>N_TERM_POINTS]</span>
<span id="cb1-74">                .sample(n<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>MIN_POINTS),</span>
<span id="cb1-75">                all_curves[CURVE_N1].iloc[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span>N_TERM_POINTS:],</span>
<span id="cb1-76">            ]</span>
<span id="cb1-77">        ).sort_values(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>, ascending<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>)</span>
<span id="cb1-78">        df0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> df0[df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"VChange"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> DIFF_LIMIT]</span>
<span id="cb1-79">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">else</span>:</span>
<span id="cb1-80">        df0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> all_curves[CURVE_N1].copy()</span>
<span id="cb1-81">    df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mAh"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>(</span>
<span id="cb1-82">        scipy.integrate.cumulative_trapezoid(</span>
<span id="cb1-83">            df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Current(A)"</span>], df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>], initial<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb1-84">        )</span>
<span id="cb1-85">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1000.0</span></span>
<span id="cb1-86">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">3600.0</span></span>
<span id="cb1-87">    )</span>
<span id="cb1-88">    total_energy0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> scipy.integrate.cumulative_trapezoid(</span>
<span id="cb1-89">        df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Current(A)"</span>].<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>() <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential(V)"</span>],</span>
<span id="cb1-90">        df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>],</span>
<span id="cb1-91">        initial<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span>,</span>
<span id="cb1-92">    )[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]</span>
<span id="cb1-93"></span>
<span id="cb1-94">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Process discharge data</span></span>
<span id="cb1-95">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> sampling:</span>
<span id="cb1-96">        N_TERM_POINTS <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">min</span>([MIN_POINTS0, <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(all_curves[CURVE_N2]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">2.0</span>]))</span>
<span id="cb1-97">        MIN_POINTS <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(</span>
<span id="cb1-98">            np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">min</span>([MIN_POINTS0, <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(all_curves[CURVE_N2]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> N_TERM_POINTS <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>])</span>
<span id="cb1-99">        )</span>
<span id="cb1-100">        df1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pd.concat(</span>
<span id="cb1-101">            [</span>
<span id="cb1-102">                all_curves[CURVE_N2].iloc[:N_TERM_POINTS],</span>
<span id="cb1-103">                all_curves[CURVE_N2]</span>
<span id="cb1-104">                .iloc[N_TERM_POINTS:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span>N_TERM_POINTS]</span>
<span id="cb1-105">                .sample(n<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>MIN_POINTS),</span>
<span id="cb1-106">                all_curves[CURVE_N2].iloc[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span>N_TERM_POINTS:],</span>
<span id="cb1-107">            ]</span>
<span id="cb1-108">        ).sort_values(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>, ascending<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>)</span>
<span id="cb1-109">        df1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> df1[df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"VChange"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> DIFF_LIMIT]</span>
<span id="cb1-110">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">else</span>:</span>
<span id="cb1-111">        df1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> all_curves[CURVE_N2].copy()</span>
<span id="cb1-112"></span>
<span id="cb1-113">    df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mAh"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>(</span>
<span id="cb1-114">        scipy.integrate.cumulative_trapezoid(</span>
<span id="cb1-115">            df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Current(A)"</span>], df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>], initial<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb1-116">        )</span>
<span id="cb1-117">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1000.0</span></span>
<span id="cb1-118">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">3600.0</span></span>
<span id="cb1-119">    )</span>
<span id="cb1-120">    total_energy1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> scipy.integrate.cumulative_trapezoid(</span>
<span id="cb1-121">        df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Current(A)"</span>].<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>() <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential(V)"</span>],</span>
<span id="cb1-122">        df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Elapsed time(s)"</span>],</span>
<span id="cb1-123">        initial<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span>,</span>
<span id="cb1-124">    )[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]</span>
<span id="cb1-125"></span>
<span id="cb1-126">    CE <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">100.0</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mAh"</span>].iloc[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mAh"</span>].iloc[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>])</span>
<span id="cb1-127">    EE <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">100.0</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (total_energy1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> total_energy0)</span>
<span id="cb1-128">    VE <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">100.0</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> EE <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> CE</span>
<span id="cb1-129">    results.append(</span>
<span id="cb1-130">        {</span>
<span id="cb1-131">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Number"</span>: CN <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>,</span>
<span id="cb1-132">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CE"</span>: CE,</span>
<span id="cb1-133">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"VE"</span>: VE,</span>
<span id="cb1-134">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"EE"</span>: EE,</span>
<span id="cb1-135">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Charge_potential"</span>: df0[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential(V)"</span>].mean(),</span>
<span id="cb1-136">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Discharge_potential"</span>: df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential(V)"</span>].mean(),</span>
<span id="cb1-137">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Charge_stored"</span>: df1[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mAh"</span>].iloc[<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> TOTAL_VOLUME,</span>
<span id="cb1-138">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy_density_discharge"</span>: total_energy1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> TOTAL_VOLUME <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">3600.0</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1000</span>,</span>
<span id="cb1-139">        }</span>
<span id="cb1-140">    )</span>
<span id="cb1-141"></span>
<span id="cb1-142">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Save the modified DataFrames back to the all_curves list</span></span>
<span id="cb1-143">    all_curves[CURVE_N1] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> df0</span>
<span id="cb1-144">    all_curves[CURVE_N2] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> df1</span>
<span id="cb1-145"></span>
<span id="cb1-146">results_df <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pd.DataFrame(results)</span>
<span id="cb1-147"></span>
<span id="cb1-148"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">not</span> tqdm_disabled:</span>
<span id="cb1-149">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(results_df)</span>
<span id="cb1-150">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">""</span>)</span>
<span id="cb1-151">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(results_df.mean())</span>
<span id="cb1-152"></span>
<span id="cb1-153"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Plot charge/discharge curves</span></span>
<span id="cb1-154">fig1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> go.Figure()</span>
<span id="cb1-155"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> CN <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(n_curves):</span>
<span id="cb1-156">    CURVE_N1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> CN <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span></span>
<span id="cb1-157">    CURVE_N2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> CN <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span></span>
<span id="cb1-158">    fig1.add_trace(</span>
<span id="cb1-159">        go.Scatter(</span>
<span id="cb1-160">            x<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>all_curves[CURVE_N1][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mAh"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> TOTAL_VOLUME,</span>
<span id="cb1-161">            y<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>all_curves[CURVE_N1][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential(V)"</span>],</span>
<span id="cb1-162">            mode<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"lines"</span>,</span>
<span id="cb1-163">            name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f"Charge </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>CN<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span>,</span>
<span id="cb1-164">            line<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">dict</span>(color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"blue"</span>, dash<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"solid"</span>),</span>
<span id="cb1-165">        )</span>
<span id="cb1-166">    )</span>
<span id="cb1-167">    fig1.add_trace(</span>
<span id="cb1-168">        go.Scatter(</span>
<span id="cb1-169">            x<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>all_curves[CURVE_N2][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mAh"</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> TOTAL_VOLUME,</span>
<span id="cb1-170">            y<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>all_curves[CURVE_N2][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential(V)"</span>],</span>
<span id="cb1-171">            mode<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"lines"</span>,</span>
<span id="cb1-172">            name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f"Discharge </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>CN<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span>,</span>
<span id="cb1-173">            line<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">dict</span>(color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"grey"</span>, dash<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"solid"</span>),</span>
<span id="cb1-174">        )</span>
<span id="cb1-175">    )</span>
<span id="cb1-176">fig1.update_layout(</span>
<span id="cb1-177">    title<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Charge and Discharge Curves"</span>,</span>
<span id="cb1-178">    xaxis_title<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Capacity (Ah/L)"</span>,</span>
<span id="cb1-179">    yaxis_title<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Potential (V)"</span>,</span>
<span id="cb1-180">)</span>
<span id="cb1-181"></span>
<span id="cb1-182">fig1.show()</span>
<span id="cb1-183"></span>
<span id="cb1-184"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># fig1.write_image('fig1.pdf')</span></span></code></pre></div></div>
</details>
<div id="fig-curves" class="cell-output cell-output-display quarto-float quarto-figure quarto-figure-center anchored">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-curves-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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zGIugCRA7hzqV0CSJEBOEI367LkkQHZ7PMgt2yRA+3Qtge\u002fiJEAAxe3DSvgkQBhGVBHiByVA2mt1rlU4JUCcQldYwz0lQOXzrxHTYSVAAffKpy9vJUBimZdij40lQA\u002fV\u002fj9pyiVAntvAfXIOJkDbIGDhKx8mQAqe\u002fTzlHyZAYFM4dqI\u002fJkCGhqJhbkAmQGKHDNe3QSZASMYNltVIJkAWaapmmH8mQHuSOowHhyZAWYmzARzQJkDv4YAEmPgmQAF9BQAeNydAciEWUfuBJ0B7J5q+b\u002f0nQMK7JKBgJihAZsO\u002f5vgnKEBG92CdWzgoQEpif5w8QyhAVprSxTFGKEB9KCcrmEYoQGhkKQ+hVyhAIn\u002f65fhuKEC+xbgiuI4oQGZ3SMRYlShAQg5Oez65KEA647wKcMYoQCRK7eoH2ihAjKxceeICKUBDIdDiDGQpQLtPIb4hlylAHlSv2c6mKUBqkJIFHq8pQGObV7GYtSlA27qdlm3JKUCWpq0NKjAqQFL+d199OCpAvRgXPRlfKkDiY636fl8qQGDMPaK\u002fnipAzpooreaiKkBqYVwHhMcqQB6kObV6yipALZoFgvzfKkDQiKetFCkrQBBj8ljFWytAvuRgOBdcK0CLkuTPjHgrQE01ij68kStAGoP6O\u002fmhK0AQ9OgerQEsQGoXIBGwKixAKp\u002fmtz1DLECgNjaUxWcsQMXScgbzkCxAUmBx7+7vLEA9NChPZ\u002f4sQL44W+XWBS1Aqpw6UqMSLUBONAul8SgtQLt41gXvOi1AXvK4c6RRLUBe9TnCE2EtQBKYmTXmbi1AplMlIEjqLUAVLLHeqwAuQE5983EYGC5AUx+Yw+s1LkDA3CuXZTYuQJDKjBayYC5A0Axr0+RjLkBrz4vCDGYuQIo2GkZobS5A8GIC9jJ6LkB4wB7jP7IuQMr8Y22buS5AOPsx\u002fAfdLkAAsNIrnikvQABAdkYsPi9ACqOa78y5L0CAS1+nUrsvQLMgsoAG7C9AqANB8g3zL0DdEUw3X\u002f8vQG6JF6CqFzBAu1sXjlcgMEA4uaW15TQwQAXrZ45oRDBApKA0x8FbMEDd6bc6jWowQLNAMGMZhDBAA93avzGYMEDykGyywK0wQPQH88BezDBAZ75TrGrWMECpcaoaKvAwQNYn53Yo8TBAWnHqxSb6MECKjMFkHPswQJzPoHy7HzFAU5xF5WcwMUCygsRjY04xQHVe2B+meTFAp3RQUEl7MUAiN3V\u002fXXwxQMN3FM6QfDFAMt1c6uCHMUAeGJn2KIgxQHxC2RGijjFATNFuVhKfMUDJaoNv274xQIDnrfB8xTFApaSZSE\u002fqMUBpshcBgu8xQLDfBMn\u002fGjJA9EgxPwNMMkBwSLiSYE0yQFNws2dfVTJAj+JxXTVWMkB6PCS2n4gyQKSxM9xskTJAeSLIC4GSMkCxyhVCipkyQHPcJQyQsDJAFtqkKPe1MkAiY+nfjrgyQOJdCvCtvTJAK6evyKHNMkCoN8exxuMyQBxQicyw6TJAlIjOxB4GM0CHJ0YrZhEzQHrOSw\u002fXGjNAAtAuC2YdM0AeKlncMDozQG9TrSLjUTNAqNpJ9UBYM0A4kU7om3MzQCdQbKQKezNA+zd\u002fRAiPM0AblrbyY5EzQLMaQ7NioTNA94pDEQS6M0AKVk3HAcgzQL+FDrAI5TNAl5ZnYfPnM0CDAQXeJP8zQCIb3RamEjRAKOnqr1c\u002fNEA91qj0VUg0QHO9FWm8WjRArvp6l0FbNECtrUG6r2c0QKGX9tAKbzRAWmGtRv93NEBuWfo4jn40QB2KxcD\u002ffjRATpuuVTGINECmtvtGIq00QCUogG3FsjRA93FvdXvLNEAKVYKDy9o0QBv\u002fvg6Y5jRAo4zmURPvNEDWSiFYLgc1QPaoR0T2YzVAshuFGQxkNUAaUSPWmHI1QNB1WR8UvDVAwIqL9n\u002feNUCmg1Jff+U1QOYORKzu6TVAyDLp+iHqNUC1bVV9iPQ1QL\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\u002fGn9kjZOEB0xfecXNk4QF6stlpx2ThAVm9uGIbZOEBkWJrtm9k4QNIi2JOv2ThAnxsXOsPZOEBC00EP2dk4QFRvfrXs2ThAP7zAWwDaOEDeqdFdDNo4QOrjEgQg2jhAnYNFqjPaOEBY3vNnSNo4QLDepiVd2jhALgFb43HaOEC1JKWJhdo4QE2qYUea2jhAFuaTHLDaOEBZzeTCw9o4QMYToIDY2jhAuVvZJuzaOEDy4QL8Ads4QEpVyYoU2zhAEm9wSCnbOEBZX3hKNds4QOCCwvBI2zhAI2oTl1zbOEDSNdhUcds4QAp+mRKG2zhAUB01\u002fZDbOED2LX6jpNs4QGmROWG52zhAUXj4Hs7bOEDq\u002fbTc4ts4QHi18YL22zhAWjKhQAvcOECMEFP+H9w4QDIhnKQz3DhAyQ\u002fSeUncOEB2GxIgXdw4QN7qWMZw3DhAU5sjhIXcOEBwj2NZm9w4QPdLqf+u3DhAZhbnpcLcOECnTA972Nw4QFVYTyHs3DhAcj0I3wDdOECrhcmcFd04QHCDEUMp3ThA1z1BGD\u002fdOEDCioO+Ut04QPITv2Rm3ThANErnOXzdOECEwCHgj904QCwi152k3ThA+qWNW7ndOEBiddQBzd04QCU6kr\u002fh3ThAXsC7lPfdOEApufo6C944QHgvNeEe3jhATzRctjTeOEAcLZtcSN44QMOOUBpd3jhAgjYO2HHeOEDLWsiVht44QDolBjya3jhAxkNH4q3eOEAJem+3w944QDkDq13X3jhAAR1SG+zeOEDydfrYAN84QHS1rpYV3zhAvdloVCrfOECKOaz6Pd84QEjhabhS3zhAqrW5XmbfOEBCO3Yce984QCsiNdqP3zhA0jJ+gKPfOEDgG6pVud84QCn+8fvM3zhAsqe1ueHfOEBjkHp39t84QHa2OjUL4DhAoER\u002f2x7gOEBuyDWZM+A4QMbI6FZI4DhAv4ugFF3gOEDpGeW6cOA4QO5YL2GE4DhAtZRhNprgOEBioKHcreA4QF4p0LHD4DhA7eAMWNfgOEBTvbgV7OA4QNLfbNMA4ThAIb2reRThOECkWUJkH+E4QKiYjAoz4ThAoVtEyEfhOEB3D9myUuE4QOXZFllm4ThA6n9l\u002f3nhOEAq+KzUj+E4QJLH83qj4ThAwYilOLjhOEBq6lr2zOE4QPYoksvi4ThAWmNlWvXhOEAWvhMYCuI4QMpdRr4d4jhAPuFqkzPiOEBuaqY5R+I4QIscxw5d4jhAGtQDtXDiOEDmzEJbhOI4QCgDazCa4jhAd+Cp1q3iOECeUz3BuOI4QAsee2fM4jhAuCm7DeDiOECBg8YP7OI4QNFgBbb\u002f4jhA7RImixXjOEDeWl8xKeM4QO\u002f2m9c84zhAHbhNlVHjOEA8nQZTZuM4QITBwBB74zhA9iR8zo\u002fjOED6Y8Z0o+M4QL4ohDK44zhABk0+8MzjOEA21nmW4OM4QI7WLFT14zhAxh7uEQrkOED+Zq\u002fPHuQ4QKty73Uy5DhAKqYSS0jkOEBaL07xW+Q4QHbH965w5DhAhvwvVYTkOED2QusSmeQ4QPt7GOiu5DhADLFQjsLkOEDepIY01uQ4QL9ZrAns5DhAqqbur\u002f\u002fkOEAyYzRWE+U4QApu+hMo5ThAyRW40TzlOECqyt2mUuU4QAqfLU1m5ThAbXN983nlOEDULa3Ij+U4QHopfVei5ThAYhBLRLnlOEB4FK\u002fqzOU4QKid6pDg5ThAdiGhTvXlOEAjLeH0COY4QAPiBsoe5jhAQmEwcDLmOEAKW0NFSOY4QNZTgutb5jhAXRDIkW\u002fmOEBiSfVmheY4QLEmNA2Z5jhAXo5d4q7mOECOF5mIwuY4QPzh1i7W5jhAHf1qGeHmOEDp9am\u002f9OY4QBh\u002f5WUI5zhAYG\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\u002fbBy+s4QHZbM2jf6zhAGRNePfXrOEBijqHjCOw4QCRTX6Ed7DhA4ry0RzHsOEAyS34FRuw4QPt5S8Na7DhAmWkXgW\u002fsOEDiS18ng+w4QJEXJOWX7DhAUL\u002fhoqzsOEBV+A54wuw4QGD97wbV7DhAr4u5xOnsOECCLHCC\u002fuw4QBDkrCgS7ThAHu1s5ibtOECkeTCkO+04QMJe6WFQ7ThAKi4wCGTtOEAlt17dee04QG4yooON7ThAEerMWKPtOEDiRAf\u002ftu04QGFnu7zL7ThA7oX8Yt\u002ftOEDXbLsg9O04QH59BMcH7jhAdkC8hBzuOEBYvWtCMe44QAEfIQBG7jhAvsbevVruOEAXx5F7b+44QCIB0yGD7jhAymKI35fuOEBIhTydrO44QPHm8VrB7jhAAhwqAdXuOEBaHN2+6e44QPPSdqn07jhAPbW+TwjvOEDE2Aj2G+84QCNDy7Mw7zhAMkyLcUXvOEA2hbhGW+84QEG\u002f+exu7zhAiuOzqoPvOEDysvpQl+84QE69Kyat7zhAG7ZqzMDvOECJgKhy1O84QFG82kfq7zhA2Hgg7v3vOECaPd6rEvA4QH6PKVIm8DhAVX3vDzvwOEBSqrbNT\u002fA4QHS37KJl8DhAGsg1SXnwOEDmJ3nvjPA4QAQNMq2h8DhAbNx4U7XwOEBpZacoy\u002fA4QHOf6M7e8DhA9N6cjPPwOEDuoVRKCPE4QIYnEQgd8ThASyVZrjDxOEDNs5GDRvE4QHPE2ila8ThA+uck0G3xOECQ1lqlg\u002fE4QPiloUuX8ThAu2pfCazxOEBCJ6Wvv\u002fE4QDyw04TV8ThAR6iiE+jxOECQzFzR\u002fPE4QNIChaYS8jhAxEq+TCbyOECtMX0KO\u002fI4QEyu07BO8jhAINwjhmTyOECCsHMsePI4QFScpAGO8jhAOFX0p6HyOECy6VROtfI4QMoGviPL8jhAAF8lyt7yOEB\u002f1Gef9PI4QD1RPy4H8zhAlFHy6xvzOECMFKqpMPM4QKKHeWdF8zhAIrDMDVnzOEAdOfvibvM4QL5OTYmC8zhAXmSfL5bzOEC7btAErPM4QL+tGqu\u002f8zhAJmhKgNXzOECON5Em6fM4QFI12cz88zhA40flzgj0OEBcIrNdG\u002fQ4QBvKcBsw9DhASqBI2UT0OEAD8xyXWfQ4QMoh6lRu9DhAmrrGEoP0OEDPqym5lvQ4QKbyb46s9DhAz4C0NMD0OEBcn\u002fXa0\u002fQ4QMNZJbDp9DhAMiRjVv30OEC2sCYUEvU4QD3UcLol9ThAjtONjzv1OEBgx8M1T\u002fU4QK89\u002ftti9ThA4RuwmXf1OEDpumBXjPU4QJeGJRWh9ThAwPLt0rX1OEDLLC95yfU4QMa1XU7f9ThA8EOi9PL1OEDVle2aBvY4QG0bqlgb9jhAS3tZFjD2OECaWJi8Q\u002fY4QArDxpFZ9jhAvcn9N232OECvIqb1gfY4QKqr1MqX9jhAruoecav2OEAiTtouwPY4QO1GGdXT9jhAXBFXe+f2OEBSgY9Q\u002ffY4QLRV3\u002fYQ9zhA7dsIzCb3OEBd0NZaOfc4QH3dDDBP9zhA5axT1mL3OEAu0Q2Ud\u002fc4QLAQwlGM9zhA6FiDD6H3OECOacy1tPc4QJYIfXPJ9zhAtO01Md73OEB0V4vX8fc4QKItY5UG+DhAVmM3Uxv4OEB+MSzkOfg4QGDKDXVY+DhA8uW6Mm34OEDkPmPwgfg4QGFhF66W+DhA+ubTa6v4OEAEIRUSv\u002fg4QL1ew8\u002fT+DhAmr5yjej4OECqWq8z\u002fPg4QE4S2ggS+ThAGgsZryX5OEDIFllVOfk4QKqTCBNO+ThAvOaPjnf5OEA5i4Yflvk4QP6IzsWp+ThAlw6Lg775OEDuyt4r3vk4QEaHMtT9+ThAFXFM3jn6OEDmThBvWPo4QD9Pwyxt+jhAsbJ+6oH6OEBevr6Qlfo4QN0llCG0+jhApmHG9sn6OED0PgWd3fo4QJ6gulry+jhAot8EAQb7OEBqGzfWG\u002fs4QBsrnE85+zhAuxpoDU77OEA9itO1bfs4QCjXFVyB+zhAXpJyBKH7OEAdAuB9vvs4QEKTsw7d+zhAF4F5zPH7OEDc5cVyBfw4QOIe80cb\u002fDhAygWyBTD8OEDzk\u002farQ\u002fw4QFtjPVJX\u002fDhApIf3D2z8OEBtwynlgfw4QM6XeYuV\u002fDhADUpKSar8OECOcp3vvfw4QNGoxcTT\u002fDhAfrQFa+f8OECkRdn7Bf04QFRkxYwk\u002fThAovKOSjn9OECVOsjwTP04QJRnj65h\u002fThA+mPeg3f9OECT6ZpBjP04QOPG2eef\u002fThAqCsmjrP9OEANAPhLyP04QN\u002frKCHe\u002fThA0TNix\u002fH9OEATG7NtBf44QKiYlSsa\u002fjhAVkLeADD+OEAjoiGnQ\u002f44QOFJ32RY\u002fjhAvwc4C2z+OEAMMH7ggf44QPCByYaV\u002fjhAUlYZLan+OECtTCwvtf44QDUJctXI\u002fjhAAQKxe9z+OEDTC7t96P44QL5Y\u002fSP8\u002fjhARXxHyg\u002f\u002fOEDeAQSIJP84QL62KV06\u002fzhAqgNsA07\u002fOEAqLL+pYf84QGDbEX93\u002fzhABuxaJYv\u002fOEAjnnv6oP84QC2WSomz\u002fzhAX3T8Rsj\u002fOEDjs7AE3f84QHFr7arw\u002fzhA5e4RgAYAOUCzevSAGAA5QA=="},"y":{"dtype":"f8","bdata":"e6TBbW1h9z8HtHQF20j3P0WduYeEL\u002fc\u002fn5EIjWAj9z85fT1fsxz3P00vMZbpF\u002fc\u002fIJxPHasU9z86CDpa1RL3P6AbmrLTD\u002fc\u002ftmRVhJsM9z\u002fpDIy8rAn3PwDK372jBvc\u002fkQn4NZIE9z\u002fvrUhMUAP3P8SxLm6jAfc\u002fSS9q96sA9z86kst\u002fSP\u002f2P\u002fOqzmqB\u002ffY\u002fKV5lbVP89j9RTx+BP\u002fz2P0EOSphp+\u002fY\u002fyTocXaX79j9ORL+2fvr2P6tcqPxr+fY\u002fwRn8\u002fWL29j87Hch6avX2P28sKAzK9PY\u002fl6lJ8Ib09j8r3PKRlPT2P7+CNGPR9PY\u002fmrSpukf29j+zfF2G\u002f\u002fT2P2B3uvPE8\u002fY\u002fKelhaHXy9j+GAUuuYvH2P09bI4Jx8PY\u002fniXICKjw9j\u002fWbyamC\u002fH2P4Xpew3B8fY\u002f8Sprm+Lx9j\u002fGounsZPD2P6vnpPeN7\u002fY\u002fCOi+nNnu9j+cps8OuO72P5wyN9+I7vY\u002f7KAS1zHu9j8IdCZtqu72P+wUqwZh7vY\u002fqWis\u002fZ3t9j9JLZRMTu32P40JMZdU7fY\u002f+DJRhNTt9j9lAKjixu32Pz2bVZ+r7fY\u002ftfrqqkDt9j+mRX2SO+z2P0c6AyMv6\u002fY\u002fs3vysFDr9j8fSUkPQ+v2PxIT1PAt7PY\u002fOngmNEns9j\u002fedwyP\u002fez2PwVpxqLp7PY\u002f662BrRLs9j8p0CfyJOn2P6Evvf256PY\u002fyaze4Xbo9j9RweEFEen2P\u002fdXj\u002ftW6\u002fY\u002fY5l+iXjr9j+L\u002ftDMk+v2P9v4E5UN6\u002fY\u002fozodyHrq9j82Bp0QOuj2P2qJldHI5\u002fY\u002f8kHPZtXn9j\u002fmIynpYej2PwHfbd446fY\u002f9MDHYMXp9j9tIF1sWun2P1FNSdbh6PY\u002fNe7Nb5jo9j+i0\u002fNuLOj2PzYGnRA66PY\u002fGRu62R\u002fo9j\u002fJrN7hduj2P4VcqWdB6PY\u002fGRu62R\u002fo9j\u002fWVuwvu+f2PxoziXrB5\u002fY\u002fGjOJesHn9j+hR4yeW+j2Pyno9pLG6PY\u002fUU1J1uHo9j\u002f\u002f69y0Gef2PwuW6gJe5vY\u002fXATG+gbm9j\u002fTS4xl+uX2P1vs9lll5vY\u002foUeMnlvo9j8N\u002fRNcrOj2P6FHjJ5b6PY\u002f\u002fkemQ6fn9j+fPCzUmub2P9RjWwac5fY\u002fxa7t7Zbk9j90tKolHeX2Pz+Ne\u002fMb5vY\u002fkpIehlbn9j8mxccnZOf2Pydp\u002fpjW5vY\u002fF5zB3y\u002fm9j8kXp7OFeX2P3XMeca+5PY\u002fuATgn1Ll9j9ApUqUveX2PwuW6gJe5vY\u002fF5zB3y\u002fm9j9cBMb6Bub2P6xyofKv5fY\u002fuHh4z4Hl9j\u002fg9ZmzPuX2P2gibHh65fY\u002f\u002fFQVGojl9j9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ydAqwSzdz4FKEBK8ouirwwoQAtrW+FzDihAocoh\u002fKQRKEAqOBq3VTsoQIZTQZQPaihAsB9rRn91KEC\u002fMzBiTpooQAS5EtBOtihAEkYZRN64KEA2Aq8UeMgoQHbcmvSb6ShA6qUVV2AfKUD625kOBEIpQOKSnvzybSlAauyDRjTAKUDmnj1tzN8pQEJ8k+lF7ilAkM8CH0kgKkAynmXl2TAqQJjKmhIXMSpApe7UZ0BPKkDdK5oUQVMqQOiqX7BfaipANYtGXASRKkC9h4Npy7gqQGivBvIQuipAAlyDxgjVKkBgxPt2HSkrQGg4ly4fRytAbpCf\u002fUdxK0DCunt\u002fvJgrQFW2Do1BwitAntUukpTCK0BKtemfn+8rQBJkALyuGCxAK0H+BI9JLECSQBtmM1QsQOrbuZALbCxAsz25H\u002fdtLEAKkRYlSm4sQKqo1lGhhixASI\u002fX7FbALEDbBDWGn9ssQEX0FkF13SxAzuLpuRnoLEAAETk1cvwsQCprTQYNJi1AawRi2TcuLUDa9FgcLz8tQNV93pQYXS1AUvxmwdJnLUAehb6HoWotQAYsKq85kC1A7lBFwG+jLUD9lAMoHqUtQFp7QquqqS1AoL8cJPK2LUAlReTwZeQtQOKbMhT5Fi5AnrLR2j0gLkBleqvUNjMuQI73MgWKVS5A+5Y13p9VLkCaPGPTRGouQJ7I4n3Tbi5A2FLbr06VLkAe7HZb\u002fp4uQFKYnieYri5AioUc4ifNLkDC5ijYmNouQEvdW5bD6C5AXSJB2zUKL0AVwIagvRUvQFCwYLJgJC9AOrX4EjcqL0AjaRyi\u002fDMvQLts+t9sQy9AtT8siDtoL0BDJfa3tW4vQLYB1keXeS9AHWPWfRR+L0Dlr3hWhZ0vQBObzO\u002foqy9A9YGppTK5L0D9bGvAmrsvQHoBNy+uxy9Aq1v81lzlL0ASSQkw1+UvQNBPJtyuAjBAUekExjQbMECGjxVeuiAwQBrKhxgCIjBA\u002fBcB80BRMEDZ8GkDalUwQHDMpTrPVjBAQmluirtZMECfqrU4TG0wQHw7Hu9VczBAWS\u002fXNzd5MEByWhB4soUwQMeBb8HmjjBAwtDjX+aPMEB4y2vgI5IwQB6B2gVNpzBAinN3uou3MEAI6GXcB8owQKI3Cv6+yzBAgrBCpbTSMEDLE\u002fIxBtQwQMpO\u002f0O12TBAhgpV8PLmMEBMQltdzPgwQFZBk5GE\u002fTBAjIbyVkcDMUD2DNCR\u002fwQxQAmZtyAADDFAzwNBOPYOMUB\u002fAAqR6xMxQO7N7eJRKTFAruHfI2czMUAUF2kUiD4xQDGomPh0UTFApRlQ\u002fwNYMUC+VjYhk2kxQOcgvZc3cTFA7uRI5+V7MUBVzy+nDn4xQFiYtbvbijFABLfJspWQMUDfOMSQGaYxQPjGQ6QktDFAYJaIAAa3MUB6mdw1d7sxQP0KXwLUxzFAUs0jNmXOMUDuuzFcKNAxQNcHxK3K1DFATeq5ujziMUCz+YzCE+wxQAyTrO3r8jFAQ\u002f7P4oX2MUCK7v0tR\u002foxQEDvjMOPCjJA9SVhhnEMMkBq6hRicBIyQGUeubEpFzJARXdazHIgMkAWIYRimzEyQFIrfYK5ODJAdUXUs107MkAzjgAExDwyQHJP+m9yPjJAGaiCSnROMkD6OuBfNlMyQK8Xf+XtVjJA0SLpA+RcMkDC13ht5V4yQD0yJIqdbDJADoHvclZ4MkD+bYdnI30yQI2HvDx1hjJAlGAF\u002fqmRMkDy8PCsL50yQEPLgaTxpzJAfbl7L1erMkARZYGO3asyQOpDLxPAsTJAxviAH5a7MkDzdATooMEyQO7pjcRjzzJA\u002fvoOY\u002f31MkDDmU1oC\u002f8yQLzNjljr\u002fzJARvYPB2YCM0CexARHmhozQIpcQ3EWNzNAm+fAImlBM0BI3iZL+2MzQLCMzQYwbDNAWHfEytJsM0DzvQWdG24zQOYYwWQxdDNAyqFZXYKFM0AmWnlRJ4kzQOLMaW\u002f9iTNA8lYzqlCVM0BZn6uZl6QzQO44R9K51jNAtmEp2AzXM0A2XTNkIOAzQI295G2H4jNAG80K+krjM0CeWXJbsuczQFJtmZUs7jNATokbISzyM0CQaO4f0AA0QOE1SgQRFDRAfvQLCMkvNEC5ed9FYjI0QMziQr8lNjRADed4TUU\u002fNECDuYLZT0A0QIbNxuXyRTRAf+Lt9elRNEC10pWcylM0QDXjLGGWWzRAvbWeKzNjNECXoq4QGHk0QHdntdOxhTRABjJsZ7+VNEDmmLyhbJ00QKzoG0j9sDRAyMSEFwi3NEDMtWGIYsA0QLzDGCQJ9TRAPqYxhm4ENUAtQ0FYEgg1QL4mGTMJKDVAMiJ\u002f4ZkyNUCyK8MFGlQ1QKvTwJqfVjVA5n5MiRJ7NUBju4JKJ3s1QArHIPQ6ezVAagaV4EV7NUAGg0mKWXs1QI64LF9jezVAYvInOHl7NUBYAA4Ng3s1QKTtjs6XezVAWFxLeKt7NUC2m79ktns1QNjv4yXLezVAMyuWz957NUDVojO86Xs1QDxAzH3+ezVAGjSzJxJ8NUDG0LAAKHw1QCZkppI6fDVAouURVE98NUCzEE9YW3w1QBJMAQJvfDVAYSSVq4J8NUA0HHGEmHw1QCrAPFmifDVAjo\u002fhArZ8NUCSBLqsyXw1QKotBLHVfDVAdgn7hd98NUC+jgEw83w1QMruIAkJfTVA0Y\u002fEshx9NUA+KYxcMH01QKu7aTE6fTVAGltsClB9NUBYqR+0Y301QJwXa3V4fTVAEnHiYYN9NUA3\u002f4QLl301QKslVeCgfTVASVvTzKt9NUA5UFC5tn01QB9KGo7AfTVAO0lVT9V9NUCceyok3301QP2t\u002f\u002fjofTVANkDU0f59NUD2pH57En41QDPzMSUmfjVAmi6V5jp+NUAWBHC7RH41QDbxgb9QfjVAqkr5q1t+NUDIHPI9bn41QCrUCEJ6fjVA5qkC1Ix+NUAMRHvAl341QHYOF2qrfjVAFmUsbrd+NUDQOiYAyn41QGO9ZMHefjVAdZXZrel+NUAR0kia9H41QB4H30MIfzVA6mF37Rt\u002fNUB9Q2LGMX81QFcBGXBFfzVAUitiMVp\u002fNUD+KdUdZX81QBN2G7B3fzVApiTEnIJ\u002fNUDEZs51mH81QLcWjR+sfzVASphKyb9\u002fNUB2isK1yn81QIliN6LVfzVALjsgd99\u002fNUCQbqk49H81QAUDaOIHgDVA4suC5hOANUDcCQiQJ4A1QKpkoDk7gDVAJot4ElGANUAyJxO8ZIA1QGN\u002f2GV4gDVAZNKuOoKANUAI2KMTmIA1QPnuZr2rgDVAN6PiqbaANUAr5nBTyoA1QDI0PijUgDVAletULOCANUAbB9AY64A1QNk4xe30gDVAah2zwv6ANUCduIeXCIE1QNlsA4QTgTVANqi1LSeBNUB09mjXOoE1QJSJiNtGgTVAwHkmhVqBNUAwVv1ZZIE1QHU4owN4gTVAGrq+B4SBNUDiGWCxl4E1QAyj+VqrgTVAop3aM8GBNUBrqqUIy4E1QM7gTrLegTVACisuh+iBNUA9xFiL9IE1QENl\u002fDQIgjVA7R3ECRKCNUC+JQzLJoI1QInYoLcxgjVA3kcvpDyCNUDjlfx4RoI1QDjPzU1QgjVAtnlTOluCNUDezzcPZYI1QB235rh4gjVAypwteo2CNUDaoO8joYI1QIyYcRCsgjVACcEiur+CNUCn9qCmyoI1QKmtIZPVgjVA5saDVOqCNUD\u002fLEH+\u002fYI1QPjrJNMHgzVATCX2pxGDNUC\u002fXR+sHYM1QG2f7VUxgzVAipmd\u002f0SDNUAUDanYWoM1QLjlka1kgzVArvN3gm6DNUCumSQsgoM1QDfLEAWYgzVAu5vi2aGDNUBcE46DtYM1QP7\u002fjFzLgzVAvmQ3Bt+DNUB\u002fdgvb6IM1QGpyecfzgzVABK\u002fos\u002f6DNUDhY8KICIQ1QPJnhDIchDVA0UPr8zCENUB7IgjNRoQ1QIaS13ZahDVAfz2NIG6ENUD6jxMNeYQ1QJLBls6NhDVAu4VpeKGENUCGaNc5toQ1QKA5WybBhDVAglNG+8qENUDdpTzQ1IQ1QK7GQanqhDVAN+XgUv6ENUCCwn38EYU1QLRkhdUnhTVAosNgqjGFNUDuOflTRYU1QIBdAy1bhTVAFUbF1m6FNUBRLXSAgoU1QAZdm4SOhTVA3xpSLqKFNUBbQwPYtYU1QFhoNdzBhTVA80vuhdWFNUB9ao0v6YU1QI+xXgTzhTVArrFJ3QiGNUCFI6GeHYY1QPX\u002fd3MnhjVAz70uHTuGNUC4WqwJRoY1QK2dOrNZhjVAor+pdG6GNUAv1DNheYY1QFaSZyKOhjVAtM0ZzKGGNUDufGyNtoY1QGQ99jbKhjVAsC\u002fID+CGNUBG3VC584Y1QFUAk3oIhzVAMHUrZxOHNUAiORg8HYc1QP32zuUwhzVAZtiuujqHNUBpRrCTUIc1QLIjTT1khzVAStHV5neHNUAm9OLqg4c1QCaaj5SXhzVAAFhGPquHNUC0tGZCt4c1QPdqQezKhzVAZrEywdSHNUBqr5qC6Yc1QP4bJG\u002f0hzVAdqcFRP6HNUBkX2UFE4g1QPxLs8YniDVA3k6jnz2INUDh63J0R4g1QA51DB5biDVAy4Nb32+INUBs2righIg1QBiQrHmaiDVA5upEI66INUCV8dnMwYg1QN0WS7nMiDVAusskjtaINUBC3HlP64g1QCaA6Dv2iDVAdXVD\u002fQqJNUAjtxGnHok1QIfydGgziTVAdefxVD6JNUDre7D+UYk1QLt7HsBmiTVAGFDMaXqJNUCNSlNWhYk1QGANEwCZiTVAf\u002fokBKWJNUB9ZRaWt4k1QAAMXFfMiTVAQU4vMOKJNUDqBvcE7Ik1QA+Vma7\u002fiTVAUhmMhxWKNUBfTiIxKYo1QGbvxdo8ijVAxMAZnFGKNUA\u002fE6CIXIo1QM4AazJwijVA3wQt3IOKNUBeGFvgj4o1QEZl+4mjijVA5rsQjq+KNUCuG7I3w4o1QMbHlAzNijVA0TdktuCKNUD2cuyi64o1QCdkrUz\u002fijVAzGmiJRWLNUBIklPPKIs1QFYCpZA9izVAj70RfUiLNUCovMomXIs1QETmqPtlizVAP6Qa6HCLNUC0\u002fZHUe4s1QB2OFMGGizVATinplZCLNUA\u002fzc0no4s1QDGc8yuvizVAwmoPvsGLNUCBK4aqzIs1QBcmZ4PiizVAoUQGLfaLNUBKt6jWCYw1QIbgha8fjDVAcygdWTOMNUD2S8UCR4w1QELJNe9RjDVAjqbSmGWMNUCK+91xe4w1QKJhmxuPjDVAJuxHxaKMNUAOOGjJrow1QPTrDHPCjDVAbKyWHNaMNUBjcfkI4Yw1QDqrY\u002fXrjDVAWfettgCNNUCe2VNgFI01QBqvLjUejTVAxNmq9jKNNUDx+RO4R401QK4IY3lcjTVArZy7OnGNNUDyfmHkhI01QPXsYr2ajTVAXYszZ66NNUCbcuIQwo01QHlo9hTOjTVA+4uevuGNNUAm6Wxo9Y01QPOwNRIJjjVAYkNRFhWONUCYKB\u002frHo41QLJYk9cpjjVAjqkZgT2ONUCkoehVR441QPIXaEJSjjVAjFTXLl2ONUAWc3bYcI41QBwUGoKEjjVAA40zhpCONUCmndovpI41QGgChdm3jjVAEq+m3cOONUBGMzeH1441QEuBBFzhjjVABlK8BfWONUC8+c3eCo81QHHPjogejzVApkhtYTSPNUBOVAsLSI81QBoc1LRbjzVAuvJhoWaPNUCNHCZLeo81QHS2HiSQjzVAwJO7zaOPNUAY+\u002f+OuI81QOZVmDjMjzVABhaxPNiPNUB320Pm6481QA6JzI\u002f\u002fjzVAyge1aBWQNUCFcWgSKZA1QCbpE7w8kDVAAtMNlVKQNUBAurw+ZpA1QHI+Teh5kDVAxhpf7IWQNUCUdfeVmZA1QL9QK1eukDVAlyulQ7mQNUAyVYMYw5A1QPW5LcLWkDVAFiN4g+uQNUCopbZEAJE1QLs8SO4TkTVARW40xymRNUDuedJwPZE1QI7xfRpRkTVA99OaHl2RNUCHhizIcJE1QK3B+Jx6kTVA9UxEXo+RNUDPC6sfpJE1QL\u002fDCuG4kTVAYtSxisyRNUDSOdSO2JE1QOZe5CDrkTVAEvJrDfaRNUALBCa3CZI1QLvbTbsVkjVAaR0cZSmSNUDKJ\u002foOPZI1QPmzkPtHkjVAGADbvFySNUCQwGRmcJI1QLZa3VJ7kjVAWGuE\u002fI6SNUAjCb29o5I1QM3RA3+4kjVArTfbU8KSNUAOarAozJI1QJbduwHikjVADfUXw\u002faSNUD6PK9sCpM1QAi9JFkVkzVAbPPNAimTNUBkHRfEPZM1QEVvwG1RkzVA6vDbcV2TNUAu04EbcZM1QOk8NcWEkzVAgSmDhpmTNUDbJmlfr5M1QOhb\u002fwjDkzVAOs2OstaTNUC87\u002fqe4ZM1QKM8m0j1kzVAuhb8CQqUNUBsGSoOFpQ1QOmo37cplDVAfiqdYT2UNUDWF4I2R5Q1QLJDmw9dlDVApfNZuXCUNUDj2ghjhJQ1QB3MMmeQlDVAL9D0EKSUNUCy85y6t5Q1QLCH9XvMlDVAU7aCaNeUNUCXr2w94ZQ1QJ4ADCrslDVAUu0Q\u002f\u002fWUNUBUW\u002f\u002fT\u002f5Q1QB1thMAKlTVAHMBalRSVNUAOgJRWKZU1QLbyNgA9lTVAQlCbwVGVNUBXYLmaZ5U1QEUPVUR7lTVA+hDh7Y6VNUAjA+rGpJU1QPbFqXC4lTVAImaHRcKVNUDQG3se2JU1QJ4PD8jrlTVASwcioQGWNUBs5iwzFJY1QN2wefQoljVAlzig+DSWNUCbrXiiSJY1QDZBcXdSljVAXpdVTFyWNUDqCtA4Z5Y1QOKumw1xljVAtp0mt4SWNUDv7duPmpY1QJL+gjmuljVAwwNyDriWNUC2x17jwZY1QCLy\u002f8\u002fMljVAuyODkeGWNUA0Sltq95Y1QK0K5RMLlzVAhsibvR6XNUDKqkFnMpc1QITsPms+lzVAjLmtFFKXNUB5AUW+ZZc1QB6DYMJxlzVAqKH\u002fa4WXNUC7OJEVmZc1QJ40TuqilzVAphtV7q6XNUDFrgCYwpc1QL5sA3HYlzVAzKGZGuyXNUAMtRPE\u002f5c1QCwJOIUUmDVAUv7eLiiYNUAShBIzNJg1QMKsI8VGmDVAMQ2MsVGYNUD6EkqKZ5g1QLAU1jN7mDVAxgylCIWYNUAKe\u002fDJmZg1QBrzG4uumDVApj2GNMKYNUAlfVQN2Jg1QCse+LbrmDVA4sxpo\u002faYNUA6oPRMCpk1QAqLPA4fmTVAhhSCzzOZNUCMHCp5R5k1QBZOFlJdmTVApgCo+3CZNUCtBuq8hZk1QNouLX6amTVA6isFU6SZNUAIJrX8t5k1QKhP0QDEmTVA5p2EqteZNUByHWF\u002f4Zk1QCHTVFj3mTVAhQn+AQuaNUCBEtvWFJo1QMrDrIAomjVA3t1AbTOaNUAuVMBZPpo1QJGKaQNSmjVA3WcGrWWaNUA6xx2xcZo1QF68xFqFmjVApAVvBJmaNUDOSI0IpZo1QBIrM7K4mjVAKpHwW8yaNUDq6AA14po1QHIe5AnsmjVAkhiUs\u002f+aNUD+UrC3C5s1QBeVeIwVmzVA0mUwNimbNUCSng\u002fgPJs1QG+ICblSmzVAasaOYmabNUCv60M3cJs1QCmOQjt8mzVArLHq5I+bNUDEsKOOo5s1QDJQpme5mzVAV0VNEc2bNUA="},"y":{"dtype":"f8","bdata":"MZi\u002fQuaK8j\u002fPgeUIGYjyP5nzjH3JhvI\u002fDrxa7syE8j+jBtMwfITyP3jy6bEtg\u002fI\u002fHH433bKD8j+Txf1HpoPyPwAfvHZpg\u002fI\u002foG8LluqC8j\u002fwaU5eZILyP\u002f2fw3x5gfI\u002fnvASnPqA8j\u002fhQEgWMIHyPzEjvD0IgfI\u002fucMmMnOB8j\u002f9E1ysqIHyPzKvIw7ZgPI\u002fPs3Ji0yA8j\u002fs3\u002fWZs37yP8Ni1LX2fvI\u002f4E237BB\u002f8j9LAz+qYX\u002fyP49TdCSXf\u002fI\u002fS3fX2ZB\u002f8j9nYroQq3\u002fyP9CYSdQLfvI\u002fVYodjUN98j+AKm7cYn7yP\u002fj9mxcnfvI\u002fWDm0yHZ+8j9YObTIdn7yPyB7vfvjffI\u002fVRaFXRR98j+W58HdWXvyP9o391ePe\u002fI\u002fAp1Jm6p78j+N1Hsqp33yP+lg\u002fZ\u002fDfPI\u002fVaLsLeV88j\u002fOGVHaG3zyP77Ye\u002fFFe\u002fI\u002fG2X9ZmJ68j9DVrd6TnryP0NWt3pOevI\u002fD9O+ub968j8CnUmbqnvyP7JGPUSje\u002fI\u002f5L7VOnF58j94feasT3nyP6D6B5EMefI\u002fKCfaVUh58j+U3GETmXnyP0T67evAefI\u002flNxhE5l58j9E+u3rwHnyPw1Uxr\u002fPePI\u002fTpmbb0R38j9ODTSfc3fyP+GzdXCwd\u002fI\u002f8fRKWYZ48j+uvOR\u002f8nfyP3aKVYMwd\u002fI\u002fPsxetp128j8+zF62nXbyP5vkR\u002fyKdfI\u002f+5P43Al28j\u002fHhJhLqnbyP7pOIy2Vd\u002fI\u002fghyUMNN28j\u002fvAbovZ3byPz\u002fkLVc\u002fdvI\u002fc\u002fON6J518j+0rPvHQnTyPyEGuvYFdPI\u002fuFuSA3Z18j9Mjjulg3XyP0yOO6WDdfI\u002f7PZZZaZ08j+1UDI5tXPyP\u002fkUAOMZdPI\u002fPWU1XU908j\u002fQC3cujHTyPxTQRNjwdPI\u002f7PZZZaZ08j+1UDI5tXPyP8HicOZXc\u002fI\u002fYr8n1qly8j\u002f2fThIiHLyP84AF2TLcvI\u002fwVYJFodz8j8Fpz6QvHPyP2EzwAXZcvI\u002f9pUH6Sly8j+zRdJu9HHyP75LqUvGcfI\u002fs0XSbvRx8j+WWu832nHyP6YnLPGAcvI\u002fAihGlsxx8j\u002fnVDIAVHHyPzfDDfj8cPI\u002fONvcmJ5w8j8PRuwTQHHyP27dzVMdcvI\u002fUgq6vaRx8j+WWu832nHyPwO0rWadcfI\u002fD0bsE0Bx8j8c8PlhhHDyPxzw+WGEcPI\u002flE+PbRlw8j9TIoleRnHyPyoZAKq4cfI\u002fX7THC+lw8j9Eherm4m\u002fyP+XVOQZkb\u002fI\u002fAJF++zpw8j\u002fMme0KfXDyP+hsAaH1cPI\u002fX0Av3Llw8j+wxtl0BHDyP+S9amXCb\u002fI\u002fDVNb6iBv8j\u002fJdr6fGm\u002fyP60XQznRbvI\u002fbF7VWS1w8j\u002fMme0KfXDyP+S9amXCb\u002fI\u002fKbLWUGpv8j+uu3mqQ27yP4bKv5ZXbvI\u002frS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AlQBT4bKJX\u002fyVAq25jt\u002fsnJkD3mSbB3CgmQAXWYSKqKSZAVgsskjIzJkAB2GHGrDkmQGh4UTIKQSZAaXY8L2hYJkDyi2XKu4wmQJO4tePclyZAD4nSw6GvJkBW7f0HtuMmQMoljY0m7SZA6jjjtpI9J0AZfkghaUknQKorWIIEeSdAGimo2\u002fyNJ0AGd7gT6aUnQM4D6YfzrCdAufwPQ2\u002fdJ0Cjokp5jd4nQOR9czPV3ydAW2RpxuE2KEDqfJlrzkYoQOJ+WrcMYShANtwx92yQKEDWoZt+VuIoQB4CuDbV4ihAdn0wh85fKUDwFgBKvGEpQJHayQiHdClAjX73SH6nKUCzsyXxfqspQAAb5V+crilAYrHj1xjLKUCtiuehA88pQNIaYzSz6ilA9fub4GDuKUAGESmALfEpQGMqSRc+CipAgLwf8+kdKkCNEA93NU8qQDjkR7dSXipA4OmH7Ul7KkBIth7kOMsqQNBtNklM3SpA\u002fcimAbkjK0CabQZxND4rQBKMLlSQTytAOIAlYDNYK0BdD92d918rQBL+YIZycCtAE6Syp8R4K0Doltk+A3srQM7gCaXyrCtAUpABSvOwK0BDxbSP3r4rQGIcRm5HvytAUz+Tp\u002frcK0D7nuICqP4rQLVXQtVBDixARp7OYJ8VLEAtr76ElR4sQC66v+kwNixAFuWZchFtLECAOXsh9IUsQLh8PudSjyxAYprZnB6aLEDTp8MfSJosQEXkhnGJuCxAbce4mojMLEDgqnkoIc4sQFAC9mlz0CxAMzdD1Pn1LEAdoyaIoXAtQKNBwmZxmS1AxeJkEgyhLUB+cEJS0PgtQEPQ4\u002fvj+C1AiwdeqNobLkD7p\u002f7J7isuQP2sqMaLYS5Asvx6\u002fspnLkAN7mEFZHMuQO6YnApXfi5AYyyu+9SALkD9nWED3Y0uQFvoy1NunC5Asy62wpSkLkD2NuXvPdUuQD1Q0uni4y5AI1MX9B\u002fqLkBmH\u002ftEx\u002fIuQKVhgzqc9i5AcsAGrgIDL0ANnljQll8vQF5uqeO+fy9AQhIc3i69L0ADzHOmJ\u002fIvQDlqok\u002f3GjBAxpTq4yEvMEDOSZ+wxTUwQIfW+yGISjBAJaD5BDdkMEByTXjxNmcwQCeEE+XkbDBAvBKaf+Z5MEDPx4usspkwQI7z6MBrpDBAeBSGe1auMECepXzi5bMwQN+wgATpvDBAvc2YvpfDMEDOn8c5ts8wQAhgzeom2zBAP4gC+KHcMEBO9AE9g+IwQA6p3wQ98TBAm1M6Zpn4MECrzQsfHf0wQPcufZfMEjFAT3EV25gWMUCovybs4BkxQEI4kyHYHzFAfr5DfpkgMUBy8XhDwiIxQPLP\u002fMJKOzFAUC8+IsZEMUCDTNyeQWUxQOR1KHFrbTFACtNI3PGHMUACUvD7DokxQIM7N6XJnjFAJ+bKHCagMUCCofyAY6gxQEc76U3orzFAxstfO7W0MUA2\u002fpwpT8ExQKpaHE0SzDFAL7dcMnnXMUDWeA9gEuAxQHav1qX+5TFAq3Kcr3nqMUAKrQ\u002fgUO4xQF7GN3pIBDJA7sv3DZsIMkAXy47r7A4yQPdzGjrkHzJAjvG1HkArMkDPHH4VnDYyQC7TUevZPTJAdlOymu5DMkCipKBCA14yQLO8p\u002fAiXjJAEiTITYqFMkDpzsXeI40yQMqy89isoDJAyOE5YauhMkDKZyIa86IyQOLktei2uTJAOs\u002fKtv7LMkDSYtuV6tIyQOCzsdMd5zJAXbHhhczqMkCHGvzNCgozQPn+6nfWFDNAipG4\u002f+wmM0CzlWJozTEzQP91hDVSNjNAsklO9V1FM0CAkNOXXkwzQEWy5ZIfTjNAKtpFEdp0M0Ci1xNADYEzQKChzu2BsTNAdl4Bt0S0M0DRRqHTgr0zQPYGHg8pzDNAQ9H7YM7oM0DQZknhhewzQLqUyNhdAjRAP8CDWdcHNED+T8wK0EQ0QJqQErmxVzRAgW6R0ExbNEDyyF36OGo0QDaX9aIPcjRA5shRfrNyNEAujSGLBYc0QDKDxFXWoTRA9hnGbcGwNEC+KznEhMM0QMiS0jXNxTRAW\u002fNsNinONEClm\u002f4p19Y0QGbO9wm56TRARScGhJDyNEDnL5H9QAY1QA0\u002fOyctDzVA+J1yH0ERNUBNDxmOsRQ1QNb+IWx\u002fKjVAfUO+M\u002fAvNUCSa8EcTkc1QEWldYd1UjVAAnS5AU1jNUDu3T8ivnU1QBelNtJhkDVA2yxaK0OTNUBakmwRG5U1QLaJA0lOmzVAJT3+cm2lNUB\u002fAgfLCLE1QO18wI1ZtzVAz4xDYf26NUBtasJNCLs1QK\u002f5kSISuzVAlq02zCW7NUBAh1HQMbs1QAiA7nlFuzVAlzKAI1m7NUDBDbTkbbs1QJcd1qWCuzVAbAxhT5a7NUCxTjQorLs1QBOxqNG\u002fuzVAalN5qtW7NUA5rhFU6bs1QJIamP38uzVAExWWAQm8NUBm5EzWErw1QG4YwH8mvDVAQQviQDu8NUA2TnDqTrw1QGibjatjvDVA1RJTgG28NUDiSUlZg7w1QB1izAKXvDVAuDOE26y8NUBuNRCFwLw1QFbptC7UvDVA8OfKMuC8NUBCwF7c87w1QK+F8YUHvTVAMIDviRO9NUDOKG8zJ701QArgm\u002fQ7vTVA7cQUnk+9NUBLLJJHY701QFYTmUtvvTVAWEwV9YK9NUAtoqSelr01QDSo5l+rvTVAnesjIcC9NUAGL2Hi1L01QCZV3IvovTVAmmw0ePO9NUAe\u002flM5CL41QG\u002fW5+IbvjVAKROxuzG+NUDyNxllRb41QHeHjA5ZvjVAtG5K526+NUCPv9CQgr41QGvAlmWMvjVA7LqUaZi+NUDu8xATrL41QMNJoLy\u002fvjVAJbVlldW+NUBsw9Y+6b41QNVgiBf\u002fvjVAs1dgqRG\u002fNUDrEs2VHL81QBcDaz8wvzVAh3lEGEa\u002fNUBLCrrBWb81QCD5RGttvzVAWosZRIO\u002fNUDG8zAFmL81QASrXcasvzVApiIJcMC\u002fNUBO608x1b81QIv+ydrovzVATvDF3vS\u002fNUAwbjqICMA1QM4WujEcwDVAfXQdHifANUDMcVLfO8A1QLgcGrRFwDVANtiaXVnANUCYQ2A2b8A1QL9k0t+CwDVAQ7RFiZbANUC6hmxKq8A1QDPDogvAwDVAMPXFzNTANUCftB6538A1QOXCj2LzwDVALOylIwjBNUAS2MDkHME1QGdER44wwTVAtfVSkjzBNUANtSkkT8E1QILUX+VjwTVAbtDN0W7BNUBnAvGSg8E1QKd8bzyXwTVAFtpSFa3BNUCZZP++wME1QJsFo2jUwTVAAvWmQerBNUAGan\u002fr\u002fcE1QJPcCa0SwjVASYH2VibCNUA4fosYO8I1QPWEANpPwjVAfqOfg2PCNUAOTKmHb8I1QA7yVTGDwjVAF1rN8pfCNUC3sCq0rMI1QOo0u13AwjVA3ndJB9TCNUB6o1gL4MI1QEeX7LTzwjVAoQNzXgfDNUClv3NiE8M1QCjjGwwnwzVAfiPXtTrDNUBWlS53T8M1QE+\u002fdzhkwzVAtOxDDW7DNUDe3kzmg8M1QDoa\u002f4+XwzVAAnqgOavDNUCL7asSwcM1QOItZ7zUwzVA4sG\u002ffenDNUCLigY\u002f\u002fsM1QP1cLQATxDVABqv61BzENUCy7Mh+MMQ1QESBCYM8xDVABuazLFDENUAKh1fWY8Q1QK4Ic9pvxDVARrb7g4PENUCPj8RYjcQ1QOZKizGjxDVA4ogQ27bENUC3d5uEysQ1QL+8c13gxDVAzFgOB\u002fTENUAxhtrb\u002fcQ1QOrCo7QTxTVAJEIrXifFNUDaQ7cHO8U1QOKIj+BQxTVAydUvimTFNUAaR78zeMU1QIYIfgiCxTVAnBZL4ZfFNUD8TPSKq8U1QGUCGI+3xTVA9rYPIcrFNUAubjzi3sU1QNXcCrfoxTVAuA1beP3FNUCRaow5EsY1QBT1OOMlxjVAuUlb5zHGNUB82tCQRcY1QKJL9VFaxjVA9byE+23GNUC8wkLUg8Y1QC2I1X2XxjVAtLnBVq3GNUAR9XMAwcY1QMVcRtXKxjVAzMKwft7GNUBvKcI\u002f88Y1QBjyCAEIxzVAnMLa1RHHNUAxe5yuJ8c1QJZ2DFg7xzVAxStxAU\u002fHNUBKUXUFW8c1QMkM9q5uxzVATsNtWILHNUAskogZl8c1QELJ7QWixzVA+cp5r7XHNUCyB0OIy8c1QCrIzDHfxzVAm41f2\u002fLHNUDG\u002fXbf\u002fsc1QDbDCYkSyDVA+lN\u002fMibINUCzAEIHMMg1QMlqTgs8yDVACX7ItE\u002fINUB89KGNZcg1QFFKMTd5yDVAzAWy4IzINUA0im25osg1QHox2mK2yDVATwCNO8zINUCPEwfl38g1QMkrio7zyDVAep9eZwnJNUB+pwYRHck1QIlDobowyTVAYQ6vvjzJNUBWUT1oUMk1QJbLuxFkyTVAWnN15m3JNUDhpGG\u002fg8k1QLXOJWmXyTVAzxDuPaHJNUDIQhH\u002ftck1QOzjeuvAyTVARLE+wMrJNUBlUqis1ck1QAV8xLDhyTVAGJTCQvTJNUAC4hIECco1QALvw60cyjVAyk5lVzDKNUBji9RDO8o1QMD68gRQyjVAnEWy2VnKNUDCttaabso1QETZQod5yjVAuwb9MI3KNUBNiTvyoco1QATMRbO2yjVAbRdddMvKNUDxZtAd38o1QPnMOsfyyjVAh9X9nwjLNUB4GIxJHMs1QBrDayIyyzVAFQHxy0XLNUBaD2J1Wcs1QMV2u2FkyzVAq2LWInnLNUAkI2DMjMs1QJOZOaWiyzVAC1rDTrbLNUCoTusPy8s1QGIQK9HfyzVAMAS\u002fevPLNUDwzdg7CMw1QG73NSgTzDVAC6C10SbMNUDHTM+SO8w1QNRa61NQzDVAprB6\u002fWPMNUD+UkvWecw1QMBKxX+NzDVAGB5QKaHMNUB3933qtcw1QFNxr6vKzDVA9s\u002fmbN\u002fMNUCiLUpZ6sw1QMRTxQL+zDVAjNT9wxLNNUBS4ciYHM01QN6zM4UnzTVAyl77WTHNNUBTWiobRs01QAZctsRZzTVAAZZ6nW\u002fNNUDjevNGg801QH5vGwiYzTVAX1NcyazNNUBsiPJywM01QI2PBzTVzTVAEj4n9enNNUBvD3u2\u002fs01QOueMGASzjVAY1+6CSbONUBj8LQNMs41QKMDL7dFzjVALgzyj1vONUBafsEhbs41QJ8CIw55zjVATgm4t4zONUBNpep4oc41QPADIjq2zjVAeiLB48nONUCKF5i83841QDHg3n30zjVAKvKYJwjPNUB2zzXRG881QBGh7akxzzVA0TFjU0XPNUCObiwsW881QJyjwtVuzzVA2opxf4LPNUD\u002fOltYmM81QCBh1gGszzVAPEvrwsDPNUCbsmhs1M81QCa7K0XqzzVAcpjI7v3PNUAFGwewEtA1QOeYe1km0DVAdxu6GjvQNUBq2\u002fPbT9A1QHKoYoVj0DVAItoXXnnQNUANfVEfjtA1QJyW58ih0DVApNu\u002fobfQNUAszpNLy9A1QA5WbfXe0DVAEmze4enQNUC6PP+i\u002ftA1QJYmgUwS0TVAatw9JSjRNUBFDC23OtE1QCqmJZBQ0TVAdzlLUWXRNUBBXrP6eNE1QHXZZs+C0TVAlZcyqJjRNUC6JdVRrNE1QJSXLBPB0TVAykZ\u002f1NXRNUD2zxh+6dE1QLpHf2r00TVAjTqhKwnSNUAq4yDVHNI1QDbxPJYx0jVAu+xrV0bSNUDPg\u002f0AWtI1QFapAQVm0jVAadmOrnnSNUAF7z5YjdI1QBISgRmi0jVAIj2d2rbSNUBeUBeEytI1QMP9+1zg0jVAq7GgBvTSNUD1POzHCNM1QB7GhXEc0zVAQBqqMjHTNUC5OeDzRdM1QPZivcxb0zVAkgs9dm\u002fTNUDe6Nkfg9M1QG5OGOGX0zVAaoA7oqzTNUCgmL5LwNM1QK2m2gzV0zVAdicTzunTNUB+LVWP\u002ftM1QEKN9jgS1DVA4+NT+ibUNUDMgNHmMdQ1QDZLbZBF1DVAVZe3UVrUNUCSkxkTb9Q1QB35V9SD1DVAC6jzfZfUNUDCwMNSodQ1QNC1miu31DVATN5L1crUNUAQCpuW39Q1QKaUs1f01DVACfcnAQjVNUAinP3ZHdU1QPH2lYMx1TVANBjSREbVNUDwJiEGW9U1QCLm6q9u1TVAITv2iITVNUC46H4ymNU1QLa69tur1TVAfundtMHVNUCd441e1dU1QLvdPQjp1TVAHmhbDPXVNUAXehW2CNY1QBYgwl8c1jVA+W3VYyjWNUAm924NPNY1QHTPArdP1jVA8Tf6j2XWNUCSr6U5edY1QM9m0vqN1jVAnAzlu6LWNUDCxlJlttY1QO9NEz7M1jVAxaOi59\u002fWNUAr1UKR89Y1QD3KGWoJ1zVAXvCUEx3XNUBqjC+9MNc1QGv6MJZG1zVAAHzuP1rXNUBQwbLpbdc1QF0pKquC1zVA5YaObJfXNUA+VQ1Zotc1QKKLtgK21zVA+UZ928vXNUBLHxGF39c1QJZTAl711zVAoWvc7wfYNUB\u002fFjzcEtg1QC4d0YUm2DVAzXsIRzvYNUAKMzUIUNg1QN4qEeFl2DVAglP+cnjYNUBFhyc0jdg1QCJ9OziZ2DVATgbV4azYNUBiNmKLwNg1QJiZz3fL2DVAjsMYOeDYNUCUZLzi89g1QKKH\u002fqMI2TVA1cxBZR3ZNUBif9MOMdk1QHP\u002fSPs72TVAz9CcvFDZNUA6Aj1mZNk1QOrZZGpw2TVARelLFITZNUDG4Ci+l9k1QCm6u6qi2TVA5tCYf6zZNUA9EVQpwNk1QAte0erU2TVALChk19\u002fZNUAXqzSB89k1QPbTqkII2jVA8ltVLxPaNUBOOmjZJto1QPpk5Jo72jVATWIZXFDaNUDp3s0FZNo1QCbOCN952jVAxxnpiI3aNUDUgWBKoto1QKrr3Qu32jVANmZCzcvaNUD+xeN239o1QIUg+U\u002f12jVAxc\u002fpJP\u002faNUAHf9r5CNs1QCVYI\u002f4U2zVAK+eneCbbNUCkT59RPNs1QOmYSftP2zVACcLM51rbNUA+FYmRbts1QH0u61KD2zVAJO9XFJjbNUDKNS++q9s1QGZLV5fB2zVAfB5FQdXbNUDCobYC6ts1QPsgPqz92zVAwz1AsAncNUBhf7tZHdw1QLLwSgMx3DVAyC1eBz3cNUDiv+awUNw1QJbYtoVa3DVA3fOxXnDcNUCXxGkIhNw1QJDWI7KX3DVAGdJSc6zcNUDiUos0wdw1QLUVS97U3DVAghW5n+ncNUDVEu5g\u002ftw1QDaqYU0J3TVA1vVB9xzdNUBZ4by4Md01QBKG\u002fHlG3TVAjdp4I1rdNUD2XjT8b901QDSt56WD3TVA80zLT5fdNUC2vdEord01QNZQfdLA3TVAwkWLq9bdNUA52klV6t01QKYgOyr03TVATbuGLgDeNUAQ1PwaC941QHsh7awd3jVAwJyOVjHeNUBjiY0vR941QERCO9la3jVAC6Lcgm7eNUAOoEREg941QNk1owWY3jVAKHtnr6veNUBlKIOIwd41QHcsRTLV3jVAHe2x8+neNUCcOEfg9N41QEIYGooI3zVA2ZnXMxzfNUALPN8MMt81QEw1yeE73zVA9ldro1DfNUCtVgZlZd81QA=="},"y":{"dtype":"f8","bdata":"+gs9YvSc8j+LM4Y5QZvyPywoDMo0mvI\u002flbpkHCOZ8j\u002fartAHy5jyP75PVaGBmPI\u002fonxBCwmY8j\u002fWi6GcaJfyP4YdxqS\u002fl\u002fI\u002fT3eeeM6W8j+Tx9PyA5fyP3gMj\u002f0slvI\u002fXCGsxhKW8j+EEmba\u002fpXyP5AwDFhylfI\u002faD9SRIaV8j\u002f8cfvlk5XyPxjpRe1+lfI\u002fXK0Tl+OV8j+QvHMoQ5XyPyUH7GrylPI\u002fTfilft6U8j8JNNjUeZTyP7nF\u002fNzQlPI\u002fucX83NCU8j916V+SypTyP53aGaa2lPI\u002fkdRCyeSU8j8IHAk02JTyP5FI2\u002fgTlfI\u002fMZkqGJWU8j+qEI\u002fEy5PyPz5bBwd7k\u002fI\u002fqhCPxMuT8j\u002f6CtKMRZPyP+3UXG4wlPI\u002fPUM4ZtmT8j+eflAXKZTyP53y6EZYlPI\u002fgQcGED6U8j+OyeL+I5PyPwcpeAq5kvI\u002f+grSjEWT8j8i\u002fIugMZPyP0p5rYTukvI\u002fFt7lIr6T8j8VxhaCHJTyP4GTbeAOlPI\u002f0hkYeVmT8j\u002fCTNu\u002fspLyP1YL7DGRkvI\u002fVyO70jKS8j9\u002fFHXmHpLyPxO7trdbkvI\u002fB7Xf2omS8j\u002fryfyjb5LyP3JqZ5jakvI\u002fLhoyHqWS8j+2upwSEJPyP5pbIazGkvI\u002fp5GWytuR8j+nBS\u002f6CpLyP6eRlsrbkfI\u002f6+HLRBGS8j\u002f356Ih45HyP3P2zmirkvI\u002fLzIBv0aS8j8T04VY\u002fZHyP2O1+X\u002fVkfI\u002f0A64rpiR8j8EHhhA+JDyP8DN4sXCkPI\u002fSOLl6VyR8j\u002fbFI+LapHyPxRf7SjOkfI\u002fz4JQ3seR8j9\u002foNy275HyP0ji5elckfI\u002fcF8HzhmR8j+lhjYAG5DyP3B31m67kPI\u002fYaqZtRSQ8j85ud+hKJDyP3x9rUuNkPI\u002fBTbn4JmQ8j+YUMHhBZHyPyybOSS1kPI\u002ffH2tS42Q8j\u002fp1mt6UJDyP6WGNgAbkPI\u002fij+KOnOP8j\u002fNA1jk14\u002fyP\u002fWAeciUj\u002fI\u002fVaTC2EKQ8j8tJ6H0hZDyP9y4xfzckPI\u002fmGiQgqeQ8j\u002fZIf5hS4\u002fyP21UpwNZj\u002fI\u002fKhxBKsWO8j\u002fmV3OAYI7yP77aUZyjjvI\u002f2q1lMhyP8j96ck2BzI7yP7EwRE5fj\u002fI\u002f2SH+YUuP8j+yvKseMI\u002fyPx7+mqxRj\u002fI\u002fUpliDoKO8j\u002fXijbHuY3yPyf5Eb9ijfI\u002fQswlVduN8j+ie9Y1Wo7yPw4xXvOqjvI\u002fKqio+pWO8j8P1ZRkHY7yP\u002f8HWKt2jfI\u002fryXkg56N8j\u002f\u002fk797R43yP092M6MfjfI\u002fk1LQ7SWN8j\u002f\u002fB1irdo3yP2tJRzmYjfI\u002f8wGBzqSN8j+vmXyzzY3yP2thFto5jfI\u002fyGEwf4WM8j+sGoS53YvyPzRHVn4ZjPI\u002f8Gq5MxOM8j8Y0At3LozyP4QR+wRQjPI\u002fyO2XT1aM8j+8z\u002fHR4ozyPzOjHw2njPI\u002f\u002fx8nTBiN8j+QuwhTlIvyPwmnBS\u002f6ivI\u002fGXRC6KCL8j+QuwhTlIvyP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8mQH0pPLFlZSZAM3Ts6bGNJkA3PGvum6UmQHtlbmYCuiZAOhiOUJC6JkCTWqStPPImQDV7SM958iZAhWpj9Ub\u002fJkDGKVBmlAknQMiAGLfTCSdAKXPR6OMfJ0DaVUP\u002fei8nQL5ARohhXSdAkhnTDPyhJ0B4GByzPMcnQPXVxg6G7CdAmpweGjsFKEC5kf8YJbcoQAbjhjbawyhAwg17LFPiKEC+aN1UNBYpQHrhm2cAISlAik88IBUjKUDHA6tcHiYpQFaInKChOSlAxEZNUBBDKUAtE8AO8U8pQHBi5i\u002fNpylAG+uz+fHLKUDoMoAAqOYpQD2gagqgBCpA1UeQCUhYKkAIUFz3R2AqQJ1yE1d3aSpAJb6EurqYKkD+t9uBC5kqQIZXmYjKyipA7YNyEPvVKkC64j\u002f1iNoqQCjbBE9e6CpAuyoSzp0fK0BQVTSkNDsrQAB913PbbCtAQsM4B2h\u002fK0D4rz2TWsYrQN5GvZr45CtAS2qzfLQMLEBCGRXBfaEsQJ524a5vwixA8KDuglDHLEDgPXUqi98sQJ0SVaxL7yxA8BBlLu33LEAVLmNEwhUtQE04z+4RGC1AZQnvXvAwLUCYUsgzfjktQBLEewibRC1Adezn2\u002fNVLUANtiSUR7ctQOZvqpJwCi5A\u002fuMwmC46LkD4mLscX0EuQCCm24s9Xi5AQltdrrCSLkBG6H5JO5UuQPUrmQHKqy5Aanu1FumuLkDVi6y5sMEuQHN1Xilw1y5Ay9Kgx4MmL0D97CS8qUQvQFqBZACcTS9AQLPWQnuEL0CVjGX8Dp4vQAVVHjNF0i9AajPfxmf6L0Ag\u002fKsHa\u002fwvQElDzetSBDBAhqeg5cMFMEAu1XgmPggwQKYwNzdZKjBAHjGtyYo3MEA01zpDqDcwQHeYIiazOzBAf3JwN1VBMEAseuXDhlgwQJoCX6VnWTBAir+txTtzMEC4BofponYwQM33Wb1\u002flDBAnWcLDGitMEB4jwVS9bYwQBo089XUzTBAqmgML33tMEA6wpOGh\u002fIwQC6lkljr+zBArylrXIb8MEBwsRnQMgExQOh8fv47DDFA52zv\u002flYiMUDy1xM+GScxQPOpkTMNKzFAy8CME2c8MUBUiIpQ6U0xQPJYpf3bZTFAEhi46XVmMUDW34+hznkxQAehZnOvfjFAgAi0kOiZMUAicqSjtKAxQKtDjEqfpTFAUmfH4LKrMUDBQ7Kl2rQxQKa1UOx+uDFAgpTRnrjKMUAeGGfI\u002fdkxQKLeAwOi4TFAWhjbdPvrMUDK4sJLp\u002fsxQJ4pdgIWBTJAgiCXTnRHMkCC\u002fHNxy10yQNCW\u002fBJ6YjJArpxHIvNyMkAa2U8TX4syQEZpXpDEkTJAkKtl2aSZMkCUUufnKJ4yQAoPsd1ZrjJA38\u002fvACPMMkBUp3jgZvUyQFLgmuXA+jJAHOmjCQr7MkDfG\u002fzVLRkzQN+AgqakLzNAHzbNuxOHM0C\u002fayWowJIzQB4hgwXAoTNAAPRCxL2tM0AKgwvOsrMzQHp29G\u002fkuDNAW1oWedm+M0CO+T7XmNgzQNgOdWqp\u002fTNAJNLuJNEONEBNf86U6jE0QP63aO8HQjRAwujua5dLNEAAwHQ1qFo0QIu\u002f3SPkZjRAIf1k7gSsNEBceaK+Dq40QFJ4HLiwyTRAabWJ+xPaNECNfQ+sWPQ0QMUO+YT4DTVA5nOYo8AtNUDdIP7KJy81QDpb1qxENjVAurYpqQBiNUDm81Q3bsI1QNuWd\u002f8kzjVAAIR+trzUNUDdEe3d0N01QBYEgBTuAzZAZWm8KMo2NkAKIy2kd0M2QCVQa14PRjZAQhnXablkNkDTsWBMKWY2QC5b2+pAnjZA4nBEOwOfNkBfqujjorY2QMsuV0bewTZAWIzxwQfCNkBWgRAuosc2QM5FS3hZ1DZArmKLR\u002fLaNkDCmQovnug2QOpjZE2a\u002fzZAhZS5IrD\u002fNkCXMsZxtRk3QOUNSOWpJjdAdtDPibIyN0AH9yud9kk3QFMUOis\u002fTzdAppHXR7hfN0BalbCe1Gk3QOYI4xLJcjdAojvPNd15N0AnOSiVfpI3QMi0O4dUlTdAPcmhHeTdN0Ae+XL4pt83QMSRfGSI4TdApLJVxrULOEAKdpILTg04QICUuDaeFjhAxuxC7bIaOED+JGe1nh04QHXtJOt9IThA68qoH+JBOEDAZMzcCVc4QOva9xOEXThAcpFW\u002fJGFOEA+kWrTxYg4QNdXh6z5iThAKPhTgZmZOEAG8qVaeqA4QPqhBgGOoDhAUEcsPpenOEArwlvGta04QF53Bes22ThAninWqEvZOEC+vCNPX9k4QM7F4wx02ThAFr1+937ZOED+Dsqdktk4QCd7klun2ThA5iJQGbzZOECKhAXX0Nk4QBYm4GXj2ThAws8oO\u002fnZOECcJn3hDNo4QLa2TJ8h2jhA5owkXTbaOEA+Zn0DSto4QOx4vdhf2jhAxs8Rf3PaOEDmzmwlh9o4QJJ4tfqc2jhA6rgSobDaOECFISujvNo4QINf\u002fzHP2jhAvqfA7+PaOEAM6fzE+do4QH2zOmsN2zhAiuhyESHbOEB+qKzmNts4QJ47+oxK2zhAeEbASl\u002fbOED2bhPxcts4QEqwT8aI2zhA58WhbJzbOEACuuFBsts4QApgMOjF2zhAhoiDjtnbOEBSt1BM7ts4QBR8DgoD3DhAWvdRsBbcOEAbao+FLNw4QNY66StA3DhAWmM80lPcOEDOKICnadw4QAYV2k193DhAwIcXI5PcOEAGb2jJptw4QGNDuG+63DhAfIf5RNDcOEC8bkrr49w4QPa2C6n43DhAShirkwPdOEDulAE6F904QLSmzvcr3ThAMc8hnj\u002fdOED24O5bVN04QEdvuBlp3ThAZnzu7n7dOEBcXSOVkt04QGKXZDum3ThAuY89+brdOEBWDJSfzt04QD\u002fzUl3j3ThAonoVG\u002fjdOEAINUXwDd44QDXDiZYh3jhAmivMPDXeOEAz7tY+Qd44QNcDKeVU3jhA2al3i2jeOEDY\u002fJ5ect44QDfu2TOI3jhAuhEk2pveOEAafOaXsN44QFNoQD7E3jhAqOubE9reOEAiI3bR7t44QDQoV2AB3zhAfLYgHhbfOEDS91zzK984QK1OsZk\u002f3zhAyELxblXfOEANKkIVad84QOc0CNN93zhAojdZeZHfOEDnyJZOp984QEyd5vS63zhA7Yyyss\u002ffOEAkeQxZ4984QJ5G1xb43zhAG7wZ7A3gOEDu5f16IOA4QN42zDg14DhAHiMm30jgOEA5F2a0XuA4QFmqs1py4DhA8z\u002fFXH7gOECM8vgCkuA4QPdVMqml4DhAO+dvfrvgOED+6cAkz+A4QGO5B8vi4DhA6UXLiPfgOEAm25tGDOE4QCbt9+wf4ThAD5Q7wjXhOEBuaItoSeE4QHKyUiZe4ThAdfwZ5HLhOEBPU26KhuE4QKJ7tF+c4ThAXeUJBrDhOEAmFNfDxOE4QC2rrYHZ4ThAMkKEP+7hOEBM2trlAeI4QCXloKMW4jhAxtRsYSviOEBi6r4HP+I4QCsZjMVT4jhAMJTYmmniOEBvgDJBfeI4QA9w\u002fv6R4jhACJ3FvKbiOECsGRxjuuI4QGJP8CDP4jhAW\u002fpHx+LiOEA2BQ6F9+I4QINGSloN4zhAJ1ycACHjOEAhoO+mNOM4QEt6CalA4zhAaxJgT1TjOECLpa31Z+M4QDtxcrN84zhAsiE9cZHjOEBNnpMXpeM4QK+\u002frBmx4zhA\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\u002fnOECepQigw+c4QMU4VkbX5zhA0V4WBOznOECradzBAOg4QOvhI5cW6DhAUbZzPSroOEBY8LTjPeg4QHvybaFS6DhAloI9X2foOEBy3poFe+g4QG4oYsOP6DhAktd1xZvoOEAWAMlrr+g4QBASJRLD6DhAAGPzz9foOEDws8GN7Og4QAqzHDQA6ThACeDj8RTpOEBCKKWvKek4QIIU\u002f1U96ThA6WAeWEnpOEDqBm3+XOk4QFpNKLxx6ThABK\u002fdeYbpOEDs+x8gmuk4QOW+192u6ThAUY4ehMLpOECbtmRZ2Ok4QLS1v\u002f\u002fr6ThATb3r1AHqOEBi8iN7Feo4QKfUayEp6jhABz8u3z3qOEC3CvOcUuo4QPFStFpn6jhA2jlzGHzqOEBm8a++j+o4QJnPYXyk6jhA3rayIrjqOECKYPv3zeo4QJT\u002fq7Xi6jhAoTTkW\u002fbqOEAeCokZC+s4QHAUtr8e6zhA6uGAf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Copv3ai1kkQNgOGXhwXCRAl2pJfnqRJED+NOUnjpEkQNq\u002fxrrgoyRAmGxQa+CvJEDVFDYLSbwkQBQ9YCkNxCRAWtB61BbvJEAg9PYLw\u002fAkQCCPYq9UQSVAp\u002f4fIqZFJUDHDLbscl4lQJ5BHYVWbyVATeLiKSSGJUB4pgVks6olQGYxWmd+sSVAxIBPpqnJJUBcr7BmTuolQGYi2N+f7iVAhuJKnLYIJkCSpxikZBwmQDN3vdTLJiZAWgOv\u002fDNbJkByTjBVrlsmQBr91xL\u002fYSZA9Lt5tNZvJkCOkttIFJwmQAL1BDFpqCZARi2FciqsJkA\u002faeHzr7EmQPSR+tKlwCZARS8g5FHIJkASSilrxNEmQF+c0\u002fkq2CZAka3\u002fKKfkJkDmabK9SOsmQAIsVkNCJCdAfWCF8agkJ0Ae54HZfUQnQJ6cAkzwTSdAyLopQESEJ0BsV9qFd4cnQF2d+UfdqydAzPoHgVeyJ0A8d5sEtdsnQMqLz1mO3ydA\u002fu7ikaMlKECHKe7iuS8oQPrMCyVwUChAASbPGO5SKEDO1KsjnGAoQJpOKGLabihA4phqIR9yKEBBf9\u002fDKoEoQCeCJM5nhyhAhGD9\u002fH2XKECWHD2nF6coQHyqIdpK0ihAc3epiLHSKEA0DMhh0NcoQOSe4TWxAClAi7ZtI0cfKUAZ3ibNRispQBI1LmlGNylAbQmo48xKKUCZDNCBrV0pQMwyUWAoaClA+C7dMZuBKUDGMOpiaIgpQIH6e6+KlSlAvngTU2IXKkBQwJUxUU8qQMI9dAtWnSpAtn\u002foezigKkBQQMlJBKUqQGruwfn4pSpAs3uUpRb4KkDVf+BeiAkrQMJgFK9lDitAcvoCb5wZK0Din0a7SiErQKLZXeflMitAveg+3k07K0CuA8oqYj8rQOZyoXW+ditA2+tCZziJK0AjwhYy\u002fZQrQLBZqng8vStAMsQjBsHmK0CgpII5ZfcrQEW72qL0+StAiFhA3rYXLEAWu3M+XiAsQEIfhr4VSSxAdcWTlsJOLEBjbVf5mWIsQGCB7istnyxADUfLN\u002filLEAu2dBPx7gsQN1Jbdm7vyxAcDaS3WHcLEBV1dO2MBEtQECd\u002f6R3FC1AgmPcMqo1LUBGqOAgb10tQFvI\u002fVE8ai1AXXacO91sLUD+wOuRrn8tQDiV8RjqiS1AYjfKUvWOLUDoasjYAKotQEhCNJk+5i1Ak+6fiKT+LUCyWcv0hgEuQPsBGPz1Ai5ADgcSt\u002f8hLkD2eOZdOGcuQEbfNulBdi5AcnYGOsV7LkDKwiJ6VqYuQJK3ovI5yS5AhY5JpHXNLkAiwjl6PN8uQNrHpbCSJS9Ajg0wACQ0L0BKMn\u002fOYTgvQKiwXXuV2y9ATkQLio4BMECpxc9irikwQFkKKQILNjBAjuYuFz5CMEB6+NW360UwQFrxTCabaTBAtVdzAlRvMEDoJlJHznUwQDokxq3jkzBALOkkY7KZMEATfZxcf68wQMPX9Dg2vTBAzXPXBSLEMEDbeb2H+dQwQBXtvqYj2TBA9vg\u002fcQ\u002fgMEAao4UWnuQwQNi\u002fw5Tw6zBAbi85P3f\u002fMEA6xwtFBgMxQNGwridODDFAuXvs44oQMUD2VEPQODIxQPLMUyKBNzFADLpDxho5MUC6fq0IT1AxQBuc7Ln8UDFAcUHfGcpRMUCSbK8hl3IxQG\u002feFnBGiDFAgtNe05ePMUCCYW3EeZwxQEmlXraZoTFAthGBW7amMUB4DPuh6roxQI+mlgHXxTFADo2zicLbMUATpOBBUuMxQMY7AWPh8TFAPpzrzDT\u002fMUD2xJadchEyQLvngGeRJDJAevQ3xWgtMkBXreVufC0yQJrFOrBoTzJAsWfzzklbMkBA2lSfBrYyQOIQgvjdvjJA0VzdlNLCMkAGmFK7BtIyQPJiouFD5jJAqwNUr07sMkBmoRWRwPEyQCzXKXwSBjNA6WZskOkMM0DUHRG31RUzQMd3sGU8FjNA4oX8+6EWM0BPlxWiRiMzQMLc8X2NKTNA3q6sdlE0M0ClIIXPPD8zQIrXSSAyRzNAGlOF6VxSM0AAtBag4GQzQPo8gJJRbzNAtE0l\u002fNZ3M0DOQQbNFI0zQMnUjcVnkDNADIoJTiClM0Ds7PX7Sa0zQDofklHkrzNAtiGl23K3M0AXPux6zr0zQJJ\u002fd67txDNA5u6snYbFM0D++n1BvNAzQKxQx3Ta0TNA\u002ftpc6yDtM0Dil0YIGf8zQIfawCTwBTRAfA9Jti0sNEAKf+MqJGE0QNSvQqNNeDRAyVD1JGOHNECsLUr0L480QFDUE2ugoDRAuw6JiOmjNECcoarNEao0QEuh7Sx4uTRAraP0jpraNECpJfupcNs0QKRVvnxI4DRAE9P567jjNECEpa5vw\u002fU0QCBUkRDP9jRA9sg9Bc4KNUA4kqrCaAw1QB4Xh8ClIDVATZXZpjUtNUCm3p96pi81QHKKm8FoNjVA46XMmM9MNUBffnqe0E81QOiVlcMtdzVAoTrVhEJ3NUCaZB5GV3c1QJWOZwdsdzVAbuuYyIB3NUBeLidylHc1QGq1HkuqdzVAIR\u002fS9L13NUCBVXue0Xc1QJu9lKLddzVA0kElTPF3NUBe9Lb1BHg1QAe4jM4aeDVAVikceC54NUCqmqshQng1QEbGuiVOeDVA0nhMz2F4NUACtrWQdng1QGXpPlKLeDVA\u002fWXz+554NUDJAyy9s3g1QPbeX37IeDVADArkJ9x4NUDWihzp8Hg1QL\u002fYbKoFeTVACWS4axp5NUCyLP8sL3k1QLTNotZCeTVAXpbpl1d5NUCNGnpBa3k1QBsKRxqBeTVA7fjRw5R5NUBNlzawn3k1QH7HU3G0eTVAo+jFGsh5NUBPuebb3Hk1QJ6ReoXweTVABnSXifx5NUB6OSozEHo1QHhyptwjejVAAW7VnTh6NUDaygZfTXo1QNicfghhejVA+lpK4XZ6NUCOb9eKino1QLTdoWOgejVAbaaJ9bJ6NUBJILu2x3o1QNtqnY\u002fdejVAmc9HOfF6NUAddo36BXs1QNDF47saezVA3smlZS57NUBEAilSOXs1QD0schNOezVAKHQJvWF7NUCW1EZ+dns1QEhvzieKezVAzK6cAKB7NUB\u002fsCiqs3s1QBLKvlPHezVAEzjALN17NUCmuX3W8Hs1QBJZgK8GfDVAWqIqWRp8NUBcPl0aL3w1QFLpEsRCfDVAJGUtnVh8NUD1LPZGbHw1QDqwZwiBfDVAVqoXspR8NUCyc5FzqXw1QB5GM2C0fDVA5w38Cch8NUC5Bdji3Xw1QEfH4XTwfDVAVC9ZNgV9NUARlUsPG301QCHF2LgufTVAngSnkUR9NUBeASo7WH01QDDwtORrfTVANqnnpYB9NUACnXtPlH01QG5jViiqfTVAXz\u002fg0b19NUAPcjaT0n01QJb32TzmfTVAX+ShFfx9NUCPaDK\u002fD341QKZAp6safjVAEgY6VS5+NUDaOWMWQ341QJxlstdXfjVAZi17gWt+NUAa425agX41QDEO8wOVfjVArGd4rah+NUCJioWxtH41QJK\u002fG1vIfjVAnVu2BNx+NUB\u002ffNAI6H41QNwpxpr6fjVA+ZIQXA9\u002fNUBLxwE1JX81QP3Ijd44fzVAqpmun01\u002fNUB+ofZgYn81QNd1pAp2fzVA0Z\u002fty4p\u002fNUA41pZ1nn81QCFHZk60fzVAzbT\u002f98d\u002fNUAriw3R3X81QKMfzHrxfzVASStqJAWANUAhI0b9GoA1QMCa8aYugDVAIGxFaEOANUCHNuERV4A1QDUcKNNrgDVACi36q4GANUCyaWxVlYA1QK0PGf+ogDVAl11pwL2ANUCUj4yB0oA1QObD7G3dgDVAW4R2F\u002fGANUDtBrXYBYE1QJkNSoIZgTVAxuh9Qy6BNUBWM2AcRIE1QJ+p+MVXgTVATjbDnm2BNUDRij9IgYE1QISMy\u002fGUgTVApEzk9aCBNUDM2oaftIE1QO5oKUnIgTVA\u002fth6Ct2BNUA\u002fIiW08IE1QB7pZXUFgjVARZ+\u002fNhqCNUBfcEMjJYI1QNaHn+Q5gjVAVRJMjk2CNUDyBnRPYoI1QHi+Dvl1gjVA\u002fD\u002f80YuCNUC11Xp7n4I1QFLKojy0gjVAIbXq\u002fciCNUCTSamn3II1QPqEDGnxgjVAFX+8EgWDNUCksKjrGoM1QL6qWJUugzVAzuFObkSDNUBIotgXWIM1QL1iYsFrgzVAPstZmoGDNUDWRw5ElYM1QN\u002fjqO2ogzVA7lP6rr2DNUA+sRSI04M1QESI6DHngzVALQu52\u002fqDNUBjrcC0EIQ1QCF5b14khDVAwPUjCDiENUBs7TbhTYQ1QDYcBIthhDVAYg4NZHeENUD6I70Ni4Q1QPDOcreehDVA4MOAkLSENUAUsDg6yIQ1QMFlLBPehDVADkPJvPGENUAxOHBmBYU1QOfU1ScahTVAJu436S6FNUBV4K\u002fVOYU1QC6n8JZOhTVARrLcKGGFNUC2KLYBd4U1QOasRquKhTVAnysvhKCFNUCbPekttIU1QPZ4m9fHhTVAJkJ7sN2FNUDe1\u002flZ8YU1QIpLzjIHhjVASRyG3BqGNUA2zAueL4Y1QLu+30dDhjVA3ZfyIFmGNUBIncfKbIY1QArRnXSAhjVAyoPKeIyGNUC1N28ioIY1QHqXEMyzhjVAAqhljciGNUAte79O3YY1QLAhBRDyhjVAJeKOuQWHNUDRsq96Goc1QGc9yDsvhzVA7Vtn5UKHNUADNsimV4c1QGMHHGhshzVAuC0rQYKHNUASbubqlYc1QNbNh5SphzVAjTN6bb+HNUB35x4X04c1QC641sDmhzVAxZxKgvuHNUDek6tDEIg1QDp7IDAbiDVA7RWo2S6INUDGh\u002f+aQ4g1QAahYVxYiDVAVBLxBWyINUBiB8jegYg1QPwbVYiViDVAijXrMamINUCSOy3zvYg1QHUfbrTSiDVABqY0XuaINUBPRWpi8og1QCz+FwwGiTVAzHXDtRmJNUC+ROm5JYk1QCNPx2M5iTVAfxhBJU6JNUBPGK\u002fmYok1QGnmk5B2iTVA\u002flIdfYGJNUAA9MAmlYk1QG6+XNCoiTVAfLMzqb6JNUCNSsVS0ok1QJZQBxTniTVAHmFc1fuJNUD+1fTBBoo1QA1Bu2saijVAhtV5FS6KNUBAloHuQ4o1QK30D5hXijVABQ9FWWyKNUASMocagYo1QDKT99uVijVAOgPHhamKNUAW7cBev4o1QO7bSwjTijVAENHyseaKNUBTN2Rz+4o1QFPLvDQQizVAjic5IRuLNUBxC3riL4s1QI0FKoxDizVA+aqcTViLNUCEMWP3a4s1QF2tfdCBizVA+pFZepWLNUCCR4RTq4s1QF8FO\u002f2+izVAW6vnptKLNUDyj1to54s1QCqyQxL7izVAF45b6xCMNUDOXhOVJIw1QP5COm46jDVAE0f8F06MNUBnh7fBYYw1QPb6wpp3jDVAmgZhRIuMNUDE2boFoIw1QHEEN8e0jDVACejvcMiMNUBiTzQy3Yw1QNYZgfPxjDVAVj0pnQWNNUA\u002fi3leGo01QArrGggujTVAhRHz4EONNUBvWYqKV401QIWQgGNtjTVA3ssyDYGNNUBiJkjmlo01QK7XGZCqjTVAGDB9Ub+NNUDdjx770o01QJIshLznjTVAaZYBfvyNNUBG6KonEI41QJXzcgAmjjVAJ6YEqjmONUBpiKpTTY41QJiw7RRijjVAqygZ1naONUBeKqV\u002fio41QCwV7UCfjjVAcT7KGbWONUCOEMOrx441QFKByYTdjjVAWX8xRvKONUAy8YgHB481QOTGSbEajzVAJRD0Wi6PNUDyV\u002fxeOo81QEbJiwhOjzVAzecqsmGPNUAwcki2bY81QM\u002fu\u002fF+BjzVAZj\u002fmCZWPNUB2aiMOoY81QPaS1Le0jzVAp2iVYciPNUDhLMZl1I81QOINrA\u002fojzVAZgCAufuPNUD4I4qSEZA1QETVWzwlkDVARGm0\u002fTmQNUAbjm+nTZA1QJUHAWlikDVAtyIzQniQNUBJEP7ri5A1QPrlvpWfkDVAQ3EKV7SQNUCS4pkAyJA1QLhTvsHckDVAhfH2gvGQNUAxp+pbB5E1QEFDhQUbkTVAOIEKry6RNUBaP9aHRJE1QITIbzFYkTVALqM522uRNUDGCGO0gZE1QGx7BV6VkTVAGO\u002fZNquRNUAclYbgvpE1QJS9N4rSkTVAI+8jY+iRNUAyhrUM\u002fJE1QG+vkuURkjVA8amPdySSNUBX5fI4OZI1QMr0dPpNkjVAOaLBu2KSNUCLn\u002fZ8d5I1QPNpkiaLkjVAsCvS55+SNUBgXiiptJI1QAbRylLIkjVA0P+xK96SNUBvd13V8ZI1QHV1xZYGkzVAcO+mQBqTNUDj0MgZMJM1QD0Me8NDkzVAV9pfbVeTNUBzW6lxY5M1QFYUVxt3kzVAX7DxxIqTNUBeLNWdoJM1QHkmhUe0kzVAlCU+8ceTNUB+2CzK3ZM1QMywwHPxkzVAe+MWNQaUNUDCZoj2GpQ1QGF3L6AulDVA\u002fmtXYUOUNUBK\u002f3wiWJQ1QH54W\u002fttlDVATqcopYGUNUCC+uROlZQ1QHh2yCerlDVA\u002fplw0b6UNUDVvit70pQ1QHaSNFTolDVAgC7P\u002ffuUNUCfehm\u002fEJU1QB4FxmgklTVAAe+\u002fQTqVNUAc6W\u002frTZU1QHy6w6xilTVAhcAFbneVNUBXFpUXi5U1QCT1evCglTVAuA4RmrSVNUBkFaZDyJU1QBfLmRzelTVA+hc6xvGVNUB3VHCHBpY1QDD5r0gbljVAr4L1CTCWNUBu55+zQ5Y1QNW2RF1XljVAsqxYYWOWNUCOZQYLd5Y1QEY2vrSKljVAum7nuJaWNUDo94BiqpY1QKI0SjvAljVAZgD55NOWNUCyrMGO55Y1QJz6EVD8ljVAbumc+Q+XNUBQkXfSJZc1QFotEnw5lzVAhABsPU6XNUCAphjnYZc1QIrr8L93lzVAmxt+aYuXNUAnOh0Tn5c1QBXePBerlzVAgqPPwL6XNUBajVFq0pc1QCwtWW7elzVAhm0UGPKXNUDX6AjCBZg1QJ5AGZsbmDVArteqRC+YNUC+c0XuQpg1QIKiLMdYmDVA4tjVcGyYNUDFvBYygZg1QGcbTvOVmDVAgxX+nKmYNUC5twV2v5g1QKg1zR\u002fTmDVAyi99yeaYNUDmxI\u002fN8pg1QHLeJXcGmTVAXCa9IBqZNUC1jQHiLpk1QGjIMaNDmTVAg4b9e1mZNUBddYglbZk1QL5ELc+AmTVAGg6nkJWZNUB45LRpq5k1QAv+ShO\u002fmTVA4rsBvdKZNUDOWH+p3Zk1QNj0GVPxmTVAfrWGFAaaNUA+2fvVGpo1QHiITpcvmjVACgoMQUOaNUBQjX0CWJo1QEq3xsNsmjVAFlX\u002fhIGaNUCwlnoulZo1QLZ\u002fdDKhmjVAK3pNxLOaNUDsiJyFyJo1QMtcJXLTmjVArqnFG+eaNUDxygHd+5o1QIA+fMkGmzVA9u\u002fytRGbNUBk\u002fRW6HZs1QBuIZjQvmzVAeE\u002f0IDqbNUDUGG7iTps1QGHL\u002f4timzVAeq06TXebNUDubcT2ips1QErd4refmzVAHdAEebSbNUDg5i06yZs1QJLouePcmzVApmDlpPGbNUCLkTVmBpw1QEJn9g8anDVA1mHX6C+cNUCoUGKSQ5w1QKLlO2tZnDVA62DdFG2cNUDrzt7tgpw1QL0pd5eWnDVAICXnQKqcNUCTtLYZwJw1QA3icMPTnDVAIuEpbeecNUBWGOlF\u002fZw1QA8ade8QnTVAiZMGsSWdNUCfx8JyOp01QOZ4lBxOnTVA\u002flrP3WKdNUBlljKfd501QKKnumCMnTVAsKt8CqCdNUA="},"y":{"dtype":"f8","bdata":"lL2lnC+28j+uEcE4uLTyP8bBpWPOs\u002fI\u002fF9S3zOmy8j+Qv7SoT7LyP3RgOUIGsvI\u002fnGnC9pOx8j+Blq5gG7HyP\u002fn1Q2ywsPI\u002ftaUO8nqw8j8tBaT9D7DyP45AvK5fsPI\u002fpnwIqkav8j\u002f20hQBTq\u002fyPzojSnuDr\u002fI\u002fz\u002fkpjgOv8j+KkSVzLK\u002fyP7IOR1fprvI\u002fO8eA7PWu8j\u002f3dktywK7yP2\u002fW4H1VrvI\u002fUwPN59yt8j\u002fowd1Zu63yPw8nMJ3WrfI\u002fUwPN59yt8j98DFacaq3yP6RxqN+FrfI\u002fOKRRgZOt8j\u002fbozfcR67yP8vW+iKhrfI\u002fiBIteTyt8j9grdo1Ia3yP2A5QgbyrPI\u002f2IAIceWs8j9F2safqKzyP2A5QgbyrPI\u002fzHoxlBOt8j8cRdYaSq3yP1+VC5V\u002frfI\u002fYK3aNSGt8j\u002f034PXLq3yP9mY1xGHrPI\u002fDRzQ0hWs8j8o7+NojqzyP1FsBU1LrPI\u002fKXtLOV+s8j+VSKKXUazyP0Xaxp+orPI\u002flUiil1Gs8j+xpx3+mqzyP2zLgLOUrPI\u002f5SoWvyms8j\u002flQuVfy6vyP1H4bB0crPI\u002fvVErTN+r8j\u002flQuVfy6vyP73Fw3sOrPI\u002feekmMQis8j8BipElc6zyP12Kq8q+q\u002fI\u002fXRYTm4+r8j8a3qzB+6ryP2o0uRgDq\u002fI\u002fakyIuaSq8j\u002fy7PKtD6vyP3kB9tGpq\u002fI\u002feQH20amr8j9RhNTt7KvyPw00n3O3q\u002fI\u002f8dQjDW6r8j81JVmHo6vyP0LPZtXnqvI\u002fhqsDIO6q8j+Ssdr8v6ryP9V1qKYkq\u002fI\u002f1XWopiSr8j\u002fWARB39aryP0JD\u002fwQXq\u002fI\u002f8uzyrQ+r8j\u002fJ42n5gavyP\u002fJgi90+q\u002fI\u002frhBWYwmr8j\u002fiqx3FOaryPwqd19glqvI\u002fakyIuaSq8j9qTIi5pKryP66cvTPaqvI\u002fkj1CzZCq8j8mcOtunqryP\u002f+WAPxTqvI\u002f78nDQq2p8j+reY7Id6nyPzOmYI2zqfI\u002fC7Wmecep8j+6umOxTaryPzOmYI2zqfI\u002fTwXc8\u002fyp8j\u002fjN4WVCqryP08F3PP8qfI\u002fM6ZgjbOp8j8XR+UmaqnyP1sjgnFwqfI\u002fqwX2mEip8j\u002fv4ZLjTqnyP\u002fvnacAgqfI\u002f++dpwCCp8j9nKVlOQqnyP1sLs9DOqfI\u002fMzLIXYSp8j\u002fT9q+sNKnyP1sjgnFwqfI\u002fqwX2mEip8j9nKVlOQqnyP4+mejL\u002fqPI\u002fGF+0xwup8j\u002f8\u002fzhhwqjyP6t5jsh3qfI\u002frJFdaRmp8j\u002f752nAIKnyP\u002fz\u002fOGHCqPI\u002f4BRWKqio8j+4O2u3XajyP8RBQpQvqPI\u00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WMdwZL6omQAsQdvFiqyZAZL\u002fLiYD\u002fJkBaLMzuNwAnQFfxbaGICCdAfRablq4eJ0Dtqn6NAR8nQH0DtrRNNydAZ1+KKVOnJ0AmezSIe6knQGMvAQ2PtSdAOf2RxgTKJ0AxnCLCKuQnQJTSQFRz5ydA\u002fv3ldNXzJ0Dya8OKkycoQIBjrfmGKihAwm7IsyovKEDZ3rdgejEoQNolY7G5MShAng4rWpg2KEBOduHlYWUoQLVHSle3fChArjaQ6emPKEBjv5UBaqEoQL7cM9qHsihAx9GTKvveKEAU8cDHYd8oQD7yYqv4\u002fihAsO+GI\u002fQSKUCg5SDggScpQEKD9zZXMSlA4+UiHCE4KUCixo1OQTkpQJ1TSCJNqilAkBw1m9G7KUATAWeDtP8pQDa4Tl66FCpACKuyvdM9KkC9PxcqwT8qQFvmyDuyVipAyOrL3JBfKkBtnsvMXHYqQJtTSxDXdipAOgOHQSugKkBQkN1FhrEqQNgXx+YKsypA0yLpcR21KkDK\u002ftVFHMMqQE2y54Mm1CpAq7e2c2jfKkCVfSjQRfoqQHD7wD4cCitAENG0jksrK0CyxhfU6jcrQGrkq2xZYStA9afoagx+K0DiVcst5oMrQN0qag+xyytA1sD6d+LkK0Bb5uWFag8sQI1JefC4HyxAi\u002fNyorAqLEALF9YVUS0sQJqhHpVGOCxAmPmY9ldALECOb2hPU1wsQN41BpYKaSxAZmEJ5NhrLEBd221sRYEsQHamJm4XpSxAA3hscqoVLUByfqdFxxwtQN69dZazIC1ASvpLWiImLUCd8ep3FD8tQDuBO2fCUC1ATSpWOMGFLUC2uVL+ZYwtQPsf\u002fKLUnS1AMLMPJlihLUAGtQbo7sgtQGWLmKPl+C1ApiPpNa4ZLkAamAAg2zouQMidlA2mQy5A3VZ7isFgLkCztQynh5UuQE0YF6r\u002f4C5ApTpK9OMWL0Cy\u002fkalFh4vQNUN97AeKy9A8vOiEKtVL0AuCf\u002fGoVYvQIgV8WaAXy9AQpBvX4BjL0AVeMgI2IYvQOYVSxdvki9A4M9Y8d6VL0A48lWW5LYvQItzcJ+Zyy9AOh+ljvPaL0CSoe\u002fNOeovQHAAQZsPBzBAY00XGCMVMECwmbaXKiMwQI6xe2bhKDBAcuJagY8qMEBbt+vQ8zYwQFAGjIFBYjBA4tuJf3eUMEBhfYuYx58wQHqpu0NNpTBAlqshjOPFMEB2u7vuAM4wQEFuqpig5TBAVEvPtN3nMEDqg2yMJPQwQLo9b+yUMTFAzXfzu\u002flCMUDsx3b\u002fIEcxQIT9rB0iiDFAtNlG00mZMUCLd4Ikm5oxQPNu3ZjArTFA+Z1ZohDBMUBqkcUia8sxQI2PyFHs5DFAOL23X50aMkByWX+aWzIyQHbviRhkRDJA5K\u002fad+5eMkAF4zu9HXoyQEPsieCekzJAGjEu5AC0MkAJt+FLHrwyQPiBf0oTxDJAcphlfygEM0CCOCq1Dx8zQMzfhsmmODNAJTRswbRmM0BFU866qGgzQK3Zpc6ahTNAOmA+AzONM0Cs+K0QCo4zQIuMqUFmkzNA0Lsl96ujM0AmkFkzYqozQGxPo1pYrDNAWusaztu3M0BCzeYS5bgzQGpI8C8iuzNAbNoozR\u002fTM0DmM59gHOMzQBxh96FTETRAPEDn0sIfNEDtVHDGTjk0QLTVO0ySRzRAy+Yea9daNEBqwd6MFFs0QM3rsaK3ZjRAsSRkSBt6NEA\u002f2Fd6N4g0QNfKQrnbizRAuh3jyVynNECAn\u002f0thac0QFNIKzu37jRAtq2o5k\u002f\u002fNECFlirDdBU1QPJjF2buHDVATlsuGZoyNUDWs\u002ftf6zU1QIZgYDAIPTVAzj19JNNFNUA345o7BVA1QE5OFQYyfzVAQtIJAt+ENUAUm8vCEYY1QNOAR6gciDVA0kdpZxS6NUCxGjgLMMs1QBW2ltYbzDVA6FxnrQ\u002fcNUBUF2GIyO01QHgiF2Kw+TVAKuBuHCsBNkC+0N+amBQ2QCh1DK\u002fzGzZAh\u002frI2TVCNkC6AcYkKU82QLpFy2C2WjZAPXGervl6NkDq4xixDIQ2QAiqNy\u002f7wjZAA7aKBGvKNkDIaeu22dU2QBFbhAQ+4DZANMDofzPtNkCRMxrXpSw3QHasUVHMQTdA1n0da\u002fJLN0BmG\u002fi5qVQ3QBB14pphXDdAaiWXng5eN0A39vwJp683QAWyqWdxuzdAv0Tv0E\u002fQN0CJ2DJUI+c3QFAMLbjP8zdAlqI1+SD9N0D7kRx9pAA4QHywylyvBDhA84YbacIJOECuFnl8kjg4QGfQ+XUDOjhA2xIYMllkOEAq9wnj4oM4QDtvYWFnjzhAWcHmz1uYOEDOQc60RKg4QCPn0TTbtjhAnLhkI2q9OEBqwewMvcE4QJDu39hJxDhAEe+Ljs\u002fFOECuVWQuusw4QHRPmwo92ThApy1NyFHZOECobJduZdk4QP6t00N72ThAxg0X6o7ZOEDPrMeno9k4QHkOfWW42ThAiRc9I83ZOEBqaYjJ4Nk4QC4uRof12ThAbq6SLQnaOEC30kzrHdo4QJYy\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\u002fDfZgDeOEDycCwNFN44QG8ye7Mn3jhA07k9cTzeOEDa+IcXUN44QGQ3v+xl3jhAB0gIk3neOEChzcRQjt44QGF1gg6j3jhACoHCtLbeOECbk862wt44QExWq0XV3jhArMBtA+reOEAdBynB\u002ft44QN2u5n4T3zhAAj0rJSffOEANjjQnM984QJ6sdc1G3zhAvZEui1vfOEDOmu5IcN84QK7sOe+D3zhAOql\u002flZffOECWMEJTrN84QFr1\u002fxDB3zhApBm6ztXfOECNAHmM6t84QKEmOUr\u002f3zhAxSjyBxTgOECHJjquJ+A4QMu3d4M94DhAEjjEKVHgOEB2BwvQZOA4QIYQy4154DhAhj2SS47gOEDmp1QJo+A4QNCOE8e34DhAc59cbcvgOEAK\u002fvZX1uA4QK4OQP7p4DhAGd6GpP3gOED7xEViEuE4QCuCejco4ThArz7A3TvhOEB2evKyUeE4QMlXMVll4ThAgFlf\u002f3jhOECiC4DUjuE4QKqsxXqi4ThALzmJOLfhOEAv39feyuE4QP2Q4uDW4ThA89gbh+rhOECd5Fst\u002fuE4QF2MGesS4jhAHDTXqCfiOEDd25RmPOI4QEGr2wxQ4jhA2jCYymTiOEDZaDS1b+I4QBhQhVuD4jhAyBLEMJniOEBYbpm\u002fq+I4QGh3WX3A4jhAz8N4f8ziOECLMtcl4OI4QIxxIczz4jhAI9C7tv7iOEBpsgNdEuM4QDfuNTIo4zhAOC2A2DvjOEA6bMp+T+M4QHby81Nl4zhAIP4z+njjOECFuGPPjuM4QI33rXWi4zhAoB1uM7fjOEBvEaTZyuM4QBIJSpff4zhAuxSKPfPjOEAsW0X7B+Q4QPqWd9Ad5DhA+9XBdjHkOEB+kgcdReQ4QOGcOPJa5DhAByt9mG7kOEB2latthOQ4QJY6h\u002fyW5DhAvIlPuqvkOEDRcnuPweQ4QNgTwTXV5DhACoH0CuvkOEBeXjOx\u002fuQ4QITsd1cS5ThAtXEQQh3lOEAJ40HoMOU4QGCSXb1G5ThAjSCiY1rlOEBQHuoJbuU4QJpCpMeC5ThAnnvRnJjlOEApEJorq+U4QCyvSum\u002f5ThAmGl6vtXlOEAiiLtk6eU4QLwNeCL+5ThA45u8yBHmOEA7nG+GJuY4QPkno1s85jhAZPfpAVDmOEDVPaW\u002fZOY4QJ6d6GV45jhAbCGfI43mOEDyvTUOmOY4QBhMerSr5jhAiJI1csDmOEALtn8Y1OY4QGH3u+3p5jhABAgFlP3mOEAnI5l+COc4QC5d2iQc5zhAGESZ4jDnOECe4C\u002fNO+c4QGDed3NP5zhAw2U6MWTnOECHKvjueOc4QAXsRpWM5zhAlip+aqLnOEA5O8cQtuc4QBuNErfJ5zhAVPpFjN\u002fnOED3Co8y8+c4QGtuSvAH6DhAFND\u002frRzoOEC+2z9UMOg4QDI\u002f+xFF6DhAFbyqz1noOEDe1VGNbug4QOV2lzOC6DhAFTTMCJjoOEC\u002fPwyvq+g4QKkmy2zA6DhAXA+QKtXoOECKMcfQ6Og4QDqy5qX+6DhAq3wkTBLpOEA+mNEJJ+k4QCDqHLA66ThASlblbU\u002fpOEA0PaQrZOk4QDTj8tF36ThAxiEqp43pOEAy7GdNoek4QAFwHgu26ThATeZYscnpOECKbIKG3+k4QC59yyzz6ThA6wj\u002fAQnqOEBvMVKoHOo4QPNUnE4w6jhA0gnCI0bqOECYX4eyWOo4QEEXsodu6jhAbjnpLYLqOEAeuggDmOo4QM7FSKmr6jhA3PqAT7\u002fqOEDm8Y4k1eo4QH6fucro6jhAg9jmn\u002f7qOEBSOCpGEus4QDqFbOwl6zhAI2wrqjrrOEBetOxnT+s4QME7ryVk6zhAALz7y3frOEA6BL2JjOs4QHNMfkeh6zhA9gjE7bTrOEBKfNHvwOs4QLxGD5bU6zhAj+fFU+nrOEDVYgn6\u002fOs4QKgDwLcR7DhA54MMXiXsOECrSMobOuw4QH7pgNlO7DhAKEs2l2PsOEDxqnk9d+w4QCForhKN7DhAArr5uKDsOECO3UNftOw4QFUZdjTK7DhAW1O32t3sOEDPtnKY8uw4QGk8L1YH7ThAKtbAQBLtOECWoP7mJe04QF7cMLw77ThAZBt7Yk\u002ftOECjm8cIY+04QNUgYPNt7ThAQeudmYHtOECjjNdul+04QIVKMBWr7ThAZpx7u77tOECwwDV50+04QCNEWk7p7ThA1OiV9PztOECYrVOyEe44QIKUEnAm7jhAJKVbFjruOEBagvMARe44QIcLL6dY7jhAuungZG3uOEB+rp4igu44QJ5B7MiV7jhA\u002fquuhqruOEBu8mlEv+44QNOsmRnV7jhAnKrhv+juOEDCOCZm\u002fO44QEJb2iMR7zhAvo79+CbvOEDJhsyHOe84QGl2mEVO7zhAerrZGmTvOEBiDCXBd+84QImaaWeL7zhATSadPKHvOEDK5+vitO84QC5vrqDJ7zhAkvZwXt7vOEDRdr0E8u84QEXaeMIG8DhASxS6aBrwOEBWTec9MPA4QABZJ+RD8DhA+hvfoVjwOECq56NfbfA4QGtM8AWB8DhA\u002foon25bwOEA8C3SBqvA4QMDHuSe+8DhAjgPs\u002fNPwOEAZIi2j5\u002fA4QCkr7WD88DhAYnOuHhHxOEAN1WPcJfE4QJD4rYI58ThAGqJxQE7xOEA5ZQYrWfE4QOJwRtFs8ThAbRoKj4HxOECrmlY1lfE4QBmUAvOp8ThA4UcA9bXxOEB\u002fjiabyfE4QNj6TkHd8ThAkittFvPxOECm0CSlBfI4QJCeQHob8jhAvsB3IC\u002fyOEDaWCHeQ\u002fI4QGUQXoRX8jhA0sqNWW3yOEDm+rz\u002fgPI4QMp93KWU8jhA6UjzeqryOEBVEzEhvvI4QC1IQSPK8jhA9HEBstzyOECWaadv8fI4QCmFVC0G8zhA9bv76hrzOEA4dqaoL\u002fM4QPGzVGZE8zhA\u002fk+RDFjzOEBxGs+ya\u002fM4QOOd84eB8zhA0uUsLpXzOECflzcwofM4QO0k\u002fr6z8zhAIAOwfMjzOECObd5R3vM4QO\u002fZBvjx8zhA67ApngX0OEB+zNZbGvQ4QLGqiBkv9DhAmpFH10P0OEDV2QiVWPQ4QFiWTjts9DhAaD9XPXj0OEBmcBnMivQ4QO8Et4mf9DhAyPpWR7T0OED0g5Ltx\u002fQ4QBY2s8Ld9DhAyXNhgPL0OEB6f6EmBvU4QDrk7cwZ9ThAJcusii71OEBYqV5IQ\u002fU4QIuHEAZY9ThAc9RSrGv1OEBLwIOBgfU4QHJOyCeV9ThApnD\u002fzaj1OEA2sATQtPU4QP6oQ3bI9ThAP99rS971OEB26yra8PU4QF+5Rq8G9jhA6nCDVRr2OEDO7TITL\u002fY4QLs1bLlC9jhAAyZ0u072OEBWnK5hYvY4QOq3Wx939jhAsrCaxYr2OEBvPM6aoPY4QNJ2oSmz9jhASeHP\u002fsj2OEDz7A+l3PY4QMngRUvw9jhA\u002fPc7Tfz2OEC0kmXzD\u002fc4QDLng5kj9zhAWHB7bjn3OECqeqgUTfc4QMgSUtJh9zhAYpgOkHb3OECmE1I2ivc4QDxrfwug9zhAotPBsbP3OECpJeWGyfc4QHIjLS3d9zhA9d9y0\u002fD3OECYl52oBvg4QD6TbTcZ+DhASMyaDC\u002f4OEARxdmyQvg4QLaV+odY+DhAJX22Fmv4OEB+fWnUf\u002fg4QDHlkqmV+DhAwv7KT6n4OEAuyQj2vPg4QHX\u002fMMvS+DhAakJhceb4OEAhSZgX+vg4QMQAw+wP+ThAzJ9zqiT5OEBWNBFoOfk4QFFyOA5N+ThAwbjzy2H5OEDCXkJydfk4QMr98i+K+ThA43ic7Z75OEDSwNWTsvk4QBqx3ZW++ThARz8iPNL5OECTtVzi5fk4QKu3frf7+ThAdbC9XQ\u002f6OEDmevsDI\u002fo4QM\u002ffH9k4+jhACl9Jf0z6OEAMVldUYvo4QA8tevp1+jhAI12poIn6OEAultZ1n\u002fo4QNmhFhyz+jhAAfm42cf6OECM9dCu3fo4QPbEF1Xx+jhA3hFa+wT7OED+1O7lD\u002fs4QAYPMIwj+zhAlsZsMjf7OEDyjn4HTfs4QOZqqq1g+zhA6PPYgnb7OED8Iwgpivs4QEPmjOae+zhAqXUppLP7OECRwmtKx\u002fs4QDokIQjc+zhADsXXxfD7OEB6jxVsBPw4QLS6KUEa\u002fDhAarxX5y38OEDaJoa8Q\u002fw4QPxRrGJX\u002fDhAHXjJCGv8OEBMOXvGf\u002fw4QHPHv2yT\u002fDhARBzoQan8OED0uxrovPw4QK75yKXR\u002fDhA3bp6Y+b8OEDqVrcJ+vw4QJMO4t4P\u002fThAHsYehSP9OEBRpNBCOP04QBqdD+lL\u002fThABGsrvmH9OEDsUGlkdf04QManvQqJ\u002fThAUFGByJ39OECDLzOGsv04QMRlW1vI\u002fThAEkijAdz9OED5lOWn7\u002f04QLLSk2UE\u002fjhApCs8Ixn+OEBihurgLf44QJvOq55C\u002fjhAAZ7yRFb+OEDfUhgabP44QCwM5Kh+\u002fjhAqi6YZpP+OEB6sk4kqP44QOx8jMq7\u002fjhAXgCxn9H+OECMiexF5f44QN1vExv7\u002fjhA4xBZwQ7\u002fOECylA9\u002fI\u002f84QD6zUCU3\u002fzhAs5RLJ0P\u002fOECXfm\u002fNVv84QLZjKItr\u002fzhAfsNrMX\u002f\u002fOEDxjanXkv84QG3NXZWn\u002fzhApxUfU7z\u002fOEBXlj4o0v84QLebYs7l\u002fzhA6nkUjPr\u002fOEA="},"y":{"dtype":"f8","bdata":"qyaIug9A9z9yio7k8h\u002f3P76FdePdEfc\u002flx+4yhMI9z9uFcRA1\u002f72P2WNeohG9\u002fY\u002fbCHIQQnz9j\u002fvHwvRIfD2PxyygXSx6fY\u002fJ2n+mNbm9j8VkWEVb+T2P4jyBS0k4PY\u002fdT+nID\u002fb9j9mogip29n2P0c4LXjR1\u002fY\u002f6KBLOPTW9j9tHofB\u002fNX2PylauReY1fY\u002f88tgjEjU9j8MIHwo0dL2P57TLNDu0PY\u002fE5z6QPLO9j+ZSdQLPs32PzmaIyu\u002fzPY\u002fsW1RZoPM9j8RHQJHAs32P4qUZvM4zPY\u002fv7uVJTrL9j+8JM6KqMn2PyXP9X04yPY\u002f+l5DcFzG9j9nLJrOTsb2P0tZhjjWxfY\u002fBvGBHf\u002fF9j8G8YEd\u002f8X2P3NKQEzCxfY\u002fSDZXzXPE9j9VhJuMKsP2P3pSJjW0wfY\u002fG0esxafA9j8PKQZINMH2P+c3TDRIwfY\u002fNxrAWyDB9j8bR6zFp8D2P7wjY7X5v\u002fY\u002f\u002foAHBhC+9j9agSGrW732P1qBIatbvfY\u002fFjHsMCa99j8j88gfDLz2P6hwBKkUu\u002fY\u002fZTiez4C69j+0AkNWt7r2PxGnk2x1ufY\u002fsoNKXMe49j+\u002fub963Lf2Pyrj32dcuPY\u002f2xg74SW49j9SYAFMGbj2P3vdIjDWt\u002fY\u002fQzf7A+W29j9szOuIQ7b2P\u002fJh9rLttPY\u002f\u002fn+cMGG09j+RJt4BnrT2P0LQ0aqWtPY\u002flL2lnC+29j\u002flK4GU2LX2P61tisdFtfY\u002fkj6toj+09j+cxYuFIbL2PzCEnPf\u002fsfY\u002fgGYQH9ix9j8\u002fOQoQBbP2P4+n5QeusvY\u002fgGYQH9ix9j8gzy7f+rD2P3HJcad0sPY\u002fsoLfhhiv9j\u002fObcK9Mq\u002f2P85V8xyRr\u002fY\u002fLXk8LT+w9j\u002f59UNssLD2P1Vq9kArsPY\u002fA30iT5Ku9j\u002fnqQ65Ga72P1Pr\u002fUY7rvY\u002fsoLfhhiv9j9GzVfJx672P7+4VKUtrvY\u002fsAPnjCit9j84MLlRZK32P6T9D7BWrfY\u002fzGJi83Gt9j84MLlRZK32P9iACHHlrPY\u002fUYTU7eyr9j9diqvKvqv2P+W2fY\u002f6q\u002fY\u002f2PSgoBSt9j9F2safqKz2PwGKkSVzrPY\u002fdlJflnaq9j8zGvm84qn2P2o0uRgDq\u002fY\u002fGTp2UImr9j+FB82ue6v2P+M3hZUKqvY\u002fS1ZFuMmo9j9LVkW4yaj2P3f2lQfpqfY\u002fq+0m+Kap9j93ai43GKr2P9aNd0fGqvY\u002fn1voSgSq9j\u002fEQUKUL6j2P3TrNT0oqPY\u002fg4jUtIup9j93ai43GKr2P1p\u002fSwD+qfY\u002fF7t9Vpmp9j9AUG7b96j2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3MxyRAt\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\u002fT8pQMNLyTnUQylAweg9OKNpKUDrnnkJvY0pQPasWdVFlilAVlsxXAKyKUAevByRQLUpQM2jRMVE0ilAnUxV+Q8pKkBGIhnA9EcqQJWIRSSpUCpAyDhQAO57KkDL0u427JcqQKJ3AK6OxCpA\u002fVAxWCPWKkA9BX80VdcqQKMnq5Eo5SpANnco17sLK0C1HDJt5kcrQDagaIeaVytAJS9dGER3K0DiqvSihXcrQGo4fqIHhitAaiaG6dGOK0CCGfK73KUrQLoiaMuw0ytASnPH15zlK0BSxJeM\u002f\u002fUrQM6ylbkh+CtAtsWASpv6K0D4fwsXihAsQC5lgP7FNixA2MXypkdMLEAKjSQcSKEsQCO2NSC3syxADkkWcqe0LEDokacIIbcsQN4Y+JBPuyxAHlmdeLm+LEAWiy\u002f3r8AsQF2LjbuDxyxAw5xUVlHNLECYdQaqtfYsQIsmsGuVBi1ASBF8SFYRLUAKNHl0fnctQN4VGQUgsi1AxdTKIObLLUDqlqhOOd0tQALiPisl9i1ACnlVRrsgLkCS8ooBjjUuQHOoUS2UNi5AyPBZtp9GLkDlrEMsL0kuQEobaLOZ5C5AJUBUw3IBL0CwHqV3fR8vQD0unHEyIS9AlprvTW58L0Dqwtkdn4svQN0slfsZzi9AICTtOvH4L0AjutweW\u002fwvQNC7+XKXATBAkAi+NAIOMED0rMYgEyYwQDaxayMlMDBAlsB\u002frJ1AMEBsb84aLUMwQIp3oNgyYjBAa5W5PnZ0MEBxWH84DoMwQCjvabeTjjBAvIPdNlGcMEAKs+gigLAwQOUbVxY1sjBAKg6WbkG0MECKfBmLzbkwQJJYHD35uTBA7wGSwZm9MEAiEg\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\u002f6TJARSi8OPv6MkBGYEKMbQozQP7hF8kJLzNAR76h2\u002fI8M0DGrg8qHGAzQGBlJPRNeDNAEuOheAp9M0C6wcyUuJszQLpDb2STrDNA\u002fxnF\u002fESxM0Co\u002fmlG4cUzQF+u3prRxjNA++QWGQvLM0BObAHCLd0zQI59Ijtu6zNAShZo59ztM0DhschFUfgzQAQCs\u002f6Y+TNAWsStIDD\u002fM0D8h0wjAxQ0QGeYfCdNIDRA2nUJqY8pNEA3l5tg6Ek0QOZI5N8AbDRAQvXtXWltNEC8Txf1\u002fnA0QHuweSYhczRAEH2i8c6vNECixKFOvbU0QApLQMtBuDRAir4rpuW4NEBevPpiI8M0QIIrGxSbyjRAKX7vKR7LNEAe5rn4f9I0QIUREf+31DRAdDt5AdTVNEAaEXEX7ts0QCG05BMw7DRA0lKWedMhNUBBplr2wEw1QEE0d2NGWDVAN7BaPFxYNUA4HlwVclg1QO4Hje6HWDVAHPqVx51YNUClbRC0qFg1QHJM9oy+WDVAam3EZdRYNUAFAjNS31g1QAUuFSv1WDVAeIv4AwtZNUBTdfLcIFk1QMRvCrY2WTVAcCX+jkxZNUBwUeBnYlk1QOwCV1RtWTVAvvoyLYNZNUBJRRUGmVk1QNd2Ad+uWTVAaZoLuMRZNUBOdiOR2lk1QA6MFGrwWTVAiPQLQwZaNUAm0oovEVo1QId\u002fbwgnWjVAbBlo4TxaNUD3tZy6Ulo1QDRjuJNoWjVAdaWLbH5aNUDmG2VFlFo1QBa+bB6qWjVABlT5CrVaNUAHwvrjylo1QJij5bzgWjVA6tfWlfZaNUC7EdJuDFs1QJf7y0ciWzVAcyflIDhbNUDHTfT5TVs1QCzlZ+ZYWzVAqmZVv25bNUCq1FaYhFs1QCs9TnGaWzVAXvhLSrBbNUAauVMjxls1QMZuR\u002fzbWzVAbwtF1fFbNUCvXUuuB1w1QHTOwJoSXDVAmjyLcyhcNUBlKVNMPlw1QIqXHSVUXDVAxsD6\u002fWlcNUB9aAzXf1w1QCaJSLCVXDVAWbbunKBcNUAPXgB2tlw1QOoF207MXDVA\u002fOG7J+JcNUCNw6YA+Fw1QJr6nNkNXTVAIiyJsiNdNUAsCGqLOV01QG8xR2RPXTVAkWzPUFpdNUDcJP8pcF01QJ7lBgOGXTVAQOv725tdNUCKH+20sV01QFj+0o3HXTVAfa68Zt1dNUDZ1Ms\u002f8101QHliSSz+XTVAXvxBBRReNUBiUU3eKV41QLY1Pbc\u002fXjVA9KA5kFVeNUDSoylpa141QGy3AEKBXjVAdvzYGpdeNUBuukoHol41QAK1K+C3XjVAkSg3uc1eNUCpUUuS4141QLMtLGv5XjVAhSUIRA9fNUANmRMdJV81QOyrNvY6XzVABXbJ4kVfNUBN0+O7W181QM0725RxXzVA7xTubYdfNUApZ\u002fRGnV81QBjzCiCzXzVAyoEm+chfNUCqtJ\u002fl0181QLTSn77pXzVAzLmUl\u002f9fNUC8rqJwFWA1QBDVsUkrYDVAAjifIkFgNUBAo5v7VmA1QByNldRsYDVAsPkewXdgNUChx1SajWA1QOhmjnOjYDVAjlONTLlgNUCAtnolz2A1QIIkfP7kYDVA1kqL1\u002fpgNUD3I56wEGE1QFMIjokmYTVAn34NdjFhNUAm8hhPR2E1QMoHQShdYTVAolyDAXNhNUAq0I7aiGE1QO3+dbOeYTVAZ6mMjLRhNUDlnCJ5v2E1QNlBL1LVYTVAFe9KK+thNUDhoXAEAWI1QCwYgd0WYjVAmxKZtixiNUCS0JuPQmI1QNNUjmhYYjVAwJIbVWNiNUDWrK9BbmI1QCvTvhqEYjVABr2485liNUCbt5nMr2I1QC+yeqXFYjVAFrVqfttiNUAaPGJX8WI1QEpA30P8YjVAPQzEHBJjNUBIjDkJHWM1QG48I+IyYzVAmqrtukhjNUBU57aTXmM1QN4xmWx0YzVA0talRYpjNUACea0eoGM1QJpdHQurYzVAMnH048BjNUAEadC81mM1QLPDrpXsYzVA8OyLbgJkNUBSmnBHGGQ1QLNHVSAuZDVAnPpD+UNkNUDeT8\u002flTmQ1QKIC9b5kZDVAErvtl3pkNUBZ\u002fcBwkGQ1QJqBs0mmZDVA8n6ZIrxkNUAOPWX70WQ1QK0pZNTnZDVAilzdwPJkNUC+1buZCGU1QEZJx3IeZTVAlabhSzRlNUCsz\u002fUkSmU1QKJL2f1fZTVAggyq1nVlNUAJPpavi2U1QNqnGpyWZTVAIcMVdaxlNUATJgNOwmU1QGZa9CbYZTVAOmvG\u002f+1lNUD0p4\u002fYA2Y1QLbH9sQOZjVArEPanSRmNUBZ+c12OmY1QECdPGNFZjVA8CkHPFtmNUACONQUcWY1QJp7NAF8ZjVApy7s2ZFmNUB45Kiyp2Y1QIrydYu9ZjVAvmtUZNNmNUAz4i096WY1QKBClin0ZjVAPu11AgpnNUCCFlPbH2c1QM0IJbQ1ZzVAIe0UjUtnNUAqyfVlYWc1QKTvzT53ZzVA\u002fb1MK4JnNUDD1sIXjWc1QKLZsvCiZzVAZgiaybhnNUDt92aizmc1QAm2MnvkZzVA4WvvU\u002fpnNUC70aosEGg1QHL1fQUmaDVAdgvv8TBoNUDmw+fKRmg1QAIG8qNcaDVAfLAIfXJoNUCaskRWiGg1QLbCYi+eaDVAwOBiCLRoNUCYtOv0vmg1QExq383UaDVABqeopupoNUAhp5N\u002fAGk1QMSsiFgWaTVAHKpuMSxpNUDmGnUKQmk1QMYdZeNXaTVALCbOz2JpNUCZ7KioeGk1QMdPFpWDaTVAIE38bZlpNUCufuhGr2k1QCjn3x\u002fFaTVAQM7U+NppNUASCNDR8Gk1QGYu36oGajVAgV5TlxFqNUAWWTRwJ2o1QAIlGUk9ajVA0Wz2IVNqNUC5H+X6aGo1QBvNydN+ajVAx0CerJRqNUBEgGyFqmo1QLfg1HG1ajVAJ5nNSstqNUBD29cj4Wo1QHOkt\u002fz2ajVAU6en1QxrNUBKZaquIms1QOlRqYc4azVAiD6oYE5rNUB12yVNWWs1QHiSpjlkazVAPAOtEnprNUDAHij\u002fhGs1QNZVHtiaazVAeFsTsbBrNUDDjwSKxms1QBZ09GLcazVAAOXDO\u002fJrNUAJ9EMo\u002fWs1QL+bVQETbDVASuY32ihsNUDp+Q6zPmw1QH7074tUbDVAKqrjZGpsNUA8+s89gGw1QH08oxaWbDVAAXxx76tsNUBohNrbtmw1QFI3ybTMbDVAkYnPjeJsNUDuX91m+Gw1QCO8WVMDbTVA13FNLBltNUArVj0FL201QP6Pp\u002fE5bTVAD66nyk9tNUBWyaKjZW01QCjBfnx7bTVAZSx7VZFtNUAmhIsup201QKIVrAe9bTVAVqTH4NJtNUBW0Km56G01QCW5BabzbTVAo\u002fjTfgluNUDqE89XH241QDEvyjA1bjVATO2VCUtuNUBOQFDiYG41QDrKFbt2bjVAW8N+p4FuNUAnNPSTjG41QGSf8GyibjVANtnrRbhuNUDECtgezm41QEs8xPfjbjVA7kG50PluNUC2iZapD281QKzDWoIlbzVAXCG+bjBvNUBSnaFHRm81QDpQkCBcbzVA\u002fM54+XFvNUCPyVnSh281QGLBNaudbzVA2ykthLNvNUCOuEhdyW81QIWm1EnUbzVAOgzHIupvNUAjfZb7\u002f281QC7CbtQVcDVAxP7dwCBwNUAP8a+ZNnA1QGrVn3JMcDVACYB\u002fS2JwNUD\u002f+2IkeHA1QI5v3RCDcDVAy9rZ6ZhwNUDkA+7CrnA1QJaSCZzEcDVA9WgXddpwNUBnCBpO8HA1QFqtJicGcTVANpcgABxxNUDdJJ7sJnE1QBGefMU8cTVA83dDnlJxNUA+rDR3aHE1QHsXMVB+cTVAWCgDKZRxNUAgcOABqnE1QCLe4dq\u002fcTVA6Jdnx8pxNUAAwXug4HE1QFHOlHn2cTVAmOmPUgxyNUDVEm0rInI1QCfo3BctcjVAaCqw8EJyNUAU4KPJWHI1QI05G7ZjcjVA2kTjjnlyNUDeibtnj3I1QMaMq0ClcjVAGrO6GbtyNUAKP9Hy0HI1QM1tuMvmcjVA6CuEpPxyNUCzWmt9EnM1QCkM4mkdczVADqbaQjNzNUDjxt8bSXM1QCAy3PReczVA+xvWzXRzNUCaxrWminM1QHqHhn+gczVA3r8JbKtzNUDtaKhYtnM1QHDDvTHMczVAqdYpHtdzNUBSWOD27HM1QKFjqM8CdDVAWuKQqBh0NUC9E7SBLnQ1QEWHv1pEdDVAWr4kR090NUDGGwggZXQ1QNQQ3\u002fh6dDVAutGv0ZB0NUDJCKaqpnQ1QBQ9l4O8dDVA8\u002f1nXNJ0NUAO\u002flI16HQ1QI9J6CHzdDVA\u002fSoK+wh1NUA+r\u002fzTHnU1QGpf5qw0dTVACArGhUp1NUBFM6NeYHU1QIJcgDd2dTVAFVdhEIx1NUACU8\u002f8lnU1QOoFvtWsdTVAq5\u002ftrsJ1NUBimVGI2HU1QDD8dWHudTVAyQ9NOgR2NUB53jYTGnY1QCaUKuwvdjVABWiz2Dp2NUBEHC\u002fFRXY1QLB5Ep5bdjVAdOoYd3F2NUAKaThQh3Y1QP5PZCmddjVAcTGGArN2NUBWDZ7byHY1QC7eobTedjVAZsI3oel2NUBJCZh6\u002f3Y1QADzyFMVdzVADiq\u002fLCt3NUAZit4FQXc1QO4uIt9WdzVAKAVnuGx3NUCHHZSRgnc1QO1VF36NdzVAXA4QV6N3NUBFwf4vuXc1QEIWCgnPdzVA+L0b4uR3NUDa6TS7+nc1QP3CR5QQeDVAvdu9gBt4NUBaGL5ZMXg1QAXOsTJHeDVAUAKjC114NUDiJa3kcng1QH75tb2IeDVAHs2+lp54NUASMKxvtHg1QKIRl0jKeDVAdHsbNdV4NUBm3ggO63g1QDjW5OYAeTVA+wTMvxZ5NUBGOb2YLHk1QBuc4XFCeTVA2\u002fPxSlh5NUCFkO8jbnk1QO8gchB5eTVAct38\u002fIN5NUD3eTHWmXk1QLFKbK+veTVAE3yPiMV5NUDO+ndh23k1QHqwazrxeTVAktl\u002fEwd6NUCkOZ\u002fsHHo1QHsNKNknejVAk\u002fQcsj16NUAeDROLU3o1QKJnKGRpejVAn7+4UHR6NUDCAcMpino1QEkzrwKgejVAHG0Z76p6NUA+bQTIwHo1QKpOJqHWejVAPLRPeux6NUDOGXlTAns1QHf4lSwYezVANaCnBS57NUAMs8reQ3s1QPJMw7dZezVA3kgxpGR7NUBbyh59ens1QGoBFVaQezVAOzsQL6Z7NUDe\u002fuUHvHs1QIaAnODRezVA0rSNued7NUDhLRKm8ns1QPZkCH8IfDVAfZb0Vx58NUAm9FdEKXw1QDE5MB0\u002ffDVAuaw79lR8NUAX5b7iX3w1QLQhv7t1fDVASByglIt8NUC7aVBtoXw1QPYkvVmsfDVAlhG8MsJ8NUArTrwL2Hw1QOL1zeTtfDVAc9e4vQN9NUCfh6KWGX01QFZx028vfTVAShbgSEV9NUARjkY1UH01QMbzOA5mfTVAmS0053t9NUAWryHAkX01QACkL5mnfTVAN4hWcr19NUC3C5VL0301QI\u002fcmCTpfTVAMdD3EPR9NUCSO73pCX41QOcfrcIffjVACjvfmzV+NUAK6\u002f90S341QFIt001hfjVA\u002f4NFOmx+NUB5LlwTgn41QC5o\u002ff+MfjVAkZkg2aJ+NUAmlAGyuH41QM5X14rOfjVADEcSZOR+NUDz6Ic9+n41QFbYixYQfzVAulxH7yV\u002fNUAa+6vbMH81QLYQ1LRGfzVAaiMujlx\u002fNUA="},"y":{"dtype":"f8","bdata":"bEPFOH\u002fT8j\u002f600Z1OtDyP3PXEvJBz\u002fI\u002fOxkcJa\u002fO8j+octpTcs7yP0nb+BOVzfI\u002fBP9byY7N8j\u002fNzMzMzMzyPy0I5X0czfI\u002fOrLyy2DM8j9hF0UPfMzyP6VneomxzPI\u002ffXbAdcXM8j+yhSAHJczyPwL0+\u002f7Ny\u002fI\u002fAvT7\u002fs3L8j86svLLYMzyP4qUZvM4zPI\u002fvqPGhJjL8j8OnglNEsvyP5fK2xFOy\u002fI\u002fl8rbEU7L8j83p5IBoMryPwKAY8+ey\u002fI\u002fy9k7o63K8j83Gysxz8ryP4eJBil4yvI\u002fN6eSAaDK8j\u002fL2TujrcryP68GKA01yvI\u002fy9k7o63K8j\u002fzyvW2mcryP1+YTBWMyvI\u002f12t6UFDK8j9rKovCLsryP68GKA01yvI\u002fXyS05VzK8j9fJLTlXMryP696wDxkyvI\u002fN6eSAaDK8j+7mGa618nyP\u002fPixFc7yvI\u002f2A+xwcLJ8j9rKovCLsryP9iDSfHxyfI\u002fu5hmutfJ8j9rtvKS\u002f8nyP0PFOH8TyvI\u002fJ9pVSPnJ8j8nZr0YysnyP2u28pL\u002fyfI\u002fUOPe\u002fIbJ8j+8JM6KqMnyPyjyJOmayfI\u002fsJKP3QXK8j9szsEzocnyP+QViJ6UyfI\u002feGAA4UPJ8j8o8iTpmsnyP+Sh725lyfI\u002fAHUDBd7J8j\u002fkFYielMnyPwyTqYJRyfI\u002f5C1XPzbJ8j\u002fkoe9uZcnyP6DdIcUAyfI\u002feNSYEHPJ8j+7mGa618nyPyjyJOmayfI\u002fyEJ0CBzJ8j+g3SHFAMnyP3hgAOFDyfI\u002fXAGFevrI8j80EMtmDsnyP\u002fAzLhwIyfI\u002fhQoOL4jI8j+tE5fjFcjyP\u002f3dO2pMyPI\u002frROX4xXI8j+gUbr0L8nyPxk9t9CVyPI\u002faauSyD7I8j8lW11OCcjyP9UEUfcByPI\u002fTdh+MsbH8j8ZyR6hZsjyPzUomgewyPI\u002fkZxM3CrI8j\u002f99QoL7sfyP5G0G33Mx\u002fI\u002f4Qoo1NPH8j\u002fVBFH3AcjyPyVbXU4JyPI\u002fMXkDzHzH8j\u002f+gXLbvsfyP\u002f6Bctu+x\u002fI\u002fChSxiGHH8j\u002fhlo+kpMfyP0FGQIUjyPI\u002fnUZaKm\u002fH8j\u002fFNxQ+W8fyP6rwZ3izxvI\u002fgv+tZMfG8j+SQINNncfyP+KuXkVGx\u002fI\u002f7swEw7nG8j\u002fFNxQ+W8fyPz\u002fHR4szxvI\u002fMpHSbB7H8j\u002fG20qvzcbyP1uaWyGsxvI\u002fW5pbIazG8j\u002fvWGyTisbyP9LhIYyfxvI\u002fS80eaAXG8j+PNSOD3MXyPyJQ\u002fYNIxvI\u002fj6m7sgvG8j8XSiandsbyP\u002fpeQ3BcxvI\u002fI9xkVBnG8j+OkewRasbyP2csms5OxvI\u002fjx1U4jrG8j\u002f7dhIR\u002fsXyP3O+2HvxxfI\u002fV+vE5XjF8j9z1qcck8XyPwghIF9CxfI\u002f3xeXqrTF8j9L5e0Ip8XyP9+LL9rjxfI\u002ftybdlsjF8j9\u002faObJNcXyP+s1PSgoxfI\u002fPDCA8KHE8j8Us14M5cTyP3PWpxyTxf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tW5KK0C6PToKeVMrQJZcLn3wXCtAPW6jlJ+bK0D48gTtjrkrQFucYwbL9itAA1gJhgz3K0Ayr1NHrygsQLIPG8fwKCxAa1KZ3z1TLECWuLJoXmcsQFNrDUitiixAeJYJm5ONLEBtE7wCZaYsQM0c6j40uyxA6KdeBoDELEBFleFXZscsQKiP7fk4zixAwwfnJPH0LED4iJC+uA8tQFbD5sWkOy1Agl6UmcA8LUDiQl1+RFMtQHtcpnXCaC1Abb8PRxWJLUBguznGnpUtQNLChJh\u002foi1AsCHv\u002fpjHLUBjVh08qhouQKOXh0u2Ty5Ae7h\u002fllxzLkD4sXAFOo4uQPqEqaStmi5A8BKYvA+vLkBizkHgmrQuQLZQ79sqzS5AQj\u002fTW\u002fXOLkBATFvPlt8uQFKCyfdL7C5App5Eo33tLkBz\u002fMvSbxovQAB3mU\u002fKNC9AcPvLycVUL0BeqllVw3gvQMbnN3Zsgy9AA\u002fyInHSIL0BT008WJbUvQAtrpeDEzC9AJjNKC0TQL0BKHlr0hvEvQCXFWJ5T9y9AEPTknOj6L0BN0WLu1P4vQObVONkEDTBAZgtUlMARMEA7pdMjCRUwQKm2szPFODBAYizin0hYMECJ9s0cGVswQL2qJNy8WzBABhWllKhoMEDOOlIjIXQwQPwAIdIYgzBADg\u002fJEEuuMEDGi5GoecgwQN7X1ndh2DBAS9tDYSL7MEBcXD8aW\u002f8wQGW8aU35CTFAShQjnmgOMUBzrkI07h0xQNaC+CqtKDFA9lhL09pAMUDsjBgL7WIxQPo\u002fCwGmbDFAXYQRFSpvMUCbnjujE3gxQEb2PGcwjzFA9m3SOduSMUD+9gVbLr4xQE6cnQHpwDFAVmHAPb7WMUDNbWZhVd4xQA6HVZhg\u002fTFAdd4DQBsAMkAQ0bCpbQEyQCFTAhPGAzJAfkrTuAI4MkDZVMe0FDsyQM\u002f12HvvRjJAlvvacaJPMkC67CZuN1MyQC83oaptezJAxy7Zxi6KMkDsKxVCEZAyQPKFIfQCsjJA5cL4ni6yMkBkNcBIrsAyQMMj4tvwwjJAvfBEj8bjMkAmqTNjZeUyQKnq8Yj26zJAhO\u002fLjs78MkDo6dcwoQMzQGeIMZl2BTNAXJxPmP8GM0CGfRnY5AczQAS60D5hEDNAMGBE0xAnM0AgOXAIoy8zQKRGYQEcRjNAc9yzsYRSM0CcNimsH1czQJQ+byZBgTNAF3l68JKLM0C+3UheNJwzQAdgmw0+rjNA5MMWzeGuM0CIRN6XxNMzQM4ACGpv1zNARWs2oQfhM0CF6nS+uAQ0QJS6N+BVDTRACdZUemJNNECD1xHrCV80QI5JVvW9aTRArmOVvqp4NEDmL0Ch64E0QC9nTHjllDRA1WSBTISWNEDiifhKkJg0QB4fnclynjRAXwKd8+WfNEB9NZVtY6o0QEmXv8FVrzRA3LJgTVG7NED0XbHiFr40QEbykbS\u002fBDVAAr91Wf0HNUBHy63LJTU1QNYGaTTNRjVAGG+0JKBsNUAyOokZX3c1QKgkQSzjeTVAoI14R6qJNUAEuZgVHbM1QJHd\u002f2MhuzVAu6QsXGPGNUBB4G9jstU1QFjeAZru\u002fjVAhcfHRXUQNkBbBzFYBRU2QOCHR04vHDZADN5lPARaNkA4OV0752o2QMfQZD7RfjZAv4G6k8adNkClZPUwIqY2QKvNbwAcuTZAxwQnanS7NkComBCU57w2QBo85kk+xjZAco2tFX7NNkDHJuf9Ec82QPxj1E3+0jZAfljLuqznNkCOAqJ3+PA2QFnhmwPE9DZAinDylpISN0DQfwS\u002fiBQ3QLb55ADoLTdAZCJhvG9BN0C4X6HIpkw3QLCswl2RazdArnrgHb5tN0CAqDDz0203QAAAcoaZcDdAEk6qNBSAN0B+UO5HcJM3QMo+SHwypDdAKH\u002fzvTWqN0A8b6TnwK83QJUB2vB6uzdAUknRFAbBN0DHJ+FRdMM3QKiXIyU9zDdAfnL2P+vVN0AMdm4UDdg3QHHrREttBzhAtTmfw20SOEBllumTQh04QGJrnPdxLjhAZ1aTikk0OEBKg3D65EM4QIqI5OTlWThAFsU74nRcOEC40mAUH2k4QDlb3jngdzhASpzx476AOED6fz112JE4QNS6Mkl9lDhArx1bVbqgOEByeKniFKc4QA6VrSAAqThA+1+jdVepOEClhyXdLKs4QDTupEn6xjhAzzRf5lXPOECOvBP7UNA4QJ5rOHQ\u002f2DhAgHtzSVXYOECcb7Mea9g4QIUW9\u002fOA2DhALhBByZbYOEA8O4yerNg4QCbiz3PC2DhAZloXSdjYOEBAr7sz49g4QIrXAQn52DhAy09J3g7ZOEDek4qzJNk4QIeN1Ig62ThAYmsjXlDZOEDqkGQzZtk4QJY6rQh82ThAcI9R84bZOEAgUpDInNk4QJQX1J2y2ThA1I8bc8jZOECIOWRI3tk4QNNhqh302ThA19z28gnaOEBsDUzIH9o4QEZi8LIq2jhAkYo2iEDaOECpZYBdVto4QP49xTJs2jhAi2MGCILaOEA8JkXdl9o4QHLujbKt2jhAgRnZh8PaOEBCVHpyzto4QFWYu0fk2jhAZtz8HPraOEBhZSvyD9s4QABtV8cl2zhA1rOdnDvbOEDk3uhxUds4QGFUK0dn2zhAcphsHH3bOECubhMHiNs4QOvNZNyd2zhANvaqsbPbOEBLIfaGyds4QH\u002fQSFzf2zhAsn+bMfXbOECOXeoGC9w4QLZxjfEV3DhAceTKxivcOED4CQycQdw4QOGwT3FX3DhA0VeTRm3cOEBKtN8bg9w4QGKPKfGY3DhA6rRqxq7cOEBiiAyxudw4QNI0WobP3DhAQuGnW+XcOEBQDPMw+9w4QMrRNgYR3ThAoBh92ybdOEA2SdKwPN04QNhCHIZS3ThANKS7cF3dOEDtFvlFc904QNa9PBuJ3ThA5eiH8J7dOECO4tHFtN04QM9aGZvK3ThAfARicODdOEBNMrJF9t04QHLuVTAB3jhAyd+QBRfeOEDug8\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\u002f4zhAvq4FwlXjOECepUqXa+M4QFcYiGyB4zhATojAQZfjOEAO+\u002f0WreM4QH\u002fOnwG44zhAmsLf1s3jOEAfOCKs4+M4QPKMxpbu4zhAMgUObATkOEDd\u002fldBGuQ4QH\u002f4oRYw5DhA873l60XkOEBwMyjBW+Q4QEqIzKtm5DhATgMZgXzkOEDy\u002fGJWkuQ4QFf5sSuo5DhAJncDAb7kOED7vUnW0+Q4QNq0jqvp5DhA6N\u002fZgP\u002fkOEBaW3xrCuU4QCyJzEAg5ThALusiFjblOEBrSnTrS+U4QLPCu8Bh5ThAltL2lXflOEDaYzRrjeU4QLpaeUCj5ThAKQfHFbnlOEBithnrzuU4QIByvdXZ5ThA8zcBq+\u002flOEAyAEqABeY4QBH3jlUb5jhAsNfiKjHmOECyOTkAR+Y4QJAwftVc5jhANvkcwGfmOEBGPV6VfeY4QMSyoGqT5jhA3vbhP6nmOECOuSAVv+Y4QD18X+rU5jhAEsOlv+rmOECGiOmUAOc4QCtRiH8L5zhAMMzUVCHnOEBuKyYqN+c4QAlce\u002f9M5zhAHOLb1GLnOEDkXy2qeOc4QP9TbX+O5zhAGkitVKTnOED1nFE\u002fr+c4QMbKoRTF5zhA1fXs6drnOEDqIDi\u002f8Oc4QGeWepQG6DhAjTq5aRzoOEAKsPs+Mug4QBv0PBRI6DhAd1Xc\u002flLoOECKmR3UaOg4QP1eYal+6DhA4lWmfpToOEALE9tTqug4QGcdDCnA6DhAa5hY\u002ftXoOEDSlKfT6+g4QA1rTr726DhAh8eakwzpOEBmvt9oIuk4QOGDIz446ThA1\u002fNbE07pOEAKYY\u002foY+k4QCVVz7156ThAQkkPk4\u002fpOECzxLF9muk4QBrBAFOw6ThAQ8BUKMbpOEAc7qT92+k4QO0b9dLx6ThAVBhEqAfqOECUkIt9Heo4QDeK1VIz6jhAC4d6PT7qOEByg8kSVOo4QBV9E+hp6jhAZqVZvX\u002fqOECnHaGSleo4QEBn7Ger6jhApmM7PcHqOECGWoAS1+o4QP4tIv3h6jhAVR9d0vfqOEAPkpqnDes4QC5t5Hwj6zhA2xYtUjnrOEDekXknT+s4QO68xPxk6zhAQpUJ0nrrOEBqqay8hes4QKwh9JGb6zhAukw\u002fZ7HrOEAw+Yw8x+s4QD4k2BHd6zhAHhsd5\u002fLrOEAY5mq8COw4QBxht5Ee7DhAodb5ZjTsOEC+kp1RP+w4QJ6J4iZV7DhAVUwh\u002fGrsOEDW2lnRgOw4QGAZkaaW7DhArlrNe6zsOECz1RlRwuw4QKREwTvN7DhAyej\u002fEOPsOEDl3D\u002fm+Ow4QDoefLsO7ThAJt61kCTtOEBZS+llOu04QL4FGTtQ7ThAA5dWEGbtOEAPOff6cO04QH\u002flRNCG7ThAXtyJpZztOEAfT8d6su04QI\u002f7FFDI7ThAKANBJd7tOEA5w0P68+04QGI+Wc8J7jhAYHb1uRTuOEBuoUCPKu44QK8ZiGRA7jhAYsPQOVbuOEAGvRoPbO44QEpOWOSB7jhAfv2quZfuOEBLEgWPre44QNanqnm47jhAniX8Ts7uOEAyVlEk5O44QBQ0oPn57jhALQ\u002fqzg\u002fvOEA6OjWkJe84QN4zf3k77zhAQzDOTlHvOECSyHg5XO84QAJ1xg5y7zhAlmP844fvOEChnCm5ne84QOIUcY6z7zhA8D+8Y8nvOEA+gfg43+84QBPIPg717zhAmQXl+P\u002fvOEDQiw7OFfA4QGSSqbgg8DhA11ftjTbwOEDySy1jTPA4QJVFdzhi8DhA1A3ADXjwOEClOxDjjfA4QJCqt82Y8DhAWg8To67wOEC+8mt4xPA4QDdPuE3a8DhAtMT6IvDwOEDGCDz4BfE4QDQFi80b8ThAOYDXojHxOEBCG4eNPPE4QFiI8WJS8ThAludCOGjxOEB+joYNfvE4QPsDyeKT8ThA2\u002foNuKnxOECqeF+Nv\u002fE4QJZ6uGLV8ThAaKgIOOvxOEBVv7Ai9vE4QELBCfgL8jhAVUdqzSHyOEBL+cGiN\u002fI4QB4nEnhN8jhA7KRjTWPyOEA2D8kiefI4QL+dfQ2E8jhAHtHX4pnyOEC0AS24r\u002fI4QKqzhI3F8jhAcjHWYtvyOEDi3SM48fI4QA\u002fEgQ0H8zhA10HT4hzzOEB+VBO4MvM4QJ24t6I98zhAGi76d1PzOEA\u002f0jhNafM4QN6yjCJ\u002f8zhAdOPh95TzOECJDi3NqvM4QAaEb6LA8zhA5Xq0d9bzOEBwEFpi4fM4QLo4oDf38zhAZ+LoDA30OECoWjDiIvQ4QOnSd7c49DhAxhm+jE70OEBoEwhiZPQ4QJvCWjd69DhA15gBIoX0OEDzjEH3mvQ4QA6Bgcyw9DhApLHWocb0OEA54it33PQ4QCmJb0zy9DhAsK6wIQj1OEAuJPP2HfU4QFHgluEo9ThA\u002fonftj71OEB7\u002fyGMVPU4QLx3aWFq9ThAInS4NoD1OED6oQgMlvU4QEXKTuGr9ThAy++PtsH1OEBa3TShzPU4QJtVfHbi9ThAcZzCS\u002fj1OECyFAohDvY4QPw8UPYj9jhA7eOTyzn2OEAI2NOgT\u002fY4QFMAGnZl9jhAPxfCYHD2OEDYYA02hvY4QCaiSQuc9jhAoxeM4LH2OECyQte1x\u002fY4QDKfI4vd9jhAcxdrYPP2OEC3qKg1Cfc4QCokSyAU9zhAOE+W9Sn3OECCd9zKP\u002fc4QPIjKqBV9zhAYtB3dWv3OEAu87NKgfc4QLQY9R+X9zhASklK9az3OEBKIvbft\u002fc4QBpQRrXN9zhA+kaLiuP3OEDi7c5f+fc4QFxKGzUP+DhAQkFgCiX4OEC2BqTfOvg4QFoA7rRQ+DhAy3uQn1v4OEC1ItR0cfg4QAr7GEqH+DhAv1RgH534OEA5saz0svg4QK9d+snI+DhAFlpJn974OEBxZHp09Pg4QEFoEF\u002f\u002f+DhAguBXNBX5OECr36sJK\u002fk4QEEQAd9A+ThAHe5PtFb5OED0G6CJbPk4QANH616C+ThA1HQ7NJj5OED02N8eo\u002fk4QPwqA\u002fS4+ThAlTIvyc75OEDWqnae5Pk4QHikwHP6+ThA5qAPSRD6OEBZZlMeJvo4QK3H8ggx+jhA\u002f+843kb6OECe0IyzXPo4QJ8y44hy+jhADt8wXoj6OEAr03Aznvo4QOtFrgi0+jhANm703cn6OEC+kzWz3\u002fo4QFXyz53q+jhAreMKcwD7OEBkPVJIFvs4QH8xkh0s+zhA8vbV8kH7OEA6bx3IV\u002fs4QOoxXJ1t+zhAwHiicoP7OEDf3EZdjvs4QI+fhTKk+zhAeEbJB7r7OEAuoBDdz\u002fs4QOT5V7Ll+zhA9fP3nPD7OEAS6DdyBvw4QOIViEcc\u002fDhAIt7QHDL8OEBeJW0HPfw4QErlptxS\u002fDhA\u002fo7vsWj8OEChiDmHfvw4QHbPf1yU\u002fDhAoM7TMar8OECamSEHwPw4QLTdYtzV\u002fDhAbxgEx+D8OEBYv0ec9vw4QBYZj3EM\u002fThAwsLXRiL9OEDGPSQcOP04QP4FbfFN\u002fThArcirxmP9OEBki+qbef04QNEGjYaE\u002fThAGy\u002fTW5r9OEDT8RExsP04QAq6WgbG\u002fThAn+qv29v9OEDgYvew8f04QPJcl5v8\u002fThAeILYcBL+OEChlntbHf44QH10yjAz\u002fjhAZhsOBkn+OEDtQE\u002fbXv44QE7iiLB0\u002fjhAGgXFhYr+OEBafQxboP44QBW4rUWr\u002fjhABl\u002fxGsH+OECoWDvw1v44QH2fgcXs\u002fjhAmZPBmgL\u002fOEDkuwdwGP84QBO7W0Uu\u002fzhAnzuyGkT\u002fOEBCNfzvWf84QGpJn9pk\u002fzhA6L7hr3r\u002fOEDtOS6FkP84QHfP02+b\u002fzhAYHYXRbH\u002fOEDe61kax\u002f84QL3inu\u002fc\u002fzhAaYznxPL\u002fOEA="},"y":{"dtype":"f8","bdata":"lSh7Sznf9j941JgQc8n2P76iW6\u002fpwfY\u002fOiS1UDK59j+uEcE4uLT2P6jjMQOVsfY\u002fl1MCYhKu9j8yjpHsEar2P+1Ky0i9p\u002fY\u002f6svSTs2l9j98C+vGu6P2P1H3AUhtovY\u002fajNOQ1Sh9j+ezhWlhKD2P4P7AQ8MoPY\u002f\u002fP7NixOf9j86rdug9pv2Pziie9Y1mvY\u002fyuGTTiSY9j+hZHJqZ5j2P\u002fLSTWIQmPY\u002fPzbJj\u002fiV9j+4IcZrXpX2P8LAc+\u002fhkvY\u002fp5GWytuR9j+zl22nrZH2P+o9ldOekvY\u002fCTTY1HmU9j+4IcZrXpX2P2lXIeUnlfY\u002fkUjb+BOV9j9A2v8Aa5X2P2g\u002fUkSGlfY\u002fW5VE9kGW9j8CoIobt5j2PxCxwcJJmvY\u002fwM5Nm3Ga9j85RrJHqJn2PxAlWvJ4mvY\u002fYyr9hLOb9j\u002fCTUaVYZz2Py4DzlKynPY\u002f3ZTyWgmd9j+m7souGJz2P2O2ZFWEm\u002fY\u002fl8XE5uOa9j9HV+nuOpv2P0rusInMnPY\u002fwk1GlWGc9j9K7rCJzJz2P5rQJLGknPY\u002fixu3mJ+b9j8QJVryeJr2P6cGms+5m\u002fY\u002fOq3boPab9j\u002fqymd5Hpz2Pyv4bYjxmvY\u002fpONqZFea9j8QPSmTGpr2Pziie9Y1mvY\u002fpONqZFea9j8QscHCSZr2P5jdk4eFmvY\u002fv7Z++s+a9j\u002fcLckBu5r2P5jdk4eFmvY\u002fRdjw9EqZ9j+xGeCCbJn2P4icvp6vmfY\u002fYJM16iGa9j+JKCZvgJn2PykF3V7SmPY\u002fNZcbDHWY9j82I4PcRZj2P+bMdoU+mPY\u002fvk9VoYGY9j\u002fmQA+1bZj2PzYjg9xFmPY\u002fUg5mE2CY9j+ughjo2pf2P0LNkCqKl\u002fY\u002fkjtsIjOX9j\u002f+8PPfg5f2P7osJjYfl\u002fY\u002f\u002fwjDgCWX9j9CzZAqipf2P68mT1lNl\u002fY\u002fJ\u002fp8lBGX9j+fceFASJb2P1whrMYSlvY\u002fx2KbVDSW9j+Dhv4JLpb2PzQw8rImlvY\u002fMxgjEoWW9j+fceFASJb2PzOkiuJVlvY\u002fg4b+CS6W9j9os+pztZX2P0Da\u002fwBrlfY\u002fuCHGa16V9j\u002fgnudPG5X2P9SYEHNJlfY\u002f\u002fInKhjWV9j8k7xzKUJX2PyRjtfl\u002flfY\u002frI+HvruV9j9A2v8Aa5X2PyUH7GrylPY\u002fgQcGED6U9j\u002ft1FxuMJT2P1kWTPxRlPY\u002fdelfksqU9j8ke4SaIZX2PyUH7GrylPY\u002f+WabG9OT9j\u002fR6Xk3FpT2P3JSmPc4k\u002fY\u002fjj17LlOT9j9mTMEaZ5P2P0nVdhN8k\u002fY\u002f+vIC7KOT9j9lqIqp9JP2P7aizXFuk\u002fY\u002fSmHe40yT9j9XI7vSMpL2P378pUV9kvY\u002fPUM4ZtmT9j+nBS\u002f6CpL2Pzs42JsYkvY\u002fVACMZ9CQ9j9UdCSX\u002f5D2PyB9k6ZBkfY\u002fBB4YQPiQ9j9\u002fiA0WTpL2Px9lxAWgkfY\u002fH2XEBaCR9j9v05\u002f9SJH2P5hokIKnkPY\u002fHVpkO9+P9j8dWmQ734\u002f2P0dWfhmMkfY\u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udJEBRigIM8J4kQJhzXWrcqSRAwZ4HDdmsJECSS4uDdsMkQACBg\u002f5sxSRAnZofgx\u002fqJECFocWivuskQPyyejIe\u002fyRAPkFyJ0EhJUDhPwjBfTklQGB5IfZugSVA7JK2YMWPJUCuphcswNwlQBR1EkLp\u002fyVAdnElV0EgJkByYoXXxTkmQPreKO2fQSZAWqaQdNpOJkCrs6EEGmsmQA1xIB7KhCZACjVeqlaxJkAQhwoaArUmQFpGk8si8yZAwmOP824KJ0Bad8HycxknQDiKGQwTGydAi+0zfccjJ0AFiHWW\u002fUEnQNleph0ohSdAmvzYeSGLJ0Busp+lJ4wnQC3TuB9FpidA1McNoybIJ0CF6\u002f1WbsknQJra3W8NyydAYs4cPfgRKECmpQ+gTxIoQAYKsj4UEyhAzJWPMMkUKEA7sR1g6xYoQAIug336HChAAJWusYwjKECY4PP392YoQH4QoP2ocihA\u002fMp69JqFKEAR7rIPs5AoQA3iJgWopyhAjSw\u002fQieyKEAOrYVzssUoQAkb+M106ShAXekG+UVPKUC40B2IWFIpQFzOhgQgVylAA4tuPEFnKUApJqDbBHYpQKIRvRB7eylASiW3\u002f6iGKUBBU2coKJEpQAXflvm89ylAWGD\u002f+qn7KUDa6beztG4qQEZZBtzApSpAHedeZGKyKkAQaNiZs98qQOuz+TD+5CpAEgVq+33oKkA98lY+yRQrQNYNXiuJLStARhNqzDxEK0C9dnGCA1crQF0ePoljYytAMMHZeftxK0AWa9i9oHQrQPul+LjOfytAeqnClu2EK0BoVIbNPZIrQKhcns9imCtAo3uA3A2jK0C6DUelZ64rQDCeYdZfwitAtmRKW2TYK0BLcN6Qqu4rQAr1H2Ez9ytAqjbPMRr6K0ALow6M8SQsQJ436fsEbyxAgEdFJI6XLEBDy8Eud6UsQACWWuxJuixAWKCTT6DILEAQbqIk0dcsQB1kzd\u002f37yxAEveUE6JPLUBCigf4VV8tQCJf6MY8Yi1AXVLIvK6mLUA+qSK9KxAuQONMIsSUIS5AShHyr9gsLkBDx44HDEcuQEpTpp4Jpi5AFgg\u002fUTWmLkCGPh4QI9EuQGLdKsCB8i5AQujubYw3L0DVOuW3I00vQLXDsgPSVC9AagFAzIBVL0C1homCFWcvQL35CCnSgi9AU3hQ8kePL0Cb0F0HbZUvQHgrEifdmS9A\u002fef5V9rKL0Aik+xc6+kvQKYQdLkD9S9A0lblppcYMECRvMuL6ScwQCoA64hRMDBAjmxTJh82MEBqkpSIl00wQEng3\u002fG\u002fUDBADPy\u002fP+tXMEC+GNnRu2EwQC5rOXiJZzBAxqzpsfqEMED1Dx0HBYwwQG2RjMlKkjBAG7Zb0YbIMECNgfPkVdAwQNfSmGzu1zBAcxn6W2zgMEAb4A7RK+kwQPn6aIF\u002f8zBAHEzkdKb0MEBKeAl\u002f3vYwQOfp8Y2k+TBA7mc43XkCMUBWx4\u002fZvAQxQBOgAVDQEDFADSlb\u002fnVKMUBFkrHvuEwxQDBKisAaVDFAM0QOptpVMUDb7HFMLVcxQJdjyP\u002fTWzFA2h+dJvdmMUB2CMypaXYxQBrF7\u002frLdjFA9oWjvl9\u002fMUBpm9gT96sxQC2WADTevjFAcfXKq7TgMUCev2OkL+UxQKU5g6Ea7jFA0ovibnPwMUAK7XZGawsyQPVpPzzmDzJAMwZOcbITMkDzpFk7tykyQEwz3f\u002fNMjJAGYPJLH41MkCbj+lQlkAyQAo1d1tAQjJAGgOBcZZXMkBb4njB7mAyQApukBuuaTJAJxPCgfJtMkDnMzEQwm4yQIKybFvPeTJAzZnMEM2FMkBVP8VvJY8yQNpDQVoBqTJAyH0a4mqzMkA+Ui2l5dUyQIovRqyY3DJAwAreXM3hMkBRrlRVEOQyQMjMauOp9DJAvlMBgbH3MkCyadlzZvkyQJy88iaIAjNAw7WZ8VMNM0CvhyqLLBMzQOnZ0Tt9GTNAq2iSC5weM0DuW92uzzEzQHu5AraVSzNAz7BGfIdOM0AzwJIRAVEzQJao4hOPUTNALjdY1AZZM0CkZT5BVHkzQPN+MYOEjzNAOgrD59uPM0CwVrvCUZwzQIihH7n2vDNAVEcnZc3HM0BaIioiyM8zQINjcS3a2TNAA0a6Fcr4M0CMzM6Xrf4zQKOfBUjEBzRAIHj+gW8iNEAA4\u002fbz\u002fiQ0QLYlyqXFNzRAjgWT5gM7NECa\u002fdmkYEo0QDdtOQDpWTRARWqzR45cNEACsggOnGA0QOcQUMfjYTRAWOBnZkpoNEDisBaaiXQ0QLj4QJnlijRA4igHlqGWNEBy6z7bT540QO7DhtH6qDRAdHt\u002fIOGyNECLUFT3\u002fbw0QF3hOSMgvzRAz\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\u002fTDVAvh1nqZVMNUBhM4+Cq0w1QJTHtFvBTDVAxpLlNNdMNUDKKRAO7Uw1QPQNN+cCTTVAliNfwBhNNUB\u002fSPasI001QL3OOYY5TTVAhGhpX09NNUAF3HQ4ZU01QBY8lBF7TTVAAhis6pBNNUBa7rnDpk01QMAG55y8TTVAeuI1dtJNNUDS8tNi3U01QMuX4DvzTTVA9TnoFAlONUCyIxnuHk41QJSRUcc0TjVAEk7csz9ONUDPNw2NVU41QGdbF2ZrTjVAvvKKUnZONUDHoqsrjE41QMLL9gSiTjVA9eNa3rdONUDHsce3zU41QLOY85DjTjVAUNXzaflONUBmTglDD081QO1boi8aTzVARe35CDBPNUCYpSniRU81QF4ITrtbTzVAPl2QlHFPNUAGAtRth081QMTrBEedTzVARNg6ILNPNUAbpdIMvk81QOvuAObTTzVA8MdKv+lPNUDP5YGY\u002f081QAbKqHEVUDVADkO+SitQNUCctskjQVA1QOGlBP1WUDVAsrus6WFQNUAvj+zCd1A1QHoVMJyNUDVAiWdtdaNQNUAG+Y1OuVA1QGzaryfPUDVAc4rQAOVQNUAN8PnZ+lA1QFcAmMYFUTVAiowusxBRNUCyp2CMJlE1QJZ0+HgxUTVAEPg2UkdRNUB\u002fwGIrXVE1QIMgggRzUTVA0b+73YhRNUDHjfG2nlE1QDzZhqOpUTVAK86UfL9RNUAzPJZV1VE1QNUasy7rUTVAwTjqBwFSNUAaURfhFlI1QLF0IbosUjVAq1tNk0JSNUCCyfR\u002fTVI1QNoYLVljUjVAfC5VMnlSNUDLVGQLj1I1QAH3a+SkUjVAQlSGvbpSNUCPsaCW0FI1QA1DwW\u002fmUjVAhuZVXPFSNUCLfYA1B1M1QDGsng4dUzVAImqh5zJTNUBmF73ASFM1QKZ015leUzVAoBnkcnRTNUC+QvhLilM1QE4gdziVUzVAWqduEatTNUDoGnrqwFM1QIr5lsPWUzVAVGqdnOxTNUCXno51AlQ1QM5Alk4YVDVAY43JJy5UNUATd2kUOVQ1QNFgmu1OVDVANnnHxmRUNUCEn9afelQ1QB3D4HiQVDVA7s10ZZtUNUAJ6aY+sVQ1QP+23BfHVDVA0Qsf8dxUNUASYard51Q1QKqEtLb9VDVA0mjbjxNVNUAAnQNpKVU1QPqDL0I\u002fVTVADa1DG1VVNUAiJln0alU1QGacac2AVTVAalPquYtVNUDGN9qSoVU1QBNe6Wu3VTVAAHwgRc1VNUDfjkMe41U1QB+qPvf4VTVAkgci0A5WNUBx26q8GVY1QHlUwJUvVjVAH4PebkVWNUAWGglIW1Y1QAumHyFxVjVAAnRV+oZWNUB\u002fUqnTnFY1QMAo7qyyVjVAtr8YhshWNUDkUqBy01Y1QIZoyEvpVjVAlvwkJf9WNUA4lov+FFc1QLlAotcqVzVAhDh+sEBXNUBiS6GJVlc1QHZMP3ZhVzVAq7c7T3dXNUAKcwIojVc1QO0l8QCjVzVAe9sb2rhXNUAhyBqzzlc1QMJkGIzkVzVAvAklZfpXNUC2NQc+EFg1QKIxdSobWDVAVudoAzFYNUDiCnPcRlg1QA27XLVcWDVAzjlFjnJYNUBcdkVniFg1QPmyRUCeWDVAC9xZGbRYNUDc5u0Fv1g1QOSWDt\u002fUWDVAfcUsuOpYNUCb7kCRAFk1QIjKWGoWWTVADheMQyxZNUDWsLscQlk1QE6rQglNWTVAzx5O4mJZNUBohHe7eFk1QD7yr5SOWTVAsdPRbaRZNUBWfrFGulk1QFCqkx\u002fQWTVAb9On+OVZNUC0SbjR+1k1QLz5R74GWjVA5dJalxxaNUCUOE1wMlo1QPAcPUlIWjVAQlEuIl5aNUCdglH7c1o1QHKjVtSJWjVAOrzMwJRaNUAcsdqZqlo1QBZW53LAWjVAY3z2S9ZaNUATWxMl7Fo1QM7pLv4BWzVAZtYt1xdbNUDzBxqwLVs1QIjbIolDWzVAwL+4dU5bNUA8D7pOZFs1QHI4lyd6WzVAxWyIAJBbNUC1H3fZpVs1QDZRY7K7WzVA8rZVi9FbNUC6Lrx33Fs1QFXykVDyWzVAU7CUKQhcNUBMHpYCHlw1QJGJktszXDVAasONtElcNUArC2uNX1w1QKtzYmZ1XDVADX6tP4tcNUBmL1ssllw1QLalawWsXDVA\u002frAz3sFcNUCndAm311w1QG7MGZDtXDVAryk0aQNdNUAm4ixCGV01QPEbKBsvXTVApROqBzpdNUDE+p7gT101QOAV0bllXTVAvmoTk3tdNUCvHQJskV01QHoV3kSnXTVARYbkHb1dNUC8IXsKyF01QIidlePdXTVA0CGIvPNdNUBoDoeVCV41QP8xkW4fXjVACOKxRzVeNUDn\u002f+ggS141QFqf6\u002flgXjVAG79S5mteNUDmti6\u002fgV41QF4QpquMXjVAppSYhKJeNUC81qJduF41QM42wjbOXjVAPYbDD+ReNUA26bDo+V41QDCOvcEPXzVAdaVMrhpfNUBO30eHMF81QJNKRGBGXzVAlqpjOVxfNUCMeJkScl81QO6C5OuHXzVAdkhCxZ1fNUBGknCes181QPJA4oq+XzVAgHLOY9RfNUDqo\u002fE86l81QGoX\u002fRUAYDVAaJPg7hVgNUAOSdTHK2A1QAoH16BBYDVAakbceVdgNUAL5l5mYmA1QGcMbj94YDVASbRIGI5gNUC\u002f8xbxo2A1QDasD8q5YDVAMFwwo89gNUBZd2J85WA1QI4ZalX7YDVAuLtxLhFhNUAn5hIbHGE1QJsJVPQxYTVAVqODzUdhNUAd+5OmXWE1QI9ji39zYTVAGr6gWIlhNUCOn8Ixn2E1QM4cMx6qYTVA4s\u002fq9r9hNUD2xMHP1WE1QGpv2KjrYTVA9AsNggFiNUCupTxbF2I1QCFFPzQtYjVAMmM\u002fDUNiNUAOKeb5TWI1QDeGN9NjYjVAbmperHliNUDum0qFj2I1QB8jC16lYjVAu+bgNrtiNUCFV+cP0WI1QDY2BOnmYjVAXhorwvxiNUA4lrSuB2M1QE3NqocdYzVAERfZYDNjNUAS1yw6SWM1QPL0YxNfYzVA7NuP7HRjNUA6e8nFimM1QHbCcrKVYzVASE7Ai6tjNUCW7flkwWM1QO4FJz7XYzVAa9lmF+1jNUD2gK\u002fwAmQ1QP9y78kYZDVAUen\u002foi5kNUB+pGyPOWQ1QBbIdmhPZDVA+fOPQWVkNUCstJcae2Q1QF3V0\u002fOQZDVA8iwbzaZkNUCvFkymvGQ1QM4\u002fYH\u002fSZDVA88v2a91kNUACVT9F82Q1QNe3Yx4JZTVAJiCS9x5lNUBESabQNGU1QDHusqlKZTVA4g7vgmBlNUDpAC9cdmU1QFScxUiBZTVAQLr8IZdlNUB0x0z7rGU1QHhpi9TCZTVAaF6ZrdhlNUD2mpmG7mU1QNydiV8EZjVAzJKXOBpmNUCwyTMlJWY1QDWNQP46ZjVAJUAv11BmNUC5EziwZmY1QDalWIl8ZjVAs\u002f9tYpJmNUD3rIk7qGY1QM0PrhS+ZjVAtp5JAclmNUBPBHPa3mY1QNqgp7P0ZjVASnTnjApnNUAoRetlIGc1QBHRAT82ZzVA4tuVK0FnNUDzO7UEV2c1QO8iUPFhZzVAwDVzyndnNUBB4ImjjWc1QJwRrXyjZzVAAiraVblnNUAUK3hCxGc1QHbzoxvaZzVA3+Kn9O9nNUDxAy3h+mc1QDa8XLoQaDVAwHjnphtoNUATkHaTJmg1QDL7qWw8aDVALKvKRVJoNUC6HtYeaGg1QMtH6vd9aDVAijEb0ZNoNUAY50WqqWg1QByJhIO\u002faDVAYtcecMpoNUD6+ihJ4Gg1QMoNTCL2aDVAz6R2+wtpNUCN013UIWk1QAJKN603aTVACrg4hk1pNUBnitpyWGk1QP1aTExuaTVAUtOtJYRpNUAi5tD+mWk1QFnK99evaTVAo1tPscVpNUDJn6qK22k1QL9t4GPxaTVAtQQLPQdqNUCx66UpEmo1QFRD7QIoajVAGBFa3D1qNUDOCr61U2o1QF9JD49pajVA5sxNaH9qNUC3FnxBlWo1QFXfJy6gajVAQoGdB7ZqNUDDbdPgy2o1QE7T\u002fLnhajVA\u002fvM4k\u002fdqNUAyyn1sDWs1QBFh30UjazVAwYEbHzlrNUCSVaQLRGs1QFnv0+RZazVAQjY0vm9rNUCCF42XhWs1QKx03nCbazVAcAAsSrFrNUCZG14jx2s1QGqnq\u002fzcazVA0ilM6edrNUDte4nC\u002fWs1QF6G1JsTbDVAzlkUdSlsNUBmAV1OP2w1QBYtrSdVbDVAx48IAWtsNUAt6lTagGw1QBvR78aLbDVA1F8LoKFsNUCmqTl5t2w1QBJkg1LNbDVA8LjFK+NsNUDP1vwE+Ww1QOrmGt4ObTVAjfxCtyRtNUCKTeKjL201QMojJ31FbTVAX7J5VlttNUDPhbkvcW01QFrgzgiHbTVAIQHU4ZxtNUCvMsC6sm01QK2uo5PIbTVA3wMvgNNtNUCP4ktZ6W01QJhQvEX0bTVAesGLHgpuNUDIHqb3H241QIwBVeQqbjVAONKPvUBuNUC6OoeWVm41QMM9QG9sbjVAAxqhW3duNUCdf8o0jW41QGWdOA6jbjVA7wJi57huNUCwPyvAzm41QDFxF5nkbjVALy+Jhe9uNUAgJJdeBW81QE5YLksQbzVA3VIPJCZvNUA="},"y":{"dtype":"f8","bdata":"qdvZVx7k8j8iUz4EVePyPxO2n4zx4fI\u002fLPLrh9jg8j9Fup9TkN\u002fyP+aWVkPi3vI\u002fNXnKarre8j\u002fytPzAVd7yP6JGIcms3vI\u002frmTHRiDe8j+7DtWUZN3yP1vri4S23PI\u002fC32wjA3d8j8LfbCMDd3yP+SjxRnD3PI\u002fT+W0p+Tc8j\u002f83xEVqtvyP\u002f1reeV62\u002fI\u002fdcsO8Q\u002fb8j8l6ZrJN9vyP2iVmdL62\u002fI\u002faCEBo8vb8j+QniKHiNvyP8Wtghjo2vI\u002fxa2CGOja8j+dvMgE\u002fNryPxUcXhCR2vI\u002fxa2CGOja8j+cMGE0K9vyP51IMNXM2vI\u002f\u002fffgtUvb8j\u002fuQnOdRtryP+5Cc51G2vI\u002fgnUcP1Ta8j9ahGIraNryP4J1HD9U2vI\u002fqmbWUkDa8j+CAYQPJdryP44HW+z22fI\u002fPj22ZcDZ8j+3nEtxVdnyP0pDjUKS2fI\u002fIsZrXtXZ8j\u002ffGW1VEtnyPy\u002f84Hzq2PI\u002ff2q8dJPY8j8TKc3mcdjyPy+ISE272PI\u002fSs\u002f0EmPZ8j9\u002farx0k9jyP5vJN9vc2PI\u002fO44fKo3Y8j87pu7KLtjyP9Bk\u002fzwN2PI\u002fE7U0t0LY8j9XBWoxeNjyP3\u002f2I0Vk2PI\u002f0PBmDd7X8j+0keumlNfyP3BBtixf1\u002fI\u002fO6buyi7Y8j+MFMrC19fyP0c4LXjR1\u002fI\u002f+FW5UPnX8j\u002f4VblQ+dfyPx9Hc2Tl1\u002fI\u002f6BTkZyPX8j\u002fAIypUN9fyP9wODYtR1\u002fI\u002ffNP02QHX8j\u002fcDg2LUdfyPyxlGeJY1\u002fI\u002fVfoJZ7fW8j+l3H2Oj9byP+m4GtmV1vI\u002fER5tHLHW8j8sfeiC+tbyP3zT9NkB1\u002fI\u002f6bga2ZXW8j85J\u002fbQPtbyP2GkF7X71fI\u002f6bga2ZXW8j9hjEgUWtbyP3xfXKrS1vI\u002fpFAWvr7W8j85DycwndbyPzkn9tA+1vI\u002flrN3RlvV8j+xhovc09XyP0W5NH7h1fI\u002fiQlq+BbW8j+9GMqJdtXyP74wmSoY1fI\u002fNgTHZdzU8j8q\u002fu+ICtXyPw6HpYEf1fI\u002fRkWcTrLV8j+KITmZuNXyPw6fdCLB1PI\u002fDyvc8pHU8j83HJYGftTyP+YhUz4E1fI\u002feuBjsOLU8j96bMuAs9TyPyr+74gK1fI\u002fy9qmeFzU8j+u78NBQtTyP8tmDkkt1PI\u002fy9qmeFzU8j8bvRqgNNTyP697KxIT1PI\u002fyk4\u002fqIvU8j9TexFtx9TyP67vw0FC1PI\u002fG70aoDTU8j8AAtaqXdPyP5OoF3ya0\u002fI\u002fCwithy\u002fT8j+vB5Pi49PyPxvV6UDW0\u002fI\u002fNxyWBn7U8j\u002fX+Ez2z9PyP68Hk+Lj0\u002fI\u002f\u002f3Vu2ozT8j+UwOYcPNPyPyjzj75J0\u002fI\u002fUHCxogbT8j\u002f\u002fdW7ajNPyP0\u002fMejGU0\u002fI\u002fT8x6MZTT8j8AAtaqXdPyP8i3dw360vI\u002feO3ShsPS8j\u002fwwADCh9LyP\u002fBMaJJY0vI\u002fGCZTBaPS8j9PWOIBZdPyP8i3dw360vI\u002frORjd4HS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C1NvmqLv4qQA1cKUR5GStAcqyUbuYZK0ByLg3O6zcrQMqB431ZQytAktLZJYdvK0DOMPwh538rQKuhWWsEoitAbjoJwJesK0D6tuBpEborQE2+KzzyxitAU+zfg9\u002fgK0BlwyT9+AUsQEaHXP46ESxABTJpm3eBLEDKQV7pXposQK4hytrQrSxAkw4Yr2+vLEAGLgMf+tEsQJ4g6TeY8CxAftJZrDkBLUBLbCEhNSEtQLLf6\u002fGlRi1ARVssSBtMLUB4zYRaImMtQAvh64WnZy1Aws\u002f1qyZrLUBbq3Fs\u002fIstQL1UbHM4li1AYv8H89XRLUAF9k5\u002fMwYuQEu\u002f7H62Bi5A\u002fn9ap7IJLkBLUCVTGhQuQH1iz1tRMy5AsLCGXS5DLkALPV2xLp4uQKKM6dyEsC5AE9oBLLO\u002fLkAlgOLLOM8uQCB8V91Z7i5A0u021qH6LkDw0q0QOEcvQGpGa6h2YC9A3RED+IBpL0BGFol1\u002fnMvQFV0Zj2Ghy9A3TbJlTSwL0Bax233F8wvQOAGI0cW0y9A4hQBYM0TMEAbFpjekRQwQEKLU9SvGTBAJU5R5+0nMEAeaC+UDz4wQAcPETsYTjBA0kNjeFFdMEC1lq3qq3cwQBlCWVDbiDBA9bcZSlmeMECzInCl0LswQIjAIHrsvDBAUiy0crfJMEDGqAKY79YwQFyiExc92TBAQMyQv\u002f3cMECVG17VjeEwQLWJCH+Q8DBATjupAQj6MEAcjPodzgcxQDojAu8TEDFApwh2OE4hMUBg2jGvbDExQEAltBhUNjFACIqZguJBMUCKIaKB+kUxQEUi7QW1XDFAcGMBWhJeMUDbhYHnhGgxQNKTX9GVaTFA+sktzrlvMUCGvkwMpXExQDqk9hXKeTFAeAtb\u002fuB7MUCtulWq4KMxQJoJGiGmujFAlfl5BU3VMUAhc32sJd0xQOpRqTjC7jFA3zhfTb3vMUBm9uQTjQ8yQECkwp6yNjJAj6wjdWM7MkDnb1nu+EkyQDKiRWkdWzJAQHnbPT9dMkDniRWlLGMyQPJQu6W3fDJAQlBCkM5+MkDOLHEf\u002f5EyQPw2h5\u002fJkzJAJ2mhtpa4MkD7KMaQKs4yQPGbzbhW2TJAheBBCD7yMkD0ZwPDRwQzQI06nwE\u002fCDNAJazelkAVM0DmRlIpAS0zQJoF8ua2MDNAwxmBYxY2M0B28tWIPEAzQD7kwY78TDNAVA9POyplM0ChJGZQK2czQOEFyHk\u002fbjNAHpEcj7duM0Djz8qf+nszQH6JtzLYgjNASkjPxSaHM0Be1PaDf6gzQHWZZyfztDNAz411vMbRM0BWK3II0dozQEaLfqLl7DNAPpsIn4zzM0AkS5d07Bc0QOrJDLfBLTRAQVfsHLU0NECiB7RxEjY0QNz16D4dSjRAC\u002fPMfCBQNECaZRUSV1A0QMxSZqwMaDRAi+lXUGhwNECAXcaQd3g0QLzW+PtefTRAXuxVs+uPNEBGY8pWxJc0QHhf9TgXpDRA29YxxqezNEDLupLjy+w0QNLG2PVV8DRAF5\u002fJ6iD9NECJJ0SL\u002fwU1QMJB7LB+CTVAww370RcpNUB5Bei7KCo1QETNngAGWTVAzNBE56tdNUD+bnMjr2M1QAV\u002fM0hkcDVAkUgrbAd6NUBk5A0QXYE1QIJZrHFujTVAKotpAOeYNUBvUDz\u002f8po1QPDkFLXwqjVApWECVM+zNUBt8Xq9MNE1QKAw9uYg0jVAlytOM0ngNUBoKMpt4ek1QP7TSAAq7TVAjgiQScP4NUBvxsKF7Bw2QN6WwtpDHTZAL3MaFb4hNkAeTfqTIyg2QA78TIwSOzZAmkba83A+NkClOLeOYmA2QA5svfc9YzZAXqRIByh3NkB7iwiMy4s2QKG3gmD+rTZA8pxFGrqyNkCQEB4USbU2QGyffULhvjZATs672dfLNkDuEBvVk+82QKEpVeS49zZA0oI3cqgBN0CG7HyGrwQ3QGN76BO9EzdAX5I\u002f+vcbN0Axbo6D+Sg3QDYDK4waSDdA+UER5UlZN0ACOGyJImE3QJx55zImcjdA0kfbzNCJN0CyISAgNIw3QL\u002fR5TQ9pzdAbT0BCPuvN0C7EdTkxbw3QCO4Fo50vTdAZunE8MzeN0Cn3O5AreA3QPYKphtl6DdA1g0nQ9jpN0CizgHeRfU3QBv4s9l1\u002fTdAE3BLAH4COEB2uFt5XB84QMOmta0eMDhAxYhx3bJQOEALti6p8lc4QBL7NkXTeDhAmUEclceVOEDofkpTcZc4QDrmV+SSrThAwkvqk2y3OECqgAyf08o4QM4B7h4VyzhAsuVUGTPQOEBQAOEAStI4QIIYkLwL2DhAt3fhkSHYOEBdWDVnN9g4QHNL5FFC2DhAAXw5J1jYOEBWvXX8bdg4QACAtNGD2DhAdiwCp5nYOEBOWlJ8r9g4QPMDm1HF2DhA46reJtvYOEDu7h\u002f88Ng4QEpQv+b72DhAbET\u002fuxHZOECmvEaRJ9k4QO40jmY92ThA3tvRO1PZOEDAghURadk4QHMsXuZ+2ThAOr\u002f+0InZOED34Tqmn9k4QBa9hHu12ThA7rPJUMvZOECmdggm4dk4QJUdTPv22ThA\u002fsmZ0AzaOEDW9+mlIto4QD+kN3s42jhAFKHcZUPaOED6lyE7Wdo4QJ9BahBv2jhAtGy15YTaOEAvMvm6mto4QBbyMpCw2jhAEmJrZcbaOECXoKI63No4QKNCQyXn2jhANoF6+vzaOEAcQbTPEts4QFoJ\u002faQo2zhA1c5Aej7bOEB6eIlPVNs4QGofzSRq2zhAkjNwD3XbOEAGkLzkits4QCVrBrqg2zhAK5ZRj7bbOECiQp9kzNs4QLZt6jni2zhAvpg1D\u002fjbOEByQn7kDdw4QA48yLkj3DhA4jhtpC7cOECZ+6t5RNw4QK3v605a3DhAzMo1JHDcOEBCd4P5hdw4QOggzM6b3DhApnoTpLHcOEDhULqOvNw4QKt+CmTS3DhA5S1dOejcOEDW37QO\u002ftw4QCcI++MT3ThAV8UvuSndOEA+hWmOP904QKo\u002fmWNV3ThARvfDOGvdOECmsGIjdt04QO4oqviL3ThAJ6HxzaHdOEB5yTejt904QI70gnjN3ThAlh\u002fOTePdOEBWkgsj+d04QGeMqw0E3jhAeGf14hneOECOkkC4L944QMcKiI1F3jhAGTPOYlveOECP3xs4cd44QI1aaA2H3jhAclGt4pzeOEBKSPK3st44QFtCkqK93jhAG3Owd9PeOECtOL1M6d44QH+N5SH\u002f3jhAooEl9xTfOECyXG\u002fMKt84QDK5u6FA3zhA2GIEd1bfOEBwwZ5hYd84QN17zjZ33zhAIKQUDI3fOEA1z1\u002fhot84QEFKrLa43zhAPsX4i87fOEBKQEVh5N84QLLskjb63zhABt08IQXgOEAMP5P2GuA4QOQ12Msw4DhAaasaoUbgOEBZUl52XOA4QDv5oUty4DhAvm7kIIjgOEDylIwLk+A4QEbh3OCo4DhAjlkktr7gOEAzA22L1OA4QBr6sWDq4DhALyX9NQDhOECmmj8LFuE4QKdljeAr4ThA0xTgtUHhOEB2xIigTOE4QBH13XVi4ThA6usiS3jhOEBI3V0gjuE4QGrRnfWj4ThAsxLayrnhOECm0hOgz+E4QAI0s4ra4ThAVGcNYPDhOECATWs1BuI4QMN1sQoc4jhApVMA4DHiOEBZ\u002fUi1R+I4QALAh4pd4jhAGwTJX3PiOEC0YmNKfuI4QJoinR+U4jhA4prk9KniOEDpxS\u002fKv+I4QF9yfZ\u002fV4jhA1h7LdOviOEBIexdKAeM4QNagWB8X4zhA65SY9CzjOEBiaDrfN+M4QLSQgLRN4zhAsgvNiWPjOED6gxRfeeM4QHHuQjSP4zhA\u002ftx4CaXjOEB0icbeuuM4QLixDLTQ4zhAZyqqntvjOEBX0e1z8eM4QC\u002fIMkkH5DhAzs9eHh3kOEDZCIzzMuQ4QH6y1MhI5DhA\u002fg4hnl7kOECbZsqIaeQ4QMgVHV5\u002f5DhAhW9kM5XkOEBeZqkIq+Q4QJrs0t3A5DhA1VkGs9bkOECfh1aI7OQ4QOf\u002fnV0C5ThAjanmMhjlOEB5wI4dI+U4QO9s3PI45ThAlRYlyE7lOEAZjGedZOU4QM01sHJ65ThA+aLjR5DlOEC+7PccpuU4QCDAHfK75ThAkjvA3MblOECoZguy3OU4QFrZSIfy5ThA7ReAXAjmOEB+VrcxHuY4QFYL3QY05jhA\u002f8IH3EnmOEDB\u002fajGVOY4QKe94ptq5jhA5UMMcYDmOEDvRS5GluY4QFJQXxus5jhAO2Ca8MHmOEBVbdDF1+Y4QEgtCpvt5jhAdJo9cAPnOEBK9tJaDuc4QA2CBjAk5zhAiBA\u002fBTrnOEAnGGvaT+c4QA3NkK9l5zhAaG7KhHvnOEAmyBFakec4QOLqTS+n5zhABqfxGbLnOECm8Dzvx+c4QIuwdsTd5zhATSO0mfPnOECVm\u002ftuCeg4QGLiQUQf6DhAxuxyGTXoOECT8ZnuSug4QHsPM9lV6DhA0VBvrmvoOEAYkquDgeg4QLOA4ViX6DhAXTgMLq3oOEBacTkDw+g4QE0xc9jY6DhA3zifre7oOEA\u002fUS6Y+eg4QJA3VW0P6ThA7\u002fGEQiXpOEDwerMXO+k4QFKF5OxQ6ThAzRMdwmbpOEA6zkyXfOk4QCHs5YGH6ThAIj4JV53pOEB3PSYss+k4QNb3VQHJ6ThAQ7KF1t7pOEDG5air9Ok4QAAc0YAK6jhA89sKViDqOECmTkgrNuo4QAZn1xVB6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1GvCqLGKECm79QUx8woQJwLifZ63ChAUhZRhIoJKUDavLMBbg8pQP3q+XBtFilAt7JwYj4ZKUArc7gMmCQpQPMI8oPdQSlAQbrEgAdXKUCBkq\u002fUE1kpQF2MeDmHWilApkmbKfZsKUCuuO++UbgpQD3Q4upXuSlAEig5Qk3JKUBlqTE9Vs4pQI0+Q8cO9ClA44\u002f0LoL1KUACrUcdG\u002fYpQA2P9uaRGypAbUF6dRBUKkB7B9dRcGAqQI6jOPCUbSpAPkSGmkZyKkAFIPdMcnIqQEoheWrcyipA1fjhqGXMKkCb\u002fp+yfOUqQEWp+6An8CpATklk2rn2KkDS+VdFSfkqQFZmnjj3gytADlYXhNSvK0DOj3BGYscrQELuKMV9zytA4uPk3xzRK0CySqa7TtIrQAKZ3jQS4StAiwx\u002fhALiK0B2d+sbJOsrQI67GdZU+itAMBFraL0yLEAguvzVaDYsQC51mTnANixARZEz6+s2LEDi7Zgz5TwsQF3lx0hoPSxAJkARnr5LLEBtbMOZH3EsQJ3hn9fWfSxA0x3f6\u002fqRLEDdC7NZu9EsQKiVlxmI5SxAUN9aKq\u002f9LEDtNE0ehyEtQK0QgkrFJC1AILKZlL4qLUCu1cowJTEtQChHZzTGRC1A1rAFT25LLUCVZIptfF8tQG3kRuXPaS1ANSdIMeR+LUA9UdnCJI0tQDYFItiUkS1AAEDy4q+gLUBY+5FGzqwtQK68NcXGwC1AcEY2yi\u002fSLUClLM85mOotQNqRXl8GCy5AkkmUl0McLkC4s9OBmiMuQD4uGwFhNi5AfkoLbPA4LkAwRhF5vFMuQAOAU9nkVi5AxWpHr9ReLkCTZVwNOnMuQCIuOGaHfC5Amr4lqbuILkDir+hhA4ouQFbNzWw0mS5A1UPGl5LBLkAi++X7mOkuQB0VKikCIi9Aeq0UNsg7L0BbcxTmlE8vQB55h9zOYy9AVs99M1dzL0C6rlsiJrkvQIVtSPIovS9AqtCtg\u002f\u002fHL0DlP6W8ydAvQBVzu+4j1S9A2rc2YZbkL0Bklqft2yQwQAJbyUlYKzBAmTXi1sg\u002fMECmFB8T4UowQNLlvudeUzBAUG7isa1eMECqL3+TiWEwQJ7XPhFzfzBAUvmSlIWCMEBK\u002fBRJP4MwQAw5L4asgzBA5o+wGuSMMEAhraNGzKgwQOzXv+0JszBAxRp58G3FMECcPSgV78owQMlHNTys3zBA1gtkiSLlMEA7nOb2kvkwQKh77yAU\u002fzBA3CHYBbohMUAGDKj73CwxQDJOZDroPDFAXPHSoWxWMUDG8FNWJlcxQBW2yVVKazFA\u002fuM0PexwMUAhrKTgzHIxQEgJ6kbEfTFAckdi4leGMUAta1aNq6AxQB34UEJOrzFA5iB7S2HSMUDU3+fXQPkxQDrEfcAlATJAdDEYYOoBMkC2\u002fEob+AUyQJvjooRBGTJAS\u002fzVFS0bMkDEP58UByMyQJecJ8GRJjJALcjUTWEnMkBLh8feaCoyQH7wCQDOLjJADj8b9Uk8MkDkWkTJx0QyQKaAFHIOVDJAFdd1BRZXMkANXjnzc2gyQBaNdMUWdzJAgor\u002fCuF\u002fMkDWVoQQi4EyQKK+3vB3nDJAz9zHja+lMkDOhM\u002fROKcyQBfCmpZYtTJAMoeTrla6MkCadpeHbLoyQNXImUoD1zJA+sbvU+XaMkA6v9aQpewyQJ5J3xVi8TJA6sM+40j0MkAbMmyzvfcyQDenW0jF+jJAwOUIxS38MkC+A967hAMzQEjCoMZEHDNA9FFxtMogM0A2\u002fgQiukYzQBMVFhTqTDNA7o+5rWFUM0BaiG1ZJFozQKClWB0TcDNAv4QcyRh4M0C7xWL5CoszQIIom3z3lTNAv\u002fDdiBycM0Ci+2LmrKczQBnUzD\u002fCrjNAUnUj6SXIM0CmGttcce0zQILG72Yb7zNAsEaaBxD2M0AeZ\u002fgqDvszQEoWTyqMGjRAOYO0DuMhNEDvmnMEJiQ0QJV6zVSIJDRA4h1kvH8vNEDHFrid5VM0QF2kOz9oWzRApFv\u002fIJpcNECTslpFx140QBHCy8scZDRAyOT3+vxsNEAZbv02V3E0QEu0U3sFeTRAjjslkpF+NEC3EzSGDpU0QGkHIsmayDRAZpFKrRjRNEDJs357tNU0QC+nt\u002fS24DRA\u002fo5jrV3lNEDNR85dBOo0QHVHqNg97jRAg0ZOfZDvNEAecUnyKPc0QE3bvzFdAzVAIOyOqzcENUAyWiea0AQ1QFPgyQF0DDVAQ5P3FksnNUCSMLodRFs1QL4xq3hQXTVAAqi7UWZdNUB6otMqfF01QJb\u002fJASSXTVAyU6U3addNUAYMO22vV01QOmkhaPIXTVAsD61fN5dNUAWFcNV9F01QEip6C4KXjVAiX8tCCBeNUAirkvhNV41QLFjdrpLXjVA6Eedk2FeNUBX2b1sd141QCllC0aNXjVAfokhDK5eNUAp8OjRzl41QAjMAKvkXjVAItyvcAVfNUAGcjxdEF81QCXdbzYmXzVApoeGDzxfNUC4sJroUV81QGMXYq5yXzVAgwlrh4hfNUCLuYtgnl81QJlN6Dm0XzVAlNWSJr9fNUC+MuT\u002f1F81QFdhAtnqXzVABv7\u002fsQBgNUA5yTCLFmA1QFi7OWQsYDVAz7VRPUJgNUBjw+opTWA1QPiW8wJjYDVA6kvEyINgNUCWHP+hmWA1QAr+IHuvYDVADqBfVMVgNUDJsrkt22A1QPLN6wbxYDVA+kZw8\u002ftgNUCrJY3MEWE1QNNAv6UnYTVAFOD4fj1hNUBfZjxYU2E1QAhgoDFpYTVAXdgBC39hNUAuZE\u002fklGE1QH5t\u002fNCfYTVAdDsyqrVhNUDm2jSDy2E1QAK0R1zhYTVA+1hUNfdhNUDeTWIODWI1QJYev8A4YjVAIYTomU5iNUAz5AdzZGI1QHSDQUx6YjVALlR8JZBiNUAy66b+pWI1QIBT1de7YjVAM0vosNFiNUAQiZd28mI1QDllL2P9YjVAYoBhPBNjNUDESI0VKWM1QIVIL9tJYzVA4TcztF9jNUCrZhqNdWM1QO+aC2aLYzVA7lh9UpZjNUBkz1YrrGM1QMB8OwTCYzVA+vUZ3ddjNUAzb\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\u002fWj\u002fBnNUB\u002fnQ5pBmg1QAt8YkIcaDVAvIdcCD1oNUDqu\u002fP0R2g1QJ6zBs5daDVAEqA8p3NoNUDBwHiAiWg1QN0StlmfaDVAY1\u002fpMrVoNUCoDAUMy2g1QLagYeXgaDVAeiQg0utoNUC+E1urAWk1QP+ylIQXaTVAEVXTXS1pNUCq\u002fBs3Q2k1QA1JhhBZaTVAQFbW6W5pNUA2RGLWeWk1QG2vXq+PaTVAckaJiKVpNUAChdphu2k1QOqJGzvRaTVAUeRnFOdpNUAYbGvaB2o1QLETtLMdajVAJQDqjDNqNUDLz4Z5Pmo1QG4nzlJUajVA+s4WLGpqNUBuNHcFgGo1QPnbv96VajVAwHXvt6tqNUBZ2xiRwWo1QA49n33MajVAhfWXVuJqNUBZFp0v+Go1QCopwAgOazVAfJxLzi5rNUBQhkWnRGs1QAoVYYBaazVARlmFWXBrNUBsexdGe2s1QLrYMR+RazVAFgpV+KZrNUBM7nvRvGs1QHbHjqrSazVA8t+Eg+hrNUB9+Hpc\u002fms1QL1VlTUUbDVAl9EeIh9sNUBB1xP7NGw1QGDJHNRKbDVA4XMzrWBsNUDqI1SGdmw1QCDRb1+MbDVA+QprOKJsNUDqoPckrWw1QCJOE\u002f7CbDVAcsQj19hsNUDZpUWw7mw1QBwRQokEbTVA9ko9YhptNUCbQlA7MG01QO12QRRGbTVA7TSzAFFtNUDO56HZZm01QJlYqLJ8bTVAtXPai5JtNUAoVfxkqG01QPPFAj6+bTVArF8yF9RtNUBz+WHw6W01QIpy5tz0bTVAMKwYtgpuNUB+S1KPIG41QFI1TGg2bjVAHqZSQUxuNUCRh3QaYm41QLopfPN3bjVALMl+zI1uNUBydgm5mG41QPPpFJKubjVAaqINa8RuNUD3nO5D2m41QGRjyRzwbjVA6eS29QVvNUAebRW7Jm81QGLYEZQ8bzVA+sQQbVJvNUAE1JBZXW81QDq4tzJzbzVAP1r2C4lvNUBexSnlnm81QMOmS760bzVA37Zpl8pvNUCcXntw4G81QDHWGF3rbzVAssJONgFwNUD2LUsPF3A1QB\u002fQUugscDVAkrF0wUJwNUBp3Y2aWHA1QHCNrnNucDVA8XnkTIRwNUAkz285j3A1QOE0YhKlcDVA3rBF67pwNUDqADLE0HA1QAxDPJ3mcDVAQ644dvxwNUAXjR5PEnE1QAdADSgocTVA9\u002f0PAT5xNUDa5wnaU3E1QG67ErNpcTVAKIxNjH9xNUAwPG5llXE1QLSG4Sq2cTVAZzzVA8xxNUCtEUXw1nE1QNbqV8nscTVAOgOFogJyNUDr7LV7GHI1QHWJ6lQucjVAVWUCLkRyNUC2w7rzZHI1QIaUvsx6cjVAAkY1uYVyNUAiLSqSm3I1QPYWJGuxcjVASEsVRMdyNUCNthEd3XI1QMRjLfbycjVAyxNOzwhzNUCYJdO7E3M1QJPVYqgeczVAOgSBgTRzNUCynxduP3M1QEY5fkdVczVAcFSwIGtzNUDMOKD5gHM1QOvoidKWczVA2pt4q6xzNUD6xPuXt3M1QDhLP3HNczVAV3RTSuNzNUB2JD0j+XM1QOoFX\u002fwOdDVAnv1x1SR0NUCf3PmaRXQ1QORH9nNbdDVAle92YGZ0NUA3BZ85fHQ1QIZiuRKSdDVA6gG866d0NUAK6bDEvXQ1QD191p3TdDVAn74sd+l0NUDtG0dQ\u002f3Q1QCDQwjwKdTVAbi3dFSB1NUDvldTuNXU1QDLKxcdLdTVAto3SoGF1NUA4v755d3U1QIbauVKNdTVA1fW0K6N1NUDiJSkYrnU1QJ\u002fNOvHDdTVAXXVMytl1NUC4ZFCj73U1QCFUVHwFdjVA3oI7VRt2NUA6ZysuMXY1QCoaGgdHdjVAb5CZ81F2NUCArpnMZ3Y1QATuZ6V9djVAzydjfpN2NUDKDo9XqXY1QGL7jTC\u002fdjVAFG9iCdV2NUDWqyvi6nY1QFIml871djVAPsCPpwt3NUDgk5iAIXc1QC66p1k3dzVAl6mrMk13NUDOFKgLY3c1QPoGseR4dzVA6vu+vY53NUBG68KWpHc1QD9OsG+6dzVAIb9\u002fSNB3NUDKglUh5nc1QBIHSPr7dzVAkjg00xF4NUCN3UCsJ3g1QNr7wJgyeDVA2ECZcUh4NUDVvHxKXng1QMJhiSN0eDVA1MGo\u002fIl4NUAYb8TVn3g1QIwZ2661eDVADILSh8t4NUBpcdZg4Xg1QOBrXU3seDVAtIxiJgJ5NUB7a0j\u002fF3k1QCHUCNgteTVAGvXWsEN5NUCaJsOJWXk1QClYr2JveTVACgueO4V5NUC1sREokHk1QL0fEwGmeTVAFfYg2rt5NUCfUDaz0Xk1QGrBPIzneTVAUI0hZf15NUBmBjc+E3o1QEQkbhcpejVA53u18D56NUChTPDJVHo1QFrmH6NqejVAYpZAfIB6NUDuuUpVlno1QNCjRC6sejVAtqY0B8J6NUBil8XzzHo1QHrQnbntejVAJqHYkgN7NUCkdBhsGXs1QJCST0UvezVAeWCFHkV7NUBYc6j3Wns1QOiHMuRlezVAutx0vXt7NUBc8pyWkXs1QFo3dW+nezVAckVCSL17NUDu1BEh03s1QGSYHvroezVAVc9L0\u002f57NUAFzr6\u002fCXw1QHZz\u002f4QqfDVAvvfxXUB8NUAmsOo2Vnw1QPHe0Q9sfDVAlpTF6IF8NUCRe\u002fHBl3w1QKLbEJutfDVAq7OFh7h8NUCy32dgznw1QP2evP4EfTVAN1q61xp9NUC2zVadO301QPKIVHZRfTVAcvxfT2d9NUBIoaMofX01QHLH6QGTfTVA6cEB26h9NUBWyvuzvn01QDm\u002fCY3UfTVAVRFHZup9NUAOAthS9X01QOaiUhgWfjVATpJW8St+NUB29eW2TH41QOAmCZBifjVAFtQkaXh+NUCv9y5Cjn41QMEgQxukfjVAu4a1B69+NUDhG1jgxH41QG8WObnafjVAs8NUkvB+NUBxrYVrBn81QH7\u002fwkQcfzVAqBr1HTJ\u002fNUAyNnAKPX81QIAaYONSfzVAwa6FvGh\u002fNUC2RbCVfn81QE9pum6UfzVAPxypR6p\u002fNUBezJIgwH81QBKChvnVfzVAQLYd5uB\u002fNUDK2Se\u002f9n81QBLa25cMgDVAY5WicCKANUCZN6pJOIA1QBriwCJOgDVAfsPi+2OANUDKSSbVeYA1QMA3ssGEgDVAsLOVmpqANUAmrq1zsIA1QB6H90zGgDVA5d4HJtyANUAIndP+8YA1QI3ntdcHgTVAZiGxsB2BNUD+T8+JM4E1QLjhb3Y+gTVApb2HT1SBNUANdoAoaoE1QModkgGAgTVAxMKe2pWBNUAxkQigtoE1QE423njMgTVA48pMZdeBNUBkM0Q+7YE1QEvcvAMOgjVA9giFokSCNUCtVaNUcII1QLxZ+hmRgjVAvbG+y7yCNUBeHVpW\u002foI1QCouTggqgzVA6y3wzUqDNUCy75WTa4M1QP34hjKigzVAKi2vC7iDNUDeq5fkzYM1QGMthb3jgzVAOzB1lvmDNUDuYbtbGoQ1QDGWrDQwhDVAztKsDUaENUDKTpDmW4Q1QDcadZiHhDVAzO19cZ2ENUA+jYBKs4Q1QPfcATe+hDVAjkXCD9SENUCu6pfo6YQ1QHWEx8H\u002fhDVA2mXpmhWFNUCXy9tzK4U1QDNnO2A2hTVA2m9YJVeFNUA2lmf+bIU1QP34i9eChTVAEzCCsJiFNUAm7k2JroU1QOhsNmLEhTVAbe4jO9qFNUCyBbMn5YU1QNog5QD7hTVAvkz+2RCGNUA76TKzJoY1QM81Zow8hjVA3oejZVKGNUCacdQ+aIY1QB414Rd+hjVA1PVXBImGNUCfqH3dnoY1QJoT6La0hjVA3on4j8qGNUBUvrJo4IY1QN+fnUH2hjVAxkAYBxeHNUCpDbDzIYc1QMExtblChzVAog+vf2OHNUDKKuFYeYc1QFme7DGPhzVAtUvRCqWHNUB\u002ferjjuoc1QPzMPtDFhzVAAOs+qduHNUA="},"y":{"dtype":"f8","bdata":"54pSQrDq8j\u002fJOEayR+jyP+OkMO9x5vI\u002fQKVKlL3l8j\u002fUY1sGnOXyP0zD8BEx5fI\u002fggLv5NPj8j8GaFvNOuPyPyJTPgRV4\u002fI\u002fBwySPq3i8j9WYp6VtOLyPzuPiv874vI\u002fE7afjPHh8j\u002foFU890uDyP2Qke4Sa4fI\u002fVFc+y\u002fPg8j8sZoS3B+HyPxyxFp8C4PI\u002fsW8nEeHf8j9hGRu62d\u002fyP2EZG7rZ3\u002fI\u002fEas\u002fwjDg8j\u002f1S8Rb59\u002fyPx09fm\u002fT3\u002fI\u002f2gQYlj\u002ff8j9R2EXRA9\u002fyP5ZASuza3vI\u002fsYf2sYLf8j+WtOIbCt\u002fyP6JGIcms3vI\u002fyk+qfTre8j964c6Fkd7yPw6IEFfO3vI\u002fhnMNMzTe8j964c6Fkd7yP9bh6Crd3fI\u002fem02VmLe8j8bvoV1493yP0M7p1mg3fI\u002frwj+t5Ld8j+vfJbnwd3yP\u002fPMy2H33fI\u002fu5o8ZTXd8j9PzeUGQ93yP\u002f9eCg+a3fI\u002f\u002f+px32rd8j+THRuBeN3yP\u002fA1BMdl3PI\u002fXHfzVIfc8j80hjlBm9zyP+SjxRnD3PI\u002fT+W0p+Tc8j80ngjiPNzyP4QM5Nnl2\u002fI\u002fQbyuX7Db8j8MIef9f9zyP7yyCwbX3PI\u002fyERKs3nc8j+cMGE0K9vyP\u002f1reeV62\u002fI\u002f\u002fN8RFarb8j\u002fU1ohgHNzyP0zChTyC2\u002fI\u002fkJ4ih4jb8j91yw7xD9vyPyXpmsk32\u002fI\u002fNJ4I4jzc8j9oIQGjy9vyP7iP3Jp02\u002fI\u002fMe9xpgnb8j8VHF4QkdryPzHvcaYJ2\u002fI\u002fxa2CGOja8j9N2lTdI9vyP01mvK302vI\u002fxTnq6Lja8j+p2m6Cb9ryP1oQyvs42vI\u002f0uP3Nv3Z8j\u002fuQnOdRtryP1n4+lqX2vI\u002f0VeQZiza8j8+PbZlwNnyP53Ul6Wd2vI\u002fMQdBR6va8j+B6bRug9ryP9JvXwfO2fI\u002f3gGetHDZ8j\u002f61LFK6dnyPz49tmXA2fI\u002f0m9fB87Z8j9mogip29nyPzuOHyqN2PI\u002fp1t2iH\u002fY8j\u002fS4\u002fc2\u002fdnyP5s90AoM2fI\u002fBn+\u002fmC3Z8j\u002frq6sCtdjyPy5weawZ2fI\u002fVmEzwAXZ8j\u002fDRlm\u002fmdjyP+vDeqNW2PI\u002f+FW5UPnX8j8fR3Nk5dfyP6fn3VhQ2PI\u002f+FW5UPnX8j\u002fQ8GYN3tfyP4uIYvIG2PI\u002fi4hi8gbY8j+zeRwG89fyP3BBtixf1\u002fI\u002fqHNFKSHY8j8g09o0ttfyP9wODYtR1\u002fI\u002fVOI6xhXX8j9wzR39L9fyP9z2Peqv1\u002fI\u002fmDJwQEvX8j9IUPwYc9fyP1TiOsYV1\u002fI\u002ffF9cqtLW8j85m44AbtbyP+gU5Gcj1\u002fI\u002fmDJwQEvX8j\u002fNzTeie9byPxGq1OyB1vI\u002fYRiw5CrW8j+l9EwvMdbyP83NN6J71vI\u002fzeUGQx3W8j85J\u002fbQPtbyP74wmSoY1fI\u002f9mIoJ9rV8j+x+iMMA9byP313K0t01vI\u002f9mIoJ9rV8j\u002faA63AkNXyP25OJQNA1fI\u002fKv7viArV8j++MJkqGNXyP0bRAx+D1fI\u002fUu+pnPbU8j\u002fKTj+oi9TyP18NUBpq1PI\u002femzLgLPU8j8q\u002fu+ICtXyPyr+74gK1fI\u0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ABhm32SIkkQHGCIA9AoSRA6SwKDtulJEDDMivyKNskQHoO8pt+4iRArmWVY0IAJUASXhnWfhUlQJ7UWl+9LiVAh6Ou+yQ5JUBTJWven2clQJJiN1rzaiVA9AJznRV4JUBIKU\u002f7UY0lQJke\u002f9AFrCVAdS62eLHFJUAUiIIiwtolQKYeUwHV8yVA8qTDRwkEJkDnnXIcogQmQMKmCZkTQCZAGoltI6VRJkDyHG7Dpn0mQD3SI8RcoCZAks+IiXm3JkD90WHZX7omQJFAT+GvyyZAPlpijzHeJkBD5vxHGOwmQN4GpO3S7iZADUrA4y9LJ0D8oMnNTmYnQCSKBFZ7fCdABm12XN2QJ0BY0WosEZYnQKYupnUS6idA1ieZgGoAKEBKoTuKEigoQPhDRPzrRShA\u002f9IZzpBIKEDNN4kj4HYoQIDaF7tfhShACxoEELeFKEDx\u002fu4jseooQHjePNud+ShAmXNzut83KUAKKxj4mWIpQPnsr5XvaSlAJmSyLWN2KUBAp+Z2eYEpQLIJTmXBjSlAqr6Hr\u002fazKUByaO+uArYpQDNwDlZAuSlAHhGxAAe+KUCy2CJ1WQYqQN6902H9WCpAKssV9v9nKkDa7w+6k30qQDot9qS4mSpA2sWhoE2dKkDbIoAsg84qQBIpYzPT3ypAYm0zDRsfK0Bwc0bbyyMrQHNzjphcUitAG1cWrohdK0DgtYTyO9crQKN2vxPf4CtAm8AIzh\u002f+K0D+uAwKTg0sQGW2k50GPyxAtjwWTwBmLEATpSGG3pYsQEviE\u002fHG0CxA02lSUEcoLUBjLeqP5jQtQA2x6DehNy1Ao8gV5dNOLUAt\u002fVSOjlEtQNoqkHPcXi1A1ZTIEvaOLUCTnBy3XcwtQNpBWV+bzy1AC+RURhj3LUCATTNGDQsuQADwK+70Li5A+yneMYg5LkAAF7QWxHYuQHWZsC6L7C5Abq4HmGBzL0D6xEYqv5UvQFZzI0RuoS9ANrK0HoG6L0C2pdwF0wQwQGgSk1RCCTBAUHFme7sLMEBrwqaq4hcwQKJVTMWFITBAlI1uQpMwMEBY80ClgDYwQGMXo7EuQDBAg5O1MPNAMECDk8vkQ0kwQER92paaUjBAweo2KoteMEAN+k\u002ft4mkwQLdcjoAlbDBAB2xfVSuBMEAYU7CpEYQwQD6LL8mdnzBAaJjZw+XeMEAYZu7r2+AwQMIArKt\u002f4TBAyTRqwQPkMEBUcBUrYucwQOEJI4hLBDFAbw3oA5kGMUC5GQDjEBsxQPbegUM1LDFAdutEaKVGMUDKyztYrV8xQMk39NKMfjFAVgSxm\u002feOMUAOkHzSYqoxQO6UWHcjrjFAon5nKXq3MUCbNwGowbgxQBBlxyGsCjJALCuj8VYOMkC4uWtBniMyQDTR0uvJIzJAKvtak4QmMkCSocRNvSoyQGYpQrLcPDJAgDu3091dMkAndwr1YmIyQPhluUvrbDJA\u002f9v\u002fDcZ4MkBWu215YYgyQGC5O2fsoTJA0rJ6td6mMkDchOGp2r0yQNLDPOQIzTJAhmWwBZTSMkC6066Y0NMyQBqd8gll\u002fzJARoP4tUQKM0ClJftHFg8zQJNCat84OzNAM6SrBLg+M0DMfzDiX1szQCMyh2XSZTNAfplLsyB+M0CZMtxNiIgzQCrcp4nx0jNA4usvnezTM0AQpjUanOozQMrZHCBE8zNAI5O4jrv8M0BatGXAUwY0QKKdC2oCBzRAhmRCeAYjNEBRTbbLYyQ0QDPeRTrsYTRAQX8mQCNtNEBe5gnbwIA0QPcisWgbhzRAop\u002foE6+cNECdQ\u002f\u002ff4qE0QFuTo5YnqDRAmnGcY9isNECiQc1Xgs00QLLjuhG70TRAz4C1sp\u002fbNEDHVK1Oouo0QPqGODUVADVASR+94qExNUAoeGi0qEg1QObpSbcKXTVAtaXuQaJvNUCDSn\u002fW7Io1QLpHwpP9szVA69Rp8bXGNUCYuN7tx8k1QJm\u002fl+rlzjVADyVwMA7dNUBuhIx8+uA1QEdaOYa77zVAQ\u002fFiFQr0NUB2GlPEigQ2QCPigEFnCTZACHFb4jkQNkDiyUsSRjE2QKrLcJEiNjZA+MWMjWxaNkBNcu5cHV82QBfuteSJaDZAjTR8RhN1NkDis80YAYY2QCJZc2ZxoDZAOKqtYTasNkBaFibcm7I2QMy4UGf8uTZAa4WzF4TNNkASQh2Hftc2QBISVsZp2TZA1yHqwi7lNkBinKJCfOc2QGSj5Nf08jZAnueUDP75NkCURmgzd\u002fw2QFg3kGamITdAoHFeSfxHN0CGNvGqOF03QB\u002fS24n8ZjdAem++hRiHN0ABK31zFJ43QGo3WJ0EnzdAVxwUiI+4N0AslTJ5vt03QIPlWo2G7zdAHImojuEAOEAauQaPdgQ4QIbA87MaJDhAjmGE2xxbOEBIcVfaIlw4QP7tJYBsYThA855DXFSkOED\u002f6Tr3Pq84QITP0APbtThAVp2aoN3EOEBJD86dbMc4QNH79Z671jhAr5POXtzWOEAz0gU08tY4QPpkph791jhAJwnl8xLXOED85jPJKNc4QND7jZ4+1zhAmh7Kc1TXOEBmCvtIatc4QAH5MB6A1zhA57hq85XXOECkmwzeoNc4QIuSUbO21zhAGoGHiMzXOECqv75d4tc4QAAB+zL41zhAgCY8CA7YOEDSToLdI9g4QBqQvrI52DhAnyxVnUTYOEC0FYFyWtg4QNbStUdw2DhApA7oHIbYOEDUyxzym9g4QBNdWsex2DhA1+iNnMfYOEBYLSWH0tg4QA+5WFzo2DhA3fSKMf7YOECaF8cGFNk4QDYG\u002fdsp2ThAQD8qsT\u002fZOEAvr2KGVdk4QFOjoltr2ThAQhPbMIHZOEDacXUbjNk4QAF\u002fq\u002fCh2ThA9AfaxbfZOECGRhGbzdk4QNhuV3Dj2ThAZl2NRfnZOEAPFbgaD9o4QJRT7+8k2jhAJlqK2i\u002faOECTFLqvRdo4QLbR7oRb2jhAoOEpWnHaOECK8WQvh9o4QEotlwSd2jhAGSeq2bLaOECrjDXEvdo4QApHZZnT2jhAdwGVbunaOEDMC8ZD\u002f9o4QFSa\u002fhgV2zhA2Q9B7irbOECWMn3DQNs4QMbvsZhW2zhAWfZMg2HbOEDThIVYd9s4QANCui2N2zhAxH3sAqPbOEAavyjYuNs4QNGBZ63O2zhAiA2bguTbOEBMmc5X+ts4QDJZCC0Q3DhASaunFxvcOEBsn+fsMNw4QFJfIcJG3DhA4IRil1zcOEBl+qRsctw4QEEK4EGI3DhAQpMOF57cOEByGTjss9w4QFk30da+3DhAuCgMrNTcOEBqm0mB6tw4QDnXe1YA3ThALZe1KxbdOEBBi\u002fUALN04QKB8MNZB3ThAONvKwEzdOECAHAeWYt04QASSSWt43ThAidCAQI7dOEBOXLQVpN04QLBm5eq53ThA0iMawM\u002fdOEBuElCV5d04QB6L7X\u002fw3ThAZcwpVQbeOEA3IVIqHN44QPx1ev8x3jhAaDCq1EfeOEByadepXd44QPenDn9z3jhA9BdHVIneOEAhhXopn944QLnjFBSq3jhABTMz6b\u002feOEAGhVa+1d44QFEWlJPr3jhARdbNaAHfOEAqlgc+F984QIDXQxMt3zhAerfg\u002fTffOEA68xLTTd84QKSUTKhj3zhAMoOCfXnfOEDbOq1Sj984QBSo4Cel3zhAZpkb\u002fbrfOEAdXFrS0N84QHNl+rzb3zhAjXIwkvHfOEDTqFhnB+A4QFSMejwd4DhAQvGeETPgOEB8XtLmSOA4QC\u002fRD7xe4DhAKnnke3\u002fgOEC5ZxpRleA4QIGD6RC24DhA9VCv0NbgOECOonyQ9+A4QEmJmSUu4ThA8wsS0FnhOEDIqitlkOE4QLQBQvrG4ThAoqkWuufhOEBKZbw5KeI4QJ7fJeRU4jhA0tUDpHXiOEB3dDh5i+I4QAhS+jis4jhA0G3J+MziOECeS5y47eI4QIYxbXgO4zhARm2fTSTjOEBuetUiOuM4QBmOpuJa4zhAJMfTt3DjOEDkAgaNhuM4QO47M2Kc4zhA1PBYN7LjOEDms+0hveM4QOY8HPfS4zhA\u002fj4+zOjjOEAJQWCh\u002fuM4QOQeM2Ef5DhAaV1qNjXkOECXGp8LS+Q4QG12NPZV5DhAnfxdy2vkOEAKt42ggeQ4QJelw3WX5DhAJssES63kOEBIv0Qgw+Q4QFMDhvXY5DhAsvTAyu7kOEDeYfSfBOU4QI7akYoP5ThAvpfGXyXlOEC60PM0O+U4QJK8JApR5ThAYfhW32blOEDAsoa0fOU4QGlqsYmS5ThAKqbjXqjlOEAkhoBJs+U4QLXEtx7J5ThAQ7Pt897lOEAS7x\u002fJ9OU4QOAqUp4K5jhAMhyNcyDmOECHXclINuY4QKBq\u002fx1M5jhAmkqcCFfmOEDui9jdbOY4QGYBG7OC5jhAiPVaiJjmOEBMgY5druY4QKs7vjLE5jhAGPbtB9rmOEBKe4by5OY4QAq3uMf65jhAFfDlnBDnOEDj9AxyJuc4QCF7Nkc85zhA5QZqHFLnOEC0TbDxZ+c4QPIV+cZ95zhAUdAonJPnOEDWbL+Gnuc4QKWo8Vu05zhA3t4ZMcrnOEBKmUkG4Oc4QAwMh9v15zhA+3u\u002fsAvoOECKoQCGIeg4QArHQVs36DhAzAHjRULoOECy+CcbWOg4QG4bZPBt6DhAdjubxYPoOECuqM6ameg4QNsVAnCv6DhASNAxRcXoOEBqjWYa2+g4QAhEAAXm6DhA1n8y2vvoOEDKCGGvEek4QDbDkIQn6ThABf\u002fCWT3pOEC8ivYuU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T+kpQOXX0mph8ylAheazJpb4KUBC6h7hiAQqQK5NEcvDCipAxRVrJ9AMKkCrqwlSZRcqQCM+j3EpHypAwhqPQowvKkBNll6jtDIqQKWRN+cASipAVqOsuYVcKkAaK8g0cmcqQGiwfPwVfypAW4DR\u002fYykKkCWGSTTVcIqQJ1cFmRn0ypAeDOyybTcKkBoqY4z7+kqQEX\u002fEEUfBytAKj87NpsUK0CGJC8RwiwrQLY5R6NWPitAA6u\u002fZVtUK0DKfKsnTmArQGC5Z8SjfCtADdNXqqaAK0AFQCNbk4srQAWMZA0onStAztt7zr3HK0CqdU1wouYrQLpq0c8sASxA20QeZqURLEDiBMRufxksQJJGIXvTHCxAPtmG6FNALECNFGbEoFAsQPjnbqrbVixA6qSMVC5vLEBlszZHhXYsQJAXMnpVhyxAU3tgn7KPLEAgwAIjT7ssQNPL3und8ixAbRZLxMgSLUA7NuH\u002fKTgtQHoHC0pdUi1AjvFmpLJuLUD+8RIICm8tQIo+pynzfC1AVleO0ZqKLUBSTvoiLJ8tQJIQIZlruy1AWuRPjsHQLUBofHiDf9ctQPBS0Pli3S1AgO2eq47dLUBeWpqZJ94tQBAzgLbi4C1Auk2wljnoLUBAijZ6yPEtQHjFUTWWHi5A4wiKIQ42LkDAuhUO1E8uQPqbYyJgVS5AYjnqKhV+LkDW9YFgpaAuQLAs5dBwwi5AUrPhuEXiLkAqVWcdRPcuQNqr0uToAC9AjnYQv+sEL0B4vulONgovQH7vb2zxDC9AMGQ2gXQNL0ADjOFaZk4vQMsyDjTPXy9AhUPAGY1mL0Dy\u002fRR1rasvQJ3atpgTuS9AoOPHnS+6L0Cq24dFksovQFYcYBaVzi9A2zCcm\u002fHdL0CtxFWXiAEwQPthC+G7BDBAadaZ7fMGMEBCke2mfA8wQDWFZC45FDBA5owikZkZMEBGNOyMeDAwQD76SQMkNDBAw55bHjU1MEAvBZbD5jkwQNzUsAJdPzBALzPcBes\u002fMEA6tAf4qU8wQO9c0zENWTBAlkAu8P5bMEDJSdCPdmMwQP7wC8YAbjBADh1tO8l7MEB147hteX4wQAq44pkNgDBADqdfu22cMEDTM1LkGrIwQAm6bOc2szBAxsyVAWS1MECOSVJp87cwQCqKEKGH4DBAcqFUfPDxMEC0Lkaz4fswQFQiymEyAjFACuKymnssMUB7iFN5YDQxQKFuXrjyOjFAF0G4gy9TMUDijpPLRlUxQHz4U6TXWTFAdmiu0d1aMUD\u002f3Co16nMxQNQpbF\u002fwdDFAScfwZpp2MUC4yyVWY30xQFPMHjcZiDFAUC964tuNMUCC7LyhRrExQN5oUY4+tTFApO4j+1jLMUBD5N8V+MwxQP3+uKvu5TFALlMRFsHqMUCumaAD6v0xQDpcSM4m\u002fzFAQ\u002fLs450NMkAO\u002fIIYThAyQN+sq2RSFjJAU\u002fe9FocbMkDW\u002fi5pBR0yQJEyMMMxPTJAPpeD29A+MkBH4xLqCWEyQGAm+4fiZjJA2VpVbSZyMkCoIsA353wyQHoQTDrmijJAO\u002fXUGK+RMkDShyJ6K5gyQGLx7E70njJAoQlXhL6nMkAOGYyaurEyQBaWWn2ytTJAgvK\u002fNp7eMkC+d8DlCv0yQBDW6+iY\u002fTJAjn\u002f54NwIM0DvfBZA8R0zQCaMtAjFJDNAbUeaW7UlM0CWqM+qICszQBIa\u002f5tHLDNA+mtdGrAtM0DrW8kjDEQzQCYx+t5vRjNAgR8rschIM0CPTbXdLU0zQF1g3E04VDNAJuMi9uddM0A6yvLSp18zQEZ6nqclaDNAsrtLGbVqM0CpI9zGwZMzQHgs8BEHoTNANsUVwKOuM0Cu8Q\u002f\u002fw7UzQB92QcJ7uzNAxmcYHQ7pM0B46fohKuozQPlvF\u002fg9BjRAxlSRW5UGNEBIeFjZiwg0QPMhrs\u002fEEzRAHR4A6zMmNECo1lapqy00QBK8dRatLzRAzr6nl9RQNECiikdt81U0QDWY9CCtVjRA4Ah+81lcNECUnxxR1mI0QLXk8UcgbzRASnsywPpvNEDbVokiuH00QPzxPwF4fzRA+6OgfQSVNECt2rykQ6E0QK7NFkhUqTRATfhnldOzNEBAprxU4sA0QNxMy2WL0DRA\u002fzIbn+XUNEDXO3jL69U0QG+q\u002fNSV1zRAAWN70ZbgNEDXPg99Iu00QJyQBeBA+TRAl1oiAT0DNUC0aSCrBBg1QEL49gFJHDVARQFEZaAcNUAMYkBvniE1QCWoNoh1JTVA5a30YIslNUBq7cI5oSU1QFbpMCasJTVAmh0i\u002f8ElNUAokS3Y1yU1QC\u002f\u002fLrHtJTVABKcJigMmNUCI5tdiGSY1QFb3qTsvJjVAf5EiKDomNUAK7DcBUCY1QANaOdplJjVADp8Rs3smNUChp9SLkSY1QDtrqmSnJjVAgBjGPb0mNUCSQdoW0yY1QLX\u002fpe\u002foJjVAXwUK3PMmNUCxRA+1CSc1QHu1FY4fJzVAw\u002ffoZjUnNUB6Tag\u002fSyc1QP6MdhhhJzVAJ+1e8XYnNUBV39bdgSc1QPB3QqOiJzVA3NovfLgnNUAJixlVzic1QAK3+y3kJzVAp2HbBvonNUBNDLvfDyg1QDgtibglKDVAwgblpDAoNUBeAcZ9Rig1QCg7wVZcKDVAwzWiL3IoNUCmpnEIiCg1QNIUPOGdKDVAhYgQurMoNUB+tPKSySg1QP8c6mvfKDVAUpNpWOooNUCIvEYxACk1QCN1CAoWKTVAXvn64ispNUARr+67QSk1QAAgvpRXKTVAFd6JbW0pNUAcCmxGgyk1QNW43TKOKTVAoG6aC6QpNUCT+F\u002fkuSk1QCLzQL3PKTVATqMqluUpNUDgEm1bBio1QOSHzkcRKjVAQkOVICcqNUAaBGb5PCo1QLa8J9JSKjVAym\u002ffqmgqNUAYErCDfio1QLaB8kifKjVAj0LDIbUqNUCAljAOwCo1QFV1FufVKjVATqH4v+sqNUC3Tt2YASs1QGa0z3EXKzVASp7JSi0rNUBU46EjQys1QHasgfxYKzVAmu766GMrNUA5AtLBeSs1QNXFp5qPKzVA0v9rc6UrNUAxhCdMuys1QFYZWxHcKzVA2mM96vErNUAU3RvDByw1QF1hfa8SLDVAfypdiCgsNUDHrk9hPiw1QGbCJjpULDVAuL8ME2osNUBTuu3rfyw1QCLLv8SVLDVAwd6WnassNUDSXgyKtiw1QKZIBmPMLDVAuj3dO+IsNUACPpEU+Cw1QMsQsNkYLTVA9356si4tNUD+c1GLRC01QP4xw3dPLTVAEieaUGUtNUAZHHEpey01QIbiSwKRLTVA8nEb26YtNUCaNfGzvC01QO1p4ozSLTVAbpvOZegtNUC7GD9S8y01QFYTICsJLjVA\u002fYb0Ax8uNUApN97cNC41QKqq6bVKLjVA1pzyjmAuNUBaHuBndi41QKwbxkCMLjVAasPXGaIuNUAxfV0GrS41QIJ6Q9\u002fCLjVAjr8buNguNUD6TuuQ7i41QHDFxGkELzVAjmqaQhovNUBZYnYbMC81QMYoUfRFLzVA1ge34FAvNUDGQXu5Zi81QA2ETpJ8LzVAzcsra5IvNUAVDv9DqC81QEF8yRy+LzVACzKG9dMvNUA0K+\u002fh3i81QNAl0Lr0LzVARmWekwowNUAeG+xYKzA1QPYd3DFBMDVAPqLOClcwNUB4JsHjbDA1QLKfn7yCMDVAVDQOqY0wNUBXUg6CozA1QO91GFu5MDVADl0NNM8wNUBgWvMM5TA1QFMm2OX6MDVActbBvhAxNUBGtaeXJjE1QOnqJYQxMTVAhfAaXUcxNUDa++I1XTE1QF47sQ5zMTVAQTC\u002f54gxNUBJ4N\u002fAnjE1QLKY2Jm0MTVA7vRUhr8xNUBW5Fhf1TE1QGfLTTjrMTVAbvcvEQEyNUDO9BXqFjI1QE4mAsMsMjVACkrVm0IyNUDe8a90WDI1QM+knk1uMjVAVccKOnkyNUCqm8cSjzI1QEaWqOukMjVATMKKxLoyNUBKB2Od0DI1QM7Kb3bmMjVARUxdT\u002fwyNUD4vzEoEjM1QMTRthQdMzVAjwuy7TIzNUC\u002f1JHGSDM1QNjiXp9eMzVAd30LeHQzNUCnBMxQijM1QN0tqSmgMzVAMKQoFqszNUAJ3iPvwDM1QLJq7sfWMzVAEmjUoOwzNUD0Uc55AjQ1QE\u002f\u002fslIYNDVAkiiQKy40NUC1r1AERDQ1QJHAIt1ZNDVAG9ydyWQ0NUBpwI2iejQ1QNJtcnuQNDVA63s\u002fVKY0NUC5jBEtvDQ1QP73DQbSNDVAxRgT3+c0NUBKmgC4\u002fTQ1QLz6aKQINTVA\u002f+w6fR41NUAi7SVWNDU1QNm7Dy9KNTVAgkjaB2A1NUCaFIjgdTU1QExRUbmLNTVAAAdFkqE1NUDCx7t+rDU1QAY+zFfCNTVAGJ7rMNg1NUDHOukJ7jU1QHag2+IDNjVAWEi2uxk2NUDKbo6ULzY1QFbp+YA6NjVAFmjiWVA2NUC7HdYyZjY1QBcCxgt8NjVA1anX5JE2NUB6X8u9pzY1QI5Uopa9NjVA0oiTb9M2NUDCO4JI6TY1QBWyATX0NjVAYpbxDQo3NUDwhb7mHzc1QMm\u002fub81NzVAhjDAmEs3NUDuH8RxYTc1QPZWukp3NzVAVRKBI403NUCxWOYPmDc1QOLquuitNzVAmHeFwcM3NUA0MEea2Tc1QBahFnPvNzVAKpbtSwU4NUBWD8wkGzg1QFB1PhEmODVAQCgt6js4NUAU0AfDUTg1QEE+0ptnODVAz2++dH04NUDSz91Nkzg1QE8f3yapODVADAyn\u002f744NUBPNYTY1Dg1QDwx8sTfODVA7q\u002fanfU4NUBiT912Czk1QAf6vE8hOTVAujaGKDc5NUB6tW4BTTk1QOQrSNpiOTVAu+EEs3g5NUAWKGqfgzk1QNhvR3iZOTVAvnI3Ua85NUDG4DgqxTk1QKN6MQPbOTVA9WwD3PA5NUDmfS+hETo1QIaRBnonOjVArug9P0g6NUAtjn4EaTo1QNKi88mJOjVAinlsj6o6NUA8L2BowDo1QBL5Ay7hOjVAKyaE8wE7NUDyBPu4Ijs1QLbbc35DOzVA8\u002fSuQ2Q7NUCcuIQcejs1QObZveGaOzVAoKTeprs7NUCydw5s3Ds1QGwlXjH9OzVAaqFBChM8NUAyV4\u002fPMzw1QNLG0ZRUPDVA4sooWnU8NUC+Qnofljw1QH5\u002fQ\u002firPDVAbLmYvcw8NUB7tfGC7Tw1QOTJVUgOPTVAXpi\u002fDS89NUDW143mRD01QNEutKtlPTVAert+hHs9NUAZz1VdkT01QI8OJDanPTVAOZDaDr09NUCaZJfn0j01QE7jf8DoPTVAEKT2rPM9NUBKHdWFCT41QO+QqV4fPjVA2SXMI0A+NUCLYpX8VT41QEvhfdVrPjVA8ZZxroE+NUDYOuCajD41QDf2pnOiPjVAtuVzTLg+NUD6DlElzj41QA8EKP7jPjVA58T41vk+NUD8uc+vDz81QD+soYglPzVA2mRjYTs\u002fNUCi3MlNRj81QCLMliZcPzVAHwZb\u002f3E\u002fNUBCxCbYhz81QFaC8rCdPzVAPEPDibM\u002fNUBSQ65iyT81QHrdJk\u002fUPzVAak72J+o\u002fNUBxAa4AAEA1QFKpiNkVQDVAocSDsitANUCo+3mLQUA1QIDzVWRXQDVAPOAdPW1ANUCb3QMWg0A1QA7fewKOQDVAy0+C26NANUByfqC0uUA1QNF7ho3PQDVAVYRJZuVANUB3hDQ\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\u002fKOXZFNUDc5toSjEU1QMiA0+uhRTVAfNdF2KxFNUCzQkKxwkU1QDTtWIrYRTVA2tlXY+5FNUAEERc8BEY1QIgOxhQaRjVA2smM7S9GNUBSIwTaOkY1QF6sTLNQRjVAPohkjGZGNUCqDCBlfEY1QEIwKj6SRjVAqM8sF6hGNUCitljwvUY1QFLiqMnTRjVAKEXNoulGNUBu8leP9EY1QO5lY2gKRzVAWJeGQSBHNUAt+qoaNkc1QD7hn\u002fNLRzVAp46EzGFHNUDqwnWld0c1QMK6UX6NRzVA1Jm3aphHNUB8JoJDrkc1QJKflxzERzVAEkqu9dlHNUDCr6DO70c1QMkdoqcFSDVADFKTgBtINUAdcJNZMUg1QAGcG0Y8SDVAvgwiH1JINUC7iAX4Z0g1QEDI09B9SDVAInvCqZNINUAEZbyCqUg1QJKhvFu\u002fSDVAf50qSMpINUBNYckg4Eg1QG\u002foifn1SDVA4oeM0gtJNUA+rpurIUk1QFJsZ4Q3STVA+qv+XE1JNUAm4701Y0k1QLQUqg55STVAobEn+4NJNUB23UDUmUk1QN+KJa2vSTVAAQfShcVJNUCOv5Ne20k1QAQ2bTfxSTVA2R9nEAdKNUCOF+n8EUo1QGoou9UnSjVArVysrj1KNUCoQ9iHU0o1QBwl+mBpSjVAi\u002fg5On9KNUBU1IgTlUo1QJQxo+yqSjVA1sXIxcBKNUCUDlmyy0o1QI18WovhSjVA6uSIZPdKNUBGC5g9DUs1QBr1kRYjSzVAjJSU7zhLNUCobafITks1QE+cNLVZSzVAcpwfjm9LNUAz5PxmhUs1QIUY7j+bSzVAZwLoGLFLNUD2\u002fMjxxks1QKmyvMrcSzVAYgrNo\u002fJLNUBz5q18CEw1QIodE2kTTDVA3Br5QSlMNUB4V\u002fkaP0w1QBB7A\u002fRUTDVAmlzuzGpMNUBmSbalgEw1QJ9Jan6WTDVAkpEQV6xMNUBsy3pDt0w1QKI2dxzNTDVAGK1Q9eJMNUDwYg3O+Ew1QEvO0qYOTTVAqomZfyRNNUBPP41YOk01QKJWHEVFTTVAYpPlHVtNNUB3D5L2cE01QNLzgc+GTTVAdceKqJxNNUDjWKuBsk01QMYAhlrITTVAeLkQM95NNUBQLa4L9E01QNauCvj+TTVAGiUb0RRONUBSS2GqKk41QAS\u002fNYNATjVA2vvHW1ZONUAVt8U0bE41QPir0w2CTjVAMiWy5pdONUDciQbTok41QObRdau4TjVARAn+g85ONUA="},"y":{"dtype":"f8","bdata":"xjAnaJMD8z86kst\u002fSP\u002fyP1\u002fsvfii\u002ffI\u002fN\u002fsD5bb98j+I9UatMP3yP8k6HF2l+\u002fI\u002frvNvl\u002f368j\u002fidmhYjPryP+OON\u002fkt+vI\u002fJlMFo5L68j8\u002fpyA\u002fG\u002fnyPwgB+RIq+PI\u002fF7ZmKy\u002f58j+sdHedDfnyP+APP\u002f89+PI\u002f+UuL+iT38j\u002fEJFzII\u002fjyPwgB+RIq+PI\u002fSbpm8s328j8uc7osJvbyPxKgppat9fI\u002fLVvri4T28j9xqyAGuvbyP39t\u002ffSf9fI\u002fYw6Cjlb18j8fvkwUIfXyPxIUP8bc9fI\u002f220Xmuv08j+jO4idKfTyPytoWmJl9PI\u002fA1\u002fRrdf08j8PCd\u002f7G\u002fTyPytoWmJl9PI\u002fAFRx4xbz8j+kx+9t+vPyP7+aAwRz9PI\u002fzNB4Iojz8j9tOZfiqvLyP5We6SXG8vI\u002fiQyreCPz8j+kU1c+y\u002fPyP+YklL4Q8vI\u002foUj3cwry8j8B+KdUifLyP5QSglX18vI\u002feT9uv3zy8j9ehCnKpfHyPxkcJa\u002fO8fI\u002frdo1Ia3x8j81Bwjm6PHyP9ZvJqYL8fI\u002fdjQO9bvw8j9dbFopBPLyP4YBS65i8fI\u002f\u002f+xHisjw8j\u002fvq3Kh8u\u002fyPz+O5sjK7\u002fI\u002fylGAKJjx8j+Sk4lbBfHyP\u002fvJGB9m7\u002fI\u002f00z3Oqnv8j+D3htDAPDyP+J1\u002fYLd8PI\u002f4PYEie3u8j8XKZSFr+\u002fyP09bI4Jx8PI\u002f4xk09E\u002fw8j+QoPgx5u7yP7gFS3UB7\u002fI\u002faJdvfVjv8j8\u002fGk6Zm+\u002fyP8dGIF7X7\u002fI\u002fTdwqiIHu8j+4kbJF0u7yP7d546Qw7\u002fI\u002fCOi+nNnu8j+cMjffiO7yP0m5+xwf7fI\u002fgV8jSRDu8j\u002f84ee\u002fB+\u002fyP6lQ3Vz87fI\u002f0VlmEYrt8j+Bd\u002fLpse3yPyE82jhi7fI\u002fnb6er1nu8j\u002fhmjv6X+7yPwVpxqLp7PI\u002fLVqAttXs8j\u002fRWWYRiu3yP94DdF\u002fO7PI\u002fBoGVQ4vs8j9WYwlrY+zyPwVpxqLp7PI\u002f+daH9Ubt8j8fMXpuoevyP5o\u002fprVp7PI\u002fSkVj7e\u002fs8j8hyEEJM+3yP+s56X3j6\u002fI\u002f98snK4br8j+n6bMDruvyP0rRyr3A7PI\u002f662BrRLs8j9jmX6JeOvyP1PMQdDR6vI\u002fYw0Xuafr8j9W73A7NOzyP0eum1Je6\u002fI\u002f3IR7Zd7q8j\u002fchHtl3uryPx+94T5y6\u002fI\u002fswdagSHr8j8sf74tWOryP4h\u002f2NKj6fI\u002fswdagSHr8j9vtyQH7OryP3xhMlUw6vI\u002fsHCS5o\u002fp8j+kUuxoHOryP+gWuhKB6vI\u002fb7ckB+zq8j\u002fYYUz6e+nyP22sxDwr6fI\u002fAd9t3jjp8j\u002fooiHjUeryP1RweEFE6vI\u002f2Xkbmx3p8j+huyTOiujyP22sxDwr6fI\u002f2e2zykzp8j964jlbQOjyP+YjKelh6PI\u002fecpqup7o8j+xiGGHMenyP204LA386PI\u002fay3MQjvn8j8n3ZbIBefyP8rErYIY6PI\u002fvY44ZAPp8j82Bp0QOujyP+IA+n3\u002f5vI\u002fQiRDjq3n8j8aM4l6wefyPzYGnR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Z6o3v89StABaZI3M0OLECK0QNnmyosQNK+UOB3LyxA9pkLLCBXLECuf\u002fZMOl8sQLtLtBsqiCxAIrRhmnGJLECOOjiF6Z0sQPiEm9dwpixAYFOJ1TWyLECb4S8hF8osQHXazctCyixA0lTvmZrVLEDFrNmn9\u002f4sQDIm2t9hGC1A5kdFCPkfLUBtOLS9YUAtQA7XJet1Ry1Ajq94RjNZLUBKpwbpC2EtQAvyeuKPdy1A47fhDOefLUCq8PUX0cctQH0TJO8o0y1Ae9j6sCHkLUDSCvgbw\u002fQtQC73IVOkDC5AsoEbb00XLkBIs2q1XSEuQPvxFRB9Ry5AvqZE+wBeLkCL7Zr3MXwuQCASk2zhui5Aw3Vru2LCLkA+UX8QusIuQCtQhgjqyi5AUKo4oI3fLkDbWqKeFuEuQLDIzevH8C5AOFGG3ocRL0DK0q\u002fOwxsvQKWtZryUKS9ArrfDWCA6L0CVE3C1M14vQDqKN\u002fe7fC9AiBL77pa7L0CYFuB009AvQB6+e3krAjBAwrEXobwIMED+USaYHjEwQAqA58tXQDBAlbK546dRMEBHnCteB1cwQJA4aC1BXTBALUBxQTxeMEAdTQyooGIwQF5MsRL\u002fZTBABxpXTzJ0MEAchgVNRHcwQE5635+neTBAvjsLRfF+MEA6OCeA+oUwQPoPLr3xiTBAwwtKS1KRMEAYGOneEZMwQDC9n+aEqDBAxzrf+ey9MEAyr2ehob8wQDji\u002fR9+xDBATNrXhjbrMEDbNZRD8u8wQE6fMBMs9jBAy84JX9EDMUCLv8e4KhwxQM4JQUKjJzFACLyxV3A4MUBHelUqkjoxQA01fcsdSzFAL8MyddhNMUBU7i7IvlAxQBIUVV31UDFAdlqnQiRXMUDA\u002f2xJ\u002fGcxQIo0I12ahjFARxfFR6WGMUCeHyiydIcxQPX0FLCSjDFA5pq7w9GwMUB340zqgLwxQDnwMnzhwzFAxrAsZP7GMUBFHnq42McxQL6YizejyTFAQRru4dTKMUDyN934oNkxQLpLfVBxBDJADloKRFoWMkBbFjQWBRoyQEAbZfmwHzJAVb\u002faEWYsMkBRWnqmHy0yQAVrz1I1QTJA+tSk2\u002fxbMkAHWv4p33UyQPmY7vkqfzJAEuDyLVOhMkB9tBJ\u002fXaoyQNqvT6TorzJAhEEiODGzMkBaBfOYQb0yQBjoLG\u002fmvzJA8t3o51HHMkB2Op5gz9EyQNLY+iDMEjNAfILkiHIiM0ALl0IhFTUzQCFzinT1NjNAxXCamvc6M0Ah4M4XV0AzQIWtw2\u002fOXTNAq9Jy0cN8M0BVOr6cJ4ozQA49A1acmDNA\u002f0ohyMCpM0APOlbcu6ozQII6kdLPxTNA9sK7MHzWM0AU9QMBqtozQMP9nzH87zNAMse\u002f5ef8M0DdWaoGtQ00QLCSVHJ5IjRAJdeZchooNECzRl3Xo0g0QK5NJCsTTTRACmN5qOlQNEDRdFFnk1I0QCpViHsRVDRAEwqquQJXNEAkmYkj0lc0QCZoMe4dYTRA5eZA7KZiNECHqeclJ2g0QFUn6OQedzRAGmCSUOOLNEAkfYaQuKE0QIRr\u002fA4AozRAxKqYqLu7NED99TIYJsE0QLJI\u002fMgWzTRAv9xF4pXkNEC41wXq8B01QEiUbbN+MjVAUBhLxA43NUAF47yqJ1E1QDDAX+abVDVA+AFfOvlVNUDHrzvfhGY1QIOB2G5cbDVA4b89HtF6NUAu6eC2bo41QFrKX4oTkTVAvli5epenNUDGe5dif7c1QD5CyE2cujVAWkmfPNfCNUDTD2xGJdA1QKVPp3Ce0jVAPIkuPGHaNUDBXE0Qfds1QGymxVtA7jVAytylQFkINkDFa5q9OT02QEZf7MZ3XzZA70pQrqBkNkCVIvvp+Ho2QBGHvh4ghzZAMmHcbqGONkC+sOsSCZk2QBZNLcGzsDZA0xS1cRC7NkDCr1QGyrs2QMv0ANmAwTZAL0VsA+7BNkCeJWgMN9A2QEbrJRrT1jZAd0ivMNvvNkD3Dp4wF\u002fo2QJ70d6a+CzdABDs6figaN0DHTh+qGTE3QNHkKdMbNTdAhkztsZ5JN0Chu9FoeFM3QNWc96CNXDdAS\u002f6HctllN0AGKCGGXWg3QDxM8G9uaTdA3NHyhOZpN0CWrwXhA3g3QO5P7lxBjzdA3JCRv6erN0ADSc8QHbE3QHq7dgGVxTdAZnnUFBPHN0AlME0VseU3QErYSQ\u002fV6zdAQ7cvqoQCOEAK7xsMGQ84QBQ4puQHNjhAVvzX+X82OEBNMLbnLmo4QJ0aOTLgeThAVnaQv8+DOECAw8y9XoY4QMzTE\u002f7mpDhAwhSiWEa+OECyEyK55sw4QOKqvETW1jhAoh36GezWOECqSEXvAdc4QB71ksQX1zhAJiDemS3XOEADZyRvQ9c4QAAZfERZ1zhAjknRGW\u002fXOEDqqnAEetc4QJ5UudmP1zhAQ\u002f4Br6XXOECi7zyEu9c4QFRielnR1zhAO1m\u002fLufXOEDyG\u002f4D\u002fdc4QAYQPtkS2DhAYuiCrijYOEApeyOZM9g4QKqgZG5J2DhAN8alQ1\u002fYOECWwvQYddg4QGRARu6K2DhA6bWIw6DYOEAs3s6Yttg4QLzLc4PB2DhAq3K3WNfYOEDAZvct7dg4QNmqOAMD2ThAg2132BjZOEA6MLatLtk4QCNA8YJE2ThAAFAsWFrZOECBNdNCZdk4QCF\u002fHhh72ThAbPEF2JvZOEBT6Eqtsdk4QJoph4LH2ThAXJzEV93ZOEBCXP4s89k4QGlpNAIJ2jhAXfHR7BPaOEDuOh3CKdo4QGTnapc\u002f2jhAxNilbFXaOEBum+RBa9o4QPIQJxeB2jhAl7pv7JbaOEBBtLnBrNo4QGB3Tqy32jhAj\u002f13gc3aOEAYjLBW49o4QJJR9Cv52jhAXX9EAQ\u002fbOECl94vWJNs4QE66yqs62zhAmFlmlkXbOEDtmqJrW9s4QMaR50Bx2zhA6IUnFofbOEDOfGzrnNs4QKZzscCy2zhAjWr2lcjbOEDG4j1r3ts4QLqid0D02zhAZMMVK\u002f\u002fbOEAAvV8AFdw4QBXoqtUq3DhAZxDxqkDcOEBXgCmAVtw4QIQkaFVs3DhAx0yuKoLcOECJh08Vjdw4QJUCnOqi3DhAAcjfv7jcOEDr1xqVztw4QMceYWrk3DhAbMipP\u002frcOEDtJPYUEN04QLdSRuol3ThA\u002f8qNvzvdOEDTxzKqRt04QJ71gn9c3ThA8B3JVHLdOEDj3QIqiN04QMDtPf+d3ThAbgB+1LPdOECneMWpyd04QONObJTU3ThAXhSwaerdOEDYoug+AN44QMKyIxQW3jhA\u002fzhN6SveOECa8He+Qd44QE6awJNX3jhAX3UKaW3eOECCaUo+g944QI4L6yiO3jhAx4My\u002fqPeOEB7LXvTud44QC\u002fXw6jP3jhA4kkBfuXeOEAEPkFT+944QGQ6kCgR3zhAeWXb\u002fSbfOEDyOH3oMd84QH9p0r1H3zhAG5onk13fOEAz3mhoc984QDFZtT2J3zhARoQAE5\u002ffOEDGqUHotN84QKiHkL3K3zhALsU2qNXfOEBnPX596984QIYYyFIB4DhA2EAOKBfgOEB96lb9LOA4QAwQmNJC4DhA+3\u002fQp1jgOEAS0m+SY+A4QIh+vWd54DhAU6wNPY\u002fgOEDu3GISpeA4QEBHyOe64DhAphw\u002fvdDgOEDEOaiS5uA4QGrj8Gf84DhAvAs3PRLhOECCntcnHeE4QL0WH\u002f0y4ThABY9m0kjhOEC4OK+nXuE4QCHl\u002fHx04ThAQ9k8UorhOECMGnknoOE4QBSpsfy14ThAXUhN58DhOEBWqqO81uE4QIxAAJLs4ThAEbZCZwLiOEAc+oM8GOI4QDElzxEu4jhAv1Uk50PiOEAsUnO8WeI4QIKTr5Fv4jhApVDkZoXiOEBmwyE8m+I4QNs4ZBGx4jhAkvui5sbiOEC5CNm73OI4QJ\u002fIEpHy4jhAhb9XZgjjOEAK\u002ff1QE+M4QHbCQSYp4zhAPE51+z7jOECyw7fQVOM4QJOhBqZq4zhAqsxRe4DjOEDiRJlQluM4QFsYOzuh4zhAlceNELfjOECgTe7lzOM4QECXObvi4zhAn5OIkPjjOEBfSOVlDuQ4QNoNKTsk5DhAUoNrEDrkOEA+mhP7ROQ4QC6DdtBa5DhATGnUpXDkOEAllyR7huQ4QDrNg1Cc5DhAaszXJbLkOECDEBn7x+Q4QB4KY9Dd5DhALwQDu+jkOEB3fEqQ\u002fuQ4QAatn2UU5ThAHvHgOirlOED6ABwQQOU4QLLDWuVV5ThAEbWVumvlOECW88yPgeU4QEAUa3qM5ThAAYeoT6LlOECCrOkkuOU4QKSgKfrN5ThA4jFnz+PlOEDlTUePBOY4QIVgh2Qa5jhAztjOOTDmOED27HEkO+Y4QLRRzflQ5jhAruouz2bmOEDQ3m6kfOY4QEptp3mS5jhAlv7kTqjmOEDUjyIkvuY4QDeaU\u002fnT5jhAbnfr497mOEDunCy59OY4QA14do4K5zhAIqPBYyDnOECYGAQ5Nuc4QIvYPQ5M5zhA1Bl642HnOEAcksG4d+c4QI4NZKOC5zhAdM2deJjnOEDAXttNruc4QHchGiPE5zhAuklg+NnnOEBJb6HN7+c4QGqje40Q6DhAxnvAYiboOEB+wLgiR+g4QFmBuuJn6DhAqK2noojoOECeyYdiqeg4QOpaxTe\u002f6DhApHaU99\u002foOEDFonC3AOk4QFZjYXch6ThA82lMN0LpOEBAQpEMWOk4QN8Cgs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gBoFkDRMNmTGHMWQGLvZAuVeRZAWZYocOx5FkDB3xk8L5oWQIbuxPxAqxZAokHKUTqxFkC6emzil7IWQLG+LjxZthZAkaZzoCzEFkDpSmkjP8cWQMhCx+z43hZA9NEqwN0EF0AcOhk9uAUXQC7sCq8+OBdAdqMceZRUF0C3JO8k8WMXQEdzL\u002fMHhBdAlhXdSMmHF0DR0e1VAYoXQPpv9KOvkRdAOzNxEfSVF0CZDgqJ\u002f6UXQHrIBqoz4BdAzWmWjOfvF0DSAuwJ7AUYQK7VLoHrDBhA2Z7lZKQrGEA28Ti76C8YQFLGtHcLUhhANfD\u002fPHNxGEA1GSUc+pUYQNcE84WAwRhAog12ezTRGEBy4tYwhdcYQEEAvhA55xhAkMibKV37GEDnDPrKNCYZQCRKvg\u002fQMRlAEOT7xyA4GUC47ZjD+j8ZQGQi2\u002fhbZRlAmTmR5OKJGUDqwb2g86gZQGB2YnFg1xlAjRWmQSX\u002fGUBAaBSQCwkaQKO1ra+zDxpAKOr6dU8UGkBdKNwEvx8aQCYBTFd+PxpAyCuRtK9HGkB+OrI5nFIaQLKB9A9KYRpAE2aS\u002fHpwGkCafFTCYIEaQM7aYcwNlxpA83BcreasGkCyr5a1L8caQMv1nFek4RpAqpcSFg3zGkBgPZgEDAEbQIY0yZR7DBtAne48+qsiG0COPYvAfykbQNtrkgMhNhtA\u002fvtdlO47G0D1+upf1T4bQIVLpvvaRhtAulW1aC2GG0D1+KGqtocbQGs5jV4ZmBtAYzxa6lS+G0B6t6CA7t4bQDAWb1SGFBxABqkKPQcxHEBgICcRwE8cQBaGe9duUBxAk0hzqo1VHEB7W8DmA1scQN6u\u002fIzkXBxALgYj37dqHEDrG3pyZc4cQAAsSoCP4xxANc0uEvEBHUBglp+H3QwdQEIGbZDOLR1A1ZAcFENIHUBdiUt3mkgdQGgtLTAQVR1AbjYle3NeHUBLuVyxQGsdQDqXkVHVfB1ADvwo7KGQHUDzrobPjaIdQF3+UYJgtx1AbrYn+zq4HUAwNI7EDr8dQDWmIDZR3x1AnjkIxK7gHUCbOS5asCAeQBPv4XSIRB5A0ujvh1VRHkD6bpvrrFEeQFjC12CsWB5AK3fYT8CUHkDzpfXE5KEeQMA8zqWYsR5A1fZBC8nHHkAbkwu4otYeQB2Ud9kj8x5Awm\u002f\u002fSJP+HkDtXsvxqwIfQIuNtVHvFB9AA6zQIsc4H0CgCDZrwD4fQJ4WUJ+TTB9AbqpeURxVH0AFGQzlsVgfQBY3KKY6YR9Ag3nCXqKAH0DmLN\u002f4b4YfQINGf8aNmR9ATpo5VZvbH0Dgehtxe+QfQFtoNtTS5B9AnJCEVqwrIEBFbckLYz8gQLM0zbrNYiBAUsv\u002f5nCBIEDWohWPdokgQB4VziUojiBAmlGHDgXBIEBKANT+ucIgQIlKAfpc4SBA7ryOmPvpIEDTbGtCtvMgQFQwAmu6ECFATjrqZosTIUDamHPrnRYhQGg+esfOJSFAHAI8FdEwIUDNJSzJGDIhQHKSMEMrNSFATp+6kxs2IUAlXLL5u1AhQOfMQjYpUSFARvj8jq5cIUAPrY2LJ2YhQArDKEGLaCFAsB3gQqdpIUCXSlL6Jm0hQNN3yCwWfCFA33QarpiDIUDZ6\u002f637IYhQMEODapUpiFA9274V1GpIUB4UdO7DcUhQM9CxBdSySFAL41ThOHLIUAddkC0H88hQMbQGeZ50yFASD+xi67YIUCT9ndL1uIhQNtvFTVJ6yFA1zLZrBDwIUAO+g20GAMiQBUgqCwFDiJA4MgfvkIYIkDuEaUi0hoiQMeOTcOyHCJArjEx7oo5IkCPkU\u002f3+j0iQK4VNZSQQSJAH6f\u002fCstOIkBTAZt+71siQGGkzPpxYyJAil7qGNR6IkB4gvlx1oUiQPIWUNUthiJA7uQijfeVIkAiySyfhLsiQI2WesHhwyJA6Crja8LFIkD\u002flotkSMoiQFbEy4l21SJA5sCNSqroIkA7G+NUW\u002fQiQDk3UICG+yJAIQEFNsQFI0AJZrsZSgojQMEBwVjTCyNAtvFOvCoMI0Aly5564R8jQHiUD9FKKiNAsN5zcQ8rI0A+JtFyizgjQPKUNp7tTyNAnA0xYB5fI0DXAVOYZHUjQM2h91fkeCNAz6pEuzt5I0BeL+tsZ3kjQASuIAwseiNA1UZUymScI0B0aRdEP50jQBAj0wPboSNAkF90q\u002fyqI0D1Y1beOq4jQBJzbZCUuSNAi26Zc3PXI0CvjRmK9tcjQGJUHk522yNAv\u002f8keGLtI0CK6R5TI\u002fgjQGlJpxhhAiRAiMzJcUcMJECiMD5LnhMkQHSdEwdDHSRAzgy9crYeJECQaOSpZyokQD5AXP1pNSRA0voIOeA6JEAmtu6L0DskQPBLKhb\u002fPyRAZoPiuMNAJECmuUdp6E0kQMWcdYiHTyRAO9iuk65nJEAGRR9VLmskQPRkeTBpcSRAnyuSRexxJEAbPnDlsHIkQAq0YL0GiCRA+qhulhyIJEBaZqhISIgkQNog3fpziCRAroMjrZ+IJEB6iQNfy4gkQLjp1hD3iCRAVCDNwiKJJEBwFY90TokkQEwmYU1kiSRACiEt\u002f4+JJEAgaEGxu4kkQMTQI2PniSRAbmvyFBOKJECsTwTHPookQCefJ3lqiiRADaIXUoCKJEABfhoErIokQAmsb7bXiiRAYiJraAOLJEBqJUYaL4skQPqp7MtaiyRAMTGYfYaLJEBpqpgvsoskQHicw+HdiyRAaZHRuvOLJED+ct5sH4wkQDxX8B5LjCRAZ0kb0XaMJEDVEWmDoowkQBnPojXOjCRAGqCR5\u002fmMJEC9Fh+ZJY0kQCbEA3I7jSRA9x7NI2eNJEAAtJHVko0kQLCjSYe+jSRAqhfSOOqNJECyKFjqFY4kQCaX1ptBjiRA1Rh4TW2OJEBQqEcmg44kQBwq6deujiRAvqB2idqOJEAyD\u002fU6Bo8kQOrX1OwxjyRACyr9nl2PJEDsj9pQiY8kQErXgAK1jyRAgDdp28qPJECCCFiN9o8kQO1aEj8ikCRAOSyT8E2QJEC5pSWieZAkQNaa51OlkCRAegPKBdGQJEAO84G3\u002fJAkQMoWVZASkSRAUmkPQj6RJEDhf5\u002fzaZEkQAQVZKWVkSRA5HpBV8GRJEDR+d0I7ZEkQETsmroYkiRAljCqbESSJEDkjcRFWpIkQD7ul\u002feFkiRA\u002fHpNqbGSJEAY3iVb3ZIkQDqW5wwJkyRAH+OXvjSTJEDjMk1wYJMkQF2QGyKMkyRAjVn7+qGTJEBz8cSszZMkQCrQzF75kyRARzOlECWUJEC6JWLCUJQkQIbopXR8lCRAATjJJqiUJEBEccTY05QkQC12BbLplCRA+aZfZBWVJEAIFUwWQZUkQCuqEMhslSRAatG+eZiVJECaqrwrxJUkQETsxt3vlSRAD13NtgWWJEC5tP9oMZYkQIXlWRtdliRAoYnUzYiWJECcMFSAtJYkQG461jLgliRApXA65QuXJEBwoZSXN5ckQAzuskljlyRAwKOmInmXJEC0aYHUpJckQMJTL4bQlyRAX+PpN\u002fyXJECk47\u002fpJ5gkQKZGmJtTmCRAJ0RpTX+YJEAusmomlZgkQIF6uNjAmCRAzdf0iuyYJEAto9k8GJkkQC50yO5DmSRAKBtIoW+ZJECp1XxTm5kkQEy6IAXHmSRAtWcF3tyZJEA80OePCJokQB02xUE0miRATYuE81+aJECK1S+li5okQNUq71a3miRAQn2pCOOaJECuwbi6DpskQD6HAW06myRAvjEYRlCbJEDonwT4e5skQM5w86mnmyRACz\u002fdW9ObJEAal6EN\u002f5skQNbKkr8qnCRAu4VZcVacJEAbUT4jgpwkQFzlY\u002fyXnCRAYxO5rsOcJECTaHhg75wkQCa+yREbnSRABqBow0adJEBDADx1cp0kQD74AieenSRAVC\u002f5\u002f7OdJEB2\u002feKx350kQBpmxWMLniRAI\u002fuJFTeeJEAkof7GYp4kQISvf3iOniRAyb0AKrqeJEB5KXrb5Z4kQP+J34wRnyRAF1aNZSefJEAK8e0WU58kQK1ne8h+nyRAqF9CeqqfJEDZe9wr1p8kQO6Xdt0BoCRAC\u002ftOjy2gJECCcShoQ6AkQGgXnRlvoCRAwkz2ypqgJED4T2N8xqAkQMkm7i3yoCRAZjJq3x2hJEB6ysWQSaEkQCRdF0J1oSRAzmIMG4uhJEBqM2nNtqEkQHoPbH\u002fioSRAzSgBMQ6iJEB2u1LiOaIkQCajjZNloiRAug4HRZGiJEBq\u002fr72vKIkQK4MQKjooiRAV472gP6iJEBY26YyKqMkQA42cORVoyRARisyloGjJEAK\u002fyVIraMkQMYyF\u002frYoyRArO3dqwSkJECAzMOEGqQkQHIkiDZGpCRAljUO6HGkJEA6rJuZnaQkQNuQP0vJpCRAtJm2\u002fPSkJEBDsEauIKUkQEwv419MpSRAK6NrEXilJEAo3S\u002fqjaUkQJxLrpu5pSRAOOkTTeWlJEAyXZz+EKYkQLozlbA8piRANpngYmimJECBct4UlKYkQCYdvu2ppiRA6oKbn9WmJECaclNRAackQJpR7QItpyRABxK+tFinJEAbQ6pmhKckQO0vXRiwpyRA79XRydunJEASlJ2i8ackQFx7RlQdqCRAed4eBkmoJEB6Qfe3dKgkQPq6iWmgqCRAMrBLG8yoJEC6GC7N96gkQDwW\u002f34jqSRA5b54ME+pJEDOViAJZakkQAz6j7qQqSRAZGgObLypJEAouMMd6KkkQEt4AtATqiRABNtIgj+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GNZsPQEq5tzDD7Q9AOfMTzxsIEECA7fAjcwgQQM6dYSP2CBBAR+rIw1cSEEAVZrCXXz8QQE1pzzGRcxBAkzl0eBh8EEAiUqshzpMQQKEaWhi3pRBAtMHlE2StEECyJ4gR868QQGSbRakxyRBAWeeJ9NHrEECf5\u002fKaJ\u002fMQQIv+2DQNExFABjyagYgZEUBE\u002ftUrNxoRQIctFn6mHhFAe0UVDFA0EUD0qMS1WEQRQOKrkgVdTBFAkrdDAIFSEUCN1I6nTm4RQD2FL56LjhFA4QV8RO2XEUCffniTaJ4RQCCUbj0XnxFAboKDO6ahEUBKbLKQgKIRQMLn8ub1pxFAxaec3fy+EUBtF21zfM0RQLowT7yA1RFAulrOugnXEUCkTq1jQdkRQMbBy7RF4RFAsVyfByzkEUAbzRZJbPYRQAm7\u002f48dBhJA38cqzFEWEkDkKkHJ2hcSQJJLeld+LBJAoUZrVgcuEkA6nwE8\u002fEESQFJNy4MGSxJA+QITLXRWEkBmaeV\u002f6VsSQCvJgtBeYRJA1udpzQVoEkBA4QYZmXISQKbg1MJHcxJAsTL0u+55EkBPRZmzm4ESQHEOkzKlpxJA93FrgSavEkB\u002foDl8J8USQLsu4McI3RJAZpftDbrsEkDQ38IDzQUTQMbcAgRWBxNAY838ArAWE0De9ohLJjITQCoFhPRjNRNA1Ned8Ic7E0A6NLDtKEETQKoNFuj5ThNAE3B\u002fSJ+PE0CAx7aIRJ0TQAZB+UWHvhNAtuzl7TvAE0Cq0zRymN4TQJ\u002fd3OmbAxRAznRQbeAdFEDNiB0PNiUUQDJnI7R5KRRAdQQ58R43FEArV5SMA0EUQKTKu84xUBRAzQCKy1VWFEDpdqC\u002f628UQKOEjrdFfxRABdLTYfR\u002fFEAHMB1U0Y8UQKIbsSgCrhRAOjNG\u002fnPBFED6JxlTy8EUQIYF\u002fUQl0RRAivq1PczXFECPeJzTP+QUQFBj3Q1c8BRATfDlqij2FEBGuah0fRoVQLrVaBiMKxVAAJHoXlU\u002fFUBfRKBOAkcVQJVv+K98ahVAjY29WTFsFUBGggD24IIVQE5EPKCPgxVAFuUS9WmEFUB17t2S3ZAVQGVFRMp9sxVAHU26xpW3FUAEBUMUEb4VQI6pFmGkyBVAi8AJ\u002ffnPFUCLL0hC8tUVQHQm8vBe\u002fhVAInBajT0HFkDst0jp8zQWQD7eIuSCNxZAJgYdKhBBFkBg244HI1oWQLiqHfxAXxZA\u002fn5Rl4pkFkCtvJVqf3gWQHhtiOnzmhZA8ZLUPmmgFkAhB1jjYMMWQAiQ6i4k1hZAbQo9KTHuFkDmo8gouu8WQIYnrNLx8RZA2PqhcDwNF0CamBC+NBMXQMfwWat2HhdA\u002fjPFoLIoF0BgHxLusC8XQD+P9H9OQxdAZ1VUKIZFF0Bps50aY1UXQEwCRLxTYRdAksn0WVZwF0B\u002fhcXvBYcXQN4RLO0dixdArUSVlbWdF0B2LeTjbcQXQAJqO+H8xhdAhh9qXHHpF0CZNMABPu8XQOF74Pzq9hdADGsE42ILGEBZpXAqfxcYQBMR73xlGhhASiSlNDFwGEB7p7XZ8XMYQBzdXH++eRhAZLST+M62GEC6tiaig7gYQA+Q+0bTvhhApNkp7JnDGEAalx9\u002fPdgYQD7Hur0G7BhA6ibBY0rwGEDtgL2DTw4ZQKoCM8aVIRlAM8\u002fqtuMuGUDmmqT4BTwZQOVikEYKRBlA5pzCLYhZGUDASB\u002fWv1sZQOLRniqaXBlAAlIEIWtqGUD754psh3YZQKgbCRRygRlAc\u002fERau2HGUCrArkRQ48ZQB+Spg\u002fSkRlAxRBZ\u002fBSzGUCLeX2n+bwZQAp2dU9nyBlAE3SRndzNGUDdUhDvwtAZQNVnPeaH3BlAglL63nDuGUAdgt8yY\u002fMZQP13eN2O8xlAsgX729b\u002fGUCicXkuvQIaQNCSYSTVBhpAmME5ghkhGkA9SlmAnCEaQPsxN8eOJhpAlkbJGfgpGkDKo6jDrCsaQHWcJheTLhpAuzfKa\u002fYwGkBFVw3vIkcaQCjXZxnmWRpAQgduZvBiGkCOcpi4ZWgaQCvDVgovfBpA2oHnCcR\u002fGkAGbhlfG4AaQLtMObSEgxpAOJaAX\u002fKOGkAVRF0Efp8aQLZbfa21oRpAdrAlnoywGkC2XNbtAbYaQHPIumKD8BpA7uE\u002f9mIPG0BOkUxFbRgbQEJVF5jiHRtA+A5fibRBG0D6CgbcmkQbQA5ZgSwKSRtA4mljI0xUG0Aaxrp101wbQCCtknViXxtAYBCKdYBkG0BL28hvLWwbQHA33FSTfRtAWDz2pnN\u002fG0BYTuiNCZkbQHImo42SmhtAJmgDN+ihG0DeO2HhnKMbQCMm6YvUpRtAA5dY4H+0G0DyBIQtMcQbQKKMEXRx1htAONQKHqPXG0BIRALGb90bQBqEk79A6xtASj7CaXLsG0DwJOq+yewbQI48iLzn8RtAsFknEdT1G0Du9di1vxYcQGBOMmBuFxxAEqrSCpoXHEAGlgRg8RccQHixHbVIGBxAwKv6CaAYHEDQpdde9xgcQHWM\u002f7NOGRxAa3gxCaYZHEC+a8Wz0RkcQGNS7QgpGhxACAQkXoAaHED7akGz1xocQMgRZAgvGxxA88ikXYYbHEDbhe+y3RscQJ2mEgg1HBxAALcXXYwcHEAoDa4HuBwcQEa52lwPHRxAqsnfsWYdHEAYjDQHvh0cQMjvulwVHhxAXnIKsmweHECKKUsHxB4cQLYVfVwbHxxAkA4bB0cfHECTBWFcnh8cQLPmfrH1HxxAFfeDBk0gHECTQYRbpCAcQKUXjrD7IBxAYn6rBVMhHEAiGrpaqiEcQABoQQXWIRxApRl4Wi0iHED4xaSvhCIcQMVsxwTcIhxArU3lWTMjHEC9I++uiiMcQEW\u002f\u002fQPiIxxAvnKMrg0kHEAiKs0DZSQcQMbbA1m8JBxATlM\u002frhMlHEBFG54DayUcQHDS3ljCJRxA3pQzrhkmHECQUX4DcSYcQBoifljIJhxAsET5AvQmHED6aiZYSyccQPCLSa2iJxxAiGddAvonHEAgDoBXUSgcQIIehayoKBxAri6KAQApHEB71axWVykcQHuORQGDKRxAiy9eVtopHEAwFoarMSocQGoNzACJKhxAbgQSVuAqHEAi9k2rNyscQECiegCPKxxAQBSsVeYrHEBCzUQAEiwcQP4zYlVpLBxAU+COqsAsHEAG0sr\u002fFy0cQDKJC1VvLRxAk0BMqsYtHEBGVlv\u002fHS4cQLXb2KlJLhxA+nzx\u002fqAuHEDF7iJU+C4cQKCgWalPLxxAelKQ\u002fqYvHEDaLaRT\u002fi8cQEtJvahVMBxAaPXp\u002fawwHEAokfhSBDEcQPN+gv0vMRxA6mq0UocxHEAlYvqn3jEcQG1kVP01MhxA6lWQUo0yHEC2\u002fLKn5DIcQJ7d0Pw7MxxAEPnpUZMzHEBw95H8vjMcQIL561EWNBxAXasip200HECiTDv8xDQcQL74Z1EcNRxASHCjpnM1HEAjRq37yjUcQP5QqFAiNhxAQzko+002HEAeDzJQpTYcQD3wT6X8NhxA8uGL+lM3HEAqpOBPqzccQH5QDaUCOBxAjfEl+lk4HEACUMukhTgcQMNMG\u002frcOBxATUlrTzQ5HECIQLGkizkcQC4n2fniORxAw837Tjo6HEC2NBmkkTocQPugQPnoOhxAdg1oTkA7HEBC+\u002fH4azscQCrcD07DOxxA9oIyoxo8HEAVZFD4cTwcQP1Ebk3JPBxAQ+aGoiA9HEDYjKn3dz0cQDpE6kzPPRxA65+K9\u002fo9HEAKTLdMUj4cQF3446GpPhxAEOof9wA\u002fHEAw941MWD8cQJUPEKKvPxxAA\u002fY39wZAHEAVzEFMXkAcQO7E3\u002faJQBxAhWsCTOFAHED+1ymhOEEcQB65R\u002faPQRxAWNRgS+dBHECDZ86gPkIcQLvQXvaVQhxAqCn6oMFCHEBNECL2GEMcQIbSdktwQxxA2n6joMdDHEA7NuT1HkQcQJu4M0t2RBxA8GRgoM1EHECFC4P1JEUcQAB4qkp8RRxAKs5A9adFHEASr15K\u002f0UcQFhQd59WRhxAI\u002feZ9K1GHEAa48tJBUccQG2P+J5cRxxALldX9LNHHECVLief30ccQLK2gPQ2SBxAwleZSY5IHEAwGu6e5UgcQA0tZvQ8SRxA3VidSZRJHEBNdLae60kcQIaPz\u002fNCShxAcKXeSJpKHECGm3fzxUocQBKYx0gdSxxATY8NnnRLHEAaNjDzy0scQLuOokgjTBxAo\u002fIonnpMHEADzjzz0UwcQM67xp39TBxA3jgM81RNHECD6kJIrE0cQE6RZZ0DThxAGziI8lpOHEB9E5xHsk4cQCL6w5wJTxxA4xrn8WBPHEDz8PBGuE8cQG2kf\u002fHjTxxAmFvARjtQHEDFR\u002fKbklAcQAtCz\u002fDpUBxAsEzKRUFRHECqbe2amFEcQE546O\u002fvURxAk2BomhtSHEArPHzvclIcQCIorkTKUhxAxg7WmSFTHEDY5N\u002fueFMcQDjA80PQUxxABmcWmSdUHEBK0z3uflQcQI50VkPWVBxAaG307QFVHEDzaURDWVUcQMAQZ5iwVRxAs3eE7QdWHEA7E5NCX1YcQNPuppe2VhxAQtXO7A1XHEDSxV2XOVccQDXWYuyQVxxAYuZnQehXHECmh4CWP1gcQGUjj+uWWBxAkjOUQO5YHECwFLKVRVkcQOrWBuucWRxA7gI+QPRZHEBrk8\u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moGQL6C6WczfAZA0j8kMuJ8BkBmpLPTXJ8GQPcsUbs0wwZATpUDzc7cBkDqF3dr7igHQCKZSCZ3MQdAasU96ChdB0D2NkSP9XAHQAZHq+4dogdAH38xqcuwB0BrBiHcQbYHQL4uOrH1xQdAnLyQbsZLCEDG1jSPgU4IQOKImdgcWghAH+jVBSNbCEDw\u002fi8t3l0IQJ5IPyOTXwhAcqlmWy5rCECatTCQyIQIQPqvKzlvoAhAx22uAR6hCEDMYAkbjqUIQB\u002fwruxk5QhAxt52Lx\u002f2CEBPy4Wlm\u002fwIQEecumb\u002f\u002fghAkT9FUmkCCUDfMghJrQ0JQK9XXjQXEQlArUMNCC4xCUBN0VT78HsJQNfI1p9zgwlA7nV+UYyHCUDWhl\u002fhDo8JQPBKDhc6lglAAmoTJMmfCUBK1ImA1aEJQACrR3OKowlAoBgipSS9CUDdMeAB6t0JQDq0rQkU8wlACNSMR9QECkAKN6Zr0xIKQGZZJNDYIQpA7UVWJEg0CkD4YTTnM00KQEjpArRwZQpAtgc\u002fRRhzCkA4asdZiHcKQKI9TfhyngpAUwxi60ymCkBFg1RUfq4KQPDVo4xXxApAJvHIT5TcCkD6+Fil6fgKQH5Ljg4aDwtA5s3YeZYVC0Ar9eFhJC0LQAAu8kJmVAtAc1lf4qF6C0DK18UnPYYLQLCmxTj3lgtAHfNnQWebC0B7VhUmQLELQEaBMc19uwtA8rRlWADDC0B1ddvxpPoLQHV4Ag4aDgxAUpA3isEbDECbg78CQzEMQGa0r08JRAxAklYyym9xDECzuiHOSIcMQKhJnEZyqgxAAjqWRCnlDEBIqU7UhfQMQFWAwLEO\u002fQxA4FZZgNsQDUCTTCTNKx4NQJN3Fn+ILQ1AvYSaRRE2DUA1j\u002fjebUUNQNBBjkxSaw1AeiPlHHFwDUD4nEJv8KENQN4BhIOFrA1A1RtNq7CzDUAldZWo\u002fPgNQC41pWZg+w1A6LGfe88NDkCtjwj6BhcOQJq+S6z5Ig5AcztIhhgoDkBD\u002f4VUgTkOQPPEdZX6aQ5AZXxeuW99DkDoYogazIwOQBb\u002fevdalg5AWiygda7ODkAyM7RMzdMOQHYrsGut3A5AcxhK9Ng4D0CF0GRyNUgPQMbz2oKlTA9AKt8sE3JgD0D2t2Fm7mYPQL7PgAsMeg9AxpOCugKjD0BbDiOibKYPQDXLL+osuA9A+HGoNu67D0AY5l+\u002fadAPQJKqncf96A9Amv9ktqIIEEB82J6baRQQQJ2u6SnHFRBAJq7rIIA0EEDGl6VcZj4QQASfVDiYPxBAx1\u002f6YftIEED2qaXSMlIQQLkUd73sYhBAIuxsNv9lEEAPIPMtJGwQQNw6xQlWbRBA\u002fNYiQMxyEEChiycCoHkQQLxFiebWiRBAqar411iYEECBWbFdtLUQQBpVp0UwwxBAz9w8O7\u002fMEECEk93UVNAQQFr12q7D4hBABDK8ZCflEECqKCntXu4QQE3A1dKIChFAw8dzO80OEUDT20GUxhQRQHdv9ba5GRFAL9cfQSgzEUDqBMijITkRQEjkDnviQxFAS7rR0ttJEUAyvTde7kwRQFuHHbevUBFAEIqPmvNbEUC6dASlKmwRQDnWEwF7eRFANZnXeEJ+EUCDp4wgEIQRQMNPGGiGiRFARslM4mCKEUB5BHm+bJMRQEuRKWc6mRFAPYaofr2ZEUCXv6XYIKMRQN5fekqwpRFA6gJYya+sEUCOM7XR564RQKKyX1fUuRFAVMDVxWO8EUA9rjVBPr0RQIzK6gRWzxFA9nWeY4fXEUB4DiDhTtwRQBKoJ\u002f8b6RFA1DbozjruEUBhp1CV6e4RQGnt1PbV+RFAB9t2gkUFEkDlOUBL9AUSQILelGjBEhJAEQJs5cAZEkBClVNzHhsSQCKWqzrNGxJAgQUO8kIoEkBYpqsASDcSQBKGOzS+PBJAARfs1tZAEkDCrNOfvUMSQFMljwiFSBJA\u002fyc3eIRPEkAIzDxtXWUSQCttdZwKexJAwhgVJ2h8EkAYXf9fToYSQHxzQXL2jBJAoZtSnvyNEkBi7m+jGMQSQAbVP3bG0hJAZ6ta5nrbEkD2hJs9KeMSQINVF3O+7RJAavQiPcMDE0B7g\u002f2ATAUTQMJVZbA\u002fChNAnqNQPIoPE0BaVLpw7RgTQIKfxD3UGxNAOYRC7uwfE0CCSITs2SMTQAu0016hKBNAJb1kdCQpE0BRbjCumi4TQM\u002fhRV\u002f8TBNA3mjuyYtPE0Dy4ysk0FMTQOjUbcawVRNAcpQBzOhXE0Amn8g1eFoTQIcf1R8HZBNAZqiia7VrE0CFjSeZT4UTQL1vyIgEhxNAp3rOimaeE0B2W6+Y+rYTQNvbJ8YAuBNArjEQbOG5E0A9bAcNwrsTQHRjsUM4wRNA5ki+1IHUE0B7O5Pef\u002fATQNKecOEB\u002fxNA+cxSregBFEC1fOF7ZA8UQIIUUAkMHRRA9vjzd\u002fgnFEBIKFQ5rDcUQOuYKzCYSRRAWhuHKe9QFEAvJsFY9VEUQFFEduAHVRRAEh8thNVaFEABM26SMmMUQGwhsIVpcxRAFHN88Ph1FECSO3fMT30UQL56Km8dgxRAupQoqFuGFEBv6z7o5IcUQBDXxnZCiRRA4e\u002fetfCQFEDmvH2xTZkUQDp7A\u002fvIrRRA0j5aO1KvFEATcPZ8yLQUQAybHhbf1BRAMlamlxbeFECuFk37bd4UQJTzSV7F3hRAo5i+wRzfFECWBqtzSN8UQGbl9tef3xRAaIfUO\u002fffFEDHMVOfTuAUQHpLvgKm4BRAAmjAZf3gFEC0KGfJVOEUQPv5Ky2s4RRAuphykQPiFEDdWLFDL+IUQGlZXaeG4hRANlT\u002fCt7iFEA5T6FuNeMUQItH0NGM4xRAqEigNOTjFED6HPyXO+QUQD9sH0pn5BRAy3RIrr7kFEBKcl0SFuUUQIELmnZt5RRAS4En2sTlFEAjHh89HOYUQPz3hKBz5hRARSIOBMvmFECxivC19uYUQOpQoRlO5xRAFAw+faXnFEC2O5jh\u002fOcUQJDEtkVU6BRAraCPqavoFECHevUMA+kUQDqM429a6RRAwAJxIYbpFEBwu5qE3ekUQGarKOg06hRACo0LTIzqFEBpE7ev4+oUQJTyJhM76xRApPBfdpLrFEAskMrZ6esUQLMCwT1B7BRAs09x72zsFED2EDxSxOwUQEeoKbUb7RRA6lU\u002fGHPtFEA9\u002fSZ8yu0UQEyqGOAh7hRAkswkQ3nuFEATaor0pO4UQBdlLFj87hRA8\u002fXHvFPvFEBhYpAhq+8UQLXtIYYC8BRA0niz6lnwFEAL7hxPsfAUQChNXrMI8RRAqBU+ZTTxFEA+b3XJi\u002fEUQOTbPS7j8RRAbgC9kTryFEDqRpz0kfIUQOtdlFfp8hRA7lC5ukDzFEDiOModmPMUQJihPs\u002fD8xRALky9Mhv0FEAjPEuWcvQUQJJKovnJ9BRAlUVEXSH1FECzcmTAePUUQLa+TSPQ9RRAyBVLhif2FEAbZz7pfvYUQOfo35qq9hRAtBD2\u002fQH3FEBzAIRhWfcUQBe2FsWw9xRAkscEKAj4FEABA9CKX\u002fgUQFQoc+22+BRAChUmn+L4FEC71cwCOvkUQPJCuWaR+RRAHdHhyuj5FEBm+2ouQPoUQE5dfJGX+hRADXp+9O76FECxgFhXRvsUQKuc8ghy+xRAiNeZbMn7FECm4ObPIPwUQC6kJDN4\u002fBRAWF\u002fBls\u002f8FECP8ID6Jv0UQMZdbV5+\u002fRRA4g32wdX9FEDxiY1zAf4UQG5\u002fJddY\u002fhRAYmc2OrD+FECLPimdB\u002f8UQBLekwBf\u002fxRAIE4XZLb\u002fFED6J33HDQAVQFxgsSplABVA1iBYjrwAFUDqUURA6AAVQJoKbqM\u002fARVAWKE3B5cBFUB1AHlr7gEVQIPJwM5FAhVAQubCMZ0CFUCWE+OU9AIVQJ62UkYgAxVAUMhAqXcDFUBseMkMzwMVQB1dQ3AmBBVAOg3M030EFUBypgg41QQVQCRnr5ssBRVA0x\u002fZ\u002foMFFUA5K1WwrwUVQOs8QxMHBhVAxBapdl4GFUD8AC3atQYVQA4H4z0NBxVAYgePoWQHFUC12+oEvAcVQNGLc2gTCBVAAfdaGj8IFUDAcc5+lggVQKgFAePtCBVA7vqYRkUJFUBql2yqnAkVQOVXEw70CRVAimZqcUsKFUAicirVogoVQCpIkYfOChVAV8Lg7CULFUCFPDBSfQsVQCnNy7bUCxVAzTEXGywMFUBuYXF\u002fgwwVQJfDSePaDBVABl2GRzINFUD0oAP6XQ0VQIsCuF61DRVASXWuwgwOFUCaw9EmZA4VQI5am4q7DhVATUop7hIPFUAAE01Sag8VQCvWZrbBDxVAxzAwaO0PFUCG\u002fOrLRBAVQALygi+cEBVAEbvKkvMQFUAua1P2ShEVQD08GFqiERVAkiBuvvkRFUCy4PAiURIVQH65XNV8EhVAuY8HOtQSFUBCN++dKxMVQA7ZzAGDExVAOpzmZdoTFUB953LKMRQVQC3+DS+JFBVA+HObkuAUFUAnW0REDBUVQPQplqdjFRVAo+K\u002fCrsVFUAt\u002f8FtEhYVQCLvT9FpFhVAMsAUNcEWFUC8EQiYGBcVQDpgZPtvFxVAPi6SX8cXFUDob5wR8xcVQLU+7nRKGBVAzwrN16EYFUAh16s6+RgVQNIMbZ1QGRVAq+bSAKgZFUDWoW9k\u002fxkVQHiq5hUrGhVAXofjeIIaFUDnfxLc2RoVQDp4QT8xGxVA0CLAoo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A6fBsySEAOQK24y4AjVw5AwnbMc5trDkBuxRXICnAOQML8vcqaiA5AQoZarTCiDkBocFb7sakOQEtojfgLuQ5ACMr\u002f3\u002fELD0AqZ4wSVzoPQJvs86aPUg9AFXSJTHpdD0D+ZE7q3HwPQKbcDeiing9AlSEeOpa5D0A6NiQxLNMPQHNXtYHF3g9AUp6Peh\u002fuD0ClH066SwEQQIdWgGT6ARBAFYVET4oaEEBqXgmcHSUQQAAR1PD3JRBAWgBkm6wnEEBcOPdCPjkQQO8ENz3lPxBAKgAmMGlWEEBkUfHVDGsQQLI06SOmdhBAYLnkcTmBEECZRAGsIbAQQB4G7ZV7vxBANfu859jAEEDZXy4cotQQQLOR\u002fD1+ARFAz8uBt2kiEUDAx4o1r1IRQGLfqt7mVBFA8i0I2JNcEUB9HTN96WMRQJpeR9FGZRFAEMY7ViCDEUAHseg1tpwRQKGcNYO0oxFAOvruIZ+uEUAfG6LL0K8RQKr8XBtMthFAum4laW7DEUBeTqoPANURQOOlCalLBhJAX5CRU4MIEkCcfaBQoQ0SQLPORUlsGhJA8zE9SYofEkBazqtMRD8SQD4d9aCzQxJAenlFRLBREkAj2AQ7NGgSQI0A5OMYchJAD5js4jB2EkCSme4yU4MSQCD\u002fq4Z1kBJAi7hAJx+mEkCBrSJu1rYSQK2HSAnZxRJA8jsz\u002fg7PEkAPqA+fHeASQGHbeEjY4hJAUL9OfEL8EkCRapckAwATQLiuyHC7JhNAbaXOtKI\u002fE0Dn5U5e2kETQBg35gYYRRNAoVBQmqlWE0CT2V+VzVwTQJ1wt5SMZxNAEtimk5hpE0AI0MbVeYETQNSnUMVikxNAhk\u002fUZ0GcE0B3vMRk6KITQAIlfA5ushNA6dkfB2nHE0CFMf0ELtMTQGImIGfQIRRAxZu\u002fsflFFEAyJc+rNVAUQOWgHKncVhRAEXpp\u002fNpdFECk3h4xaX0UQH8AI7OtlxRApv8ZAbKfFECdPENTmKIUQOHlMOK4thRAXZ3j38q5FECTyWreX70UQEv14ySJ4RRAVmybeP7mFEAvq4Yd+\u002fQUQAJfJRg3\u002fxRAuLxxv3QCFUBeMSFpIwMVQGbxz7YhChVA4F7KVfUmFUBqP0IAMyoVQGP4cartLBVA8rA\u002fUyswFUCNUvVNSTUVQIWqjaDiQBVAQkFZ9VFFFUD8NZyRAVwVQNqLFjJpZhVAcYMoJaVwFUDOdnN4FHUVQHGP0x92fhVAgj58xOOJFUC5kwsZfZUVQIzo7sDenhVAJmlNwGegFUBuDopopaMVQKr7mGXDqBVAl2L4uXS4FUBElnZhX8MVQMYtf2B3xxVA9rQosUDbFUCVatcHReMVQGxyflvS7BVAcdkARyEQFkCmB4+StBoWQGqdFd7QJhZALgPTMfMzFkAZx+B0FlcWQOPKrb3NZxZAylc7Ej1sFkBuawlqU3cWQOs1oGYMgRZA6C9UZo+BFkCgXRSka64WQBRIjvdRsRZArvJr9WO0FkDiUbeG5NgWQNK6XnP4BxdAu3epyE8IF0ADVtjG\u002fSUXQGbbgGCtPBdAHX+WqMlIF0Bqi5dPGU8XQJPRrJkqbxdApng4ldd2F0BFYs6UWncXQIBEMh\u002fsiBdAjlaAFBaQF0DaTLMSUpoXQDoAKWcynBdAmqPeY1G3F0Cu1M0Qy8QXQF76GWZAyhdAwIkMCeAJGECAFpQOQBoYQMsXHhztIRhAAm5JzssqGEDyworIKzsYQHpmK8g9PhhANVTMx0lAGEC8vgDGZ0UYQB7baxndShhA1JQuwGhbGEDutyRmO2IYQETopgmvbhhAGnw7rrF9GECpQoJY6X8YQM4L11uuixhANJK4WUmQGEBQmG1WYZQYQAnziQCTlRhAqj7q+PKlGEBm8mH4+KYYQHmC2vd7pxhARhUpK8nRGEB2JZ8n9O4YQPg71ia5+hhAxtgadkYEGUBdE40B2BUZQMoer5XHPhlARywjkVZBGUBqBIc7BUIZQIyoTTesSBlAwcLWya5XGUAGI1oalVoZQBf5Y2\u002fsWhlAdH\u002fGSqZ6GUCeHLzr+4EZQFGasiitkRlAiO5PqHSsGUBag7f1B7cZQOif9p4\u002fuRlARh2aSYO9GUBWa5Wfn8kZQOBBgZ00zRlAmJoI8qPRGUDypaic89cZQJpO06dT6BlAqIbtAVLvGUDat0SFWxUaQJ3g7NDWGxpAuyZJeggdGkBgeTF\u002fjGYaQOidL9H1aRpAjajaI9xsGkDtsONhz4caQCU41gV\u002fnhpANq78rtqmGkCG9hGwga0aQKYc7VowrhpAEpx2VJzAGkBSaG7rjeIaQPOps0Ab7BpAmyQdq7UNG0BbfRsBohEbQKuyoatLJxtA2G5b\u002fG00G0Cbnef6AjgbQEMav6R8RRtAeDx5TPBRG0Bb75xIl1gbQNh80EcgWhtAtaSjmwZdG0C1dDCDN3sbQKaWgC1pfBtAFs0WfJihG0B9F9V6LaUbQLBud3lvsBtAxkqnyRq\u002fG0DODONzyb8bQIY+thqQxBtAVcHzwHrPG0CCxUBp9fIbQMjG2bW4BRxA+7mCX\u002fwJHEBbYFG04gwcQEV\u002fzQjhExxASnYTXjgUHEB1YkWzjxQcQA5qqQjnFBxAEgBFsxIVHECCG14IahUcQCbNlF3BFRxA8nO3shgWHECYWt8HcBYcQI5GEV3HFhxA8P1Rsh4XHEDeVu1cShccQO33BbKhFxxAWlkZB\u002fkXHEAjy0pcUBgcQCU9fLGnGBxArrS3Bv8YHEAbQhtcVhkcQBIKerGtGRxAKAATXNkZHECY5jqxMBocQEvYdgaIGhxAdo+3W98aHECTFxGxNhscQBuPTAaOGxxAUvBfW+UbHEBueLmwPBwcQN0FHQaUHBxAjmG9sL8cHEDG\u002fz4GFx0cQF2u3ltuHRxAboxlscUdHEBlVMQGHR4cQIMA8Vt0HhxAhXIiscseHEDLP4sGIx8cQDpJR7FOHxxAPhy6BqYfHEDw2ARc\u002fR8cQMuKO7FUIBxA6BKVBqwgHECNxMtbAyEcQPuGILFaIRxA\u002fiSiBrIhHECT7lix3SEcQIq2twY1IhxACKjzW4wiHEDKpEOx4yIcQEZyrAY7IxxAmOnnW5IjHEC1cUGx6SMcQA4+\u002fVsVJBxA5rpCsWwkHEBwMn4GxCQcQMKpuVsbJRxAFVbmsHIlHEDi\u002fAgGyiUcQKBjJlshJhxAotVXsHgmHEDLjJgF0CYcQB6ALLD7JhxAtltABVMnHEC6UoZaqiccQJZl\u002fq8BKBxAji1dBVkoHEDG77FasCgcQKKh6K8HKRxARVMfBV8pHEAuV9GviikcQJ5y6gTiKRxA4zfWWTkqHECi0+SukCocQM6\u002fFgToKhxAxqtIWT8rHECSUmuuliscQMKBKVnCKxxAxR+rrhksHECe0eEDcSwcQFCOLFnILBxAIJaQrh8tHEBomOoDdy0cQA1KIVnOLRxADrxSriUuHEBgr+ZYUS4cQDDbHa6oLhxAnp1yAwAvHEBqD6RYVy8cQHqM6a2uLxxAYkk0AwYwHEBYNWZYXTAcQKvhkq20MBxAdlPEAgwxHEBVoUutNzEcQJpCZAKPMRxAgsq9V+YxHEDVduqsPTIcQHtdEgKVMhxAphRTV+wyHEA98GasQzMcQMaLDFdvMxxAy4JSrMYzHEBwaXoBHjQcQPtlylZ1NBxA4yIVrMw0HEDN318BJDUcQNDWpVZ7NRxAktP1q9I1HEAGMptW\u002fjUcQCPex6tVNhxAhZUIAa02HEDmF1hWBDccQMDJjqtbNxxA0J+YALM3HEAIWnBVCjgcQIUfXKphOBxAJnDoVI04HEC+Fguq5DgcQOoCPf87ORxAIx5WVJM5HEBSY0yp6jkcQLVzUf5BOhxAI1p5U5k6HEB2Bqao8DocQACitP1HOxxAFZhNqHM7HEBQj5P9yjscQIqqrFIiPBxAkNbjp3k8HEBe3kf90DwcQNvPg1IoPRxA+rChp389HEADnCZSqz0cQAMyK6cCPhxAcuwC\u002fFk+HEBNG9FQsT4cQAJm0aUIPxxAZXbW+l8\u002fHEDVXP5Ptz8cQBBURKUOQBxAg7LpTzpAHEBOJBulkUAcQNabVvroQBxAviOwT0BBHEAg2\u002fCkl0EcQNPMLPruQRxAUL5oT0ZCHEClapWknUIcQIO4HE\u002fJQhxA1ogcpCBDHEAdKjX5d0McQMLba07PQxxA7cedoyZEHEC6bsD4fUQcQBrxD07VRBxA2pSboyxFHEBjOCf5g0UcQJuZ0aOvRRxA\u002fVAS+QZGHECiAklOXkYcQN35jqO1RhxATRWo+AxHHECu8LtNZEccQNvc7aK7RxxAw70L+BJIHEAAdJ+iPkgcQHvgxveVSBxAzVcCTe1IHEBVzz2iREkcQJtwVvebSRxAuHVHTPNJHEAbhkyhSkocQG554Et2ShxAiyUNoc1KHEAVnUj2JEscQD5UiUt8SxxA80XFoNNLHEBG8vH1KkwcQFaTCkuCTBxAMEVBoNlMHEAOk8hKBU0cQPZz5p9cTRxAWCsn9bNNHEAjnVhKC04cQMiDgJ9iThxAwqSj9LlOHEDeUNBJEU8cQODCAZ9oTxxAkh6iSZRPHEAoHome608cQJbYYPNCUBxA20SISJpQHEA9\u002fMid8VAcQBiu\u002f\u002fJIURxAJk8YSKBRHEDl6iad91EcQDZiYvJOUhxA+x0AnXpSHEDwhB3y0VIcQIUrQEcpUxxAUtJinIBTHEBFOYDx11McQNvfokYvVBxAFtfom4ZUHEANwxrx3VQcQNiwpJsJVRxAcIy48GBVHEAGM9tFuFUcQJ21KpsPVhxAkn2J8GZWHECKabtFvlYcQN0V6JoVVxxAKNePRUFXHEACVNWamFccQJjWJPDvVxxABWSIRUdYHEAT4c2anlgcQNJ83O\u002f1WBxA8oHNRE1ZHEDoovCZpFkcQAqwXu\u002f7WRxAQhEJmidaHEA1eCbvflocQCgDF0TWWhxAKs4MmS1bHEDQtDTuhFscQNOrekPcWxxAiJ22mDNcHEDakEpDX1wcQBOsY5i2XBxAdrxo7Q1dHECVwVlCZV0cQI3ifJe8XRxAW+rg7BNeHEAAnBdCa14cQPMCNZfCXhxAztg+7BlfHEATwb6WRV8cQCWXyOucXxxAo+HIQPRfHEB+7MOVS2AcQNPxtOqiYBxAAAK6P\u002fpgHEBiufqUUWEcQLWJ+umoYRxAjv5ZlNRhHECg1GPpK2IcQL2AkD6DYhxAiCezk9piHEAT+LLoMWMcQJuTwT2JYxxAuBsbk+BjHEAtesA9DGQcQOCPz5JjZBxA8mXZ57pkHECGDPw8EmUcQGK+MpJpZRxAYzBk58BlHEAil4E8GGYcQOAykJFvZhxAcCMfPJtmHEAT1VWR8mYcQHWMluZJZxxAGj7NO6FnHECVqvSQ+GccQB0iMOZPaBxAzt56O6doHEC4m8WQ\u002fmgcQPJdGuZVaRxAy1a4kIFpHEBIJCHm2GkcQEvCojswahxAaqPAkIdqHEACf9Tl3mocQDtBKTs2axxAgkODkI1rHEBDZKbl5GscQPvxMpAQbBxAotha5WdsHECWxIw6v2wcQNK70o8WbRxAJWj\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\u002f34cQKVDeNtWfxxAcLWpMK5\u002fHECOlseFBYAcQPBx29pcgBxA3UY4hYiAHEDgES7a34AcQE6fkS83gRxAk0CqhI6BHEBu8uDZ5YEcQHCQYi89ghxA+mjfhJSCHEBAUV8vwIIcQA0cVYQXgxxA5s2L2W6DHEB9dK4uxoMcQCJb1oMdhBxAQDz02HSEHEA2KCYuzIQcQGIUWIMjhRxALgLiLU+FHEAj7hODpoUcQP6fStj9hRxAQ2U2LVWGHEDAg+aBrIYcQLVDyNYDhxxAPt\u002fWK1uHHEAllKSAsoccQAsUgdUJiBxA2AELgDWIHEBVKDjVjIgcQD4JVirkiBxAQtRLfzuJHEDar1\u002fUkokcQJhvQSnqiRxAO\u002fUnfkGKHEA9iyzTmIocQJXTqX3EihxAU2+40huLHEDdCscnc4scQO2HDH3KixxA1URX0iGMHEBSNpMneYwcQAUoz3zQjBxAqnhbJ\u002fyMHEDt5IJ8U40cQE6cw9GqjRxA2JgTJwKOHECblWN8WY4cQO5BkNGwjhxAq6itJgiPHED+VNp7X48cQCqrcCaLjxxAbReYe+KPHEA6vrrQOZAcQGXOvyWRkBxA8J6\u002feuiQHEAAdcnPP5EcQHC0tSSXkRxAc3+ree6RHEAw5sjORZIcQLaka3lxkhxAoGG2zsiSHEBDE+0jIJMcQM2KKHl3kxxAEixBzs6THEC4NjwjJpQcQE4SUHh9lBxA\u002fm3wIqmUHEAee154AJUcQJtIx81XlRxA7sd\u002fI6+VHEDLgTN5BpYcQPhtZc5dlhxAjRSII7WWHEB10dJ4DJccQB3kSs5jlxxAA+j8eI+XHEBN6lbO5pccQOXxuiM+mBxALvQUeZWYHEB29m7O7JgcQLC4wyNEmRxAzkAdeZuZHED4913O8pkcQNPw+3gemhxAQ7NQznWaHEB9daUjzZocQMZ3\u002f3gkmxxAvT9eznubHED1AbMj05scQHLPG3kqnBxAgJPII1acHEDD\u002f+94rZwcQJ6xJs4EnRxAoqhsI1ydHEASa8F4s50cQAozIM4KnhxAhSRcI2KeHEA6Fph4uZ4cQFAMMSPlnhxAOu1OeDyfHEAiqpnNk58cQIIs6SLrnxxAkqkueEKgHEB7ZnnNmaAcQJgSpiLxoBxA6r7Sd0ihHEDutRjNn6EcQBK3xXfLoRxATa4LzSKiHEBCmj0ieqIcQH2Rg3fRohxAE22XzCijHEDuQqEhgKMcQKI03XbXoxxAHiYZzC6kHED6Hrd2WqQcQFvW98uxpBxA\u002focuIQmlHECyeWp2YKUcQGVrpsu3pRxA4lziIA+mHEBeKkt2ZqYcQPPzASGSphxALbZWdummHECObZfLQKccQDIfziCYpxxADdEEdu+nHEAAOCLLRqgcQMupUyCeqBxAs2aedfWoHEBjwj4gIakcQC40cHV4qRxA7c9+ys+pHEDGpYgfJ6ocQPORunR+qhxApoP2ydWqHEA9KhkfLascQArRO3SEqxxAeLdjydurHEAoEwR0B6wcQL6VU8lerBxAAgJ7HrasHEByxM9zDa0cQHaXQslkrRxAThSIHrytHEBekc1zE64cQCoD\u002f8hqrhxAo7aNc5auHEAtLsnI7a4cQBUP5x1FrxxADTAKc5yvHECWCIfI868cQAWW6h1LsBxAwzH5cqKwHEArhYodzrAcQFU8y3IlsRxAkDMRyHyxHEDK9WUd1LEcQNpyq3IrshxA2+Tcx4KyHED2kAkd2rIcQOBNVHIxsxxAZgz3HF2zHEA="},"y":{"dtype":"f8","bdata":"bCV0l8TZ8z\u002fR60\u002fic6f0Py2xMhr5PPU\u002fasL2kzF+9T9YHM78ao71P27ajNMQlfU\u002foGtfQC+c9T+OIJViR6P1P9wQ4zWvqvU\u002f1\u002fuNdtyw9T8Dd6BOebT1P\u002fnX8sr1tvU\u002fuB6F61G49T9PdF34wbn1P3dNSGsMuvU\u002fNqypLAq79T9txmmIKrz1P6TgKeRKvfU\u002fIGPuWkK+9T9Wfa62Yr\u002f1P0lHOZhNwPU\u002fIVZ\u002fhGHA9T9YcD\u002fggcH1P5zAdFq3wfU\u002fM\u002f59xoXD9T8aTpmbb8T1Px1Z+WUwxvU\u002fN4jWijbH9T8fZFkw8cf1P+qwwi0fyfU\u002fEhYVcTrJ9T8hy4KJP8r1P3REvkupy\u002fU\u002fMxe4PNbM9T9dh2pKss71P9h9x\u002fDYz\u002fU\u002fDwwgfCjR9T+y8zY2O9L1P\u002fbP04BB0vU\u002fVdtN8E3T9T+MgXUcP9T1P59ZEqCm1vU\u002fkpc1scDX9T9QUmABTNn1P6TjamRX2vU\u002fA+\u002fk02Pb9T+LG7eYn9v1P+qymNh83PU\u002fLV+X4T\u002fd9T+3CmKga9\u002f1PwoQBTOm4PU\u002f8S+Cxkzi9T\u002fkhXR4COP1PyjWqfI94\u002fU\u002flzrI68Hk9T\u002fmBG1y+OT1P7FppRDI5fU\u002fBW9IowLn9T+3lzRG6+j1P4P8bOS66fU\u002fJVgczvzq9T+5\u002fl2fOev1P8g\u002fM4gP7PU\u002fKGN8mL3s9T\u002fX3NH\u002fcu31P9r\u002fAGvV7vU\u002fsoLfhhjv9T+1jT9R2fD1P5s5JLVQ8vU\u002fczCbAMPy9T+qYir9hPP1P2aGjbJ+8\u002fU\u002fdcdim1T09T\u002f922W\u002f7vT1PwwFbAcj9vU\u002fXvI\u002f+bv39T\u002flettMhfj1P4li8gaY+fU\u002fmC8vwD769T8sYthhTPr1P9xnlZnS+vU\u002f9zqpL0v79T\u002frkJvhBvz1Pz6WPnRB\u002ffU\u002fCft2EhH+9T\u002fItaFinP\u002f1P+OItfgUAPY\u002fu38sRIcA9j9ClC9oIQH2P6JD4EigAfY\u002fokPgSKAB9j8qWONsOgL2Px0ibk4lA\u002fY\u002f3GgAb4EE9j\u002fqkQa3tQX2P3Iaogp\u002fBvY\u002fLlbUYBoG9j8iOC7jpgb2P44FhUGZBvY\u002fWd5VD5gH9j90JQLVPwj2P0\u002fLD1zlCfY\u002fk4\u002fdBUoK9j+G5c+3BQv2P+aUgJiEC\u002fY\u002fXvQVpBkL9j+hLHx9rQv2P73\u002fjxMmDPY\u002fRBSTN8AM9j+YGTbK+g32P9z10hQBDvY\u002fpkI8Ei8P9j9JKlPMQRD2P7b3qSo0EPY\u002ftd\u002faiZIQ9j+139qJkhD2P+yFAraDEfY\u002f4PPDCOER9j\u002f7OnDOiBL2P09AE2HDE\u002fY\u002fumkzTkMU9j9BfjZy3RT2P0IKnkKuFPY\u002fGY18XvEU9j82eF+VCxX2PylauReYFfY\u002fbJIf8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bBZPBQdAaUKv9igNB0CTGbHPmGYHQPQuY5+JjgdAEgQz8rOjB0AatHdpL7gHQO5q2u1BuwdAkVFDRkXmB0DIKPZIqyEIQG71XkPJNAhAg6rMimRACEAcYGTjcEIIQPnLqLuuTAhADpNXuD1WCEB78V3cHV8IQAQ7nOt+iwhAlzcdhYqbCECqcA6R86wIQDOjSFehuwhA\u002fGJaCCjgCEBvE+waTeYIQApXRa2q5whAzj7e6kQBCUAw1Y+ypxEJQFar1\u002f5hIglAuUkL+ZdHCUBpJmJ7dmwJQExfUuYviwlANO9UVayRCUDFyofOmJwJQDYkjawgswlAoHD9ODO2CUCSmmMSUrsJQFJgcRbCvwlAO2XUNu3GCUAtYJALwc0JQLvsLSYx0glAkzpX1UYACkBg3A4k4gsKQM0sYd75HQpAokb7I7shCkD4D5JICy8KQGMmzniAQgpA5dJBs\u002fZHCkBd7T\u002fBr2YKQNX2BQJLcgpAVU+ctp6qCkD4Cn+rlsUKQK0fWGj6xwpAG8LKV7gDC0Bl4BHoWRALQGuTczyDMwtAzrWgl481C0B6Dmm8\u002fkcLQOWeC6ykcQtA7eJkPgJzC0AAr2863HoLQLYLry\u002fTowtAhWrT6DamC0BGmtWgB9cLQNqlHulX5AtAcupLlt\u002f6C0AWfs4W8v0LQBWn3xphEAxA2rzGoCYxDEB+E5WNjV4MQA01EjAahAxAtckxabSdDEADqcNI+KgMQLNNaXwjsAxAEtqu\u002fjWzDEBoSpit3cAMQJ7u9aMa2QxA6FIfnJgmDUCiW7n1XFUNQL2tqsbrXg1ACzwIxB+SDUBt01l3PaUNQMXdNWvh3A1AwNIyCY\u002frDUBjI1ua9goOQLriJfByEQ5A3TBPQn8TDkBLp+UHLhQOQBPmqo4fLg5Avcu4DOcyDkBwuiYPDDkOQLVxt4VXfg5A8wpqRw65DkDtMs3uJr0OQProoIsE4g5Ao10doC\u002fpDkBI5fb7G\u002fQOQHoLh+rVBA9AZfZZALYND0AL6Yb3biwPQPa7CRDUZw9AgyEoLU98D0Cbq\u002fcl6ZUPQFowYC2jpg9AhQ8j0uCwD0BbaWI\u002fHckPQEKjseYf9A9A+CXrkBUCEECF3aNe\u002fAQQQH7l5a71ChBAFJzjeh8nEECWZ3BnYkAQQAmH1aaMVRBAVau+6xVXEED+7GTH\u002fFkQQG6ToDVBXhBAVFYdxl54EECNM9w5eq4QQHax3sIayRBA1pPtXIrUEEA7WNBaZNwQQAHWc0C74xBASrb54dL1EEA6bMAN2fYQQE7Gmo7Y\u002fRBAm6nbrpIOEUAKq9IsRiURQAgJ93S8KhFA2k394FtTEUDuv5yQCWIRQNWw3+lNZhFAr0I2DeNwEUCilP\u002f+THQRQIL\u002f93DcdhFAvhuaGxqBEUByIwa654YRQFitQvxdjBFANZd5yUSPEUADw5Z3BZoRQBOmhHs9nBFAVxmBxDWwEUBFUfOgnc8RQJUDPIhk2xFAgoIlAD\u002fcEUCS7UrH7dwRQOoYhZ1W7hFAJLd1eIjvEUBm0Z17IgkSQHEfIk2xEhJAL\u002f4U3MgkEkABWuMT\u002fVcSQH\u002fQ3TRMcxJAiLoSOziFEkA\u002fBzHtY4USQMyGRo4xixJAFtBEVeCLEkCaJsSOVpESQHkZ2\u002fMPqRJA4H1izkGqEkAN8TvVeawSQHYKxL5lvhJAyd4fIr2+EkD+FdHHncASQPxRoAXcwxJAjvNiKHHOEkCedwVqx9wSQKgKgp494hJAFCew3LPnEkBrHlXc2O0SQMINj1Wz7hJAMLjyi\u002fHxEkCmm8eRKfQSQIYXsFgQ9xJAlnUyWoD7EkBqxVtXpQETQIDuvaJTCRNAQjdfawIKE0BPnMaxiwsTQFd6PXw6DBNAaLbVNggSE0D+KxlJQBQTQPLg8hC2IBNA4mF8Tj8iE0C2N1V9gjQTQNre4SBjNhNAQrM9UY49E0AcOizTQVQTQHOfFUCJihNAMIKw7Y6SE0DqAFNaQ5sTQFB4xD1hrhNAxcx7Av2yE0C+UymDD7YTQC5Xeo3cwhNAdqJFfsnGE0B\u002fjHqEtdgTQPGlD+8L5xNAygYJ\u002fKDxE0ABNOFKv\u002f0TQIrixhBu\u002fhNAliLxpqsIFED5MEyPqSQUQBcStPkkORRAMTS0AV07FEAFjw0CgkEUQHYRxzbARBRAq8u8KIdQFEBPtE6YTlUUQCJBprtAaBRAqF67allsFEDz5p\u002fUan0UQLZ1YKSJghRA39qfHGSDFEBy+2YmiYkUQEwC8gn\u002flRRA51cA1MupFEA65w4B0qoUQEj8Bg\u002fWxxRA75jgeufYFEBBzOUjAN0UQJz7uknT6hRARMJNiZTuFEDTcMJBlxkVQOfz9S45HxVAcYt5u\u002fg+FUCChwhbjkIVQFQ+kDjAQxVA2vinBGBlFUCKYIpot2UVQBLbpIPudRVAxYPJEUx3FUBiQDTYMnoVQArJSq6JgRVAPjrcLj2YFUCfuugYzKEVQJOcJExCpxVAOQGyQtexFUATinI+\u002fLcVQClHQwFyxBVAU5v6B6rGFUA3bSKl59AVQCNOTFJw2RVAkT8fvKfiFUBN1jhFCQEWQFk+i6VNBRZAP6CzJWAIFkDmesZ1\u002fzAWQL5r+vN6RRZABCnvKrlIFkBKsGrxZ0kWQHWSpiTeThZAQzOrzhtZFkBmeRQEkl4WQJwNQ\u002fwkhRZA+89jZGmJFkB6zjlirZQWQAvU8N2HlRZActQRlKCZFkDRsfNgk6UWQF4dsAYDsRZAN6dXsdC2FkDuRTu+4c4WQGcHQ\u002f1q0BZAzfDPJnHRFkCiwx1j+tIWQAFQC\u002fpc4xZA\u002ftdoZbPxFkDybjLJCvIWQAA4eixi8hZA6Bz0j7nyFkAgWL\u002fyEPMWQFDwGqQ88xZAsihPB5TzFkDqEtNq6\u002fMWQFacFc5C9BZA+UkrMZr0FkD6B1+U8fQWQIKvRvhI9RZAXAvxXKD1FkCGbcnA9\u002fUWQCnWq3Ij9hZAwKx61nr2FkCNe8w50vYWQIESlp0p9xZA\u002fIH1AYH3FkCTPG5m2PcWQJYCH8ov+BZAKmDte1v4FkBkf2LfsvgWQPxVMUMK+RZAJxlLp2H5FkDcOjMLufkWQPoeiW8Q+hZAkypJ02f6FkCv\u002fqQ2v\u002foWQEaxoJoW+xZAraDGTEL7FkA2bIGwmfsWQBxJfhPx+xZAfnk1dkj8FkCpsWnZn\u002fwWQKCpdD33\u002fBZAYKF\u002foU79FkB9BFhTev0WQKjHcbfR\u002fRZAxqNKGyn+FkDwXud+gP4WQF7wpuLX\u002fhZAUqtDRi\u002f\u002fFkDqtgOqhv8WQEzCww3e\u002fxZA6VF+vwkAF0AvI0MjYQAXQFq56Ie4ABdAXmND7A8BF0But3BQZwEXQEcTG7W+ARdAZssgGRYCF0BzlGh8bQIXQDNgI+DEAhdAeGD5kfACF0DlFYz1RwMXQCqOjFmfAxdABnBvvfYDF0DVco4hTgQXQFNwo4WlBBdAwS2z6fwEF0AT4NibKAUXQNFSz\u002f9\u002fBRdAFe+iY9cFF0DVaRbILgYXQBvqkyyGBhdA6JPukN0GF0AuZbP0NAcXQAi0M1eMBxdAusUhuuMHF0D3D81rDwgXQN6\u002fVc9mCBdAdssVM74IF0B5xreWFQkXQH2U5fpsCRdAWX5FX8QJF0BANkvDGwoXQC4j\u002fnRHChdAIrrH2J4KF0AyOkU99goXQHi6wqFNCxdAHieLBqULF0AhpHFr\u002fAsXQCVOzM9TDBdAuySbM6sMF0BEzIKXAg0XQHUTl0kuDRdAMlkZroUNF0D\u002f3qAS3Q0XQL5ZFHc0DhdAb5z\u002f24sOF0D48p9A4w4XQJzMBaQ6DxdA1OP9BpIPF0BjaKS4vQ8XQIOdQRwVEBdAvby2f2wQF0BUwPniwxAXQGKJQUYbERdAE5svqXIRF0AjvTsMyhEXQIWcq28hEhdAu5FtIU0SF0CWj6aEpBIXQG5hj+f7EhdAcVS0SlMTF0DETOOtqhMXQO5YxxACFBdA471vc1kUF0AnOgclhRQXQLDZcYjcFBdARU\u002f\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\u002fQ8S0\u002fJRdAr63ukJYlF0Dybrnz7SUXQJXvWldFJhdA9oUAvJwmF0BCX\u002f5tyCYXQBn89dAfJxdA2MewNHcnF0A6r52YzicXQGU9xvwlKBdAFq0lYX0oF0AygYHE1CgXQHf9GHYAKRdA5d8f2VcpF0BG42I8rykXQIu0J6AGKhdAIg5fBF4qF0CqgFVotSoXQOJGBswMKxdAleK1MGQrF0DmlNvijysXQOYuPEbnKxdAtCneqT4sF0CQC8ENliwXQBkE8HDtLBdAyjmx00QtF0ACUak2nC0XQKaD05nzLRdAgV05\u002fUouF0CwnNCudi4XQCpV+hHOLhdAs00pdSUvF0AgMDDYfC8XQNEMLTvULxdAdhuEniswF0Aa9ekBgzAXQFBmbbOuMBdANkNqFgYxF0Aa63V5XTEXQDr0wty0MRdAgR5MQAwyF0AK6gakYzIXQKHtSQe7MhdAbOBuahIzF0DSxxccPjMXQMgI7X6VMxdAXjAD4uwzF0As\u002f1RFRDQXQN0QQ6ibNBdATnheC\u002fM0F0BScwBvSjUXQLJ2Q9KhNRdAtsIsNfk1F0AIStjmJDYXQE4\u002fcEp8NhdAUjoSrtM2F0D2SGkRKzcXQJx7k3SCNxdAMn\u002fW19k3F0CsNwA7MTgXQKIfEZ6IOBdAAS6ST7Q4F0AeW7KyCzkXQCJO1xVjORdAI0H8eLo5F0CuZXvcEToXQOeE8D9pOhdASIgzo8A6F0CnDt8GGDsXQFf+lrhDOxdA4XNdG5s7F0AMgEF+8jsXQKAiQ+FJPBdAktViRKE8F0DYnqqn+DwXQFJX1ApQPRdAo9Jrbqc9F0AeIo8g0z0XQO0kroQqPhdArkkt6IE+F0DzazlL2T4XQDhZVK4wPxdApTtbEYg\u002fF0A6W\u002fRz3z8XQC72VCULQBdAqjw0iGJAF0BqLMLruUAXQIbcSk8RQRdAUqMfsmhBF0AOizAVwEEXQNyyRngXQhdAE5VN225CF0BlYSw+xkIXQJT5h+\u002fxQhdARzfGUklDF0A+gBi2oEMXQGmM\u002fBj4QxdAuSPqe09EF0DVJLrepkQXQBoS1UH+RBdAZGeU8ylFF0DtX8NWgUUXQJ6VhLnYRRdAarUdHDBGF0C+2sB+h0YXQCs6X+HeRhdAgBY4RTZHF0BacuKpjUcXQJ3iZQ3lRxdAfcQEvxBIF0A7Y0sjaEgXQBdFLoe\u002fSBdAhoh26hZJF0DagKVNbkkXQIySk7DFSRdAV4W4Ex1KF0AvuanFSEoXQEsY6ymgShdAMshzjfdKF0C6Z97wTksXQKHzk1SmSxdAAffWt\u002f1LF0BiLwsbVUwXQEo4WH6sTBdA+vCB4QNNF0ApMBmTL00XQIfSGvaGTRdA9ryeWd5NF0Ccgiu+NU4XQE0WXiKNThdAXhSXheROF0DLIu7oO08XQB73SUyTTxdAl8Iu\u002fr5PF0CNfcthFlAXQPoOi8VtUBdAW0xsKsVQF0ALj1ePHFEXQL4GNPRzURdAz44uWctRF0Du9ey9IlIXQCZv7W9OUhdAbL1J06VSF0DoqmQ2\u002fVIXQM6HYZlUUxdA7GM6\u002fatTF0Ak2aNhA1QXQNRkWcVaVBdA4rwdd4ZUF0DlDbTb3VQXQNp3CUA1VRdARgnJo4xVF0AGhDwI5FUXQEogEGw7VhdAqZ4+z5JWF0AwYnwy6lYXQDII8eMVVxdAhjURR21XF0APUhOqxFcXQHGCygwcWBdA+Xr5b3NYF0AkWmnTylgXQGkjsTYiWRdA\u002f\u002fl\u002fmnlZF0CzwqP+0FkXQC+4O2IoWhdAMc8zxX9aF0BAxe8n11oXQFDn+4ouWxdA2jjv7YVbF0ATUOdQ3VsXQCRy87M0XBdAhIB0ZWBcF0DyavjIt1wXQPaJbSwPXRdAS7eNj2ZdF0CF+tXyvV0XQEMX2FUVXhdANvdruGxeF0Ac+DsbxF4XQNsUPn4bXxdA8RqwL0dfF0C8DdWSnl8XQCrw2\u002fX1XxdAbdV5WE1gF0AqkTq7pGAXQOZM+x38YBdAsTejgFNhF0CZbWTjqmEXQF4W3pTWYRdAHlez9y1iF0CZRM5ahWIXQLUYKr7cYhdA0hn6IDRjF0AI0LCDi2MXQGZysubiYxdAsUMzmA5kF0DoAWf7ZWQXQML\u002fn169ZBdAjye2wRRlF0AyARwlbGUXQLv5SojDZRdAOUAq6xpmF0BGCXJOcmYXQKZCbQCeZhdAqORKZPVmF0Dgzs7HTGcXQMezSCukZxdA8pK4jvtnF0BviFDyUmgXQCKiu1WqaBdAFl1YuQFpF0DSx9EcWWkXQJaTSM6EaRdAYoZtMdxpF0Ajq+yUM2oXQAq0OfiKahdANcAdW+JqF0CGjPy9OWsXQHo\u002fHCGRaxdAYSSWhOhrF0Ayf182FGwXQORj2ZlrbBdA9GES\u002fcJsF0CJMGRgGm0XQGIKysNxbRdAcggDJ8ltF0AXOy2KIG4XQFw7AzxMbhdAbkG5n6NuF0DpUqcC+24XQI1ZgWVSbxdALzPnyKlvF0DG3WUsAXAXQMnQio9YcBdA9Qi\u002f8q9wF0AEukek23AXQKrIngczcRdAuplja4pxF0BsWgrP4XEXQPMdSDI5chdA6F4dlZByF0BKl1H453IXQMawvFs\u002fcxdAKOnwvpZzF0AB8mdwwnMXQPSkh9MZdBdAfETyNnF0F0D2BJmayHQXQKjFP\u002f4fdRdAjlH1YXd1F0D6rcPFznUXQAgGiHf6dRdA5Odq21F2F0Aq3QI\u002fqXYXQOigQKIAdxdAs5NlBVh3F0CPxo9or3cXQOOiaMwGeBdA5mgZMF54F0CCdJXhiXgXQF2nv0TheBdAHZdNqDh5F0CZjOULkHkXQEt53G\u002fneRdAThu60z56F0CgllE3lnoXQENwt5rtehdACRkxTBl7F0BqSeiucHsXQPNl6hHIexdAVqabdR98F0D8j\u002fvZdnwXQA6WsT3OfBdABNeGoCV9F0CLmsQDfX0XQOt5NGfUfRdAAogjGQB+F0CLApd9V34XQEl1jeGufhdA0pGPRAZ\u002fF0Dj6IynXX8XQAKhkgu1fxdAVUh6bwyAF0A+hrjSY4AXQECwa4SPgBdAeqJs6OaAF0BGeTtMPoEXQKh8fq+VgRdA05DfEu2BF0ANqNd1RIIXQNeSf9ibghdAlIXOiceCF0BGl7zsHoMXQAR\u002fzU92gxdAwOlGs82DF0D3egYXJYQXQOsR0Hp8hBdAc7E63tOEF0DEoexAK4UXQAiaRfJWhRdAWmYkVa6FF0CtXlO4BYYXQJackRtdhhdAs8mxfrSGF0A+G6XhC4cXQHYynURjhxdA5OcvqLqHF0Aithla5ocXQD5mor09iBdAFQsXIZWIF0BziUWE7IgXQJ5otedDiRdAUTHZS5uJF0A3vY6v8okXQOdIRBNKihdAO9TVd6GKF0BzTdYpzYoXQDI9ZI0kixdANjgG8XuLF0AfmhdU04sXQEv\u002fv7YqjBdA8F5eGYKMF0BebbV82YwXQPPKgy4FjRdA9r2okVyNF0C0pbn0s40XQBN9rFcLjhdAcnhyumKOF0AiMZwduo4XQMSNaoERjxdAIzjp5GiPF0A5PluWlI8XQH4Ho\u002fnrjxdABXqZXUOQF0B\u002fDvDAmpAXQAXKsCPykBdAInK8hkmRF0CdX9fpoJEXQA=="},"y":{"dtype":"f8","bdata":"8nfvqDFh8z9kWpvG9lrzPxv0pbc\u002fV\u002fM\u002fqiheZW1T8z+Z9PdSeFDzP5eNzvkpTvM\u002f1jvcDg1L8z8kK78MxkjzPwU1fAvrRvM\u002f9pfdk4dF8z+I1\u002fULdkPzPzVG66hqQvM\u002fkwILYMpA8z\u002f8OJojKz\u002fzP6kz95DwPfM\u002fppwv9l488z9vDtdqDzvzP7A73XniOfM\u002fbQN3oE458z8NbJVgcTjzP9bFbTSAN\u002fM\u002fnx9GCI828z+ciH5t\u002fTTzPzFfXoB9NPM\u002ftvRoqicz8z+LVBhbCDLzPyu9NhsrMfM\u002f9IqnHmkw8z+I1R9hGDDzPx0gmKPHL\u002fM\u002fDveRW5Mu8z+G4o43+S3zP7vx7shYLfM\u002frFRQUfUr8z8ktOVciivzP00xB0FHK\u002fM\u002fqb2ItmMq8z\u002f5n\u002fzdOyrzPyI17WKaKfM\u002fmggbnl4p8z+nyveMRCjzP4z34\u002fbLJ\u002fM\u002fLNSa5h0n8z858kBkkSbzP22NCMbBJfM\u002f2ubG9IQl8z8qVaLsLSXzPzZbecn\u002fJPM\u002fyjFZ3H8k8z9DHVa45SPzP8cOKnEdI\u002fM\u002fhEpcx7gi8z\u002fURJ+PMiLzP\u002f1NKETAIfM\u002f1ESfjzIi8z8x0SAFTyHzPzLp76XwIPM\u002fgT\u002f8\u002fPcg8z9mhLcHISDzP6rU7IFWIPM\u002fw5ygTQ4f8z\u002fDEDl9PR\u002fzPztwzojSHvM\u002fp8mMt5Ue8z9jYYicvh7zP9xkVBnGHfM\u002ftOcyNQke8z+kpl1MMx3zPy1fl+E\u002fHfM\u002fEQAce\u002fYc8z\u002fOx7WhYhzzP0UPfAxWHPM\u002fbhgFweMb8z8qVDcXfxvzPw5pVOBkG\u002fM\u002fyhgfZi8b8z9e1y\u002fYDRvzP0OQgxJmGvM\u002fKEnXTL4Z8z+Tisba3xnzP1A6kWCqGfM\u002fNNsV+mAZ8z\u002fk+KHSiBnzPzRnfcoxGfM\u002frd7hdmgY8z9pGhTNAxjzP05HADeLF\u002fM\u002frWpJRzkY8z9Nu5hmuhfzP5F\u002fZhAfGPM\u002fMVwdAHEX8z\u002fiBRGpaRfzPxaJCWr4FvM\u002fZvfkYaEW8z\u002f6tfXTfxbzPwbUm1HzFfM\u002ftmXAWUoW8z8jS+ZY3h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FvSw54dG0A1NE8Z9h0bQNsi9G5NHhtAjSamGXkeG0Bm2Nxu0B4bQEAxT8QnHxtAQ8\u002fQGX8fG0AFzCBv1h8bQIK9XMQtIBtA43SdGYUgG0AoFrZu3CAbQJj83cMzIRtAGmaXbl8hG0A27vDDtiEbQB52ShkOIhtALvOPbmUiG0DeVhbEvCIbQLoQyhkUIxtAbgIGb2sjG0DaUpIZlyMbQDsK027uIxtAqswnxEUkG0DljnwZnSQbQLOW4G70JBtAcl4\u002fxEslG0DSvLsZoyUbQPBEFW\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\u002fTQbQF76XW9UNRtAvsMUGoA1G0B9Dtxv1zUbQJ2essUuNhtAUrw+G4Y2G0A92spw3TYbQNbhLsY0NxtAsJNlG4w3G0CaULBw4zcbQD3NjBsPOBtA47sxcWY4G0A4aF7GvTgbQKX1wRsVORtAttNIcWw5G0ALrMXGwzkbQB2KTBwbOhtAc5e6cXI6G0D9OkbHyTobQGpn\u002f3H1OhtAKguLx0w7G0DAuSodpDsbQN1BhHL7OxtAWNr7x1I8G0DyvYwdqjwbQNDQBHMBPRtAGzq+HS09G0AtGEVzhD0bQHUan8jbPRtAJtfpHTM+G0AbRoRzij4bQKOQS8nhPhtA6znhHjk\u002fG0DgAUB0kD8bQE6Po8nnPxtADfZXdBNAG0A76gbKakAbQJt00x\u002fCQBtAyAdBdRlBG0A27mjKcEEbQCAEeB\u002fIQRtAWvu9dB9CG0BCyn4fS0IbQG1d7HSiQhtAYyVLyvlCG0D7LK8fUUMbQL0p\u002f3SoQxtAffFdyv9DG0AwitUfV0QbQMYMJXWuRBtACkTyH9pEG0ANvqB1MUUbQDqq0sqIRRtAIovwH+BFG0D7PCd1N0YbQDX\u002fe8qORhtAAFVXIOZGG0CylAp2PUcbQD5QqCBpRxtA1dL3dcBHG0DLmlbLF0gbQAVdqyBvSBtAgtFPdsZIG0DGRfTLHUkbQOPNTSF1SRtAU5CidsxJG0BT8Uwh+EkbQMOzoXZPShtAdqXdy6ZKG0AAoi0h\u002fkobQEqkh3ZVSxtA7VW+y6xLG0CD2A0hBEwbQHpHqHZbTBtAXhZpIYdMG0CoGMN23kwbQILK+cs1TRtAGHEcIY1NG0B6KF125E0bQCDiEMw7ThtAJb0AIpNOG0Dya6B36k4bQPqlciIWTxtAWgTvd21PG0A1tiXNxE8bQM29iSIcUBtAMtYLeHNQG0DynWrNylAbQIgguiIiURtAHqMJeHlRG0DqW6IipVEbQD0Iz3f8URtA4u72zFNSG0BQ1R4iq1IbQCuHVXcCUxtAiwmlzFlTG0AijPQhsVMbQBhUU3cIVBtAyFcFIjRUG0ArD0Z3i1QbQAXBfMziVBtAIm2pITpVG0Ay6u52kVUbQPBYiczoVRtAHfRzIkBWG0A7hEp4l1YbQF5QBiPDVhtAcC6NeBpXG0AYHTLOcVcbQHoAwyPJVxtABdk\u002feSBYG0CDynvOd1gbQAA\u002fICTPWBtAArnOeSZZG0BotHEkUlkbQB2mrXmpWRtA9lfkzgBaG0CqFC8kWFobQHgck3mvWhtAmCkBzwZbG0CqB4gkXlsbQLvlDnq1WxtA5uO2JOFbG0DbqxV6OFwbQFp5fs+PXBtAXXDEJOdcG0B9WV96Pl0bQO1HBNCVXRtAki4sJe1dG0Dz5Wx6RF4bQD5PJiVwXhtAoAZnesdeG0Abc47PHl8bQANUrCR2XxtA7Wm7ec1fG0CeJgbPJGAbQEO0aSR8YBtAzSuledNgG0Aeo+DOKmEbQB5ceXlWYRtAcwimzq1hG0Bo9NcjBWIbQFKxInlcYhtAEnmBzrNiG0BNcMcjC2MbQHpc+XhiYxtAHVWXI45jG0Cbe8R45WMbQMhn9s08ZBtAlTppI5RkG0BjQs1462QbQBX\u002fF85CZRtAuuU\u002fI5plG0Daxl148WUbQO6HBSMdZhtAGhtzeHRmG0AQ49HNy2YbQDuaEiMjZxtAPQxEeHpnG0CCeGvN0WcbQFsqoiIpaBtANtzYd4BoG0A4PYMirGgbQCNbD3gDaRtAuz6gzVppG0ADDAkjsmkbQEsOY3gJahtA\u002fcqtzWBqG0ALSPMiuGobQCrQTHgPaxtAZi7yIjtrG0AaIC54kmsbQObGUM3paxtAA3N9IkFsG0CqWaV3mGwbQD4AyMzvbBtA1YIXIkdtG0DaVYp3nm0bQDPKVyLKbRtA823jdyFuG0ByO0zNeG4bQILk4SLQbhtArXdPeCdvG0AqEMfNfm8bQIt2wCPWbxtA7dy5eS1wG0BgiqwkWXAbQC45THqwcBtA8DWczwdxG0AO6kUlX3EbQFM6F3u2cRtAfpiT0A1yG0DgT9QlZXIbQE4SKXu8chtAIIHsJehyG0DwiFB7P3MbQKN6jNCWcxtAqHHSJe5zG0CQLh17RXQbQELrZ9CcdBtARr7aJfR0G0D6VlJ7S3UbQNIa\u002fyV3dRtAxuJde851G0AQ5bfQJXYbQFYL5SV9dhtANR5de9R2G0C+wejQK3cbQDouECaDdxtAqPBke9p3G0DzWR4mBngbQBLid3tdeBtABqrW0LR4G0C6ZiEmDHkbQLvYUntjeRtADVCO0Lp5G0D2DNklEnobQKsGkntpehtAYuNrJpV6G0Auio577HobQKtX99BDextAokumJpt7G0A7Lzd88nsbQD7NuNFJfBtAamAmJ6F8G0DLF2d8+HwbQL5t\u002fSYkfRtAqCpIfHt9G0A="},"y":{"dtype":"f8","bdata":"7DNnfcrx8z+8r8qFyr\u002f0P9CZtKm6R\u002fU\u002f9YQlHlB29T\u002f+Ddqrj4f1P+za3m5JjvU\u002fHO244XeT9T\u002fdmnRbIpf1P9WSjnIwm\u002fU\u002fvjEEAMee9T\u002fTiJl9HqP1P2tFm+PcpvU\u002fjC5vDteq9T+OlZhnJa31P59VZkrrr\u002fU\u002fKo2Y2eex9T9hG\u002fFkN7P1P8Ixy54EtvU\u002fSkbOwp629T+sjEY+r7j1P8dHizOGufU\u002fr5emCHC69T\u002fyW3Sy1Lr1P72o3a8CvPU\u002ffHvXoC+99T\u002frxyb5Eb\u002f1Pwb3Ax4YwPU\u002fdVsiF5zB9T\u002f7V1aalML1P9TyA1d5wvU\u002fC5krg2rD9T\u002fWcfxQacT1P5W4jnHFxfU\u002fv5zZrtDH9T+aQuc1dsn1P0lIpG38yfU\u002fMQxYchXL9T\u002fUf9b8+Mv1P9Pbn4uGzPU\u002far3faMfN9T+VLZJ2o8\u002f1PyjU00fgz\u002fU\u002f9s\u002fTgEHS9T9xOslWl9P1P\u002flmmxvT0\u002fU\u002fPBOaJJbU9T8HeNLCZdX1PxdFD3wM1vU\u002fCvfKvFXX9T\u002fkhAmjWdn1P6TjamRX2vU\u002fswxxrIvb9T9+calKW9z1P0nW4egq3fU\u002fca\u002fMW3Xd9T+bN04K8971P9JRDmYT4PU\u002fdsWM8Pbg9T\u002fIsmDij+L1P9jzNctl4\u002fU\u002fX\u002fBpTl7k9T9TXiuhu+T1P1LSw9Dq5PU\u002fOpZ31QPm9T9wsDcxJOf1P5usUQ\u002fR6PU\u002fgnAFFOrp9T92xvfFper1P\u002f1mYroQ6\u002fU\u002frOC3Icbr9T80aVN1j+z1P9j0oKAU7fU\u002fvhQeNLvu9T8drP9zmO\u002f1P1XejnBa8PU\u002fBFjk1w\u002fx9T+Yolwav\u002fD1P2ST\u002fIhf8fU\u002fBwd7E0Py9T\u002fSU+QQcfP1P00ychb29PU\u002fNIKN69\u002f19T+8lpAPevb1P2ucTUcA9\u002fU\u002fu37Bbtj29T+vYBvxZPf1P3rFU480+PU\u002fHTnSGRj59T+kwW1t4fn1PzuL3qmA+\u002fU\u002fVtKKbyj89T8TglX18vv1P7cNoyB4\u002fPU\u002fSih9IeT89T9a9bnaiv31P0Chnj4C\u002f\u002fU\u002fg02dR8X\u002f9T+uYYbGEwH2Pw6Fz9bBAfY\u002fos9HGXEB9j9ffxKfOwH2P5YlOsssAvY\u002flYEDWroC9j98uU+OAgT2P2MJa2PsBPY\u002fwhTl0vgF9j\u002fCiH0CKAb2P455HXHIBvY\u002fwoh9AigG9j\u002f60tufiwb2P9E96xotB\u002fY\u002fnKIjufwH9j9MqODwggj2P+OJIM7DCfY\u002favrsgOsK9j9S1m8mpgv2PxoYeVkTC\u002fY\u002frkoi+yAL9j+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j3hNkHQHnRWAD13QdAVpeKXcD\u002fB0CcW4Eecx0IQEUCZO2RIghAIFhPS8FGCEDOekMOSV0IQBunXTR0ZAhAnp\u002fzu7B8CEDfgtYMvX4IQIuWN8EggQhAKurM5ruMCEDkdl44yI4IQL1bDIAjrAhAlBbI63+7CECbXavXztYIQC5MAN4+2whAagEO+gIKCUD2ELtXLR8JQOpBjALHRglAocn5NsxVCUCKd6MUEGEJQGrSl0TNnAlAGtutkG23CUAbOInlebkJQLPiXrmYvglAhdkcZrbRCUBTbe\u002fzE9MJQCNKgDxp7wlA8w7fMdgBCkD93vBCAWwKQBrpFhLZjwpAliFnLCKqCkCe\u002fpJx460KQEC\u002fy3AtugpAxi6UfEL2CkACz4B7GwwLQPWTYrZPPwtAs90eeIOAC0ByNn0wSaELQBhyVQmxwAtAkkF3z1\u002fBC0AoCOa+FMMLQKraFVS80AtAWuDKGvraC0BCd2Vpu94LQPUqMTBq3wtAZQfe0w8JDEDm1GSw4h0MQNKNJcidIAxAUNizEvhLDEDg\u002fPD3OmUMQMZd3QSraQxA\u002fa5MxleGDEBgtyUdZIgMQPaLPsDGmAxAq2EG\u002fWGkDEAO41PEEKUMQN26PHFNvQxASu4Em3jEDEAd4yhsBtwMQGVnoa2h5wxAbaWLdFDoDEANOXMCrukMQIUWcf+rBQ1A++oWkQkHDUCj+q97\u002fz0NQEAhn11nXQ1Auo1G5wF3DUDAexJoDYcNQNVsctqJjQ1AILrhnVWvDUDO3NVg3cUNQDi9bFKJ8A1AsNHnrf4DDkA7nME9XAUOQBD5F4M6Kg5AUI5duvQ6DkDOZE0lcUEOQJLvblHgUw5AKwXzeJtWDkCGu5nvqoMOQA7baXy\u002fvw5AJSmNFKvYDkACpKzcWdkOQOAmwOUz4Q5A\u002froroRYjD0DLtBjODFoPQCULtvRWZg9AFQAG1nVrD0Dgs1TKKm0PQLACdK6UcA9AzT8oPYd8D0AoiFflBMoPQHXEAdOy2A9AWgOsgIDeD0AIAJcvTfIPQC9gYQXbARBAFqQeO1EHEEC2aKvQjhEQQO3e998tOhBAj3Th5fpGEEDP5EqTS00QQDfoUY84URBAQR7EeI9YEEAiOXe5GFoQQOK8Jq5iZhBAqcWJNNJxEEC5WXoz93cQQJx4\u002fNgPfBBAC18LbYqXEEDuwqAcJaoQQK4szt3SuBBAXUcxMt+6EEAmhrhKmr0QQN4Pm2bFxBBAV44V1ZHYEECw\u002fAbY0\u002fgQQIkDwBQDHRFAYKFBlLclEUDRRoXgZS0RQBZbhaK2MxFA30eaoTJBEUCtHmkFikERQLulEXAZRBFAarl6rFxWEUC1yUq6hmsRQEWmVF+fbxFA5PGdV\u002fx3EUB9gm6Mcn0RQFdUsZYahBFAmbzgzQCOEUCUbo4Q7KYRQEiCxD7SsBFAvLJUyi+yEUBOKBSmTrcRQOpOnGt40xFAP\u002fMXq2rmEUBOiJONY\u002fMRQAVfUYAY9RFA3o+uiFD3EUBWkYhlgvgRQBi+hMnZ+BFARgFbCnUEEkCxjIuc5A8SQLjjKweYJhJAxvxMEak+EkDSBHFr\u002f0wSQPFXDMgvYxJAU0uQS0CCEkB0QsfMUoUSQJSJVcg\u002fiRJAXyzrd5CPEkDkThLV1JMSQBchIyIrohJAfaTNkvKmEkB4R1SCp6gSQLbzT7+yuBJAASEAktG9EkC2GetvCM4SQLpcsIGd2BJAR\u002fvox3DmEkB7+qIH+ucSQKIqpZwx8RJAPalSDHb1EkDXMCLDQgkTQCY9V8l6CxNANFMHzA8WE0CZrDnZ7x4TQCe20smkIBNA1rFLNWwlE0CYtdxUPzMTQIG2X3t8RBNAVyL0+1RhE0Bw6dDODI4TQANlhH+noBNAPH\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\u002fcBZzD1FUA0PnuzKfsVQCj1k+hn\u002fhVAIgpHVfcAFkD77a1Y5AQWQGY7KAmMEhZArmrtMSEdFkD\u002fX6DPtiAWQCZWehnBPhZAKrRGydlCFkDg2oOhrUkWQOsvx8QKUhZA9Z0VuaxXFkAsYcmIk1oWQFpv\u002fkAobBZAjqtB2OeLFkCdI0I8P4wWQGr6EKCWjBZAo8DBA+6MFkB7GIa1GY0WQBHDBBlxjRZAsx\u002fTfMiNFkAu4HngH44WQE3xQ0R3jhZAUr9xqM6OFkDAWK4MJo8WQLb39HB9jxZAdJY71dSPFkD98HKHAJAWQA2eZOtXkBZAe1P3Tq+QFkA7eHayBpEWQILG0hVekRZAy\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\u002fXEai6oBZAVHZYDBKhFkAiTSdwaaEWQEOt+iGVoRZAU1rsheyhFkAT1V\u002fqQ6IWQI1Ev06bohZAnvGwsvKiFkDI0CAWSqMWQMpy\u002fnmhoxZARxdP3vijFkBy9r5BUKQWQA4CO\u002fN7pBZASCGwVtOkFkDE6dO6KqUWQFtLiB+CpRZA89APhNmlFkAsl8DnMKYWQDrr7UuIphZAShY+\u002frOmFkC4AMJhC6cWQGoSsMRipxZAa9hgKLqnFkAqpBuMEagWQDt14O9oqBZAPnCCU8CoFkCFko62F6kWQAwJHGhDqRZAowxfy5qpFkATUKcu8qkWQCR6MJJJqhZAQoN99aCqFkBEmnVY+KoWQBLKCLxPqxZAg7wJIKerFkDUDsTR0qsWQKDdFTUqrBZARvTpmIGsFkByLB782KwWQHZ4B18wrRZAobA7woetFkB6iqEl360WQNtpEYk2rhZAahKLOmKuFkDaTVadua4WQH1UMAARrxZA6loKY2ivFkCBXk3Gv68WQO9spCkXsBZAKDNVjW6wFkABtPbwxbAWQLYca6LxsBZAhESBBUmxFkBfd6tooLEWQA9UqMv3sRZA9NfgLk+yFkCkY5aSprIWQAZDBvb9shZASgxOWVWzFkDYWwMLgbMWQBFz+23YsxZAnMTu0C+0FkA\u002fnlQ0h7QWQAoU4pfetBZAJY95+zW1FkDUR6NejbUWQNc6yMHktRZAqblkcxC2FkD+5oTWZ7YWQPQv1zm\u002fthZA+E5MnRa3FkBLI6gAbrcWQI8Qw2PFtxZAaeooxxy4FkC8voQqdLgWQHrdI9yfuBZAEeFmP\u002fe4FkD3vWOiTrkWQFa5KQWmuRZA+r8DaP25FkDGC+3KVLoWQFJd4C2suhZAVqnJkAO7FkCNwl5CL7sWQN+WuqWGuxZAPm6tCN67FkB2qXhrNbwWQF7fOc6MvBZAKtJeMeS8FkCMCpOUO70WQIJT5feSvRZABHWJqb69FkCBu2gMFr4WQE7jfm9tvhZA5QqV0sS+FkD2CM41HL8WQMGqq5lzvxZAfx2i\u002fcq\u002fFkBnAhxhIsAWQPaqlRJOwBZAIRA+daXAFkCDSHLY\u002fMAWQK6ApjtUwRZAvn7fnqvBFkBTTTECA8IWQC543mRawhZAtWiQx7HCFkBKL2UqCcMWQC+\u002fsds0wxZAGPVyPozDFkDmQFyh48MWQBBNQAQ7xBZA6EL8ZpLEFkDReL3J6cQWQAqYMi1BxRZAwITl3mzFFkCNUzdCxMUWQOEvEKYbxhZAXPC2CXPGFkBf61htysYWQKY5tdAhxxZA4KlxM3nHFkCFuMiW0McWQAB5b\u002fonyBZAltY9rFPIFkAedqgPq8gWQEZNm3ICyRZAjBbj1VnJFkCa3yo5sckWQOABN5wIyhZAnx45\u002f1\u002fKFkBxndWwi8oWQD1sJxTjyhZAgS3ydjrLFkAH6bLZkcsWQOC6mzzpyxZ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<figcaption class="quarto-float-caption-bottom quarto-float-caption quarto-float-fig" id="fig-curves-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
Figure&nbsp;1: Charge/discharge curves of zinc-iodide chemistry showing pump failure during the discharge of the 8th cycle
</figcaption>
</figure>
</div>
</div>
<p>Here in Figure&nbsp;1 you can see representative charge/discharge curves for the first 7 cycles. In cycle 8, the cathode pump fails during discharge, and negatively impacts all subsequent cycling.</p>
<div id="cell-fig-efficiencies" class="cell" data-execution_count="2">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Plot efficiency</span></span>
<span id="cb2-2">fig2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> px.scatter(</span>
<span id="cb2-3">    results_df,</span>
<span id="cb2-4">    x<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Number"</span>,</span>
<span id="cb2-5">    y<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CE"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"VE"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"EE"</span>],</span>
<span id="cb2-6">    labels<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>{<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"value"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Efficiency (%)"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"variable"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Metric"</span>},</span>
<span id="cb2-7">    title<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Efficiency by Cycle"</span>,</span>
<span id="cb2-8">)</span>
<span id="cb2-9">fig2.update_traces(mode<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"lines+markers"</span>)</span>
<span id="cb2-10">fig2.show()</span>
<span id="cb2-11"></span>
<span id="cb2-12"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Plot potential</span></span>
<span id="cb2-13"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># fig3 = px.scatter(results_df, x="Number", y=["Charge_potential", "Discharge_potential"],</span></span>
<span id="cb2-14"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">#                labels={"value": "Potential (V)", "variable": "Metric", "Number": "Cycle Number"},</span></span>
<span id="cb2-15"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">#                title="Mean Potential by Cycle")</span></span>
<span id="cb2-16"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># fig3.show()</span></span></code></pre></div></div>
</details>
<div id="fig-efficiencies" class="cell-output cell-output-display quarto-float quarto-figure quarto-figure-center anchored">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-efficiencies-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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</div>
<figcaption class="quarto-float-caption-bottom quarto-float-caption quarto-float-fig" id="fig-efficiencies-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
Figure&nbsp;2: Charge/discharge efficiencies of zinc-iodide chemistry showing pump failure during the discharge of the 8th cycle
</figcaption>
</figure>
</div>
</div>
<p>Now in Figure&nbsp;2 we determine coulombic, energy, and voltaic efficiencies for the cycles.</p>
<p>Energy efficiency (<img src="https://latex.codecogs.com/png.latex?EE">) is how much energy we got out of the cell on discharge divided by how much went into charging it.</p>
<p>Coulombic efficiency (<img src="https://latex.codecogs.com/png.latex?CE">) is how much electrical charge (mAh, coulombs, electrons…) we got out of the cell on discharge divided by how much went into charging it. In this system, we have less than 100% coulombic efficiency because of self-discharge. Because we are using a porous, nonselective separator (paper) charged triiodide can pass through and recombine with zinc on the anode. This hurts our coulombic and energy efficiencies on each cycle but does not permanently degrade the battery.</p>
<p>Voltaic efficiency (<img src="https://latex.codecogs.com/png.latex?VE">) is akin to energy efficiency if we assume 100% coulombic efficiency; another way of looking at it is the average level of energy of electrons that entered the cell on charge <em>vs.</em> the average energy of electrons leaving on discharge, ignoring the total amount of electrons.</p>
<p>The relationship between the three efficiencies is straightforward: energy efficiency is the product of coulombic and voltaic efficiencies:</p>
<p><img src="https://latex.codecogs.com/png.latex?%0AEE%20=%20CE%20*%20VE%0A"></p>
<div class="callout callout-style-default callout-note callout-titled">
<div class="callout-header d-flex align-content-center">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
<span class="screen-reader-only">Note</span>Pumping energy
</div>
</div>
<div class="callout-body-container callout-body">
<p>The energy efficiency calculated here ignores the pumps, which is conventional in the literature for this scale. A real flow battery uses centrifugal pumps to circulate liquid electrolyte; in a well-designed system this costs a few % of round-trip energy efficiency. Peristaltic and diaphragm pumps are much less efficient than centrifugal pumps but work better for small-scale benchtop testing.</p>
</div>
</div>
<div id="cell-fig-densities" class="cell" data-execution_count="3">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Plot discharge charge capacity</span></span>
<span id="cb3-2"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># fig4 = px.scatter(results_df, x="Number", y="Charge_stored",</span></span>
<span id="cb3-3"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">#                labels={"Charge_stored": "Discharge Capacity (Ah/L)", "Number": "Cycle Number"},</span></span>
<span id="cb3-4"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">#                title="Discharge Capacity by Cycle")</span></span>
<span id="cb3-5"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># fig4.show()</span></span>
<span id="cb3-6"></span>
<span id="cb3-7"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Plot discharge energy capacity</span></span>
<span id="cb3-8">fig5 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> px.scatter(</span>
<span id="cb3-9">    results_df,</span>
<span id="cb3-10">    x<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Number"</span>,</span>
<span id="cb3-11">    y<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy_density_discharge"</span>,</span>
<span id="cb3-12">    labels<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>{</span>
<span id="cb3-13">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy_density_discharge"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy Density on Discharge (Wh/L)"</span>,</span>
<span id="cb3-14">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Number"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Cycle Number"</span>,</span>
<span id="cb3-15">    },</span>
<span id="cb3-16">    title<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy Density by Cycle"</span>,</span>
<span id="cb3-17">)</span>
<span id="cb3-18">fig5.show()</span></code></pre></div></div>
</details>
<div id="fig-densities" class="cell-output cell-output-display quarto-float quarto-figure quarto-figure-center anchored">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-densities-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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Number"}},"yaxis":{"anchor":"x","domain":[0.0,1.0],"title":{"text":"Energy Density on Discharge (Wh\u002fL)"}},"legend":{"tracegroupgap":0},"title":{"text":"Energy Density by Cycle"}},                        {"responsive": true}                    ).then(function(){
                            
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<figcaption class="quarto-float-caption-bottom quarto-float-caption quarto-float-fig" id="fig-densities-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
Figure&nbsp;3: Discharge energy densities of zinc-iodide chemistry showing pump failure during the discharge of the 8th cycle
</figcaption>
</figure>
</div>
</div>
<p>Then, we can calculate the energy density accessible on discharge for each cycle.</p>
<div id="c90681b8" class="cell" data-execution_count="4">
<details class="code-fold">
<summary>Code</summary>
<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1">table_df <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (</span>
<span id="cb4-2">    results_df[:<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">7</span>]</span>
<span id="cb4-3">    .describe()</span>
<span id="cb4-4">    .loc[[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mean"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"std"</span>]]</span>
<span id="cb4-5">    .<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">round</span>(decimals<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb4-6">    .drop(columns<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Number"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Charge_potential"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Discharge_potential"</span>])</span>
<span id="cb4-7">    .rename(</span>
<span id="cb4-8">        columns<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>{</span>
<span id="cb4-9">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CE"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Coulombic Efficiency (%)"</span>,</span>
<span id="cb4-10">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"EE"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy Efficiency (%)"</span>,</span>
<span id="cb4-11">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"VE"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Voltaic Efficiency (%)"</span>,</span>
<span id="cb4-12">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Charge_stored"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Discharge Capacity (Ah/L)"</span>,</span>
<span id="cb4-13">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy_density_discharge"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Energy Density (Wh/L)"</span>,</span>
<span id="cb4-14">        }</span>
<span id="cb4-15">    )</span>
<span id="cb4-16">    .transpose()</span>
<span id="cb4-17">)</span>
<span id="cb4-18">table_df <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (</span>
<span id="cb4-19">    table_df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mean"</span>].astype(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"str"</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">" ± "</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> table_df[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"std"</span>].astype(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"str"</span>)</span>
<span id="cb4-20">)</span>
<span id="cb4-21"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">not</span> tqdm_disabled:</span>
<span id="cb4-22">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(table_df.to_markdown())</span></code></pre></div></div>
</details>
</div>
<div id="tbl-results" class="quarto-float quarto-figure quarto-figure-center anchored">
<figure class="quarto-float quarto-float-tbl figure">
<figcaption class="quarto-float-caption-top quarto-float-caption quarto-float-tbl" id="tbl-results-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
Table&nbsp;2: Results from test, for the first 7 cycles before pump failure
</figcaption>
<div aria-describedby="tbl-results-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<table class="caption-top table">
<tbody>
<tr class="odd">
<td style="text-align: left;">Coulombic Efficiency (%)</td>
<td style="text-align: left;">86.2 ± 0.7</td>
</tr>
<tr class="even">
<td style="text-align: left;">Voltaic Efficiency (%)</td>
<td style="text-align: left;">74.3 ± 0.7</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Energy Efficiency (%)</td>
<td style="text-align: left;">64.0 ± 0.3</td>
</tr>
<tr class="even">
<td style="text-align: left;">Discharge Capacity (Ah/L)</td>
<td style="text-align: left;">21.6 ± 0.2</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Energy Density (Wh/L)</td>
<td style="text-align: left;">23.7 ± 0.1</td>
</tr>
</tbody>
</table>
</div>
</figure>
</div>
<p>The means and standard deviations of these metrics for the first 7 cycles are in Table&nbsp;2.</p>
<div class="callout callout-style-default callout-note callout-titled">
<div class="callout-header d-flex align-content-center">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
Note
</div>
</div>
<div class="callout-body-container callout-body">
<p>It’s important to note that we are using simple matte photopaper as our battery separator, a component that was absolutely not designed for this use. The conductivity and hydraulic properties of the separator are not ideal for this application, but it is cheap, available, and stable enough. If we switched to a selective ion-exchange membrane, we could improve our coulombic efficiency by over 13% and see gains in energy efficiency and discharge capacity/energy density.</p>
</div>
</div>
<p>We are still working on selecting the correct tubing and internal cell components for this system. An important component is the polypropylene felt spacer included on the anode side where zinc plates/strips. You can see a cross-section of this felt in the charged state, showing zinc plating into the felt from left to right.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/progress-update-dev-kit/images/Zn_felt_charged-1600w.webp" class="img-fluid figure-img" style="width:30.0%" srcset="images/Zn_felt_charged-1600w.webp 1600w, images/Zn_felt_charged-800w.webp 800w, images/Zn_felt_charged-400w.webp 400w" decoding="async"></p>
<figcaption>Zinc anode polypropylene felt after being removed from the cell at 24 Ah/L. Grafoil current collector would be on the left, separator on the right.</figcaption>
</figure>
</div>
</section>
</section>
<section id="we-gave-a-short-talk" class="level2">
<h2 class="anchored" data-anchor-id="we-gave-a-short-talk">We gave a short talk</h2>
<p>Kirk presented the project at the annual <a href="https://gdr-redoxflow.cnrs.fr/">French network</a> meeting for RFB research, slides are <a href="https://fbrc.codeberg.page/gdr2024-slides/">here</a> and below:</p>
<iframe width="800" height="500" src="https://fbrc.codeberg.page/gdr2024-slides">
</iframe>
</section>
<section id="whats-next" class="level2">
<h2 class="anchored" data-anchor-id="whats-next">What’s next?</h2>
<p>We plan to finalize this upcoming version of the development kit and begin starting on the design of the large-format cell. There are other chemistries to explore with the development kit, like an all-soluble iron-manganese system that <a href="https://chemisting.com/2024/09/02/revisiting-the-idea-of-using-chelates-for-the-fe-mn-flow-battery/">Daniel has explored with voltammetry</a>.</p>
<p>Other tasks coming up include:</p>
<ul>
<li><p>computational design optimization of shunt current and pumping loss in large format cell/stack</p></li>
<li><p>design of power electronics system for centrifugal pump control</p></li>
</ul>
<p>Please get in touch <a href="https://fbrc.nodebb.com/">on the forum</a> if you’d like to contribute on these issues!</p>
</section>
<section id="contribution-guidelines" class="level2">
<h2 class="anchored" data-anchor-id="contribution-guidelines">Contribution guidelines</h2>
<p>We’re trying to make it easier to contribute, for all the wonderful folks are reaching out and asking how to help. We have drafted some initial contribution guidelines which can be found <a href="../../contributing.html">here</a>.</p>
</section>
<section id="comments" class="level2">
<h2 class="anchored" data-anchor-id="comments">Comments</h2>
<div id="discourse-comments"></div>

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</section>

<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents" id="quarto-citation"><h2 class="anchored quarto-appendix-heading">Citation</h2><div><div class="quarto-appendix-secondary-label">BibTeX citation:</div><pre class="sourceCode code-with-copy quarto-appendix-bibtex"><code class="sourceCode bibtex">@online{smith2025,
  author = {Smith, Kirk Pollard and Pinto, Daniel Fernandez},
  title = {Progress Update on Development Kit},
  date = {2025-01-06},
  url = {https://fbrc.dev/posts/progress-update-dev-kit/},
  doi = {10.5281/zenodo.14607250},
  langid = {en}
}
</code></pre><div class="quarto-appendix-secondary-label">For attribution, please cite this work as:</div><div id="ref-smith2025" class="csl-entry quarto-appendix-citeas">
Smith, Kirk Pollard, and Daniel Fernandez Pinto. 2025. <span>“Progress
Update on Development Kit.”</span> January 6, 2025. <a href="https://doi.org/10.5281/zenodo.14607250">https://doi.org/10.5281/zenodo.14607250</a>.
</div></div></section></div> ]]></description>
  <category>flow batteries</category>
  <category>kit</category>
  <category>zinc-iodide</category>
  <guid>https://fbrc.dev/posts/progress-update-dev-kit/</guid>
  <pubDate>Sun, 05 Jan 2025 23:00:00 GMT</pubDate>
  <media:content url="https://fbrc.dev/posts/progress-update-dev-kit/image.png" medium="image" type="image/png" height="125" width="144"/>
</item>
<item>
  <title>Roadmap, FAQ, and a forum!</title>
  <dc:creator>Kirk Pollard Smith, PhD</dc:creator>
  <dc:creator>Daniel Fernandez Pinto, PhD</dc:creator>
  <link>https://fbrc.dev/posts/roadmap-faq-forum/</link>
  <description><![CDATA[ 





<section id="roadmap" class="level2">
<h2 class="anchored" data-anchor-id="roadmap">Roadmap</h2>
<p>We are back with an update on how we plan to progress!</p>
<p>Here is our development plan for the cell and stack hardware:</p>
<ol type="1">
<li>Benchtop development kit, cell area 1-10 cm², target release end of 2024
<ol type="i">
<li>Purpose is testing materials and electrolytes on a small scale: different graphite felts, separators, formulations, <em>etc.</em> Purpose <strong>is not</strong> storing energy on a practical scale.</li>
<li>Measure intrinsic properties: efficiencies, achievable states-of-charge, current and power densities, <em>etc.</em></li>
</ol></li>
<li>Large-format single cell, area ≥600 cm², target release mid-2025
<ol type="i">
<li>Purpose is testing established electrolytes from the benchtop kit with a practical cell area, and refining large-scale cell design. Purpose <strong>is not</strong> storing energy on a practical scale.</li>
<li>Measure and maintain achieved performance levels from benchtop kit</li>
<li>Tackle scale-up and integration challenges: balance-of-plant, centrifugal pump control, high-current power electronics, current and flow distribution, <em>etc.</em></li>
</ol></li>
<li>Stack, built from large-format single cells, target release end of 2025
<ol type="i">
<li>Purpose <strong>is</strong> storing energy on a practical scale. Enough cells for a 48 V stack connection to residential-scale inverters (depends on chemistry). Power and energy metrics targeted for residential use.</li>
<li>Measure full-system performance with parasitic loads and full balance-of-plant</li>
<li>Tackle stack and system design challengs: shunt currents, thermal management, transient operation, system control.</li>
</ol></li>
</ol>
<p>Here is a visual overview of this same plan:</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/roadmap-faq-forum/images/roadmap-857w.webp" class="img-fluid figure-img" srcset="images/roadmap-400w.webp 400w, images/roadmap-857w.webp 857w, images/roadmap-800w.webp 800w" decoding="async" alt="A visual roadmap depicting the above described plan with blue cells and stacks of increasing sizes, communicating the same information as just given in text" width="600"></p>
<figcaption>Roadmap of cell and stack hardware</figcaption>
</figure>
</div>
<p>All outputs of this development, including cell and stack designs, electrolyte formulations, <em>etc.</em> will be released as open-source hardware as defined by <a href="https://www.oshwa.org/definition/">OSHWA</a>.</p>
<p>This plan will not be carried out in a strictly linear manner; insights gathered in each step will go back and forth to inform and improve the preceding and following scales.</p>
<p>Development of flow battery electrolyte formulations will happen in parallel, with the majority of the electrolyte development and proving happening with the benchtop cell to conserve resources. Right now we are working on both traditional all-liquid and hybrid electrolyte formulations, the cell and stacks will be designed to accommodate either type.</p>
</section>
<section id="faq" class="level2">
<h2 class="anchored" data-anchor-id="faq">FAQ</h2>
<p>Many people have reached out to us and we have received a lot of similar questions, so we have begun compiling a FAQ which can be found <a href="https://fbrc.dev/faq.html">here</a>.</p>
</section>
<section id="forum" class="level2">
<h2 class="anchored" data-anchor-id="forum">Forum</h2>
<p>A key part of the success of any open-source project is the community. FBRC has received a lot of messages so far from keen contributors across the globe and we want to funnel the digital community into the same place to foster discussion. We also were able to secure free forum hosting from Discourse (thank you!).</p>
<p>You can now sign up for our forum <a href="https://fbrc.nodebb.com/">here</a>. Join in and help us determine what an open-source flow battery should look like and how to get there!</p>
<p>This post is also the first test of using the forum to act as a comments section for our blog posts and announcements.</p>
</section>
<section id="comments" class="level2">
<h2 class="anchored" data-anchor-id="comments">Comments</h2>
<div id="discourse-comments"></div>

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</section>

 ]]></description>
  <category>flow batteries</category>
  <category>kit</category>
  <guid>https://fbrc.dev/posts/roadmap-faq-forum/</guid>
  <pubDate>Mon, 23 Sep 2024 22:00:00 GMT</pubDate>
  <media:content url="https://fbrc.dev/posts/roadmap-faq-forum/image.webp" medium="image" type="image/webp"/>
</item>
<item>
  <title>We got funding from NLnet!</title>
  <dc:creator>Kirk Pollard Smith, PhD</dc:creator>
  <dc:creator>Daniel Fernandez Pinto, PhD</dc:creator>
  <link>https://fbrc.dev/posts/NLnet-funding/</link>
  <description><![CDATA[ 





<p>We are very excited to announce that we’ve received funding from NLnet foundation NGI0 Entrust Fund, a nonprofit organization which supports the open internet and associated open-source software and hardware projects.</p>
<p><a href="https://nlnet.nl/project/RedoxFlowBattery/" class="uri">https://nlnet.nl/project/RedoxFlowBattery/</a></p>
<p>Our project blurb on their website:</p>
<blockquote class="blockquote">
<p>The clean energy transition is underway, and batteries are becoming more common in everyday life. Stationary batteries can perform many roles, like reversibly storing intermittent renewable energy or providing backup power and services to the electrical grid, including internet infrastructure. Right now, lithium-ion batteries—also used in portable electronics and electric vehicles—are increasingly used for stationary applications. Lithium-ion batteries are, however, not ideal in terms of lifetime, cost, safety, and supply chain sustainability. There are viable alternatives to lithium-ion batteries for stationary storage, such as flow batteries, which are being commercialized but are not yet widespread. We plan to democratize flow battery technology by developing an open-source flow battery and starting an associated community around it. We will start with a benchtop-scale development kit, suitable for educational and research use, before progressing towards larger cells. With this NLnet funding, we plan to finish our first release of a 5 cm² kit as well as design and test the subsequent 25 cm² cell.</p>
</blockquote>
<p>Batteries are widely used in uninterruptible power supplies (UPS’s) to provide emergency backup power to critical infrastructure, such as servers powering the internet. Traditionally these have been lead-acid or, increasingly, lithium-ion batteries. By developing in an open fashion hardware which can compete with lead-acid and lithium-ion in terms of cost, lifetime, and sustainability, we hope to drive down the cost and environmental impacts of resilient internet and energy infrastructure.</p>
<p>One major way NLnet achieves its goals is through low-overhead grants directly to individuals and small organizations such as ours. With our funding, we plan to realize our second release of the flow battery kit and start towards a larger unit cell, aligned with our ultimate goal of making a battery of practically useful size.</p>
<p>We’re very grateful for their support and belief in our project. We believe this funding will catalyze our efforts to democratize stationary energy storage technology.</p>



 ]]></description>
  <category>flow batteries</category>
  <category>kit</category>
  <guid>https://fbrc.dev/posts/NLnet-funding/</guid>
  <pubDate>Mon, 22 Apr 2024 22:00:00 GMT</pubDate>
  <media:content url="https://fbrc.dev/images/nlnet_logo.svg" medium="image" type="image/svg+xml"/>
</item>
<item>
  <title>Participation in the Flow4U Battery Conference</title>
  <dc:creator>Kirk Pollard Smith, PhD</dc:creator>
  <dc:creator>Daniel Fernandez Pinto, PhD</dc:creator>
  <dc:creator>Josh Hauser</dc:creator>
  <dc:creator>Prof Sanli Faez, PhD</dc:creator>
  <link>https://fbrc.dev/posts/Flow4U-conference/</link>
  <description><![CDATA[ 





<p>On April 9, the <a href="https://fbrc.dev">Flow Battery Research Collective</a> attended the Flow4U flow battery conference at Eindhoven University at the invitation of Prof Sanli Faez of Utrecht University and the <a href="https://fairbattery.dev">FAIR Battery</a> project. We gave a presentation on our project which you can see below:</p>
<iframe width="800" height="500" src="https://fbrc.codeberg.page/flow4u-slides"></iframe>
<p>The presentation was uploaded to ECSarxiv and given a DOI <a href="https://doi.org/10.1149/osf.io/ds3ax">here</a>.</p>
<p>The presentation was immediately followed by a hands-on workshop using a beta version of our <a href="https://codeberg.org/FBRC/RFB-dev-kit/">flow battery development kit</a>, the manufacturing of which was sponsored by Sanli’s team at FAIR Battery. For the workshop we built 10 RFB cells and 5 complete kits in total, each including a MYSTAT potentiostat. The cost, including assembled MYSTAT PCBs from PCBway and machined plastic cell bodies from Xometry, was less than 500 EUR per kit. We demonstrated a real cell cycling with a zinc-iodide chemistry, safely contained within a sealed plastic box near the speaker podium.</p>
<section id="preparation" class="level1">
<h1>Preparation</h1>
<p>Prototyping before the workshop happened in an asynchronous, decentralized manner during the preceding months in the home labs of Kirk and Daniel and in the <a href="https://lilis-protolab.sites.uu">prototyping lab</a> of Utrecht University, where Josh diligently fabricated many of the printed and laser-cut parts as well as many other items needed for a successful workshop. Kirk would make design changes in FreeCAD, Daniel would print them and refine his chemistry formulations, and then once we had working prototypes, Josh would make more of them and handle the logistics of a 10x scaleup.</p>
<p>In our prototyping process, though we had some limited success with FDM and resin-printed cells, for the workshop we decided to use a prototyping service to machine the cell bodies. We used Xometry EU and had a good experience. At a part quantity of 1, for CNC milling of polypropylene, the cost is 158 EUR, but at 20 cell bodies the price per part drops to 33 EUR (22 EUR if switching to polyethylene).</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/IMG_4348-1536w.webp" class="img-fluid figure-img" srcset="IMG_4348-1536w.webp 1536w, IMG_4348-400w.webp 400w, IMG_4348-800w.webp 800w" decoding="async" alt="Plastic machined parts on a MDF work surface with tools and work gloves in the background." width="800"></p>
<figcaption>20 machined cell bodies, enough for 10 test cells, produced by milling of solid polypropylene, for the workshop.</figcaption>
</figure>
</div>
<p>There were also a lot of other parts needed for the workshop, including:</p>
<ul>
<li><p>pumps</p></li>
<li><p>tubing</p></li>
<li><p>reservoirs</p></li>
<li><p>cell components: separator, flow frames, graphite felts, current collectors, nuts and bolts</p></li>
<li><p>and more…</p></li>
</ul>
<p>The whole bill of materials is currently <em>partially</em> documented <a href="https://fbrc.codeberg.page/rfb-dev-kit/">here</a>, in the rendered documentation from our <a href="https://codeberg.org/FBRC/RFB-dev-kit">repository</a>.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/2024-04-20_04_05_18-1600w.webp" class="img-fluid figure-img" srcset="2024-04-20_04_05_18-1600w.webp 1600w, 2024-04-20_04_05_18-800w.webp 800w, 2024-04-20_04_05_18-400w.webp 400w" decoding="async" alt="Series of toolboxes and storage containers filled with toolboxes on a laboratory work bench" width="800"></p>
<figcaption>Materials gathered the day before the workshop to assemble kits</figcaption>
</figure>
</div>
<p>Of course, we spent the whole previous day of the workshop making sure we indeed had everything and that it all worked and fit together. This was the first time the whole team had met in-person!</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/2024-04-20_04_04_57-900w.webp" class="img-fluid figure-img" srcset="2024-04-20_04_04_57-900w.webp 900w, 2024-04-20_04_04_57-400w.webp 400w, 2024-04-20_04_04_57-800w.webp 800w" decoding="async" alt="Two people at a laboratory workbench, one tightening a nut and bolt assembly with a torque wrench." width="800"></p>
<figcaption>Daniel and Kirk testing the cell the day before the workshop</figcaption>
</figure>
</div>
<p>We of course forgot one type of USB adapter cable in the BOM and sorted this out, and prepared the cell to be cycled with real zinc-iodide electrolyte the following day during the workshop.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/2024-04-20_04_05_41-1600w.webp" class="img-fluid figure-img" srcset="2024-04-20_04_05_41-1600w.webp 1600w, 2024-04-20_04_05_41-800w.webp 800w, 2024-04-20_04_05_41-400w.webp 400w" decoding="async" alt="Flow battery test cell in jig on lab bench, with multimeter, power supply, and laptop nearby"></p>
<figcaption>Assembled cell in jig the day before the workshop, to be used for live demonstration of Zn-I chemistry</figcaption>
</figure>
</div>
</section>
<section id="workshop" class="level1">
<h1>Workshop</h1>
<section id="presentation" class="level2">
<h2 class="anchored" data-anchor-id="presentation">Presentation</h2>
<p>For our first-ever public presentation of the project, we felt well-received. At least two members of the audience were co-authors on papers we cited as examples of other academic cell designs.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-163-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-163-1600w.webp 1600w, TeamEnergy24-163-800w.webp 800w, TeamEnergy24-163-400w.webp 400w" decoding="async" alt="A conference room full of seated attendees with one person at the front addressing the room" width="800"></p>
<figcaption>Workshop participants gathered for the initial presentation</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-157-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-157-1600w.webp 1600w, TeamEnergy24-157-800w.webp 800w, TeamEnergy24-157-400w.webp 400w" decoding="async" alt="A man with a microphone in front of a projector screen addressing an audience while gesturing" width="800"></p>
<figcaption>Prof Sanli Faez of Utrecht University introducing the workshop</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-174-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-174-1600w.webp 1600w, TeamEnergy24-174-800w.webp 800w, TeamEnergy24-174-400w.webp 400w" decoding="async" alt="A man addressing an audience from a podium while holding a microphone" width="800"></p>
<figcaption>Kirk addressing the workshop</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-189-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-189-1600w.webp 1600w, TeamEnergy24-189-800w.webp 800w, TeamEnergy24-189-400w.webp 400w" decoding="async" alt="A man addressing an audience from a podium while holding a microphone" width="800"></p>
<figcaption>Daniel addressing the workshop</figcaption>
</figure>
</div>
</section>
<section id="hands-on-assembly" class="level2">
<h2 class="anchored" data-anchor-id="hands-on-assembly">Hands-on assembly</h2>
<p>Right after the presentation we got into assembling the flow cells. People then brought the assembled cell to a station where we would pump pure water through the cell and check for leaks.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-229-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-229-1600w.webp 1600w, TeamEnergy24-229-800w.webp 800w, TeamEnergy24-229-400w.webp 400w" decoding="async" alt="The components of the flow battery test cell individually laid out on a table, arranged in order of assembly" width="800"></p>
<figcaption>The components of each kit laid out</figcaption>
</figure>
</div>
<p>We got a lot of useful feedback during this workshop, both directly and indirectly. A major one being that most people don’t know how to use a torque wrench! I will add that the only team that built a leak-proof cell on the first try was the team of mechanical engineers… who how to use a torque wrench. We will add this to the documentation and workshop instructions in the future now.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-212-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-212-1600w.webp 1600w, TeamEnergy24-212-800w.webp 800w, TeamEnergy24-212-400w.webp 400w" decoding="async" alt="Three people seated at a table assembling a test cell"></p>
<figcaption>Workshop participants assembling the cell</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-209-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-209-1600w.webp 1600w, TeamEnergy24-209-800w.webp 800w, TeamEnergy24-209-400w.webp 400w" decoding="async" alt="Three people seated at a table assembling a flow cell kit" width="800"></p>
<figcaption>Workshop participants placing a flow frame with graphite felt into the cell assembly</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-213-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-213-1600w.webp 1600w, TeamEnergy24-213-800w.webp 800w, TeamEnergy24-213-400w.webp 400w" decoding="async" alt="A person tightening a nut on the flow cell with a wrench" width="800"></p>
<figcaption>Tightening the flow cell with a wrench (torque wrench used for final tightening)</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-231-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-231-1600w.webp 1600w, TeamEnergy24-231-800w.webp 800w, TeamEnergy24-231-400w.webp 400w" decoding="async" alt="A flow cell with tubing connected sitting in a jig with pumps and reservoirs" width="800"></p>
<figcaption>The flow cells were put in to a jig to test for leaks by pumping water through them. Eventually we switched to just pumping manually with a syringe, since this was easier than disconnecting and reconnecting all the tubing each time!</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-220-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-220-1600w.webp 1600w, TeamEnergy24-220-800w.webp 800w, TeamEnergy24-220-400w.webp 400w" decoding="async" alt="Three people watching a leak test in the flow cell jig on a table in a conference room, all looking closely at the setup" width="800"></p>
<figcaption>Daniel and workshop participants watching a cell being tested for leaks in the jig</figcaption>
</figure>
</div>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-228-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-228-1600w.webp 1600w, TeamEnergy24-228-800w.webp 800w, TeamEnergy24-228-400w.webp 400w" decoding="async" alt="A group of people watching an individual pump water with a syringe through an assembled flow cell" width="800"></p>
<figcaption>The much simpler method of injecting water with a syringe</figcaption>
</figure>
</div>
</section>
</section>
<section id="feedback" class="level1">
<h1>Feedback</h1>
<p>We got feedback simply by watching the participants but also asked for their direct written feedback on the day. Here is a summary of what we received:</p>
<section id="good-things" class="level2">
<h2 class="anchored" data-anchor-id="good-things">Good things</h2>
<ul>
<li><p>“easy to assemble”</p></li>
<li><p>“easy to align”</p></li>
<li><p>“sturdy”</p></li>
<li><p>“CHEAP ! ! !”</p></li>
<li><p>“fun activity”</p></li>
<li><p>“nice/understandable demonstration” (x2)</p></li>
</ul>
</section>
<section id="things-to-improve" class="level2">
<h2 class="anchored" data-anchor-id="things-to-improve">Things to improve</h2>
<ul>
<li><p>“fittings hard to fit” (presumably barbed fittings)</p></li>
<li><p>graphite foil is fragile/flimsy (x2)</p></li>
<li><p>need to include o-rings on drawing</p></li>
<li><p>indicate in instructions that some parts are not symmetrical</p></li>
<li><p>square copper plate with can be placed two ways, one which results in a working cell, the other way which results in a leaky cell</p></li>
<li><p>could add alignment options for quicker assembly</p></li>
<li><p>numbering of gaskets</p></li>
<li><p>flow field design can be improved / is very simple currently</p></li>
<li><p>overtightening of barbs and/or cell bolts</p></li>
<li><p>add washers for better pressure distribution</p></li>
<li><p>a symmetrical flow frame could avoid assembly in the wrong orientation</p></li>
<li><p>threaded hole for barb should be further from bolt hole</p></li>
<li><p>barbs are vulnerable to overtightening (at least one group overtightened and sheared them off completely)</p></li>
<li><p>closed and tightened cell appears slighly bigger in middle</p></li>
<li><p>(silicone) rubber gasket can loosen over time, more rigid plastic gasket might avoid this</p></li>
<li><p>possible to close cell with a clamp instead of bolts?</p></li>
</ul>
</section>
<section id="roadmap-for-the-test-cell" class="level2">
<h2 class="anchored" data-anchor-id="roadmap-for-the-test-cell">Roadmap for the test cell</h2>
<p>We will complete the entire documentation for the version of the cell we produced for the workshop, and mark this version as the “first release” of the cell. We’ll then incorporate any breaking design changes from the feedback just mentioned which will go into the second release.</p>
<p>One design change that could address multiple feedback points is adopting some <a href="https://en.wikipedia.org/wiki/Poka-yoke">poka-yoke</a> design strategies, such as making both the copper current collector and corresponding recess in the cell body rectangular, so that it can only be inserted one way.</p>
<p>Another suggestion was to address the ordering of gaskets and flow frames by placing a notch or other visual indicator along the external perimeter of each part, so that when assembled there should be a large visual indicator showing that the notches of all parts are aligned and therefore assembled in the correct order.</p>
</section>
</section>
<section id="reflection" class="level1">
<h1>Reflection</h1>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://fbrc.dev/posts/Flow4U-conference/TeamEnergy24-282-1600w.webp" class="img-fluid figure-img" srcset="TeamEnergy24-282-1600w.webp 1600w, TeamEnergy24-282-800w.webp 800w, TeamEnergy24-282-400w.webp 400w" decoding="async" alt="Group of people posing for photo in a conference room" width="800"></p>
<figcaption>The team behind the conference - thanks to all, and in our case especially to Josh Hauser on the right for his efforts to set up a successful workshop!</figcaption>
</figure>
</div>
<p>Overall we are quite happy with how are first workshop went. We are very grateful for the support of Sanli Faez and his FAIR Battery project, and by extension Utrecht and Eindhoven Universities and the student team at <a href="https://team-energy.nl/" class="uri">https://team-energy.nl/</a> who all performed an excellent job organizing the entire conference.</p>
<p>Two workshop participants were chosen at random to take home complete kits to their own labs to experiment with, with the stipulation that they share their findings and feedback.</p>
<p>Now, we have our hands full with completing the documentation for the first release, before making design changes with the valuable feedback received for version two.</p>


</section>

<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents" id="quarto-citation"><h2 class="anchored quarto-appendix-heading">Citation</h2><div><div class="quarto-appendix-secondary-label">BibTeX citation:</div><pre class="sourceCode code-with-copy quarto-appendix-bibtex"><code class="sourceCode bibtex">@online{pollard_smith,_phd2024,
  author = {Pollard Smith, PhD, Kirk and Fernandez Pinto, PhD, Daniel
    and Hauser, Josh and Sanli Faez, PhD, Prof},
  title = {Participation in the {Flow4U} {Battery} {Conference}},
  date = {2024-04-20},
  url = {https://fbrc.dev/posts/Flow4U-conference/},
  doi = {10.1149/osf.io/ds3ax},
  langid = {en}
}
</code></pre><div class="quarto-appendix-secondary-label">For attribution, please cite this work as:</div><div id="ref-pollard_smith,_phd2024" class="csl-entry quarto-appendix-citeas">
Pollard Smith, PhD, Kirk, Daniel Fernandez Pinto, PhD, Josh Hauser, and
Prof Sanli Faez, PhD. 2024. <span>“Participation in the Flow4U Battery
Conference.”</span> April 20, 2024. <a href="https://doi.org/10.1149/osf.io/ds3ax">https://doi.org/10.1149/osf.io/ds3ax</a>.
</div></div></section></div> ]]></description>
  <category>flow batteries</category>
  <category>workshop</category>
  <category>kit</category>
  <guid>https://fbrc.dev/posts/Flow4U-conference/</guid>
  <pubDate>Fri, 19 Apr 2024 22:00:00 GMT</pubDate>
  <media:content url="https://fbrc.dev/posts/Flow4U-conference/image.png" medium="image" type="image/png" height="111" width="144"/>
</item>
<item>
  <title>Introducing the Flow Battery Research Collective</title>
  <dc:creator>Kirk Pollard Smith, PhD</dc:creator>
  <dc:creator>Daniel Fernandez Pinto, PhD</dc:creator>
  <link>https://fbrc.dev/posts/introducing-FBRC/</link>
  <description><![CDATA[ 





<p>Hello, world! We are two scientists passionate about developing affordable, sustainable batteries for clean energy storage. We met online while independently researching low-cost flow battery storage technologies, started sharing resources, and quickly created the Flow Battery Research Collective to give a name to our efforts and try to share our work and bring others into the fold.</p>
<p>This website will serve as a home for the project. Right now we are working on a development kit for research and education use, but we plan to eventually create practically useful systems, on the kW/kWh scale!</p>
<p>We welcome anyone who wants to reach out and take part in the project, offer feedback/advice, or participate in any capacity. You can contact us at <a href="mailto:info@fbrc.dev">info@fbrc.dev</a>.</p>
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<p><img src="https://fbrc.dev/posts/introducing-FBRC/image-1600w.webp" class="img-fluid figure-img" srcset="image-1600w.webp 1600w, image-800w.webp 800w, image-400w.webp 400w" decoding="async" alt="Daniel and Kirk wearing lab coats standing with a plastic container on a lab bench holding a flow battery test kit inside" width="800"></p>
<figcaption>Daniel and Kirk with a prototype of the flow battery development kit.</figcaption>
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  <pubDate>Thu, 18 Apr 2024 22:00:00 GMT</pubDate>
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