Digital Earth Africa: DEA101-en Introduction to Digital Earth Africa: Platforms & Sandbox (English)

<div class="xblock xblock-public_view xblock-public_view-vertical" data-course-id="course-v1:digitalearthafrica+DEA101+2021" data-init="VerticalStudentView" data-runtime-class="LmsRuntime" data-runtime-version="1" data-block-type="vertical" data-usage-id="block-v1:digitalearthafrica+DEA101+2021+type@vertical+block@781ba4f9084944baa9ab800a4855dee8" data-request-token="92d11a484d0311f1b4d66b8c55c4de7e" data-graded="False" data-has-score="False"> <div class="vert-mod"> <div class="vert vert-0" data-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@edc5f4ce59e84471ba19838d1c11abcf"> <div class="xblock xblock-public_view xblock-public_view-html xmodule_display xmodule_HtmlBlock" data-course-id="course-v1:digitalearthafrica+DEA101+2021" data-init="XBlockToXModuleShim" data-runtime-class="LmsRuntime" data-runtime-version="1" data-block-type="html" data-usage-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@edc5f4ce59e84471ba19838d1c11abcf" data-request-token="92d11a484d0311f1b4d66b8c55c4de7e" data-graded="False" data-has-score="False"> <script type="json/xblock-args" class="xblock-json-init-args"> {"xmodule-type": "HTMLModule"} </script> <h3 class="pf0"><span class="cf0"><span id="docs-internal-guid-1aa806c4-7fff-4a21-a254-f3b3e94a3316"><span style="font-size: 16pt; font-family: Inter, sans-serif; color: #333333; background-color: transparent; font-weight: 600; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">Overview</span></span></span></h3> <p class="pf0"><span class="cf0">This tutorial introduces </span><span class="cf0">xarray</span><span class="cf0"> (pronounced ex</span><span class="cf1">‑</span><span class="cf0">array), a Python library for working with labeled multi</span><span class="cf1">‑</span><span class="cf0">dimensional arrays. It is widely used to handle Earth observation data, which often involves multiple dimensions </span><span class="cf2">— for instance, longitude, latitude, time, and channels/bands. It can also display metadata such as the dataset Coordinate Reference System (CRS).</span></p> <p class="pf0"><span class="cf2">Accessing data held in an </span><span class="cf2" style="color: #339966;">xarray. DataArray</span><span class="cf2"> or </span><span class="cf2"><code><span style="color: #339966;">xarray</span></code>. Dataset</span><span class="cf2"> is very similar to calling values from dictionaries.</span></p> <p class="pf0"><span style="color: #3366ff;"><em><span class="cf2"><strong>Note</strong>: This tutorial is about using </span><span class="cf2">xarray</span><span class="cf2">. An introduction to remote sensing datasets and more information on Earth observation products used on the Digital Earth Africa platform can be found in <strong>Session 2: Digital Earth Africa products</strong>.</span></em></span></p> <p class="pf0"><span class="cf0">Follow the instructions below to download the tutorial and open it in the Sandbox.</span></p> <p><strong>Download the tutorial notebook</strong></p> <ul> <ul> <li><a href="https://learn.digitalearthafrica.org/assets/courseware/v1/2f0bce1e8a10f124f1ffd4860f3df870/asset-v1:digitalearthafrica+DEA101+2021+type@asset+block/05_download-xarray.ipynb" target="_blank"><span class="cf0">Download the Python basics 5 tutorial notebook</span></a></li> <li><a href="https://learn.digitalearthafrica.org/assets/courseware/v1/3bf8043c113807b904f270bedf71f0ed/asset-v1:digitalearthafrica+DEA101+2021+type@asset+block/guinea_bissau.nc" target="_blank"><span class="cf0">Download the exercise </span><span class="cf0">NetCDF</span><span class="cf0"> file (6 MB)</span></a></li> </ul> </ul> <p></p> <p class="pf0"><span class="cf0">To view this notebook on the Sandbox, you will need to first download the notebook and the </span><span class="cf0">NetCDF</span><span class="cf0"> file to your computer, then upload it to the Sandbox. Ensure you have followed the set</span><span class="cf1">‑</span><span class="cf0">up prerequisites listed in <strong>Python basics 1: </strong></span><strong><span class="cf0">Jupyter</span></strong><span class="cf0">, and then follow these instructions:</span></p> <p><span class="cf0">1. Download the notebook by clicking the link above. Download the </span><span class="cf0">NetCDF</span><span class="cf0"> file by clicking the second link above. If necessary, rename the </span><span class="cf0">NetCDF</span><span class="cf0"> file to <code><span style="color: #339966;">guinea_bissau.nc</span></code>.</span><br />2. On the Sandbox, open the <strong>Training</strong> folder.<br />3. Click the <strong>Upload</strong> <strong>Files</strong> button as shown below.<br /><img height="114" width="400" src="/assets/courseware/v1/4ea6ce25bce944072250cbc0e0f815fb/asset-v1:digitalearthafrica+DEA101+2021+type@asset+block/Image184.png" alt="Image" /><br />4. Select the downloaded notebook using the file browser. Click <strong>OK</strong>.<br />5. Repeat to upload the <span class="cf0">NetCDF</span><span class="cf0"> (<code><span style="color: #339966;">.</span></code></span><code style="background-color: #ffffff;"><span class="cf0" style="color: #339966;">nc</span></code><span class="cf0">) file to the <strong>Training</strong> folder. It may take a while for the upload to complete.</span><br />6. Both files will appear in the Training folder. Double<span class="cf1">‑</span><span class="cf0">click the tutorial notebook to open it and begin the tutorial.</span></p> <p>You can now use the tutorial notebook as an interactive version of this webpage.</p> <p class="pf0"><em><span class="cf0"><strong>Note</strong>: The tutorial notebook should look like the text and code below. However, the tutorial notebook outputs are blank (i.e., no results showing after code cells). Follow the instructions in the notebook to run the cells in the tutorial notebook. Refer to this page to check that your outputs look similar.</span></em></p> </div> </div> <div class="vert vert-1" data-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@e29923a751504dd5bcc080875efdfd86"> <div class="xblock xblock-public_view xblock-public_view-html xmodule_display xmodule_HtmlBlock" data-course-id="course-v1:digitalearthafrica+DEA101+2021" data-init="XBlockToXModuleShim" data-runtime-class="LmsRuntime" data-runtime-version="1" data-block-type="html" data-usage-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@e29923a751504dd5bcc080875efdfd86" data-request-token="92d11a484d0311f1b4d66b8c55c4de7e" data-graded="False" data-has-score="False"> <script type="json/xblock-args" class="xblock-json-init-args"> {"xmodule-type": "HTMLModule"} </script> <h3 class="pf0"><strong><span class="cf0">Introduction to </span><span class="cf0">xarray</span></strong></h3> <p class="pf0"><span class="cf0">Xarray</span><span class="cf0"> makes datasets easier to interpret when performing data analysis. To demonstrate this, we can start by opening a </span><span class="cf0">NetCDF</span><span class="cf0"> file (file suffix .</span><span class="cf0">nc</span><span class="cf0">) of the area of Guinea</span><span class="cf1">‑</span><span class="cf0">Bissau we used in the previous matplotlib lesson.</span></p> <p class="pf0"><span class="cf0">Please ensure you have renamed your downloaded .</span><span class="cf0">nc</span><span class="cf0"> file as <span style="color: #339966;">guinea_bissau.nc</span>.</span></p> <p class="pf0"><strong><span class="cf0">Recap</span></strong></p> <p class="pf0"><span class="cf0">In the previous lesson, we plotted the .JPG version of the image using </span><code><span class="cf0" style="color: #339966;">imread</span></code><span class="cf0"> and </span><code><span class="cf0" style="color: #339966;">imshow</span></code><span class="cf0">.<br />______________________________________________________________</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Review of Python basics lesson 3: matplotlib</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-7bd2c453-7fff-452e-a208-cedff8fc283d"> </b></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">%matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">inline</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"> </b></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">numpy</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">matplotlib</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">pyplot</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"> </b></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">im</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">np.copy(plt.imread(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'Guinea_Bissau.JPG'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">))</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(im)</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span class="cf0"><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">-------------------------------------------------------------------------------------------------------------------------------------------</span></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><br /><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">&lt;matplotlib.image.AxesImage</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">at</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">0x7f6fc79feba8</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">&gt;</span></p> <p class="pf0" style="font-size: 16px;"><span class="cf0">______________________________________________________________</span></p> <p class="pf0" style="font-size: 16px;"><span class="cf0"><span id="docs-internal-guid-0db9c151-7fff-e69b-e938-96a387ff592f"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 271px; height: 252px;"><img 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1ZZE8Wshw51KfP06gLtaqjvU0KBYug4QNlcXM1lBRxGjMrTNc8LMMZBWRElo0nnLmFYx7qhKL/DSPRzOsm0Lwcn9yjUbzacUdN6GmGVhVqLlVZb81XoCOxiGZTjQnfQp3vcRZZIIOd2NEe57/F4Sv9Y7WDG8HAqRzFUTIVznTO0wwU5cqg+0oJAw4gez0/YX8bJQ8aeyrCzk48G33VJpSddpmQgJXt29CFPcxzrIvFTiIU42u9ItD7X2udicAbDbDZTME01hsGVB80E8IP+iETjT9W0ZfrTMbPxiIqje5TmJcUU5WDI0/Aci+da9XeohiHVIMTItjwBhbFGe/b0vSsJG2J9V69UWGq3sQLvM6tneObsFRqSZ6ygse7WOF/pUJ1bHAGqLYOFzZiWKSZzpkpxZsWc29sPOVZgmWgeA6y2Wjiew/t37jDsDrECj1vzAd/M9rm7e1/p7ARX69F2SSS0RAwkmSVYY06a/ibPDYX8wpPcZCokQF/j99ycg3TObm8oG5jjSY4rtQa55h8MjjBGsgs8ze9S6wpWPwAAEABJREFUqI8Qm1hzlYGsGhhCAWd5+VGafZTOH1hfKwGdvcymaJz1R1JsTm+cUxQOXrDIZBZgCldG4FILXSqeTyFJ5n6BiXKyYkzVR9ct9abD0qJLJ7A0iPFmPq7qIkHWpJG1CMcuzjyk4ndo2iqxHMAvNB6GbH5IMT9gv3vAcTJmanIxkyn3dvpsdmfsKWq9tTfkOztH3FOdYTzPqeQ569UaG/U2a5U6S2IHF1cbrHSqIpopm5vbLAV1PnvlKZ5bXOKx00u0Kg6Z0qpcd0yEUpsab96fyzFAU3A8nchIclKlFqmMpxJWyEeFKGtCIbALfBcrsy+mgRiORbbETH9NjFU/WBSFfmFDcy002ehoz56LtofnetQD9RUSHZUAIUaBPDiS4foJZJLFUM67PzDsHULvQGnOyGqPIc8unOGXN17iRW+NvDsl1Vye6xMp0AdiE74QKXY8yjSucHKGxQwzA984+K6RfjzOtBZppSGO45DGLjMtyxcIjiY5c4FmFBjZuMN0bFTf8hn2LKMjl1G3wtE4YijHzQuYy4knE0Mi9tNVEBiUETWKsfocyC68uiGvFMy9BF8pSCcKWHJCWpJjoBQslG2EJsOWDqY1+5rbj0K2j3qMVYM6kkPuH43I3IAojPjEpcd5vLZEx61QSGeR9Kd4QSHAcOToHh5VJ8YpQiZTh94gk6xjfM1572FXoNLjnkD+jgDyoNcHzT0MchxriQRWXgZCD2TIOAI8V/ILxAwcfVHKMtccCDxK8FVXrG631mUg++iLpbkCyr5SpwPZbCKbDF2fqhhvJYgJcJE5UIsK/DDD8yByfflKwKM+ynU86hiP3H+u2sBwOOXxp5/lyuo6F1tNub3hj269yftvvSXni+jUKyxK0F8+9yRLjSpNOcFKNWCtohb7nBZDOddssOSHrIV1nt+4zJqp0U48WiaSvgxBpcpCZ4nV5hJVr2Q0iNFENOpVahprPDri7GJLFHCBeilxH7bHA97e22LszCiBypNRuhGEdZ9pPmVmU4yQa+4bXK3DT3Mu6Yz4i2vnubTc4fZ8nzcHmxx3j/jClWf5N3/lT/Gv/PTP8Ysf+hi/8PFPCHQqMr0ZUeAT+h5jUf+JqLej8RwZeV5GWdVcfN+l2akRap2zdEqifDZX5KuKutbUqpEnVoCAqUnh+dzvH9IzM/KgwFO+n3oFExVljGNoNRooY2MyzyhkhIEKa8gAMxmosIz5dILJ58ivmJs5PSa8f3BX9julKTk33Cq1seaSoy01XFZVtEvmY0b5hLnmKeQUnnalDRHJqZtBjYoTcdjrsT8dkArifOkviAOORiOtKxEzQY7nk+QB42lOfzhTyjqhezxm97DL4XGfoRxwNk/kZzklxTcq/M0mvu5z6Xbn+L5HGDoCLAg8y7LkX+5hqGi/PTwWU8gJBUAtIjyBjyOwLAS60/mEkYqwoVirDS392ZAHxw8YeTP2GfL69k2qqy3WVxZZckOePXPhBAgr2BPnjyW3jg/rjYhLp1ZZWuyAdPBA6cv1w12mksn+6ICxlXycBGyKp/0ry8JztV7f0X4s4KrQXTCTzpWJYnOXwPGJg1Df5dRkc4uLERXVYqwCmyumdl6s8uXLl/Czgl3p/L3eFu/1drg/Pubu0cEJIBoF5zBw8GVPrudijDlpPOLDPmL/D6R7ebrw/vUbNJQGfOL55/nss8/ykx/5FJ9YeZKL7VN04oaE6LEng/7GtijgYEQ18AjkqCjHruchK1GT5Tii6QXENiAXry31dHXjHM9dfVxRIhejOGQqr8lEiXuHx3IOH0kR2TolIuf5WIY5IikmhDWH1qJPvePhKXq5scHqdtmL7slkbHNGMuS9g30paJfdyTEPhwdMfRm2lNRcqnOuXuOXn3qeL5+/TDYY8Pq9G8wHU9bry3SoqI5gmE6mGBlstRbgmAL3RNEu1jMYFwIZYSWKCcNAzcORoRkHXNclCF0aSofCwFAR2MVaXDAuZFw1erK+WWlgHvQnPcbM1AkCsYSWQFYYQoFhoPrEPEtI5URzgYG2hNX7Zi1kcbFB2AoZB3O28i5vd+/wxIULvLR4nlg+0JBMHl8M8JTnmzQhlnG7VRdHa3MEHlNF6UwpYTHKEI4hn8Bo3CD2xVC0FtcSCHiRo4+kx73tKb1eJuBISOQYnvWJ/VCjGK0UAtfRrY4YUgZy2MkwZTywCJeV0lndl9NsVIh8V3tIKQGtcDIKAWhW85mKYdUETi9fepKXnnyOpVoH60DupJJ3Idn+o/cTpiSBxrZjhorW94shf/jmd5hMBlxZWGXVr1HLfVpulaYb0XB8Km5ITyDXH454R0XMP3rjGl997yaHAvm4EtAS42kvRywtx8g8lDYnZGIOhWSdyo6TWSHwTJmUgXScMVGbqpCdTFJy6cX1HBwHfA8811AGFWuhUY9Buk6lA6sLqe47IOHmoMu+5k5dsJKv0b3Gao967+ieQu95xIeGfMQRPoDumSD42t0b9Lq7rJ5a4cJlVaRffIEXr7zIM1/+Ek99+MOsFTFR4fJA1KzdbHFqcYUFgYovZpGPHMbHCaGos7GWcZ7xoHfIwM3I6g6Hs0NS8fJCBtGfH5PrfWITjBwxcwoKNSulqDte3WNUjAlq0FmIaFc9qpKSK80Zx0p5vlqglCKnsI4M2tKoRDQbNUzkcpCPeUMFtOtb92jFFZ5XIesjpy/w2OkzzCn43pvv8J033+P7D7b5nVdfZ19pSBKF+m4u488IfZ9KGBKHHlHsEIlphBUP1Lc8fixkSNoeYqcYOZ91C1KBai5DrEcRp5eWqHoRNjdk85SZjGqsukCiuoHrulqvI2Oc4/tG/QpF+YTpfKo9WVzJzubgGIgUqSLJx/cMhfLrxE15Pz3iuH/EY61F6gIuJyhYLBlTZqhq7IpnidXP16vnuWIvEJ6sxUVLxBgHz/fRkqnjU1XzBPaugCaQlbfCBrGcMQpDKpJpCZxGY9sMYuPR8kJOt5apOQE1RWPHSjHaZ5FbJjqmnOokbKQTqzDQ/gUuo/4AV5uJ6yGOGEkukGzGkQq7Qw6HfSq1OrYcQ7K1J9G4wLgG1UQVbIycUk3rmkn3Iw/casCLTz2HEWMZq9bj5D6daodO3GKo9Pje9oB728dMjWXqe0y0jhKQq5pjsRpSkx4LAVikfVPK2bG4GjfW9UDM0dFaK1qf5zqg9Zf7MlZrwKj2AaWOyz14Gk8mS6mod+/f52H3kIX1dZJZhjMpmKqQ3Z1mCH+xrkWkhJn+mqslksFctZIyJeYRH/YR+38g3Y2E1tC5vVV48qoOnYvrOMt1/IsL5OGc0xttPn7hLJ/ZOMUnVtd46eIaP/rR5/nM04/xjJxyOaizFDRZ9GoEJlSknbI77XPkTvjm/Td4de8d3I626k+ZmwETf0RRh0EyZK4/RqGgKI3GFDSkvPVORUZc4DkZvliBU1JMm+N5hZyqoKr8cXkpotEylKlEp1rj2Y2znPJi1isNqkGAL/QZeA6/9cY3eVMU2Ik9rqxvcGPvAX/rG7/HN3ZucSvtMQ1lsKrdzJ0UTxG5dJxIDlYLAwGIS+rOFRkzjCNbkUG5orLKVkS45jLYOfItrOYpAXju5BylfR7sPAQV9TIsBwKPud57ctBCxmUFIr4sL4gtwj7KSF2NfHwXIjl9NQypxCGuldHJIV0ZXGxdrCLiQM75rYfXGVUSPnTlIpfbq3RxtTYPL4WW3rdk7NXYJRM4O6qfeCqGqmbKSYo0L/BTBBoBG3GHSurhFz6uHLTlVLi8ukpdoFaVo0cCoZKVTZTOVrT5auHpfks4g5re+9p4HHoEYY7jSUYklL9zGegkritmGsdiB3GV8mQi1549ratZiVlRsfpOd5t39+9zb/chRjLyrIfVugqtT+UTjPZrZh7namdZyJrkqsHMtIaJUM9XsWOUFAy0jiMBiCFg2FN61ZsRhjGh7KitNHGhLNrHAnbJusgT6SOhZIJHOsLtKf3KBXpWa3LcnFYrIlbK5OjeVKzY4R89Sr1ayWGuI5Y0NVqrSyAmamUHgRPg6Fp571i33+13uXtwyEALy3RB5Fkgxwloj8VexqJ9hdEYjqHQH7dUuPo9ytM+SucPqm9e5IS1gIPuDt3jXVI5rZJk0uKY2btvkN5+j6VTFT760Sf4iY88y6dffpxnn73Ix565wiefeoxLq8s8ce4sn1EdoYxKqXL5sdC1LNrN45ysYUi9ObVmQL0dUVmKScVKhpMxZcrkKnpWlWL4YcTZ1gJrfkTVsbhSpnwOW/GpNDzanYDlhYAVtcWOR1jNNE5OV8g/3t5hSY7y9PI6pypNXt98wKubd9lTneH97fu88+A276vC3s36zKsFh2bAxE80/4CRovlgOmZeZFRVU2hXqwSuQyajG86HlD9cS/OcwAast1epltFZUa00hqkYB66M3w8Ym5zNWVdRz5Ap8me6nmpvRq+OonMmZ3YKQ13jLy/ViQJDriJ1Lirjuy4V36cW+YRRIIf0BJ4Onow8FiiEOOTqv8mMGxxyXjK/2lzh3d0hN+4f4QkEzi2usxjUKJT7zJUetqzkrMJyLoN1fY9CAOQksNpexshRp70RvorisRPQCCostBoY9TPJFKN9+dpPXRE5UxSdyjmPd0bcv7lFNp6RKd1qCAzqdRc3SHD8Qi5hBSBGdgNT1Y0qlaqAvsJcDpuJwsexw37vgKlNyXyrmlWG5wa0am18rWGqVKFMl4Y61sz7ho8/+VFONzeY9RI8L2agvbzy2ltUGx1KkNrZ77O3d8RoOKap/Z1bWWBZQFAPMxYqUHGnuAoaNnQlNcOD/SHHKnxnVrLILYnknomCDFVvSfIZ1hZy9lxwZgh8X2rV3nyXTDqbS3aYgkzMJSnlK5nUi4Bm4SrNG3F3f48jFcK7um+i1NWZg1FLVT9SRqmxLY6AzToQiUF5WhOP+LCP2P8D6Z5IgDeP9tkUcu5ubcKoRz7cl0FkioY+blDFP7WObdaoK2Wpnz2NqckwHUcRQ+Iv5mwO95i4iQTuEYdVCjlDeYzreQ4VJ8CXE4RqnahClIOdQTELSScB03FKKkctKeZUBVLHd3BrTeJajU4toua7tORUq42Yp06v8+GzFyjzXs+tSLEOhZwjVCFr45kzXDt8yIPxkEwRZZJNGcoRjlXgPCRhRxXxntKOMuVwjaeY5VHTWmtRjUDGabXmUEZYcT1Re0sZPStiQqM015FxrrpJSpwVNFxYa8S0qhXRWaM9R3j6U0bONEVzewz0ZqIoZuQ4flEwm48oT6jGo5x8Yji70ME3UFLdIndwc5+6ExIIUBw/xYRgZGRBFFP1q8TSQeLJGgcOd7e2+a6KyCjFqzgVfDlgXwXLSS+n5i7iJ1UaXptzrVMYyWZeOpGTCH4QK0y483CXWyruFZ0IrQzPJnTnPb71/vvSScKyjehkHucbFZZrDn0dQfUnOX3pLakGJNq/SeWcxiUQaAT1glhCcWUPgeOhgHFrDugAABAASURBVA6ad6TgUImrtKstrIJBPx8zKWYs+jGNscUTu8hnjuomCRNRfeN7uGGg/pYz9RapgHVH65oIyA7vHZMdGp7aeJyLKoZXPJfLax1avsNqR3ut+4QoALhzcq2x8IMTQApl2wM5e1+nVsEoYrHwdOzdIHZ9RIi0nkI2kjEXkyoylyx1pBPZpvZXzDOYQuj4xHGIF1qcIFfQCjCav+J6PHl6g4sbq1jVzgLVlxzxk1AtMg65xtQlDaYxZAOuAetmmHBKYmc86sM+6gAfRH9XcOiowLnkN1mudDjYPyL3JYLlSzhXn8CcXiNUutJeOou1DTKhbhkFlZgiy6PaqOo0o89v/dd/QFcRKheqB1JeofxuJudNreRnDDUxi4YXEEsxjUZEdTmk2glQIEc6JQ08ZhEYRYtIwNAKmtSjiFrb46n1U3zq0tOc1rVz9Q6nG23WKiV4FMyMZVvn+NdVx+gnqQwiJfFyisiQVWDgTkhk4LNaSnfWZzwfS4sF0i++QCkUQDVrMZebi3QEJofKS/rlmaScxiscHO3HyiBwHAaKoEfJnL61lGlEOkg4Gy7ydOM0l8IlWiYm1v2BMaS6LzMFuA5WjuGF/sl8lXqNxeUlPONQaJ7Hzy+xGqVUbErVRsTWIxZglt8b5feFDNq18ck8C6lPT0fLb167yZ3tXSBTyzFykq37m2JRQ82bYB2H7bRL5hVUxH5OS37G9Uk053E6VJQcMZH3TESnM+vgeh6VbMLLl87xzMYp7cHnxvUB71+b4KRwasHj6tmIWpwQ1Wp49YiJM6bwMypirb6nMSQTYwHXMM9S5spB+pMuxs+panxX42RW+iiSEx1lumc6mzATS00Unm3pYNpOS6dPZ584x+2D+2Iqe3hOgad7m9rHq9fe4it//BUFoJyNSpXFOFKa5zH2LUkY0FhY5MnHn6Ie1mgIdK0kM1PedtTva79TzZuw1z0QWCfUXEssPclUcFRoMXL2vJRHCRoZoPVqCzqeR3qSjAu0FleBxhE25gxNgg1Cri5tSAsFkzgnsrnWWoiB6WaDggHIhHGkB99xpXOfdJwzVxFbMzzS0z5S7w+oszGGul+RQjxqQYOWCnKO8sfCiymqIbajV7GLQlHX2AAjA88ViaJKnfpim7oYyZWLF1lorzPsz5krx/NlqI4xuFqjlSJ8x6OvYtpADqWgg40sdeWZa42QhkQf5wjhQxadCpecBk/S4SPhBj9z5QU+1FkkyjJu37zNu9dv8taNG9zd22Snv89YjOVIFHl7MGZL5/hHsykzm2JMhnWkzKpHoDqOjQpM2UKH3C1wXIvrusxUKS8ZQlWG99HHnsbKeO4cHnA8m0nJmYBS94oxudbBFZXtK4p1RdmnAo0gC2m7DV4QqH3k8ed54eITnK4v4YvahNp76HuEshxPBhbIIQJFLysni6sxfR3/pgIna+CpC2t8/NIafjE5ORXxMNjSkcRIUhXgBsczRqOUcwKoT1x+jotL66SKkjtHfaUHQ3w5TqdZF8gVzAYjGahlMBpyZ7hDwozAWkrn1IbJta6pl5No4rHShFzAFErPtUrIklJDmwy4d+suD7cO6YoNRA2fFx9rcXl9kU5UpdNqkjpTnEZOIaU5kaNhLYHn4WjMkl2lJte8GSn5CYCMk6HWltOK66Ta1/FsdOLE1jW6J2Wso9pyfdZYrGysEVS4e7DJ67feYqoCQrsu4Fzp4KqwPOod4QkMLi4t05A+cun4kDF3xz0OxFTmkt2dO/co60tGYd91PWIxkeX1FiYA0U1SN8f44PgWz3dxPVfrMszEMA1oBOGGit2p+ue5Qdmsjs8Tcn12rEsmILNC1LEC4xsP7/LNm2/htXyqzRCnZjW+w0D+4bhQkY3Xm4a4BiZwUblGjMeCmB2P+NAojzjCB9C9PK4qI/+uij4lRQyF6IUighntMR0dkNsMI8MYD45IFZ2saGg2t+TGI2o1WejU6YQ+nUpM6TSFCnt++Z1XITIxVSLa1QWsE3A0mTF2HRlzwVrY4PmVM5zSUe+GrbHqt3FnIaHbpFptcFd1ius33iOXsvrFjHvTHtcHXd7R+fm96ZQjrWmoY4RjFSXv7h5wb/+Q1LO4FZdQr6FjFWEKOaUjUAAnsVjNXUZ7W1gC65PKQY6PBmxt7/H6++9x++FDxqMJuXLXPEdRHHw3IPJDrTljWP4CUcJqzDwWtLeFsI7veAIkGQ2WTONVgohQRum7Fk9rnI5mosKJjC6hpOJ37tzmnbff1fwGHBgLrB7TKY0bOIxkkMZY0PqG3amKgTP6OkbdOTjm/Vv3qAqUP/70s7QrLRY7CyyojpSWADgaUVeKc2pl9WStxhhSU5Dou+lsyrZqDYkA1UUgKiAsEgdnrj2EbRZl2ctyUNed8nB/WyDco6v9Rw2Xq5caXFqBTKnlwaHL5u6MmdIPL5phHCOQM5JVAWJQ1ikoI2z5aqxDIiA2xsUYh7nSxfLVkzPnCgRWuilcQ64+mdaVkpNJ4HPNu69j/LvbD1QTSbTaDFcy9F0Hz7NUtaea74gJpIzylK7JuauTm7tKu7d7xwymIzZV/9rREf5gPGKiOkSaJQxHXeKqh+cbJFqmrhUIWoRVGGPI8ww/cKmIRYUVHz/yKNUwV7Ara4KOtTgCjlwAU2hezzO0GyHHSolv0ROQWnztceoVDDytOYZqU+ut67pfYB2DyA2F9u05PrmYPo/4sI/Y/wPpnglat6aH3J8eszPpkYtCGh2z5fsPVDjLwKlTmCrVjQ2c5Qa5J8qq4tXhg01mo4EMuMFZMZCmeOmphToVKbp70GVQpjCq6NejNk2/SZyELJkGnXnMfHeCFQUJhoZnN67QyCP27+5z7fqeCps9Xju6z1Ztxm0zYFtGNZPwc7XC9RSprBwqoXs0pQQ+N3QZiRGMBTJGxmG0DgKHXOsorCfD8Bh2df/BRJE6xTEyjNRgBCZO5uGq2Fjm3K9s3uNQDKvh+tSs+stAcvVPSgujYCaGM9W+DS6+cXFziB2Pezdvcu3ae9y8e5v9bg8r4Ah8T1E0xwhIEQ12VHQLxHQcjdM/PhZozYh9UFZE77BHqvXNjCET8KmWSVcsaqDK/VQFt7mi9dzmbCoKPzza0dosTRtSDyIunFqEHJYEJBdOn+HJq48L7FyBXoqr/S03FggqETMZsBsaFkTzwyLATiwV6eOptYt86PIVViTDuEiYiDUejg3CSM50HF48VeN8cwnXc+QiM/bFEjLJy4p12dQiceHo1cFibIEv+evW8pOA1JDPHeYqII4EJHuDPvJ12mGVROwt1YdEtifRYAUMiTYyNzCTjKzjal+FbLEgFdgkkkFeDiwWmVYtfbGnnhy+108oJg6NRgUvMAxUM+uqoFtbahHKFudKzVI5O2K3vtYXa57Y87DWx5HwgxwCCbyt+ZqRj6/x3Uj7knITk5KoH47Fk01kAo65wCjwXQIfRCZZaji0tWZX+4hqERXfJ1b/WtshqhR6b3BLOyw8nAyivKCewtmgwaM+7KMO8EH0t47D3LVsTgbc2N7k+rvvcqAUwUrIYbWF9RvkTlXNo5DgEJJHco5Dofubb72pGsmu5JuxrBL3M8qZVxY6TETdJWcJuUJfqcw5AcSPfeyHeK6zwQutc5yOl1ldWgc5srUB6+tn2Th9jlq0wEpzDcex5L4cVgaVG4fy6PTx1TOsRR06fl0Ki/FGhjKyqsSAK8VbGYYpZA2qS8xk/YPRnENF7YGo/1SwP5VlJoqgmej6uD9j0J8wnylKFC5hEJPHIa5qH+24QsWTdWgNM9HXQnTViL6W/25kNJyJmcxI8wQrY3Z9l8vnz/HxZ5VOnDqNrEwMJcUxhsjz8K1Dp1pnqVKj7UU0w0jXfUpnb6rusyQju3B2Q2nMRIY/ZTiZnLzvKa3JLAijCCJXTCxkJue/cfBATmVZimoMjo5l2gm+rs/TFF/rfufd95iMp2I5GZPjMcfHPQHrjHEyo7BGax8z0R4C62pdLc4sncIR8HZUZ4rlUIUmjQKtM7KcblhqqgP0jwyhqH9l0WIjw0igP+waisTgOwGBH+B6Do5nKQHEAoUA02isXPcUOt7Wl3LEQrYwkMznlGmS4zhkAuZcYFFYK0pfIMFRHnuPtcbJSDLGYy5bOh6OcGs1jgWiN3b3GEknC4sbNGUPRT9jKkabJan2PiKuWI76CoTHBxqv0NpcfM8FObhnXQLZW2kDs2GCO4GPnr/C8+tn6XgBmYBmKNnPBHZYB+MaHGsI1cfXWgI3wBXQVCsRucZbDEOWVYeyAvny17oV7akTe0QReB7aXyYQLcin+qx7Om7E+YVVTqs0wCM+7CP2/0C6Z1nO0dGEraMRN1Qs3ZbBCezJanWIQrmvzvfsDCsJmO4e7N9idrxN+TPqqQzv7s421/e2ORDqt3V/p9kicX1SOd6SlLZRa3Nm8TwtCf7xUys8+fSH+bEf/1UWG212R2Ou7e6zP5iwtH5GEdKlOx8pyk9JRa3l9wyyPm6c0VbE62RVoixhVcDSkMGWxlAIMHJbiIWAkYKWbJOzzhKtpE5ybBj2UoFMjtF9YeYTFRFF6jLMIXUM5JnMAqxqMllJdVUwLQErwKcjZ28WhgYOTdWBak6IPysIFLVSGX5PbCQ1VgYyo6n9XZUzPnf6MitxUwbnM1F+vtRs8FhriUvVNhsCY8/xGGnfo9mIjVbMuUunKFZqWqMMrZeJahfYyCeoG5pLLvWqIbbgT4fsz7vM0xqrArupTnI2jycYU7A/6vNdnZa88f5Nhkrjyh8iVRQJE7cA156st6ui8oHWE4iSh3WYO1PeuPY+97fvkZoR3UFOX7UezyYsV11eeOY0Q811W/n7VM6N9mszozpGwiAda1yD8SH3Ei0ux7jIWTSfPrqFxRFjNGplSmDVtyxGDsk40vH5VNdrboQn1uLmHqEXEbieUkxDDNKHq/6eWAuYPGY2M/QEKN1+wbn2JV5Ye46W0+GgP+IoTwTYGbnsOJHNWWMoZLVZlmKdHF1GZkqiqD9SsDg6mpEJ1EbWkBtLRSl43YQYBRFGFjsPmI9cAWBQColg7tIpKjTdKqTIzgw4Prn2OMktabXGRGDm2Jw0ngvEU6Xvue61uGnIerTIy6sXWPbqZALCPQXpu7MjHvVhH3WAD6J/URT0lH6Ux2gHqivszQe4nQaOjA7FC5ONsNmY+bALQubJ4Jjde/dJuhNS0d/jYcH9/TGHw4xD0e1OVOFSrckZAchnnrzK0xstpnv3JLg5MxNxPDVUOpfYOPU8jz/2Is8/9zLrS6c5u/o4c+OxM+7Tn03lYBMKgYEn+r21r7Squ48VrWw2PT789AXOLlWoSYGRlJ9359ipZdxNZGj2BJhaUYWKdchFY3M5eZGmZDLaXEY0K3NZGXKu6GEVXYwMycpBZPpMxVzKXNd3DGdbVVZDh7NiCVeWGpyqesS2oC8mUjKZ470B12/e58bBEdPC8JHLT3PDBzaSAAAQAElEQVRl9RyR9jmToc50bSIkLhyLG/j4ilTlnKXDj7WO2wdD3n+4g1NrMlE6lFifMAhoKrLVVUPqCHg8xxV0GUrwuVhr0FSKsbjQoK79jfaHhPo+k3cc6qi90H6MU+CJOeTMcZ1SZXMCAW0cuzTqPk2t3y0SUjtWLeQu1XaFu/e3BFqZHANFTJ+lxSWWOovsaV8H0n23mFEGh9zkuAKrOLAncyTZhFxgG2h/nrFYNB85VrIr5MKF7k+zRM6dnsi+ZAeZ9OB5rhx6xlKlw5LbIhhANfNPWEEiv3MkX5sUJGIHM4GGzaAEpMfOnees0udqq8advQfcPdpkxIwy/cnlvKNpyrGCxVDp1zyz5LkjtpWJ8aQkYp5aioJeWi6SQAwrkz6+p3T1G/dvcUPp5GjmYKUnV+mX0V6KuU/sVaWTcjdTjJeROglTMyMPYO7MmXtzirjARhZb9jOWwAbUnYi1uMlzZy7z6WdeIooDesmQYTFmbKY86sM+6gAfRH9fxteSwdajAE954/Goy74o3/yoR6Hahxl0QUU9bzonFdIf7uxSRpFatUWmXG5Xhb1dpQFbBz0e7OxQc30+fPo8L4lJpN0Rd+/c581XvsfmgwdY1xUQDUkHRzgCis5Sh40zKyy1a9hkzjPKv584c5a69QhUl0hVWBqPEwblLxdLzddcGlXLilpFikuPR+RHc9wJ5DoBmQnANh8ecP3OLfZURMtk6CIJzE3GSBFqLkfOilzmnXNi1PkcZHSu72nvLq6czNP7EjymMznM/jGpokXoBczEFnJdq1cCPCfl7EKLjzz5GJPuPne2bnJLR4vfu/E2f/zaqxzo1MPxIiKdHAxUgN05OqI8LhxOFLHlVKkYQLl/R6HbVQv9Co4W6mnfFT8klazHg4Fo+ERzecRRlU61AapHzYsplYUaNaWHKQ6u+tTiGN91Weg0CUP/pBXaZavZ1LiGQvOVTq431E0kUK3gSu/HCghf+/b3uX5rKJ0njJX/z0T/fclgX+lBpBrJzCuYCpCGGqOwBTXR8o4Ax1O65MpZgsADhXej6JuoxlMUUBiDcRxSyds6DolekySjon3E2p81UMrdxyPOAs411lkOWpSFROMGOJp3pPsHQpIH+z0eqqideg5mOOaeGNb9u2K/Yj/WQZNl0p1Rc4m0Nj+0AkFHS3IYyX5G4xzXdSQfX7ZTZ6HRoirGUxX7zMRA9lTHOpBcJ6VdSK9elFLRaZIfSrqym9J2uu6QeZgR10NCa6njUnU8gYpLLDBv1CJizVHVflpuhTDzmA/m7O4d8o3vv8rf+spvs9k/EOAYEi9nItvlER/2Eft/IN09aeDK6hpL9QqyGdIi5aaKf3ffeI+9N99hqIJgIlAojvv0d444PupT/gjqUI63Oe7pyPTo5Giw3+/hBC4H21sSrsfnPvE5fW4ztw02VM+o1GvcvHeN+ze/xb23f487t17hrVe/zuBgi8Fgn/Fkh2x6xGh/l8fPnWVtcYFclthTHaDbG8u4+2wf7skAIlqqT0COLwk2ZCx114giZhgZaZrO6c3GJy21BW41IA0sE1H4sjYwnk5IZCyJ7nM8Qxj7YHLKwrHVOJ72ULapvn94POTe4YDvvH2NN2/c477SurKOEE17XFyp86mPPEOzUhDYkQz8Dq/u3uD+5IhuMqWcqxAjGGv9e/0+cwq6AxmhQDKOfGIZYcvzxOD63H3vfYFqSuRackVmUxjEuhU1EzlAyr6c57s3bvFgOCBxYW5SuvMJB3LWRKBT/ruSidIYzwoEcXDV38iQtx7skc8kJBWuEzEhZQ9UKm0Wq6uM94Yc7fQ09ozjSUh/7tFVcbOnYmZZM1gQsD8pcCxljBhbIFCKFGBK8AzcQqBm5Dgh1bhCrdoE1TbyzDKbZ0ynGZnYw1zsYaI1TnWtwJBKHoV0VIjBFqZgMB+T6P2PfPaH+NizHxIQz9neHrJ50EXLwW8FGBUlJ17Guw/v0e0e01loMs2mDGR7nk1ZaviyW4tVxK9UYgLfJxHojIZzStAKY4cgdPEEdNZmspmMC+0Flp2YjvI3LYdM94eylVozxw0SCrEL66d4lVwsYchBPmEktlYWTVt+nQ9ffI7VsEPFCTEqpBrtzxMQearD+XOth4DAi4jKFL4W8iDTPmVbYRzJJ1ykGh71YR91gA+kvxzU81yMDGJuEhJFlK6o6J5Yx7YcOdP7VG2a5eyKjfSHKQ8UFb+zeZP780OcCsRBzlOPX2Dt1CLrGyucv/QY2wdKfyoNzq+t8cTVi1Q7LaKVJbrZiDQ/ohomNCtVwqDF6sZZ0c1dvn7tO7w/fkjXk3FI4L4cOZIx1LwqVhLvDcb0BGI3rt1iIBZQa0bUhPr1qk8lhJrWUqvKTMsoMk8RN5ZyMxxjKB8lGGX6rgSKXOBjHaO/MxlZgue7aBIZfYbsHFXKtLeAxlKTsBHLYQsyGVgUOlQks6ODXX7vD39Hhr6NdVBEKvAEqI6cwXddyjESUiYCoYnAqjsccu3GfV23GtoSaO6qjLooZhRmhhPmikypjMvHuoH0odxbDjiTQ/bFvnZLCu5qk7rW3d5lcNzDSG+xIml3kMhhtJcEfEVFR4acq5aQy5AT5fGx1xQ++krJUvrpSNR9QkcFzqfPL2hu2OpNebA/Ve0JOXRBV7Wf7rgrJlOnZVw8AUBLuopCn4I5RTbHzcFV2lhkhqmAaaA1plrrXHOnYo2FagizaU6qtNM6HpkATZ3Js0zMoNAeLYn0NQtSvvvat8WQIHQClE0ipVAeo881rmMtfuDjhxFbsz7vHjzg7b273OvvcvKbDSdXXwfFPBErjZsjUpNTpldBbIlqLl5QYIzW7CZEutZqV2UXCTMBu26kWoloK63wBC6JUp/uUa40zqA6u5ac0vZrWNVdyt/dOLbC9l6faeowmGQcKLBNtd8wbOKYCuMSMJWS5jImR3s2Yq5eBvWwqhrOHJmEgNfjUR/2UQf4QPobZFQj6rUYT0Z/rGr9rvL+2/0j7gpAvvXOewyl8LG0ejifc3PvgIf9PTwheug4NCOPswKMZxQ5zlx8nI5OHaKFJg92t7l/+w6VyOH67j2OnEKGa9lXpbKQc6yf3uDMmfPsKzrOZ6m+m3LgTOlV4I2HNxibRIoPaWhdFS+gBLhUjj+WMR5nLt1JTpkSTMUychXhAhdqvkMspTWVBnhypNHhiJFSp9BYmp5PJJYSxK7ydeckWmn5yNLkuOD4BnkY+lvNYqT4SONVqiGVaqT5Dc2aTyyQcf2YTdVhvvn9t7m1fcx337rJztax0rwJddFyT0XYmu5rRC4Vk1L+g7Vi0OPCalPfuyeMYpJr/SrSzsQcRgIBQg8rSusqQpXOI/tDmQCzNNfaIlw57/Ek4dqdB8j7WO00qPiWnvTUlDNoONWJEiKvRpxrzUmMmwUUxsdXXwVXjIBHWRdnllu8+NQTJPMEYwsCBQzjOLhiPqHnUotjAYJlKBCp2wCjFEKjgGoCuTyqcDyMwCHAxUpOIwH5rMgoaw8YozkRbmts10FTYnW/ax0yzRe6roDTJVd65ChgmajgYHrI27ffp9Vp0ZasG36AI4frq34xmRXSW4RQh9vHh7x/uM3D8SGZQMCv+LpcME9LppNrzpnmAl96i2OPivZUdVxaAgaRJsk3xa1ZRuGckRkxKUbYsCCUXUQyIMexGBVBHbXipEZSkMv5A4FgTTWS8t8yjbo9yXnA/mxAFniUshgr9RnJZ4b5TOOmjCWLHFQnnOGIza1GHXwC8lKhCsKecfTtP8vzn3yP/Sd/9f+/b1wJbEkV46fWL1EZBxw97HNrc5+Hgy4Dr0K8cAY3EGrq7HXn+IiHqvrHdVfU7TyfPvskpysLfPxjn2b9/AsUwTK7Ojbb6m5y9YmzEnKX33/3Df7vr/wx/9Ef/rZqEfdoKr89Um2iCEO8ZkzuJNy5f5PX7rzPYDrGylAthpLOpk4uBWVMFNETd04sG5pJsW/tdRnKEKfAWC2xVsblcGH5NM0sYno8JzIBvouisxEwNlitdei0IhrtmLgW4Ok7X39VmlVqDU8gZ5AP0VKEWIjbtNViV06k6DJRNMk0bz7LGfRnAowjbt3blNF5NBpVppmjtGXG2/cOeevOPbZV3znlwROxw4dXO5yLQk7HVT799GMs67XbTegJHYSZXHnqZWZRS9EzoGYd6jL4RuDT1GZDbSCUUQeeg0fCUNT5qzeVQu3cIXfGNMIUMXV+89d/ls9+9hMc9kYc7fZp5TFXK0ucbXVOIu22onXsWc4vrrAouXhy3LHQ5I4Krjjw+MUW6+uWtvRa9+GHPv4Cn/j0T3Lm8adIdG9BIRAeM++i2o9lInYxVDEzUA6VKc2ZKoUKyzUKOFzJtJSr5xX4gcX1LaV6HI3hWiO4MXTqDQLt1VOqVRVo9+2Q72/d4IHYXFWA067W8QQgruQ3TFMORj1mTJhqjJKFpWJyjtifcJlibsm1iUL9cqcgM5mCe4Hjenj67mxnlQWBp0SJFaAcFxNuDR5i25bqgiWIE1xnhpFsQwFEUyyzlEMl0FqlI5Er9qfyBc2fqO5xZanFi6eXiao5qZ2TCwwKAUyqcYv6hMwfY9xUoJIhs6CxusTeaHjCQGMpKw4D6TrnUR/2UQf4QPorZBVFwFe++SY3Nw9xPQ+bzTjqDthTwadZb+E7Po1qXde1aRUez546y/LSKkvLi5y7cEmIn5DOD/jOt36fmzffYy4Efv/uTbbnPTaTrr6f4UnZk2TCzd073Np7yPX7d/ja698Vy7jJ1qTL2BZMkpnobaZIkjCTgWhUMhlhIVo5S6YsV11OLUZyfMNYiN6beRzrKG0oJpLIcI01Om1R/+mUSNGnWamJnhb0xUDGcvpijtaZn7Q4rsuwI4Yy4ElXpnk0xdPxcMur8uSZS6zU2hhFyZFAc54VLCwvytAqDMV4etOUkQxmeXmZD7/wDGeXalQ0n3CG8ncUFTGks8p1n1qs0axUeP32Lq9df8C7Kh53dVTnRgXWZtQbVRrtJo24SuwGFMaKfqe045jlZpNOtYovuSVKeUQFMNZov0MGJmG/18U1LkZpUk91qF/9+V/ixz//eQI5W8Ox1PwJ55Zi2iZlWYD0mIDjslpP+9nr9cUMtzB+TlhzcOUo7VZIs2X5xV/5FJ/90oept1qi50d05yOcqkO9HVCrO1QjNcdlsdqh0lgQmCaEOpL84Rc+Q8u2SEcOneYKuWQ5kczzSYIVE9NClXr4OPLicfkLZgocXXfl+qPBsPzEOM3ZPhpxpILzSqfJstK6UwK0il9QBDleyxA3rNifQ6tWZyoA7M4zJv2cdAiF5gRHgBmepKJlbehweMxIdS7PD/Csh+94BJ6nu9Bnh4pAulqPiaMIZXTas+aX7RWaW+rXOHMmks/MGByxrb6YeaI5w9xgtepyX07gYEuwcgJKsHTCHEdA41YyjibbFNUZrsZYkK7r9SrI1nnEh33E/h9ICH117gAAEABJREFU91QpyWs3b3DzqMskCDEVj2pThhx5bPUO+cbrr9IVI5hKUHMpeqldl2NWxZwNa+fPctQbsLW5zXyyj1UF/PT6KokM+PbmQ5QC05CBX3KbvLBwltPVJq3QVzSb8ZXvfpPv3HyHN7Zv8b1b73Jc/tsEOd1ckS4XlU/UeTrPSEpklxZ9a6nbnMDO6Q9HZMo5WxTU9X1MJkXCbq9HLqWHsWV1eYFapU6eGJJpRj4vKH8bMRnNSfQ+k/KzHCaThJ6KayW7mCl/748nHKgwNxWQFWJAoYzKleE5akvL6ziez1yzTdKCm3c3BVZjvvxDn+STLz7GSuRSKwrWG3VCfNqtVW4/3Kcv8Mn8kK5Y2UggWJWjRlpnks6Ziu4uNzssxQKRSo1Mjt8Vu+vPxriSlfVc7a4glHEGvsdMYHCs7w9VoHaNRyHK/q1vfJPu8T4//qNf5Nd++RfFJM7z/BNnWG9FnG40eEzrXnACHryrU6FrD0gEIMlkIpYHjmQ8PTzGEeAu1wOeuLBEPjpW8TrjYKePqcbkfo5fLYh1JBn5BYFrmSkqv3n7Lnv9CVOlovvbRxzuDdnfGXFLtZ2+rucCWEeAQJbgqE8uB8xE2RPJznFc2pKTo7Qn0X2lrvVC7haMM4056XOqU2dZ9tiIDcaVstwU4+S4DjjWUFiHErBlOlrDnFTpA7JnTUUoh64HPm6aEhuHmgmkm4CqNBM4pXZc0NpMwQm4HHX7jHtzBa2CVBOkrsELPSK99x2HQLL2VEd672CP333rNRV3R4Sym6YCa1x+r334srVy7lw26pZyCsGPoSJ9Jwqo09mUeTInU1rDIz7sI/b/QLoncsC04tBZa9DqBMRVh0ojkLEYnAhyCeG9e7d4794dXvrkx/nExz7M889/iJVT53jv7dfZVu7f17FUouj40tMvsN5eE3XuUQlrlP+Nic+cfpIfu/IhvvDMx3nq/FVefPxJrly4QCH0NzLWaVhwnIzoyZgTFQVHo4xhT4i9N+VoZ0x3dyhF9TjdbvO5j31C8/XpKvLXxBx+4TMf4n/x53+Wf/U3fo7Hrp5iXzWaw3lOrVmn0Wqxp6PWTEBkZGQ4FjyHWZYIAmUgciCbQ+gFWktIqog00TcjRfXNwR4DpgRKGVoaq16rECvNWlxYpN1uyAAKJREyOkWob77yJt957fu88PQVfvIzT/PUuSVOLa8QVBY4nPgcjBKiSsj6qVM8/sTTtNod2p02FVFYHENftZCFoMIz6xc421kjcR2ONG4vSZjKQR0vUPoVYI3Vq0NNDrGi/vWa1qH1LywtMhOj+xv/8X/Irbs3ePz55/jQpz9HQ8wlUV50uNfjlljP9155V9/vYYqQ0K2y3FngqStnePzcBhfWl1nvVKl6ht/7r3+f73/9+wy2B1w49xRf+OKPESkyp5KHDXKWVjoUtmBbx/kTEJBUSEYpX/vea+wL1OVH+j4/cfLllTYLrYbucUkFclOB9nhaCDAhVCrseSFdHf/PdV0+jq8aQlV5U0MsxwYZuZkiM6EehcS4AoEC+TM2kNxmQ6aqtTiF1hBYsRo13xC6EMvxl8XqlmsVWkFIzfXF5uqk0sXwcMxATLRko5NewmQ0Y6IUOFNwchQgwjBAEytATThUgb4MhI4Yjp87MINDz7ItMO1UO3z8/LPEqRHAWFxTUEhnhQKg41gC69GMGlRsRf2s6nMzNnf3FajGJEqDecSHfcT+H0x3Y1hdanFOwHF5IWSjFhALUCoyllZoWF9s4+mexYUlzl+6wsbaEia3KNthNp/SWVrm6hMvCLVnUsoEN4+4cvYJTqv+cH71LJfWLijCWd58/zrfu32Dr77+Cjdu38ZR5EnJRf8nTBXlcw04GMzZP5iwvTmgK/CYHGXM1bzxjCurG5jMZ5h5ArSYn/upn+GHv/wLOHGH773+3gkLGE7nlDnqlcceY3XjDKkMy/F8tFzGot9lDuoIEHy1ugxLtiaH8YiNR3msGijKu4HDRPw1LaYyohmZ8nmrSLG2vCQ5LdKsVgSMFiST1PqipSlv39ni977xXR7s7VGmNwuLy7gynrHW7TsQOikuKQ3VlhzNtama0nA4Zir5HR4c0HQjnjt1kecvPkEQxKr3GIb9MXPJwxkV1LLgRN4ly6hiOdXs8OTVxznSGLuqE4zkSL1Jl7dvvEdXIOzVmtQWNmi0N5hnIZtyliM5yFAOkkdNbisd/ebrb+noeVffHZz0GeZzJgLa/QHsDSxeY41Aacm9+1ty0lKuGblJ2Tva1/HxCM8xBLmhJZ2ckiPN5f1uDeodj0ozEOD4+JGVmHJkTljJai5H68uBx+OUXnes/UtBNtR4KROxhkzA7nsFZdR2xB5nXsKkSBgqrVwOWyz7VXxjsGLFEx2vGA3c8l0ipTKVhkO15tCqBzTEABfqFelCtqt7j4d9DgZ9jpS+HIzGjPuJHL7C5fOXmSkNTbSuYZJyOBroJGpOofVNFMB6+m4iIBg7OT0x0qmYRub6sjEXd2qYC3ysdUGINfUzkqigEHD5bkhkYxaCBdYqp0gPkK8YhJuMBehpaZg82sM+WvcPpnfptK4E5wmBnf6cOAlYDDs8fX6Dqino7u/ji7pXajWSyZRrdx/wh1/7I779zW9yrCPCx5/5JI3OaRqtRdpLKyyfPU/F9eiLkRi5TKaomolu74lWDwbHGLdgnM/oK/cfq5BU7sLq/qFQfi7WkU8d5oOMYpRrfpcnz52jE1b55tff4u//9ve49PgzPP3kFZ5/8gVubO7xb/+H/wW//423GSuyVVX49BWxFloLrKyeIohrRHEV13HxFLEbUYVWXGFR+XK7Uj05RUjFQFztM1DI9DAUkkX5W4uMjFR/CtUUOo0m7XaL+/ubODWPUyqCnllbpFEJ8bT2rpz82sMD3ri9w417e5T/bZGb21s4rsv6ovrKqOezHm+89w7yHQY6Gh2r0DhSynDz7n0eatztvYds37xDqu/sDBydKjk6afAV9ZqORyyAsRla85xTSsla9Tq5jD7JA3qDlCPVPb7+za/x7/0H/y7/wd/8j/jKV79NmrvUqjXEkzECDutbzp9ZxAkNPaVM++Mxu6ovbPaP6WZT6q0aS51l1sSC/HqbV975Pq+98yrlL0MdRd56vcnshOp71J0K7vEUt9+lGaREApNQTMJ3XdUVzEmbTkYEYg3ra6eYzzLGw6nWnyPRqmYz5PbWNmWaVuoIOdRirUokAHMKS640IFUzAgfHs3LyGafCNk+snGIxigX6lmpoCLyMSpjRlF4WG3VqcQXPD+iPR2z2jtlWzSPRfd10yMxNBTSh0tcUYzzJbUia5yQKDjYwGAFWbgvyKQp4Bl9zJ8aRFRi1lEJBwJG9JAINoxTm+aee59TqOtYYCqt79DoXKz4poCon3trbp6t6jsEjFdtIpMs8L5jqHh7xYR+x/wfS3ToOY22mKHxqYZMNpR3uzDDvB3zohU9j/ZiVS+dYu3wKIwHboMGDnXtUdGzZarSpV2qkys8noz41FYMGu5t0D/dlTC5H24fs7x1z+sJFntrY4LHlZVwZwkhK6ClVKaMVOCqwoqhmJWKfUOtYrDVoiT76acpMkW7eH3Ishd3fHYmVbDFXTaK7c8C0v0v571FsSS1Ur/AcZLSZWNAxnmuJqxFWxmFk8BZLINbS0foXK0181VSsHKJQX10Gx57UcRTQQEab6FhaQ5KrXxkVb+kE5drOAw61bq8S0Fmss6LW1BxG90+UfBf4lNH1u9du8Ltvvs1b97ZoxQuKPk0KRVaVXhiVzhE6GBmbERXKC8t7m7f51vXXuL/1kMcWT7Eqx2w5MZ5xQA5fGr0rIHC0VlXtGKu2dPfuHaaq3/QE+Fp4GfywSv4zMawwcjh75RLLSjGeunSKH9bpyYcEuF/+9Ef44kefJA4y3MjiyskK+4/kv9Du8MVPfpIf/9ynWVO6cefB27xx41v0syPVs+Ywdzk+kAOqvpGNHYaHc+bDGYtKMVr1jFpkJClXTmK0rqmWWWAoRNeHPNzcQf6p/eTUpJea5s0FZkNd3DzqMlWdIog8HEc9UodkmmvOlDxBunDxo4iB6gVjMRB/7hDOYFXgubpSZ2GtRqsWSc4VBbc5XRX6RwoAXdUWhkr/ZhbKf+PjxA5RxQEzp1L3yW3K9sGOwKsQthoSpbuFyZWOGtLCEpZrRH3l7MVQb5SOZGGGl6fkAvGh1npfgO+rLpUpXXFkA7nAISJgUYwtszlTL2VnfMAgH2hvEIjZajjKf2OjER/pqW09Uv8PpLMxhsLJiULL+mKVJy8s89zlMywvnCWTA73w3DMsNDcwxSrFfIHFyjoff+GTLAs4LqzWcYa3OLr5bRR8FC2lhLGWVVQ4ffpxLl9+mkAeONvvEnsRW3L6tw532Jz1ORZFHIlKj+XYfRXrZDMYAYuRVGqViih+g0JGMu9nXFxfpCrAsakMbSBjVlTRYqjKWZarIaWVzTRWJhCMhAQ7+w+5ff89snSAK2NxnQIroy3/2x/7Oqcvi7yj8UwGbTC5o5xX7zWv7/sErkfFCwiNi83Uz/PYGXS5u7N1Ev0cOVsW+8wcQADXare5oBTphatPyDE8+jpWHNmMfRnvN8pf6e6OObdwhad1rP3iY09RJFNc39F+XM62lgTWK+S5FWWecKT9XF0/yxOdUyy5FULroZVxoFDYV9F6JjAtf6w3SjOdjG0zltM5MvdGxeWFZ5/g1//0r/IXfvM3+VO//Eu88OGnWTnV5sy5ZT7/+Y/y5379F/j4y8/y7Tde573bmzo1KpjqdGIytRwdFvS2pjLwKm6ryY39u/zdP/zb3Du4SaHUBFuCIoxE25kb6dTn4YMDdnWsHomhnFk4TSljU5UqIkh8mIthGqF5JmebiIFkkkfgOLSrTSI5WD4oVKx2UJ2SB9sjUsn1UHZwkE4ZqIg8VYSfqynkCz9D5gKUm8c93lc031UKsT8cUMpkKgY11BH6oeotU+TVAuZUwCDlySxSHOuSSo9TrTU3rmTvEwpEVk4tK2hlJKkBBazZ2JDPLJFqJL4YRyQdW/lGyZhGQv1JWjCTyqfajysmc2+0w2+9+VW+++BdJkFGoWt4Bus46BaMcQRKOQfHxyRCwUKMxpF9ZQiEtXce8WEfsf8H0t0zBava+LKKYhcvXyE1AWdl5E8/d5EwnHDu9BqV8BTGXsZxrnDq7EdZO/NhwsppFSTHPLx1W2hc0D8aywld2uefYf3xD7HxxIdoX3yc1tk1rt+6zu2bt5gNJtT9Cq4MJVQ0yeS4Q6Unc1WpJzKcuY6ICzleUPHoqA5z+uxp1k+dVWSpstT2CL1C+im4eP6CqPUivqPPumZ8MBEk2ovYMXu9I779vW9iiwSTzQkCF+M62pthoHmGSr9GMsAiRw9zomRrLK4U77uuIrPMWyBiMijKUKHvjNZsC4OjqOSKLSloQpoT24CrG+dZay7QFO1utuoYMbSwFVPEHpuX5DwAABAASURBVG/cvUtfN8ei1acWYv7Uj36WL3/oGT762BU+8czzpKLyqSKWr75bgy5v3LxOqohdztFWUbgRVjApkr9hrnEyx2XrsMfWfl8XHRVQA5597Fl+9Id/ieef+wKLnQv4NmY0OuK3f++/5u/+g7/L3/q7/zl/++/8p/zNv/E3+M6b7zDNcy3d0NfpwvFxgieAfO7p8ywoHfsHf/yH/Fdf+zrXNnfJTIDvheD4HPbGlI5UD2LcssApZxSOyIETYWiLaqlPsTIj6hbKAR03oig8CjEmZUQCTclyBoPDIYfbXRCDmPZg2s3xpmBVX4i0t0BpjuM5WGsxCjxGzl1T+um6AfMwYOq5TCWfFBDmMpxNGcm5E+NA4J7IvgyGroJF4HgY6SzLjeTnkWjdU6XGO7sTXv3+NcZJivENWi5xxZ6Ml2pfnTDmI2ev8tGFc5wyVXzjk2dWrBISzTsXOqR+SlnnMPId1zUw1zcCu1R1t4GAbaza01BpeW4KyiL9TIF4UKbmswIrG9Iwj/S0j9T7A+ocyXB+6IWP0Ilbcp4ajaXz5N6icuXHWaifIdD13ORsb32Pt979ewy6h9QXV/EbKzjxogzuAk0dBc4k1hIkhtMxx2r92YjD421SN2WYjWktNHjy9DmebCzTkOHkEuLwMKG3OyUZGQIZqusZCi/heHLIg8NNrm/dlxFvnUTlpY0m7ZVQBbseW0qHSiSfKBL70vwlnRhUZFhlxXxPSrurk4LyPzPgW4+yEJrJSOaisJ4iihd4pDLwWT5nJnCZKSoEMjLXccREcixag1DFdT08X0YjNhMrvajLGTznHxljkFoVhs2JYVaqNaaq+t9T/p54HmdOneasTkAW6jWs5nqgdO71hzcxYSrw3GYxyLnQrnNRhed2PeKB0o+bJbDKCXKT8v7BQ95WejRS8bBQtENRtepHuL7LXExjLKDZ3N4/iao1GflLzzzFj33p5wWmz2jlbbEtjXl/h9/9ytf4+vfeZpAVbCq839zaZZhnzEsnc1zt1TCfpHJuiKKAhfU27z+8w2sqZh9oznnqC0R1GC6nKdPankBuKuCtytnGKkCGvmUldtnePuabb1zHkZOvq46wjEdNBV5Gnk7LErp7hVJLl1Q6TiaGw/JfYB9NmWiOqdiETWGlGnNJdZyG65MowEgMWI1XqCaUqag8GHWxIXg2x0iPgTH4roN1HArXCkosqfaWOTmFA2Vw8ox38lr+iMtIq56AzJtbsmGKcUJKJjEW+M8FpFn5AyBTSL6GyXhOIMBp4/Llpz/Ml576ME319RNDoboF+q4oCqrVKoo6eAV40pOr5mnywJOeVGQfSu/j6QxHnxOBlycGVHUDHFVNW44iHY/2sP8M3f9D3bOn9rbaP3629eb31G6ola8tvZZPo7/+L2o31d5Ue17tn/6U01brF1ldvCzFpUz2D6gK/a02G3gB1njcee9dvvOdv68Tk7/H26/+58otr6lIalS8PIsVpe5u3WZhOeDcYytMp1v8wVf+c775tb/Nu9/7fdBR5Plzp3ACS7tZ46lTZ7iyvEHaT0lU0XZmIfkQinGB5ztUOzFOzWLqLpmi9dZ0KBA55FCI3lduKcxh/fRZRYqIZRXPPveRz/Kllz7NM+vnsPpSqasKuQX9fkHk1akGVUXMRIEhk7NneK7EZPTeA9W8KA3OLaBMUYyMwsooc2OQ7SIzw1f0WwvrtGW9whRdg+FwRG8yZkDGjk467g2O2df7JIolmznn2ss0FDlzUWoMbD/YZarTk6mKk4GYxI6Kmzfv36bSCCj/oVcl8lloN6mGPvtK7Y5E83P1HwgIjydDytrAXDMXjsU4nhzeoRnVefnJ55SuPK8xVkB6LBQhe2Iv/95f/2v8w9/5pi5FPDwasTWYsT2as6vXwThjpgiseCA3h8CB0sH+/u98m3/nb/4dbu4cMdNGZypouwLXSfk7GB2nGjnp0nKTKxfWcQMJLIerzRXWljb45rv3cBOXX//0D/OxM48R9Q0Ht/ts3RqxeXfC4VZCdzeld5iKERVYP+R4nFKmNn7DFStMWV9tEwqYIBdAmBMwWlBdo1rxkXdSX4q5sLJAy8JSHLFQqYlRBhSSU14CR8kGFAim0wlWTlwGp5mcV8NhckM9rLFSW+BUe4lqsyCsG6w2P5nBsGcEcD6ZWEkmgDga9nj1vbf5g1e+xVR6fmJlneWohiMAsRor8MXE9o/lG4V0AdNZSoIWFkYnY+prAbJPqfsSeEu9eNJN1Qmpm4Az9QUe9aHZ/qlD/Ee640fU/rvPf0sfvqJ2Sa18LT/rLV/UX+W1sv15vf931f6pT+u61DZO4/geO7dvkXe75IeKbINNxr27ApP7osLLPPbYC1gb0NSJhlsMmO1dp797jesP3+PW3h327l1junsXM9zFL/piHfdotysc7x6xtHaRIGqxrcLZaDDi7Knz+NbHMRbpHsdxJHpXkS6g0ahQVUR2RQeDiktYMfQVffArrJ85reLuHMfNgIIorBP7AaQTIhcZTUE6N+SeSxh6XJGhbCytksTBiaOU/1OfTIaWCiSMdSgUeQrlOSZT5ySnKDJShb1EzKT8MU/JuHzj0vSqRDbCGIexjHSko+VMIKNAxkjgORGRLlMmBUoB1YyOwLctJuT5RsYNmRBtqHpBe3Edv9YkdT1kp3RHU5544hIvPnuFJy+dper5VHCpSDaVSkwgtmG11kQspFwPNgcDFRlyrVJldamNp3kK3Y/xJZGUe5vvs3u4JcfMVNPImCVwNErZ78/oyWETMZFc4OFo8VUBUaNqsV7OkZyoqxOrqVswNZnkkJOKsRmBZ6ZJQ62l5vnsbB2J/ufao8MPf/ZjrK10MNZyb2fA1753k/ff3eHBjSO6x3MyXa9Jt2tRwErs4duCIjKMHcGyD54xovQFPTnkW/cecqhoHdQdPMktA2pKAVPtKhHDnIvd1YKIyA3EmBK6h8cq2E7whWOO1m8km7lShwyHvorTR2JKrvZY/r4k9ww11cYuLy3ypZdfQvGQTGuwog2e1ihCxZFOzGQa2qmhtB/qMTe2H3L77m3aYUhD89Zzh1jyzOYpmVtgApeZGMdYypyLSRVa80y1HUeBMqr4BKrzhSai4lp8B+ayHREXlisV3floT/vP0P2Pdc+R2n/3+RP68DfUymf5+pPlG7Xy+t/Ua7mHb+u1qbaq9j/6TNO5quM73L7xtl4HOJ5Q9d59JsN97t27w2g6oLFY49yFK3zhsz/Hhcc/KgPaY0eV6u+9+33e1EnBK5t3+f7uJvujnmofB1xcWOG59Us05fBrFy/htlbI/Cqr5y6Q6Hjzzu4WRsJ3whwnSnFE5UV0cI0lU96oCpeAxKcWebSl9LVOW6c/CScGL5DbE70+3trEytmtlSH1d5W/7+NlEMgJQkWPqIAFoyYFBn6IK7PIbcFM0ckKXKyAwJUxBKKkYsLMZRDWk0pcg3EcHMcTK01PnGiudeF6eKrAGwFORWM6qcHXqLVIwBL4lI7hZjlVRUXfdWjpODjQ9cIadOpK5gWsXXyMsNlhcaGFFSgdHnU5PNDaj3a48e5bqqcULFWaOHLwXq8nHYyJnUCfEbDBTKA1mY9RZ1qthqLiEThWz1XIYwHrMX/8ja9pj1q3UzAZT2WxRtiakStFcCQbV8bvymFSUxBWPU4tNelUAnoqUkbNKkHsYUxOFMhRNXczlh5qIYGbyVFTJkrjhsOMF5+5yqbW/q6On1c6nupMU377e+/z9v09epMM+Qs1efZSy+eTH3+GU+sdvNhh7mdMnATHB+EIMwHalo5872z3dC2UmA2F1j4XgN/b2SYVo7OSZyrW+Z7sbEf22JcTzrSH8rrnOITSp4vFppa5mNVYY+bSTdVvkvVzzKjgcO+It29c17H+1ykZhleohwJGrIU6ju7RWn05fVXBNJQdISBKVUvJVQNJ1AbHA1pBlaoJkBlRps1z+Y5MEKu0tlA6ko1mZLKL8hg+ERB7Yhq2sHhOiquiaqJ9T/IJqdIaHvFh/4T9l9VvW6187uiv8rNeWNdfD9T+8fOh3pTX9PL/9fzzuvJK2Xoqmm09uIOnSF1VLr6zt4VTdTmeH1P4C3SP5kz621LAkIXqaRnkhO9fu85XVLW/vr9LV7QuUhQ8UF796ptv8nB7i1iRd2VhkdD1caWcPJsIODagEfO+QOfW0RZRy2Vxo05ntUJzIaCqiFNkc6ZKCcpTHqPFGWMIgoBGUGe5sUyhI+T1pRa5hL8r2p+lQ/Z0erO/t8tjFy/w8hNXeWp9lbNeqHQjI5ETPCmWs5x6FFqHU/eIyh8RKao0FNnrlYrWGhPqfjeM5Jw5o97k5KhwJkZSRruxTbkz2GFzuIdGYTmosho0WQlbRJmPkcHOZFyyXWLfEKrOUeSWZq1DQKQ+Ib5AtGQdYbXFpDc6ma+q+7LZmLKwluNwpKp8XWs6vboqY3N1GjJjqjBlAvUPY6zjy6ldXMfF115MMWN1tcnqxoKMeV3gYnj31jd48/0bZOqDnCpWEdPR2io5nGs1efHiOcmyArJ4N8pE37XCoEbFb1JrtXGtK7DyqBkHX5T/yvqKVOZTEb2vCWAMKXUBTFyLWDtzkX/4le/ouHNAGFk21kLqEZT/t0CjKZZ9hw2NM9c6v3v/Ju/u73OcpSRav3JHBSlLUHGJKg6KB2IUFk/1FU8nQEb9gtiVTTrkVnosJjhhQaF0w3ZckrjArQVY7XOuQNGJm/zQRz6Np9MSK6AQVSUXkxgKSFaaa8RJxKib8kA07PpwyLnaMhvxEg0T0w7rNJVutqoxrdBlRYB/pb2AGY4VLFB6NeT9W/fF6IYcHk7IU5dCKVouIC6BpRbHPPnYFUwGI/lSMs5lPy6DbsahfGIwH0mPKTOT4nmGBaXuQ6WlPOLDPmL/snuhv8qml/+fnv++7n6xbNWa4ff/+PfZVt5e21ilur7Ite1NFtdf4oWXf54zFz+EEXXeuXuduarHFQm6U29JQBm5agylwp86c5kXLzzDoo5vd472udvd5WZ3jxtb93Qac4N3XvkuW7dusixAaTcX6ff75EzxZMDWn5GbMb4MMBboVOOKhOxR5uFzUcDyP97TF2U90OnIw26XvgAmDwzdSZeh/rx55z1uCvCuPbwvupkTiIZfurTOlatnKP8Xkw/3dqiUEvL0nZhM6LrE8vR2WKEeRPjG4lsH6zrap6Hj11ipdKgKJBy5/ki0ZH/WZygALFSwbKlfJ64S5i6hjvhs4VAI5DzXUlPtwjr6rPEOdCIyFhD5Oq1ZajZYWloi17x7B4dMtZdOvUqzViWXo3RVpJsrQh1rf8px5EwOKUY0F6ZiYlZj+Jqn4gZU/ACHjCyZ8MTjF2g0PNDduTnkqPsek1kP3ARfkbRVc7kogF6qOif/9ubJK2cZmUyOCmerAauS9ZEo/rXukHlazggVz6cRhqy0m8xGY6QCRsNEqwlROYH93T6JqFRCSOqyk7eVAAAQAElEQVRAKe96s0K7FdCuOcgHqcmmTi1W2VhsMdF8t3W8PvQNM9cwF3DNBGgZBSWlcn2Q6PH0ORQbiCVTz/Xw5MRG93uhh+tbAukuiByMxjsJLhrDU0pVcUM5bsbBzj6RG9GOmwQaLXZcRvMem6M99uyQgTfn9NoKS06INylYrbTZqC+xHNVoSGeLsc/pToOVOGRJcqnLNsaq93TF3nrjMTIThv0pqcDBP0lzLWj+8WDAwwcPpDNPoK9dKAWbavyhQKyUqRMajNCxZHquLShtISfnUR+a/U80xK56raqVz/J1r3yjtgmc0us/fm7ozaba/+jTd12WFpY4f/kqqxcvM5fQJxKKH52j2lrG9aSKuMVB95Dth29hkj4t3+Xq4jrrcYdLq+fw5FDXjg8YKNr4rSqlw2fKOXsHRzzYe6g6wJBZ94ixjv8+9tSH+PATzyuiVTCin56r5ZkcV2MGovyBDLcU7VzfTURVp3rtmzkPR8ccZgn7suDC8ykM+LHPRMbYVW5+57DLKzdvcKe3zatKa0bDCb4c9N2duyzLKNarkSKTgzcqaIgxXGivsFyrE3kOtcAjCFyxmwZPqQh7sdqhZSMCp0oogwyDENf1KGslcxUTCawof6w+IZ7kFwo0jIy6ULoRVmpk8og7Dx4ym03pxC4vPX5WXVLmikL3H9yj/C/Pp0oTMoHyA9WEbm4esHs8Yl97KAuVYWhx5DBT9bdKk5biKksy5o4fsFipEGstlSggk8Mn00Ks4zYkd1nS3HV5Yqg1OqLkuQx/tVXhicvrVCoRt+9t4gY5zzxxmQunzpJIz1vjEVtaVyEA8n0Xz3MIazGVxTbvPbjPoeQ4VDEnzV1SsYIs8UimcPbMBTqLS0yVqt15sKdj+wHlaciqAKQjO8i8Odv5gKlkNRH4pXIcR+MbA74icBg6ZHlOKjZSfo4kx0ge2pKsPb2WzmHkiK7xCP0KhdKBuQq+ngCmpuNiT2Dq6vtmXMMEhut3bpCoaFETUEdKdZ9+7nGq7YCBLYFjAmHOhdVlFhztQ+lGU8XYtuQ63jtgPQo5V6/R1HfV0gbFAKfSjTAd41hqjYA4NlRCQ0eyWVS/QGtUpivQzZlMBS4OJz9KVG7HnIy5ZItrCGOL0b2ZPvtipK7Yz+F+V0b/aE/7J+z+99Xv19TKZ/n6W+UbtfL6n9arUfuwWk9tW+1/9OkoAHzymQ8JhVeYHozkQMsy0Ab5dJf59G0Jb49CWL56/gqTQg76ylfoNCJOtTustRZwXJ/7D7Zx54ZUghlmM45FVd9T0e725JgdGZBtRrQWmmSjCQ18PvPyp1htLImmGpDDRVLGTIWnvcMj+mI3M0X7cTIjl/BlM/RV+R8q159mCY71iRRtyt8FWGn3C5/4DAvNJSbzjMwxosWGPdU1xvsjfNHg7e4+kUn50Oo67aJGM6+y7Dapq9aRKbLORGO1UXwpvy0jenxpjavtZdpOpBpEQKg/bb9Gu9bCE0iWP+veVUqXKLI3FFlnKuYmYgHIYZXmcvvBJq+8+TZ7SkM8DfriUxd54fIazQpYgaAjxykLs9VqhTv3HrB92Od4kjHSRnPrygADKlWf0pkb9QpXzp7h2QvneeHCBR5bX+fJ8+dZbDQgh6lYQ+isMzx8g/H+XerpCi9eep712hKdoEHDq+HmIatL53nn2ha3727xRLOuOWLeGw94SydhYzlcQwjuB0ZzJkhkDPOU98U+j6THuT+nkOPNmdJoV4lUmfYk5yiQbMJIbmKVYhUKGEZizLmy3OBDV9Y5yqfcMlOmJZi5PmSZ5JnjWwgkg0DgYfVdgcF1XOmwSS30qQlgXFMQ6JrJUA0jYTpQG+YC40Jr9DBuQGYdZSczjmQbO8MDusmIY9nITv/ghCW+eeMdDoYDIrGQRdWD4rnLd954i618jq0E9HTcnCgQPXn+HFeVnsWyN0ep6qYYzHfff5cH3S6egoLjOEBCox5QBpoSkBcViALHZyqbnwk8hQtY35DoyLfwMxKrRo4j+3VsTpEUFGIrgWx/fjzEkT1q0Ed6Soz/1P7/me74ltoVtYdqf1btf6f2ebUbaj+kVn7WC/9AfykEUR7V/nW9/0tq/9SnLwOohQGBnDeureHV1tnWce3NG3/EvHudwf5N+XfG8sazoqudk3/fcWN/m71hl5Y46o4i7Kg7oO3G5HLgzcND7g2P2XNSup7DNQHCN268RWotzbhxYkBW52N25Oh9hfFwDopM+/tdDvoDOdKIUiF+qMgex5TWlropWBmxOPRUx2IjUfl7D29y/942j119jPMba5iJlDQ1zHTkO51ZjIywojmz6ZybAreG3+Gz61f49NoZnlvfoHfc580bt7i9vYebjTmvSDRQBJnLGM5VO5yqtShBrcyny/850ssXn2ChVqHwc44YczTtksuo2mIvNe190Bvx/s1bXL9+lwMdty6uNlhqxlzeWFGK0Zfj+fhOQlP1Ibfa4oGAutdPcGTchZiT7zoo2HFXxrvUqXO66dCsejQ7SzSCBgui2VcXTvPU4hp1AVezXZXbRVinRrfb48bNh9y+tcfZ1fM8de5Jnjp7geWFZaq1BbYe7vPaWzcZy4nXOx1mCpk96aqXZYwEyNY31GUHq/U2y2ENBMpRHOCI2TWaNTry+JrV5dmMawK8BHm1wMQvUnw5hleU3xWSh8OZ5UUGSst2dX2u2oCPTxhqLGPJNZ+8X+s2Jzr3HF97NmSe5cBM2Jwd050NiRyrVKSgyD0mE4fJ0DDVsb7rh5rDqk40J5PNeEoVEdA5Cm42d9TPI5snRLKdzHFJfIe6rXDRX0XhgPK06YEYnxF4PH7uIp/66MfZ7He5IZlv7R6zI9s96s+U7liOhgXbOjHa7c5JBOyPnT9Fu6WitIKFqzlbvkfsurhiRta45GJBaHWudfBcTphKrVbFMbGCak5NJ26r+lzonjiwPOrjn2WEX9Ikq2qe2oba/13tUO1zapfUSvBQyV3vKNXCv6x3F9SeUisLonr5H3/OEjmmBOFWPEWPIfqEFRN4sHWXB3fv8er3vstRfwfru5y/+ixWtPm1mzd57+EDCBwuXTmP9SwH464McYaYmYTnMlVEn4nyDoYzAc4ed3Y2xQ7GbO/e5rV3XmG5s8S5zgY1L1R/DRV5ctaYIKySpRYrZmAy50Q5fhQTxgISGeBIdPxwMmdXuWb5r1gnih6PX73EYqNJLuCY6yQgEBBiMxbrPqfbsZxlwo33r9N25ZDKxV/Zvsb39++fpCFNZJiisfsCkYPBkNdv3+CuwNGNPZbkUJeXVjm3tKKtGpCXWOXdnozYFgjPUs4uLrMYN+mqmj8VuAXqU6tExIquGzpVOVLqdjxNqHUWuXdfoLvbY/NwqpRgl3v7h4zTlFyR1pXFlfa3ddTl8OiIy+dOnaQae/qMZFGVXM6IFS1IN9lsRFvFbZEdGe2EvYMD7ijvniva+6GlLtq90OjQ6qxRb4iVDcfMBbpHYn6HswEbq21WlU4tWMNppR4bG6qFSGb7/TFbB8fS0xzXcWT4RbllzreXONVc1onWhKGApSyQpvMhmYDHDzwwRtaXqyaSMhabuytHlK9LBQ5GqWcuJmg0Vya2VDp9+Y/D5gKv8n0kBhNIL1M59VDyG4p1ovvGg4lqYxPpLtPwBt9zdNqWk6kOkQj8RjrmHqu5mlu+TF0g3lLKomnUPVe/mcAnl3wMxvqk2h9iublufnfrAe/rJPG777/NOzoxer93TE9AYBQMEeCMRglGNSjXGvxAfQVi3/n2Tcklp7bQZDJOqLk+sTGydSubN0yVYnoCtMA41MVMfK9gIlmUaeVc9wdzBy8L2N8XOHouj/qwjzrAB9HfOj65X8HWfNHJKXXR0pee+xBXLz/JSBWxkvrd23qXrf3XBQBvcqBD8YEU35PRv7N9l/fFAHb7e3LmfQkxpaOz+boiTdVxCYQkXmbxXY/N8RG30kNe27/BG4c3GWcjFnBZVP7qBA518fq2Il/s10kFAuPDMamq11Hq4WsdFSdgqd6kXa1r246igwxDobp3fET5r17XFGWtaGSkgtty4LNcd1hUuPz4U+f4/EtXWFsI+KPbb/D7b3yHd27c5GBvXw5iaCmCF1rDzkDzKX04Hg35/sE9sad9NipVLiwvk4qRHBwdKL+XQcpg2kFTzrTCY2vn9LpAXXuNdD0OtdbQpRYFxFpbp1plIoeoLywz6M958PCAB3Ks+/e26MmwjqYjumoSE3Pd57suhca5LpC5/nCXSKlNpgLDkQrMjk0pnEz9t+WohlwpYjKbkE2PyPIhs6RLVyC/t39P73tMFOnCuIEj/TZrDVrViDKtLP85/upKi5/57Mt8+rENHlc9qCZn7WvvW/0hB2IHczmGK8Dy5oXmGZMMpmpzUgWD86cW+Mkvfpzb169xTWnQxAtA+65Glo3VWIzPkd3kou6OAo6P7+dy4jnyRpzSGX1X7yEX8k3SmYJEQV2UvjF38VRTEanUfiyZcoHxKFHUn+J4KUGQEYpd+tLxTOlF4QeShyugcMjMHKv5R9mE8lRjVkxxfUOkPczznNvHe5Q//beSbUPgPjAF37t/i2/dfJ9ukdHT554A7DiDnhiTXqjFlkWlj6G1kidMZjm5CZgkhntbxwR634livMDBq3n4oUM9CGnVargKHL5kUu6xZEKe5OsWsY6LJxi9v3zhHI/6sI86wAfR33N9PL/JcE9RcOc+2bjHQNEyUnS99OSLLJ85z9bOTf7o63+X77z1VcairoVQuS/jva0i6s6kT9iICUTpPLEHR4uKHY9mWKHiBizVGiy0mmwOD/jDG6/yxu5NDpIe1x7eUmTpsdzqEFpHAANZknEo55r2JGQZSlXFsUUB2+ko4jGB0kcvnuHSYoNE84bSQqEoNRIDceSop+Xkn3z5RT774Q/xyeeusrZYw+Zj2ooAqzKCesUwmw7RVT5++TGeUcGv/N1Hz8yYq7hrrSeWssz62jo9EvY0R2YzOYOlNISFZoswM6THY5zE8MS5Kzx57hJrzQ6L9QbPPa45Oy0Z/gxH0e2ZixeJXMPySptTyx2uv/Z9ckXX0ahPqxqy1GrgYHALcBUVy7GrAtNIsjtQXvzqW9f56lf/SJX8m9zRSZLvZwznPV579y1kxdQl31UdSxvtr6H0qKIUp9vfY3f/AVvb9zgeHTOc9rBOQqcVcm6jqdFzdg5yvvWtt3FVqPzhjz3HC1cWWa1mLHsRdd3RdEIW/RrRBKpy5qrkPxN4PLj1kJXOAn/hN36Vz33q03zvu28yUTF3JDoxI2N1rcq5S2snzCWTw4ZiCnUxMN9zJZNcQG0JQpcw9ImiQGDgUlgjkMhQnkrFhkROhOPFuG5MtVKjUg303hLFHkFkWRMDXF1YBgFj73DIQOyk2+vLuRMOe12GYtGZGJPUpH0bPGNB60iVJuSxg5GwA2tOrie2UCpdUIlCHIHKkYLGzriPqRlstSBW8MHOs/OW9AAAEABJREFUtb45RypmN9shbmDZPTxmVAKJlt2WbQe+9idgN676gYAyRYZHrlpHOX0ultSMqtpHzvFA9beqq/1UedSHfdQBPoj+hQzdVhpE9WWOJZhv6dj2tXe/z7XXv8tQTvX8Sx+lTAvmorvzbEpVxhBKcLk49rHyy6EKbrMsY2llhSiMRVURKvvEflWKiYiEwla58bFAZm8+YCaklzXR00H5uwKUiYyvg4xJjuQo/fGkXJec5UaVhms5225xWhH4rFrH5AQCgJVGhbXlNkag0RXFj6TApVaVl566wtWzq1SDWOmXIXWs3MHB5AVe4PLhlQ2unj7FPRVRX1PkKX8gt+x5dMKAxmKd0hB6owFTRcWFWpPWQkcwouhrHRzHwyid8oyraDjncP/g5KfoE6VljXqHx85fZrVRw8qRFgV0jUD3m4zlU8ts69RiPhgqbXnApubeU4t8j40TZ1hipbPIkhwzDkJ8UetADux4EZGMtV5zMXKc5ZUGm3v32O0fy0AtrbiO5xq6ytPX1tfoqL+RDBM5kF7IJKu5ioNTpTjJtE9NJwU1pTSFovz7N7f4W//VH/EPvvJ1Jkr7WnKsl06v8kynwxP1loB6mY6cuJgZbr63ze72ocDd4aXnxUgvvkyR1eiqVlVG1rnYTyLQ394f8Mev3GF/kLImNlMRsKda60gppkxFKs/kQA4YOa3SnUTpjOdZjOsw0ue+bEnsnjR1SAQOidJT3/dxHIfpZEqifd0/3uH+5gM6UcxqHLJYq+DIRgpNUB6PdnsJx6pRTBV4ZtNMmDQnkQyMk2MUCKxfEEYOTek805H/XKlGmOd4Yn2QYWJD0LTEi4Zo0aOxXqG+GLGx1qDVDDmUf2Syd9c33N/a5eC4p4CXgvbvuR6J1Vq1F1epjx96RAJPC7iqmVixxkLrmGQpb1y/pauP9rSP1v0D6i0jy6VQSYktnWe/+uA67xzdk/MXvP3227z66hvEXkhdkcDBpRgPGStXz5RD73X77Bx2KfPPI71OxzMSoXI6KxgqKqRKbQIpzLcFpTCxllxK9aTcsQBiK4QHKqiejheIrY/nW8LQIXChoWKd2CAVKf3quctcufAYp1ZP02ws0hsminAjwriGY63mHNNpVtjbus18dEgU1xkpF8hcUfXCkVm4bB71OPQTPKUprTI3lnGWCjij2sKp00tMwlT7P+R+Wa0npaMxOjaSYRnlsykPj445lOHMIx/jGR3FzUgFfJkM90BMYX9r78Soz6h4e0W0VPaldQTMQCcqA+LaMrd2utw8HnBfKdL2cZeugGqglGgunzpQ1NvqHyG8oOKF+K5PoxZz9cppJqplHB5sKuBOcONAMmiKxSTcvXWLe3cfUDpbFFYpyr2Kxbja91SDDoepdJMyHaVEboW2ADgK53TljNd2JnznvQN+5w/f4eG9LpfWGlxdavDE0iJNpU+b29vc3z1k2M+kNpdPfPKjfObTXyAMVrH+KoiZGoF3JIdwraE3KtjpZwhLeebyWS4vVAikf6yHH1WI5eyOY8nlrFBgDORZTvm7j7Hs40jOPEzVXywnkTNmYjWzaUohPVrrY9V6YlFFYLTWNdYVzSua15ejOkpVcxVne8fa7wCSqSWXw6ZuDiajSKcEXoEb6mNQyGZy/IpLXA+IxYYqlYCw4lCpu0QNB69uSaKUTGlvFuR4TsrSYoxIE6HmbzQCMqegP5szk80jm57JH3ppxkhAlCtYlkfQBWjuXCdGE/Z3R4wmRn0K9oYjffNoT/to3T+Y3sY45KOuKOB9jDvnE88+zecuX+XspedoipFsPtziq6KoiarevozjcOeI4/mAfjoWzQxoy2jD0plmQwoZZUVV77rj6zuX0XzOHTnLVnfGaODQ38/Z2RyxfTyTvHMMc0bOjFvdPZbabdrSbj2skHsBu+MpXTn4zTv32dVpwrfv3uCP7t7im9cecHd3wqEMb2fQZSzHurN5U5QywffmoLWVTtdQbaSQMq0Mc6RjuOu7XV69vycgmWjNOcs6XakoWqy1XCbZQE7ucago58g46p5DESmq2eiEefSTIeVx4ERAm1rLQHWIGwKZbz68zthLuXxqkafWNnhs7QzLYgqOAK87mqsgCzdUF7izM+L71+6wK/ZROkgumXcVabfHI/YEHpu9Q47FEDIPeoVh6mQ4MYy1xzKFe3YhZpom3D86pBWFWBnnjljgXm/MYDLWKc89to8GDFRDSLyMYTqU84zIkz6jSVeRfcpc+jq7FPHMuaZai6fOdliQ48TSgpGzvvLtV3nnvWt847uvcPPWdZ68eIpf+vHP8y//5q/xF/7MX+YnfuzPUG0u88pbX+M/+X/9u7S1zzPNBm4OUrmc01J3LQcqzn7nzZsYgYn8j3WxqQ0vZFF7rlFgxSZmboDV5zaWtTBiMa7QFJtoxTFtvdbFPhaCiIqQNK4FFAKgqezvbLhAVuS8vnOb3bSn85659J8oDGVyhjnVqiUWKIjUkCaB6kgeqZtg3RnLcZMnlx9jrbaKq3v8qisZFyTOHN+3VF0HI7BLZRMz1UryuYNiBYkAeb87pT8fqy4Xogt0FRhnSkccASdivVXZmplDpqA5Ub1uLnaXC/yqolKXdLIWmkCpVYqGppCsA9mZFvxIT/tIvT+gzoWMZzIbE4YeTzz1DBtygMXOMoGYxvrKkpA/Ze+4y+7eAQ/vbjIQs3CigPGgjxFYrC4s0BBNH2uMNE+x1oDCiuc5zCX9oSLhQAXW/f0u+6K//e6Iniguxwnx3Gp8y15vSCNosFCrI8+gzEd35VgPNceRxnxdVfHrt9/h4e41krSLr2hw1Dvim6++y9vv31ekMeQa6/KlJwm1biuIWOq0ZdXanaKjtZbADxRFh+zvbTER0E1kYaawdGrtEyBZwuOxhVVePn2Ox5Z0vGoybk2OuNnd4UgpVy0MWQmqrPr1kxy5pxz59uZ9HBXMzp89w5OPP8n6+mmxhSqeHGKkfU/l/AM504Pdfa7du8tIQJHLQBV+ZZi59q71yYEcNSvQMEpZFpXnn2n7fOyZKzx79Ulmo5yl5hJTnSzMVGQ9u7hAOuiK9cwwBcylj35vRvd4gueFOK7PbJaRi5KXIJMrohtHjqF7jQzey6FiIdQJyFI9Yn2pxcbKMqdPn6e9uMzGubP81M/+Cr/+a/86P/6jv8nnP/MTfPLjn6fZ6PDW26/xn/2t/wdf+ePfo6t0cbFeI3QseurVIdY8mWS6r/ShKxZQOtLxTp90b8DpsMq6F1NTQKjJsTbCCp+49BRfev4TvHxOrFLOfara5HStxaLA5TnVjNaXmnhiDLlS3Zki+mpjAU9pY1kEzTQXxsGI+RW6ZjxPAcQRuKQCk5y5bM7JXZpxnZZb49nlq3xiXfM9/VEqsjNP9zu+izJRprKR/iRBJoGXaoykIDESUp7jyNnLf0w41pF/92hEppSqkJ5qFY+lhSY1papxrYZj3dJ0mUjGM/X3U8N6pcHZxdUT5mpd2ajsQW7BRCkfj/jQ6h5xhA+gey5HK0TLKtUqkYxPKMJ1HWW99uo32Hxwm6mcOFC06MqRezppmcnQm7UGLTljLIPPFRGPZMzlj40migoDOXtfkb4n450pvysoyHQtkwFIfNQEPGebC6wHbZyZy1A5cqITlbu3t8jFFFyheU00stms4sQBR8ohu5rjwqWzfP4Tz7OxVsWPcilkxrGQfe9AESFclJJ9ZF+019ZUqzlmrHVjPYENOOU6JzM51ISJ1pbJ8MoI1htlfOeNO4qePmfcCl849wQfO/s0y2GbvZ0dXlMKd+twk53uAb5xZNgLvHBerExFu6rGrEgWw+6Q4WhG6ngMRWPHWlPhhByIOc1l2ImcJcFQaC+VdkOBygo7UhwZpisDr7kBC9UWDQFTxY1pxT5WdZ2WPHKj1aHTXuDslas02i0BoEtd48S+g2shDAISFa5tAamA3NWaQjfEl5PGUZ1qVEXqJZcxWx035okjGu2QZ4ZqpcKHP/IRfvpnfo6f/Kmf5cs//tP8yI/8MD/90z/Dk09/SsHjaYx5DIplWZnHPDnm29/5fZ0Y3UfbZqxayXw+JZZteCpspxPpRHsvgas3mJNL9ljnRP7j/py9h13Sfk6kFGpRAHZpcYMXLj7H6fo6z55/nCvrZ1is1FlpdjizsMhKrYqXZ2i12sKcmWpkb965xUB67CrwRNWmgkiTbOozm7gkU5e5gNZJoCJdBQLppvb8+OJjXKxf5UrnAhfbK2yoXxWXOHPElCpUvAplqp2LeXhRQDjOiIxLEmqc0GVB1xeaFeKgThjq+9CytFDnTFmszmXbWcaBgNRYizWG3HOYC2haKgCvC+zKNC21OalsYSpmguZO5hKApPooT/sonT+ovnMdFV5//evs33ib/TvX2bz1PpWoUJpxwOHuDmU03NzcoTxaDGsRtUqTtaVVKq7HQrPGZDKgL2BJtaDubMKB8vgtHZ/OhOau5xN4Lq4coVWvUg080v6YiSrkudB7omLaRJGzjNLHApoD0fKlao3TosNVchpRSCQa28PjvVvb3BPArKyvUVtbkTOGFF4hI01kUH2O+0cqYt3lzoObiv4xofpZOWRUW6DVWOTy6TM8fm6dWE7ja1zPMXKInDdu7PKGioI2cQmzgOkkEAj4GEfjy0FygVdUr+A3KuyP+kznM55VcfSTTz/Hizq1acngj/sT7mzv0hUbQRFnpCg2kzFdvHqFqih5+cOzkfYzFwi62nckh+s0myw0WjQrNckYMoGMlWFtTjN2ZWivX7tBq1XjpZceRyLn2tZ9diYjdoddqASMLOwIIHs6An+otG002JXxTrE2pdGoE4UNekprxpMJRmvxZfi1WuMEjK4KjD73mc9y9dJVTOEx7CcEYZ1zqistL29ojBCIKYpIrwEoKKTznsY7YKwjXfklK0sdXCPZH04Zd1NCAVlVhVfhmkAHDo+GAviCJCnoTuHW0Zxr2wMODmdy8pQHYqHfeuUN/ujr3+CPvvV1Huo4dVt7M5L10889hyvbSRRMEjnnXNE8laMempzUd4nqPsfSzb5qB4UAompq+FOHeGY5W1vkGbHnD5+9yIuqkQ3uHCJqwbW77/Ptm6/w3fde41J9kcfba1yuLnGhushLF57kvPYd+j7rrQVOCbzq2s8pgXdZBF9WHWhvb8z+0YwkyxmJTY50rO0KpBIJI5HtRtVY+mpRlz5rTsBapUWiesj93V3kAGK7Gar5KpQa3BL5ebSHfbTuH0zvolSQnPlYm5yoGGrmE5597AqPP36Fl196iVNSRKEcbiy0XFxa43MvfpJWpSkfyeisLiiKzSk3kkqo01I6noekI1qdE4u+14IQ3xoiIXgnjjjVjPHcjN74EC/LiBQFc/HFsZmr9pBSaJwLp0/TigIpIiCMXYhjssxnsJVytJ0qj7cYGVe74dHsBLxz7xr3jnZVAKtRjyJ6/T5z0eeejHaWBxQmZKmzyLnlNpEYE/al+IkAABAASURBVBS0awEiIMplc+7tHJEqvu2ojnF/OKCnvoUxFGJaqaLrVLWEHR3dDlW5749GrFUaippXeOrsBdrVptJgh7IAun+wx7pSnoFqG5VWk1OnN1gSQMxV3xjMZiR6bfghq622lpBTgslMgDKaTQWAU4HWnKM0J2gv8fSzL8ohI5oLbe7s3OX712/z4KDPWzfukbohh+OUG3LAo8GAw+6RgHBGRXLCcVHWIpAz2pGjfSnKSd6tpTqXHj8vMHqej3/8I5xRqrW3vc+DWzvcePc+77x1g+vv3OLBzXskkyMoHlKYBxrjUKCxxdtvfJ+eThcca1VPQIBxTKfmsLIQYwojNhgItDxO61RoTXJWZ8qip8kgFTOaWZdparEJRKrZ7G0f8Nb1d7m7/4ABE0bunJ1pn7ce3uXtzS22hhOOVDA96s/oC9ym45yuNjbVtWYcEUcevmwqUTAalfqWriIFtHYUg65dWV2Tfs7gC/yPj+9xf/8NXr3+Lb6r1Gvz2jUGDzcxx32S3SOKwz6VpCDMMw5Vf5roIOBC3OFUtUMk++2pwL2lutVwWqDYgMyDuQJf4LqUJ04TBZSe7KZ8X5duTqvfstKv+3u7POx1pYsZMnVKVC3vaTarPOrDPuoAH0T/wAvYVkT42mvv8roM89adh7yriLD98AHvvvUuFUWkjfVzBEGFdmuR0/UVFACYKg15sL/DRErzrUO93pDxNAjkvEZMI1ekMGqFHCbQ91Y0fVFFyssbG6wuNXFkRaHo3RVRu6axAg05l47uBlLg8XhAWA/J3BQTW41p6AQxl9tnlTpsUHMjHdOFnF9d5kC1lPfvb3J77xhszErjFNbxSBS9Cy/mQMaXKvdFhS9PjppOZ6A0Suwf1xZyjkKnIg5LqxWG+RHXt29y4957HBzcZ+7mjIs5A7GzkaJcgMOZ5VViOYKX5Lhy9K5Oi45UFB4qEibJhFgGNZAxV5s1KpWAUJ+NnCtH8wQhp5dXCARMVobvhP4JWzno95iJqQ0Eoq4Kmx994gqffvFlJqpjjCYO33rrnqLeXDLyyXR8minCTkTRp2PDUN9Plf55XlPpYSh9eAzGDtPEYL2Q9nKHx5+9yrMvPcmpcysnTjcc9sQYJ4wVGcsfrx0fTnj3vVu8+f33efXbr/D9b/8uW5tf5f7D3+YPv/5f8Nf/+v+Jv/t3/p6K3cekAgDPeizKAZbb1ZNTLqmZI41Z1qI6DZ+FVkzgGbFUV+8jFqsOVVI6ArFPPdbilz/9OM+f1noFqGEs22lF+jYR4Kds6STvt776Nf7gtTdQ6YSyPCC8Jp05ZCrCVlRVXvZjWtLxaqXCE0pTR8WMqexpbjPm0qgb+ZLXIcaFU6cXWV8NuHAq4Mp6k7NiFYtrCyytLBCGnmpJQ46PDvDEINq+h98IaVWrxMdzprvSi4Lrw+0DJiqgznXyMxcQjqY500kqtpgitSEyKblkkucYq9QtVHqSCFz2hxMSX+uWnTjWEEjfGA1QIiqP9rCP1v2D6q081PUZ9Kdcv3efm1Le777yNn9P1fe/99b3+f233mBj4TQfvfQRLixclgsYGkGHp049QzCOWAiFzsqlT3ttlt0avhBccCxwSRmrKFdIgV7FVdQZSchTjJPi689StIgVHR31DjizukSo1GRafpZBHe7ss6Q6QFXGP1MdIZRiM1G9zXzK0byPY6YUcmwrZX/4ped44fFLlOb3ne98naNxl9W1FmFk8VR8zKouR5N9bD4gCi2RtfgygiTJyY3VekKmYjsTecBw3uXhwTs8GDxEpsdc16dSfE9GMBwMBRYpq0oJXN+jmw55ONvju/de42vvf5XXH3xfFXUZsSLk0E+5cLZJ0d0h05rdwFOUjDmhvAKHveNDugKjuQxpIjaT+wVUoIhSyrFbotLVeIGLTz5JV8zn7sM95lrrKc37xPoyI6Uaxz1XETkXg/Mx/hq9vMamcHEuY11ZarB2KubcxWWuXr0qBrfA5p09brx1m537u2zeP+D1t2/hiGIvbLSod1w555Abd9/h7Xtv8l/8zn/J//7/+m/z7/z1v8Zv/d3/J68oiNxVbal0ZFfyWHAKFjtrfOPemN+7tc+BokkiXc2dlgCgKk3GLIgFrS7FrJ6PWV6PWVoO8Bctdyj4yu0jDhXCo3YM2tPRfo+JTuSsQL4npDiej8SuCk70g4twH08spyKd5n7OoU6mut0Bx8cjnEaTeiPGJIZGdZWzF5/n/OXnyJWGHot6BkpRE8cVA5jTl1PXGxEN1ZHk4wKEgrWVNaoGIrGadXeJ03mFan/McPcYx2tyMJD9SKe5wMmxBZ5AKxXXHqvW5GthFXxcJ2So9zuyk67qX1P5wFA1qEI2FjuWXHbkOKi2kjBRnW2iehiP+LCP2P8D6m4l7Ms0WlUKCQfXl3A38IuASAaRKaLWlWc+fu40jYpPxpzlToenLz7B5z/6OT774c9x9dwT9PeP6e4dCo0TcuQEYgyJO6MIM1InZayoPBILGUuBF85d5ZknnuPq5UskOs5dWlxicDzUCc5MkTOlLwC5t7VFu95kRQYeKRUaKqq8N9jj/cEWu/MBeRSQ4LB1cMgoS6kvtYkqMT0xgZnYkCNni6OYheVFMYcJk7Ka6kYyXQ9kkGEYikUWmn9KVwzoO99/k8efepIPvfg0i82IeuRhNcZIih6IrYyLlGPN+803X+Vrr7/JV155le+89y77ox57Omq+e+8mx4cHeL6n/cNMLOLuvftMp0OM2IssiDzPmAsIE4UqYRUT1SO0CIncQ1Pp1aUuPZw6cwq33IuOY//hH6tIubsly5tyRgXX9cU2x3KwneMuO8cH7KhOtN87ZqCx4lqFU+srfP5TH+VHf+RzXJbODne2uX/rDu1ah49+7DM88+FPkDgRv/O1b/PX/uP/lH/3b/5H/OG3vsr6KfX7zKd46tJl1WAsWzohub/XZ3tnQF8Gv6/6yURp6cpam2Cxxt9WgPnW5gED3+AGDjUxQ0cQHgv01tbO8/Tzz1EEHjuDHnva/7ji0lPh8N3dLt++s83b0lurFnF1aYlVL+CCWGn5nwh8RoXIasXjzMUNur2eIvy8FJ10kYn9WnJF7YGOp2fS+WF/wLdefZvj3SFV6zPrHvPNb32N3/3WN7jZ7fLmnXs82N4jmVpGfcvB8Uz2C+nwkP7eFmMxjotrizxxZoOr6xsUvYy9WwfUwiaXn3pG9aUZ7956oACQ4zgFrvxjPktJdAJTSIeuCt6ujuTzozH5YKxgmOGkCadWl5krFa3VPBIxl8IasQ7vZJy0sIw0Bo/4sI/Y/4Ppbh3OX73CF7/0KX7o0y/RVMQIVIT61OPP8blnXubzos9nFuoc79/mxq1X6akw59r0H1FvAcGkO6ddWeDcqdP4Ap6BiqfTZMwsH5LYCTPGZGZOWI306tFXYWsq2n24IwUe9anHVd578z1pFBSEGYwSBvKsvtKioZzkTLODp88THTke2SmHbkLfpDheiBfV6Sqh3hUw3BFotNrLhFp7XnLLFDzjsKF1xSp8HSsa9DSv8et4MvSFTovlToXQy3FDjyMxgfev3+AjL7/ET3/+02JWy6zV28TGlzMZjHXIXbh7sMMfv/0ef/Dq63znrfdUSJ6q4NhnQSB34ewpPL/AKuK8d3OT/cEc37PUK5YinQlEIM0KAUsmQyrQqGSKSpmMkcJgSwSRo23t3+dbr32T/+y/+ju8fuNdpWAJl1SgPK/CXZ7nbAkwRrrPrXoE7ZBap8rySptOvYIrIR5vP2Tn7h1uvfu2Ivoxdel0deMUKhfwD/9Y4/43v8O7D7bYHY/ZGQ65vrXJO9ffYaXV4oWLT3Bh6bSAzbAjZ5vmjuZH6wUrVlP+x5lvHfU4kiPlsUdYiagEHh6F2EvK3l6PrgD33v4+Xe2rK7nvCnQ25fDlkX0QOAS1kKGc8Vgnazv5mLvTI3ZkJ7dlW9uzI0oGtnO4RbXuUq87dFqOTjuMAlN64ozGMUhcGAccH2RYrLZaPHPlzEmfzdERrwlw31XNoTvNEX7z/BMv89TTL2ltMwaDY1YWq5zb6GDSOZEf0JGun7v8BB/50EdoLJ7h+zce8PU33qE7m2sCKPS3zJAoCvA8h5Hs81Dpkqu9+NKvCWDqZkrVfBoC1JFA07guiYrNmSkYiLalYrzCG4wfarRHe9pH6/7B9M4UCcXk5SQFzz5+mZ/54c/zhU98kounLrAgx3blmPPhEaEYxNJanQc79zg42JbC5jTiiItnTrPUbrG+sMT68gozHaUlMpZEzp5kM8oCkZWhhcr3MjnHMIN9FaoK3RM6HhNRxEl/RCgr8Ix3EmUyWUUqZx3IuFNJ+9zSuhQS4gvBYymvEdcIbSA2kTMoDXSakGrsQu44F52UrojDgFBKttrcKTGcrFrFBFWiavNkTb7NObvS1B4tgQwhF2393vde5/d/9w9oV+t8UTK4vLBGx6nQVqsKOTpSutFR7+2te+yrTnGsYuX+zh6e1rBRb1ETCBVMVaSz7Cpn7iaWahSz0GwQqE7SEhBK3GSyfNkUVn8cNaN1l5GsbBPt+R/+3u/y//r7v8VN1Z0SRbCWmNeFdlsy8EnV90Bs0GlUqXRqOLFDTbWHWhzSqISSZ5cb77+retXbDBW5R4rOjudzX8XR3xPb+O0//hZ39g6YSpYzB1LVJorQsNvb5U2lqL7jcGplXauyivKWuQy+zOuj0BJr/LHAq5As4rlHk4C6dOiHDgPte0d1jz3J5f37t7m7t8kwmZ7sNZ3nZDpFqgUBp1dWqMlufM9yU4D/HbGzTeCNvT2+8vZbPBRrtKGcLp3iyQlrtYBq1RfrcHGVujrWoidaIEEcEMl5a/VYoDLTelMaCzVSAfiRCv+bCmT3Do7Z3B/wYLfPcG5449pD7uuEaLs7ZaDPD1Usvb65T0/rq4YV3KDO7e0jrb/H8SQhKRHjBDpAohGozjg5/dGajROw3l7kqorkT66e4srSBudVqN3b3qErmz4eTJnNcjzpzOr+0hZd38cJQn16tGc53qON8AH09sJQAjFUWhcV+Wv4fpNzTz7F4qkNyqPGC5cuMFPUrC82+MhnPsEzL71Ia6kjRRZCcJ1wNCwrq3UunzpFp9LEKtf0TCjd+oqCAWEWqc4QEnge5T8W6qUjhipAbsiIFuRUTz52mZeff5ZAhpELqDw5UkVKMZlBNSnuip7jepySgpqeT1RA6Hh0leZsHx9TGHvi7C0BnaMi5FygkGi92XzKRBFmd3+LqclonlknUJQsv0PRxstmnF5o8JKi1Qtn1litVSl/B/GVr36Xv/Yf/id897U3KY+OfetRUU5bUapzutnm+csXqAa5mqGmFGVdwPmRJ57k6dNniVxLte6zVO/IWftsdydiHFb7j6iEDQKvprQsIZTzRGIDrnGhQLJy8LQn17pM5GgP947Y742YKDFvGJ+P6Wh4uRJTyHFtpYZRlJwah56i+Vzp0UAAMezJTzg4AAAQAElEQVT32ZQjlv8OZHNzk3evXWdrd59C0e/7777Pv/0f/Kf8rd/+I7YPjwUIAg0hQqbJa42IqlruGt6+/R7/8I9+m6tPXuInv/Q5GgL88od/gQBmqV3Blqjs+IRRTfsPpN+MRPWHsVLSsVcwCaBfTDmadfGrloV2jQXJvCmd1uXxRiC9p1Orbq9Lo+JSl2x9AWymonY2mOOLyTZUJEv0edAdKWWZaYWlgAyFwC6KfSrVAM93KUxBolTSCRycSkFfDOb1W7e4vbVDJfBpBUZAm+kI+Jgj9f2uvvuD736PxOi6U1eqOef+1r7GMPgq9k/JxT67AoyJTrV6HMrx07TAsZYTp3cMXmnDklteAkoCs+0hp4oqX9h4ip+8+DJfOvcCbafBQ53eRQomRnZT9WOa1qfmueSKHJ7GKU/f+O88/iRv7Z+k0wfeRwYbrFzFaT/BOF/iaOyBNm2kqFDUvrW2Smt5ibrqHCgtOXXhChdVG7j49OOcPrsMdki/t4WVYC6dPse59bP4ikgmlWMoOqE0BR1xOULfwmbM7RxXUWxpoU2zUeNIx5u3bl4/iZLZfCajikVB29SDCrmc61BnXDd3tigUqZpy8MBYrOMydx0NmynizPGygtg65HnC3EkxkmwyG9OTod5XFHz/zg2OBVijyVD3T3AFJiVLiMhZb9Z5bGWBJ3V02ZLCpyr+7hxP+dorb3L3aI8hGalj8QWyAzmoFTB95sPP8OFnHqOtGlAj8Hj28mVWqnU8Gal74miLSk0Mh8MpUx2p+jZS/WYZz4mw1iNRvj4eT0jk+I51cR0HR+uXR6gfAmuHNHfx9OdUo82SHErhjpn22ZslHI5ndJUa7OwfsLO9K3ZTQSMwFwMrWd9oNhMT05UwojzF2VT03e6NlQ6ih8HRfgo5QKKoOFc9x0oO3dGA49mQ8si8ZCE/+sXPc251kRIwVhQ42qpP5MrnpWbVfiYMg5R5VODUXIrAQuDgiCEUMRS6Xm/HYmIOC1HIclxhfbFD2AgZuwmV5Yig4hDWPTz1T/2EPChIXa3bTgg11pXz54jkeFPVo5I8194zHGsFQwUlm020llBjlyAyV58BCX3ZWGo8QmBBTmrUb6CAdG1vhxuqR+1Kf34YK0jA+tIST169xEKromPXLsfdXQFHj0T9/HqdtupwtrAUSoEzyb1MN1PVL4xW4CpIDA3ckMy+d/Mmr6r29c3vvcIffP0bfPeNt8mcEL/SpKFgc0Fp85NnzrGx1GBR9axOqyGZ8sgP+8gjfBADSAjGmUPaIzApdSF2MT8UGChq6rgpG8OpC8+yIIAhr5PbVTJvA1NbwVEETeSwsZiIEYVurXZYXWrjycA7NiJ0XUaqeuRSgk1cslIRDhiTcaTjza++e4vvi/bfUeFvLCddW+6wUPV15HVEwpSsmFP+cnKidQ1VrGzKSBeESaGcDwUkV9X3wsvJfYPxHBlEhzOdJn4QE8VLipBLjARcD7b6XLs94A2d1R8kQ4Iop+HX8Ilk6XMyOdHD/T63d3YJawEIAOZy6qjSwDfOCaAVnssDFXffEeU/vXaKF196gamA5IEKksejMRNFwnJ/zsDghjn1yozpPKPv1vFrC+zvDTlSEdLTuGm5L5syUv+5onFhLKqlkivSzcW4yuiYCEh97dMzLnuq3N9TOvCeGMatiWQ3mDA46nPcm1CosH2ok4exWIhRSjWVQc+KRFQ5wxSeWJ7Hbi8lswXWzmlEDu1mgBWAUPiqBxjl4wkDM6NdqRPkPv/gd36Pb3/vWzz22GMCpoCPXFmkXbP0TaB9Ong6eajXLY2lGKeuz3VD3DTSwYTUmTG1Gcdy2iPZz7Houx+4qu1MNGdGQywnDgMCL8CV+P1KRr1habYMlaar8TyWBFY/9unP8KMvfIRTtoXtWsZdQ6J950oljOowjuszmU3QVULJ1Ngc182UMk5p+y6PC3w6NiCWDKaTXLU26UInRUdK+Y6nAx7u7dNTylz1QrHOkLr0EOWebKHPKB8x8X3CahMXn0S1skSBcD53JW/w3YJaYHRvzt2DLu8f93hrd4frsp+pTtdmzLnx4D637m7y5rVbvLb5kL1xwTSz7OwfSd5THvVhH3WAD6K/bB4nT+W6c6KFFu210xSZx/gkSmd4zWXcxmm8+KyUv4hvxrp/hMkneOpFklKJ6zKEkKBaYW1lBR9LLsNZEAIv+5GiX0pZXPJcl3NFSEP5SH/Ul2FP5GApMxW1SoSfywEmyvn7ovuzUYFV9K0pl69WIyZTzStqvapKtqtFm/mMWHPXHIeFTpOoEmjuZR2ltumK+qfWodOsUQ895Df0hylHSc6Dw4IJTQhcXK/QXq3Siy4PD/ZJNW61UaG92KZSrxFojECg5JgcR4CSaqDC+tx7f5Pvf/cdEjnarqrtv/XN7/DG9hZzfZ/ouNkKZNpxTE9Of/3wmBtHR/TknP1Me9ZRbSr5ZCCGZGWMBXPdPxNbyMrIJgMvVI03CvGh55FmudZ2yJ2dLkcThztbQ7Z3p3SPU+YzX4CT63V+skcUITPVX6yjvYkpHQhUrt++T24MrU5dThrxhc+9yF/+9R/liy+f4rPPLPOp585wabXK2UrINB1ws7/NddUi/u7f/wMOt7poekbSJXoEkn/sWSLfwTUuFe0/kmOJOEiOBUi/CGQzMYDDowH7cqxAQN4Sa03JNQLkWUFJ+zMNnJd71eXAD6jIdqzraz6DEdO6fecBXdXPbBBRmtlSpUEc1CUvX/IyFLKNMoBI/dRq4UkLYw/jQl91oi2dvISqcwVRhJG8XetociM7mPJgMGJT7O21uw/4/r0HXFM9qO8UFNGceHzEs1FIazLChjn+kqHRyXDDFMSaMk06VkDKU4Mv9pvmhq6OZ+fGo7G4oLTT4d7Dnk6/5uWySVTcOhKg7xwcsXfYYzybyWUyHvVhH3WAD6J/rs3MeznGv0AWXIJgERtXFAWWFS0MVhECo6UqAheKhMx2mBzcJDu6jyeU9aXoRMheSEGlUQR+yLKKpyMZbtP4XIzbLEc13CyjFUZs1FrMVMjqjrqMBQhyHyqeR8XxdNTZpaTdJB79/RnZBGpaS+h7WFdKkkIL13J2Y52WrrVkKedVoJor597r7vFQFfbm6io3VDO4vflA4DajoWgU2XIWh4mUff84kLEU7CkCFQKPLPXplmE/CrCe7lME0laYqS6Sq+gbRz6pGIK2f2KYXhwoXTKMBRILiyvUO4scqsj33WvvsV8WCG1BLHltNNsMxQRuCTy+f/seQ7Qfb44rEHIlFxE2ykcQBDjygLKVn10ZZSDbqnk+7UZTADulqyPufRX0jhOH6/f3OeqnAvdCy/SoxzFNpXOeAEN2SlE4Gi+kP8+48XCXmXGoai2OH1BYhwcqTNbE2P70T3yGv/iLX+Iv/sYv8Jf+3J/iz/3Mj/D5z7zIxkaT8iQijjxeef0NhnKyGw8OaUunda29Klbha5wyHTNaR3MWEM88ShuYad2F4+s4OhdIQCWqkmk/WzrCL495Z1rTREA0GI4ZCViHqitMdLomvCMTO53OUqaq84w17je+831+99vf4Z5ST08BwJf9zAVUSeKTJK6OwHPpJSMXy0pURytMQm702bFKv+bc3j8U2I4ZzMYy34JA8gzdkDy19GbQF3vpZg73e1O2dRR9bXOPB/sPSXX0Hss2Vqux9F0w1ulVpBTr1JkFagpGSFeKQeTWkOS5wCIX6Drg1xAR5LCfMBegZDikRYGUhOc7WBdkrkg80gOP/LCPPMIHMMB0MsAkAba4hGevYEwM6QCbhKTHUvLmXbL+Q8j3cExfrwWuKehvbzLTqUn3cMTDB/tSZM5ckWKqHHpPZ/i7omcH3S6BcXiitsxnNx7nok4vNqd9NpWCHHaPBB4zFGwpfbf8+XHJQMrKfLvexFGEGveG9I/69EULk7Rgbiz7el8JIx5bP8Vye4Fc7KOnsYyoqttqMhSoTGaJ9mGQrWt+aFdiCjk4jsvIBNw8mrMjgBrgi9IP2ZtMBAgZvsZo1aukotxz5dQ52pPe5/JKay01RbK5DHTPDkm8jFot4MqZDdbKf1Ws1OVtRTLhneSZcEp5c6MEHo1RGtJUAGC0p9A6tIJYKZ2H67r/Hw06jnPy3rMu7XqL8rc0rutw0O/j1hrEyyvs6ej6aDyWwcohmFGNc6UBsYK9lRxTGaoMNrcMxezuH3YZ5gUTsYCSAc2ynIHOal+7ccB/+Tvf4w+/fY1//z/+r/l3/sZ/xT/85lvsi8pfvXSOT6l+c0WRt1516OVz5NPsKV04Gswof78QC+iN8UDp1VysK7YBFb+CkTNOpPtur8d4NEUBGtdzNeeY7aMu/Wki5/EIFFxyOddcskBrA8NEdiNsoGSfvhzadTwm8tCp5D4SiE8F4tYxJ4DTG044PBoyVD2p7FvqDD1Mrr/UJ5dBeb7k6hr6Ag43MNKTT+hbAWshsDFizpKXUuhEQOKLzTQbS7Qbq8yUmjxQLenbWw94RUfd4/4UO/JkfwEH+xlz2Uyk2lYovc/yXKBREIoxxdLPcXeoVHyIxHyy73JrViot6yQzAb9jEUO3RKGHq73wiA8N94gjfADdjZQ3PHxA7/7rZIO7MDmUow1IDveJPEsYShHJlLQ/BCmWcAO3skJUWyQjYKZIMJ4Yktmc8gjr4fY2t3TEOFEO+v7uNt+6/j6bD3aIFDUm+0O2dvaJy4iqyDOVsst/2dofZxwPE2RDJ//0f3f7Ho2qhB04AqoA34m0U0/RHkbznO5+T1T7NJEbM1Ble8WtCZjWEdPn97/9HRYqIc9cfVxGnNFTZMkFDpGO/hwp3I0zhm7BzqzGjf2Ee8f77A2HjMTArL73NVPsB5KKQaUQRRcU6QrmipiZnC9TSlE6QOQGuDJAZBiLrUVKA9xXSOtrjKxIaSndOVWJFJH7GO1jJtllaB/Wx4+ckzTLEWBkpddozvI1V99Zlp741ESnRVuqp3SHIwaSU+pV2DoYomUgnxKFNyw0fVwhZHfYoz8eaQ+JllOwL9AdZODVaswV+nKBpuOHuEHITI7/9sNjfusb7/PtWz3+8I3b/O3f+xZ/7e98nf/Lf/YPeeeOdOVVcWX9JbYVWtuh9PO9N29y48Z99g8HAv0MTyBSVfHPqUUU2utcaWTgOgRihnHg4cl5ra/PzYhc+59rvLn2MRf7mEmG8nH80CeKQ9lYgLaBNy84217UNV9z9PBdBOQpM8lzR4xgkk2ZKsVL1DnRWL7YhGNcJv2cdmWBmIiajalKN1Xfp1b3kSo1vjl5dUNHNpvJniyFhDieTWRzM4HXlG7p/KOcRGzpoRhR5hZUtJ+KgMwXOI4nGUfdMQMxIwmSTHKcC6hzzd/vDSiPxE0yxyHX2KmkXs5TnOxLQxE4hlByyuapgLbgUR/2UQf4IPqXAeDBve/x7uv/HoO9/4ZitiVWcUhKn8KZ4ioKOZVFrF0iK1ZI7SJO9TRudQVZspkrdwAAEABJREFUJ9avCc1dBsrpvvL7v8c777+HghBTOcKhHODa8SG/++Z7fE9HZZ3GIp+5+jIXO6e4/3AfDQrGMMtgJkWUxU3J/0TZF84vE3g5vpTkFB6TaUJfueVYUXUmKt1Vnnpx9TQvnH+Mi/ECUS/jm7/7Dd55+yYfeeop/BQ5vSGuttkXoJ1VES4Efc4o9ObagwH3DhOOlJJMpNCipJhy5JrSgFoUYcrPrgcynlyR0mQWp4xUSh3qs5jKLKRi6hR5AGGD81efYWnpDO/fe8hQ+w5kRE9srGGZo4DGzPHppw7HYkrbw30dQ08owSLLS2Pj5H0q9CsZQk+1nzRPWdIpl1tav/revXfMzt6M6cQlEFg2q01qUaRoPGIs4CjBp5TnVKFPJ57Sk6N1JBg5UYrBai9hFEi2CYWbM9P1XOBiKr5oNjw4rPH7t7r8J99/n2tiGYPunIUgwnMswkwBd0Zf0b43nHMsRqqNi9UkbA4OOdIpTWFkDrq3IkBYaNfxFelTOX2qWkKgVC+uRCfBZV6yQklFpIhEQOkIbCoC+7rSt1VFjJV6DesXhBVXjpfjIj1SMPcNYc0jiB1KNhTF0pF1SbXfLDF0D0b4KgCvNhep+xGRgNn30DqMZDvTXDNSk0oejsY36FbK/1hybz5SaT7FrVdAqcqiTt/ON0MWJSPPzGSbQwHzPrO0p1Ukmg8FpIyR6h5OGJBr46PRhGyayVbzE/BwbIGvhXuOEVAZIs/Ft5ZUNqxcRvdJWNrXozzto3T+oPrKL2iuNHjy6SepLy1jIkNtKRC9ckiOD0j3tqF3ALOeahDHMsMATBPjLzNW9TmzCRRj/Lzg8voijys3jOU4oe50UlQJd5AncufBgfJ3WOxs8NatfbaUG8amYE30uC5J+zIiT32MaihTRadUTOETz1/gwxdCzlVy6mIyroDGJDmhFNbd17p2N9lQ5MqEOK++8x5vX7/P3sGU69fus3n/PtPjY5om4PLCCsuBVTTNQWuOwyqJGdFVP1/F4FrgnxjqcDZXFf6YiufTFFWuy8FigYdvLFb7szLUQIaQCXBsljCXMc5jH9+JWXIiGW3Au3eOefee5DabUh5RhnnEbJhTpnpDXUu1P18sJJ0nWoORLVlSKSFTGlAWTJMMUrGrVqWOo+UGcZXtwZibuz2GAheciRwrJZBz9WWwA1HrxRTOyrSbAoeugGsm+c/JcCseNiwwXkpu5gSBSzOoUPVjAjljtZJRUVEwcAtyZ4S2R3/qcVdp3b4AdSbGuax8f6MRKjXxQK7hFRApz6wb8OX842TG/mzMOC+Y6Fg60z2OgMAqKhWiSV1FdH8KZ/w2tTQUuwgI0GtqsCUb1d6FnzxeWeApMbj3925ye7RFEmV4FYOGoqwP5WlOHFpq2pNX2oFsRUMwNTkjgc1xMWVoE/Zkp0Mnoa/3mezLOj6J5K2MijJ9EOHAczwC6cHRWjNjcXRP7aR5bO72tRdzAhLCbyRGAmuoBBbfSo6quzmzOZEfkuAxkD35tSWM5+EINDwH9THkqSFTsElwmViHieSRa925vs7LwKTXR3naR+n8QfV1XZdTj10hEOpmxmU0hK4i3GSnz7Q7ZXrYp1CBi2Ef37OKGTMFnYcy1Vt47j5WtYRCRuDX6jz+/MtcuPwEjWqDTlyjJvpoVMAzEl5/PGFw0kbc3doEH8oTANkoQ+XOZdRNJdSRjuL6gzmvvHaD90WTl9bO8OxTZ/nUk2d4udXk5cYap9S2VaT9/ddv8ubtfSrNZS5dvsj6uTZufcbO1jUVxQ7oulNuDo+YKi89Eujs9ecc68gssQGpAKInTx3bkJoYjB81BC4eB9sHxGJbncUWVsZnZD1B4GEcV8ZiyYyH2DVGUce6DpGn6CemMOp1ZSyJjCRRNO5zLHBALKPlBcwGQ4yYVSKDcv0KrhuBPpe1WaMwOi9pvNZnrSuZFYTMmGnMY0V6U+lwc7unSCfDFbC4jkuotVPWgJSfL4r5OdWQvFVhrv34xkdBEUdhN9AaXa3P0To938ORrudyuqnuS+YZxhhcAeSJUWsxngx8KW5QUeQu1GfiWIJKncuXzlAPDL7JcF1DVfNVvICqK9lJlv7cEMoG7DinrINMVPPIMrSHhES00pNjnjp1RkAQaU5LuV/hD4jNZVP1UUqQ5kbBJZFYPKzxsbiUsokin/Nn1/BdX7J30QK0DyMgGFMI/F2teUMSW9aajQLM8axPbz7Ejxy80NEUGRn5P/oj+yrZTio0mgv0yjaeDBmNdcp0+xbfe/v/zdt/BVuWbfnd0G/Ouez2ex/v0mdlVZavW9ebNvfeNpJQC7WEa2wQAQQ8QMAD8AgPBLxABA8Qgf8UOH2SWqal7lab6/2tWzYrKyv9yTyZx5/t7XL8V7ZE4CT6iyzYuedZ26w115zD/Md/jHEy8wbv33nIseS60P7HQlPhOL41VMKAauRpHQVOQcNjQUPvbcmudF7UaJIGIamuE2aw0LpSybSsnaUKNgPZ60CKScRAFsbjeR/2eSf4LK6PRNPTJGGgCrP1q1Tq2zQ3XyPevkDr0hWMQGV37wHzfAJmTJHuUxR9CqRoXefk/YEUb+MqrrXE8uYlvv71b/GVN78qR6gjuTGXBvwoIBB1rShHDkpDDB1xvcLmzgqrGw2kH1JFL9kacxUb5hL0+x/t8Q/+0Z/wj/7F9/jV+zc42D/i3t37clKwLubnvX3+6Uc/5vvv/gRPN3qh0+Gi1hE1l+j6Nd4bZvzhzcf877/3Ef/oh7e5eb/PzbunfHBzj939sVq0BbefjtGT2tJ5NjYu49lIwPUBh2cnij5zxmopF3mq/SL6OqcvoJvLcct/jGaRpmQCxEzRaCrUXahuQlDwaNjno0dPlWIsONdpoQDKfLIgUQTsjRSLwhqZHDiT7HLNZY2HMVZ+EbBSD9lcadFcXWMWNHj/3iFHY6NrjSKboxpXqPgBuUB7uVpnLaqyP+ry88d3CMVSVtprZGEExrBQfaBMx5xzemvkQIWcyeH7kRhhiJ97ip0+YRDrM5/VZpv1WouyZmADjzTyOVGUfaQCYqvh6DQdVixlqn06z9MeJBeB3pIApyMQ64QNqtJLuVfPBVjrY43HYDzhvY9u0FMAmi6mkmUBWAI/xIkBTCTTnih9tLSC71UxM4NZ2GfROxcj66uGU9ZKDlTz6algGtcilpebAm6fdlTjP/WlX+NrL76q/c4ZiHmVv9NinG4RIKBf4OTk8njJMCMT9TC2oFILqarFa3xLZjLCSiz7c1qbUbpbkGpfzlqcM7J3KIvAE3WGfA+iGFw+Jxv3iV0ukEsVNDIS6ZVqC01G5hyFdVrEX13v6z6eLnbOl13p4+d82ue8/jO53DqHJ9BoL5/DmMoziuisx7zqYzfanNo5Nw7ucePJLR4+ucHp0cdQxHjRSzSW35Agq6KSErYipayTztoGS0oTzm+d59qFy5g0l5lAJgc8OTmiVq3wxosvUing8d19pReHTETLq5GhBBAFD9UWkA9aPAn6VCzkZOzx0WHKT9VBeFetu/sHu7SE6ldaHmvVQmAyUVtuTlJdJWle4J2n8M/eOeCf/eqQd/YtDyZtDhZtZgtfkdCymBgWouezeSwwCNk9nLF7MmVUVMRcVhkllodq3e0fHcuYPTyj9UhbViCZyuETgcZU+ylkalXrE8mZ8Txq9Sob68uMVdC7c9Rl7/SE0CScW2pKABmpWNgkKZhLJqEivgd42nQ5rI5zFR0VxGitbjEk5hMxjqf9hc4vzzQEgU+o+4Qy6KbAuCaDPD55wlnvCOtZIgF9+fdtFgJha/U+inRNoLtAyeyMZF7ReteiOm9sXeL1tfN8QTWjtUrj2R5qUUXBIcNiqMVVKtLVwjcM1XVxmntprcPKchVjcsqIvUjnmt/HWSu5Log1d4zDaH9xHBMo53ByoEJ7Gy8m+CUbqDg5q0BX+itbnZnOzbLi2a+R39p9TLEwtP06dgG2sOTay0QF71B790MfL3AaBdbmlPa2s3mRsk388MFjBoMpJeNxxkdLFliUW3dY81fDl60Hznu2V0/rkjoRnlOmPvXlDutLq0hdlBILNH2MoSK5OoGN0WvPgTHm2ZoCGYVPhm6OR0IUemIbCSMVl7OiInBa1digLpYcxqtag0e5uFxsqSy685wP+5zXfzaXi8qNZKB50cK6phSWMDu6Ta4Kfqaax+DgqSJSjf3de/z0+9/hZz/6EYmipQmrBMur1NfWWNtYx5+MSPpnElLB6uYaTkZ36fwGVzXajYh6LaaraL5QpP72l77Mt998k4tyqitb62wstfCllFpg6Mi46tZx/dw5OrUaChT0lT5NBSKlcQpjSCZ96lXHb15+hS9efJ3l7WvcTkP+1W6Pfypm8QMVF28dzZQmyYjmHk4e6ZgTmCEhA4J8gJ+N9HmCPJpEQHKggutNdXGeKuJVV84TRiuU/6VC+W8vhMZSGlJDBhxL6iVVNYGVHFI5Wy6D8klkmHUV2zY6bZyi6anSrzvHB1hvQUOF31jGVRZDhR26ZUan06QS+wSyKWSEVhGsWgvxxBzu93N+emefB2dTUnytM8NzBucKUMSLZbgmmTA8PaBvRnQ0zzeuX6fWqDDQ985aSsaBHsYY/dRlKiz4WmNbDvn21kV+740v8vc+/zW+unOFq41lqn5ImmcsTIHzHDUXsBTH+DXDNPC52x1zpPTCYthZqrJWjWhqTeVv+3qLhdjCgpV6nUYYiDHovQCm0OqD0PHM4QUcoepbfqw92BTjcuZFQqqB9jMUEJU1IU+pnS8hhcbRabUEYBGJ6k/Og0jCikKL7xUk6ezZb2revveUP1O68dHeAbO57pVGeItQjNAwHqSkC0euYGAEUIHkUvUDal4FLU2MOCOVTMbyAaPaWU0F29wYPN8RhJZcKUkoluz5aNeSizXSlyXWnuJKKDnpXJ2TTwcU0x5BMcXZVMwlYaRuYl/pW/lfUSQ2JvdiCl/XxHUqrQ7P+7DPO8Fncf1clSTPq+F5DRbqYswmJ7K0MwZ37jC+94DzikCreFystVmyFZKFx4cf/4z90/dlaEf4K0t4oquZKOnJ7kNOBTbNVo2XXn+Jt7/wBn/nb32Lv/273+Tv/u2/wbd+49dkEE1qnsevv/V5/s63vs1LFy7JcH3Ob6xweXuZz12/xJdevcpyHNIOQ+qK0Gs1w5UK/M0L5/hbqm2sVWuMfMuea/PhOOBH+1N+er/H/b2JiqSOkdC9UDRo2AUbwYwLjTmbtSGdap9G1KMR9liqzWlWFoR2hsl9ZmoRnQhLHqtN9+RsphZtLAOq01eLOldxtKkoXPEcsbNUQh9jdIc0oQS3rLC6HvaPD3nycBebG9mmx5EA9Wx4BumUpXaDQqFyKkcraztLS22atRhnMn1X4/KVi2yf3+FwlPGruwc8PJ0xNxGpjN4XuPgux7c5ceDIFmNmoszz2VBUOef1q5d5ZXOH3SePmXkFoTW9AuUAABAASURBVO9h5SilfcgvdA9Hq9bkyvZ5vvnG58Q2rrLuRUTjhBUZ9Usb57AC2ERsAIFcS2t78fwF1rRnK+BLpYORjThUcdaT820rPdyKm2yIwTQyQzhPuLSywgs7O9hyDoX/VDLzNFeg4cvZrG8obIYRAPpySOvARVY/JBVdk8gJa806y00BhgCoLIIPB3JKySzQnkt5ewKkWI7t5MQTgfN0nnPan/JIwDMUCDgvxKkbNu8nTHsKgsOC2TgTy0zJFhmI5dS0/o4cuBXWSlhWipzSm834VLJ7MjgmXo6ZS9b9kmFqjb5Ab7kT02qGAi9fwFiQS1aL+UJA4uM5QyTwi3VNLK0HZqbPZqTJkNlswCKbUqZFI9V3BmlAV2BW/rJfqZvnGZLc/9fLd3TGdzVuaihf4L+pY/ksoevP9eKORnls61g+jX78zzXuanyo8ZbGv/fp+TGx6FphT7HZXfLBXaYS4gcnj7gzOMJbabF8YQftmbFNOFgc8PTOu9z7+Y94cv++6OsQ24ihucJklNJ9eMTp/SccKOf/oVjK7Zsf4amV9fLaJl954zXWt5cwDSkh8llZW+fS5jm+cPVFXl5b4mtXrvPq+kXazlK1KS/tbPO1F9/k5Z1Nzq0sYSsNhp11bgrJ/+zRKf/s0wf88a09PhRonAwNsyQhNUOWZGDnGpaNWpflaJ+Gf0zNjWhkCxqKzEtBQjtMOL8ccXG9ThgUyOdArGOa+OypuPVIUdZzdQZy3g/3H/HR/kOmtuBMzGkiQyjU6SjkJCbyWF9ZZqXR4PHJCXf3e8x0Ta57JQLajx/1eXTWo8KCjoxsprm7U8dsAZH2udSIKf9HvvaqnL8Lt/YGnIkFuSxUN8PhYQjimFbdstkMaIuPp8cnmCTFi0JazscYAalkfO9kzFxr870UPzDal48gkKv1Tf7jL32V37/yRb6idGU7btAbjfj09Jg7h6dUqx2aAoi69Wj6IRUymi5hNQ5o6E/NhFgVGYVCzAU6R9NyN+dZTJtE0RIuiDBy6IXqZqHCdKAxUeo2FigUBnzt0xmPRCwwTUKMrehDjzi0VH3tUCBQKF2ZqMg8yKcs/JQigFxzFkr1ELAvVBMJ/PKygOnYChQsqVjKVOnQMO3LNlKiWqG55zgHnvPFLgusLUi0l8zlVLXHl2Rv37z2In/3tTf4uy+/wSvq8ARa5EQANGdKVeytEsVUvUDXWzLZdEs+0gkjVuoVmrFjuRFyfaPDK+sdzm8uE7d0vgJmq16jWfVZkZ62qyErkmOnGFPLz1jxZ6zGGbEd4xjyvA/715gg1Tn/HY3rGl/S+G9olK//ezr+pcZVjfJYvtdLflc/ys/K8V/R6/+lxr/36aRY46Hi3ognuw/UVBnSO+6yWllie2mLB7cf0OsPuPzyy4S1GlVF1RUV5kJruX3rYz5876ecPr0vZR4zmR/RHe5yf/cTTk/PGPTnlP8+5pHajPcFKHfvPuLgeMBRr8/BpMfxfEyiImq8vUFFUdcr/7GbdoeFwGwk+r4f1DlShLttqrw39/nO7pDv3O4JLAru7fscHGWql+TYWUotmbIVLLgcL9hqeOwsSZGRhymSZ4W0slBWRnzrDKGAK/RyTDZiuemx0vYJ3eLZueW/qVEa5WCWcZpAWF1SmlRwIFq8p+jUnfc4zLQ3JsqVE+ZpylJrlc2lTb78xhdkOMLxko5ojFW1H4i6pnlBCSaNekwugyrB5WyaQV2GJxnPXZUPbz/mzu6hUi2pvLA41VRcMiI2Y86vRWwu19hYbrChLtByu04UOIospXs2ZKbIOemfUDULAgrmiSNQpO0Ynzc2tvmy2N3nt7fY1DWR6LaVzuM4wmqNFeeUbo5YCVusZxXWkoCKHPnJ4z1F1oDVsE5bztN0IR3pvRFWCQKfw/EpiXLIoB5TV7pWE2s4HHYZZguiagXPWDmKr/V7Wmsoh9Z6SzloXRI9dRewFNTYqOi+9TbNSsxUTGo474H2YHEKRjPKbk2tovlkbyWLWpSMQMXmPM/xBTy+9pQnhkJ7zspjYch0n7nY5yLLycuLjMF6VrIvdPRYaS7x1ouv8c23v8Lb56+x5Wq0xAqKOUxUvC18H2oBthWziCzlX0zs6+qxAd2UdrPDV1/5PL//1d/id5X6LUcx1SikvdKhXqlzeeMcX37rbV554SpNyTlRwDHJjGZQ0PYStmIZlqZ6nqf9a1y8r3Pe1SifJVx9ohdbGr+n8R9olM/y+HfKFxrl5/9Ax0LjZxotjQ2Nf+ezkAGVebRkq0gQESu61+Ww2411BnL6XJEskSHcfvyIrqJV3QYsVRsyPBhPBjzc/ZQPP/gZDx98wnF3lwdPbnL73g32njzh2gvX+fZv/Raf/8LnaHXqzCTA/nDAsVKB/d6YvZJyigrvDhMeT+Bub8gNRe8PukN+ctjj+4+P+ct7e7x7nHGzH3BT3nz/dKJOyJCp2sfrQcaFas6lVsGVFSsHmFJjSDZ4ylydGLU4MDKk0oAK7cHI2PCcZFHg20wG12N4ep9GMGZrOSCyic7PyFPDLPV4Mk6VAvmEYYs4qCjPXgggNX8xwYQF42zGw5NDflD+y+LTOd/+xrf4nCJa6DysczJUubLzeQZcAoLyl96MyRnL+A9VWHug9Og0i3n39gGfPDiiNy5koj6ljbpsSifK2KgXNP0RFTMXO5qzvFRjbbVDrRIR6R4N1Rkuqiv2wqVzfP2NF9hoyAk1tzCLem2Jc2vn2F5ewyrFIk8YSGdj5ehO6/D0fme5zWqtqnu1eHn5HNdXtrHGciQWMddxOaqx2eiwIYdZk5OvNdpcvLBNvxhyqqia+paagkp/pPezESOBdaB0MzKe1uyJ9cV41j5z4lTMsBC7sAKQuheyHbW5VFvhugD0te2LXNvaEvhl+ManXm0IHKFkHIWAoiL2ReGYK1AIW9DSpBePVquOyzwW40wBLGMxLyjlXbgC63skJYCICRa5IREbOu72eKKx+/SAo4MT6l7Euuy9pjlc5jMcTOgrlR8qjZoqZRvZgn2xumOtvZ8leJUq1aiJT0xdwFrXq9e3LvBV2fq15XWurWzx4vp5Xr14lc9df4Vza+tc2lijUevggga5iUi9mOd92P+IE1zQ+W9q/FxjTaMEFh040I/yvQ5s6cdjjX/73NOL8jMd/p+eJSt5R5+8c6L2VzHoqeAzofzLT4GcxNPmjk70WRCShh4fq1j6zifKgmKPztoSuSJXIhPPhPIlRe31ugxUIJqoJTtZSGkCmLYMqlPSvFrAylJVgJ1QE/WOqjKAuZxykEl5Q/Yen/JAqc7uo2P21N04Ho8Y2ZATFbmUujKeJYzLNfZn1KXIlTjhQmfByxsJv3Yl4I21OVc6c6LilGTRFxOYY5Wa+KQUYgVlBDTGyJAsnu/JMYxWbqDI8F2OyceY6SHNMKEWlO91XQGyM4azgvLf8Vy4Cl6lzUzrzlQX2qg0Ob+6jh9YeulQwHdEEhlqtRbVSk2OkpX2jfNDSln6nodR3aPipTiTixnAsQrAYxNyZ7/LjXtPGMjhc7VOjTGSFbQbARc3OyzVHMwHZPMhI7GL45MDCskhFI0ucjByjnc/+kT1jkNevnyer7x8hZZnmco59/tjgfkRkxQmxtGTE2ZyAN93tBpVLmyva/6YtoqfO2J9LypNbHeadG3KgZzn6XgsuXlIzXgCxDiKJK+CQxWCu8mAo2RMah2r7TV9H5CQY5zWK+GFOLLSCVULGwyHctwECUbneYSej6/rWKTUTMCGHGu7vsRK1KAiGUzE2BqtJZaWlxXMIkJF9jIA5KqvlMPq2iDwcUoDc6VxseTria0VKrSKjEkolkqtQq1aQ0giezD42r/vBQqAY/7yw/f501/8jF/cvMEHt24xmkyo6B7VsEoukBlLx5Pp4q+ASuvJNfdEtaqpALgjEH3j6qvgIm4fHFAJY37rrS/y2y++zu9eeZ3fuv4WO7Um+WCMp/XUvYirWxf4g299gz/4tS/y6kqLZp7xvA/7H2GCms79Jxr/LY2Bxv/jU6ZOOf4fP/v/9vp/pRPeLsdS3ePgk0+U200o0pwgrpFJ0CfphN3BCZ8ePuJR94BcOfTCJDydnvF03OdUYFFIgLW4RUvRo9beodq8rC7CS2xvvMAl0eSt1SUiOchUTGP37j2ePHpCKjBoRlWWFUnWpeAr68v85tuv8Z/4nd/g1770OTlfRJEVhLklkgJX5SFvtAxvLuVcjMZcX/PYjKY0sj7js33VZ3rUxAICGftyNebq9jZNUeiFagKlkSXak7UW37M4zeWMwbM+UVjFWodzhpqcOmJBpx7hu0LgklOIsZjUMlKUPNSapy5gIVqczQ33H+zzwfs3yBSN2tWAgAkrnZpo95wnR/ssZMGlsZdOkKUFoa5tRgHbMhyJUUaZqa4xUoo35uCki3xIewantfoup1H32VxryVHnOGvw/YhqFNJS0XWeLsTwenhhRY5VR2UD7j065Ds//5B33nmH13ZWeXWzpYifE4tZnNM1LTlaMpsQxwFVBYRGtYpnClbaTSpK7TY3lvnyi1e5oPUNJ2c8Hp3QF/Aeiwk+ODtkT+3xYTanPx0zUkt+vpiRSk6JJ/n5Fep+Q/PWBcwefg6x9VluaP2S+yRPWchZnHP4YYDzPeYCsKGYzVEy4ZPjJ+yeHjOXg7qgTrW+wolSsadHJ4zKdEzpx+mgx1Q1idKxwWKM1V5iAhViCzGdaghVvS4ZjrVOIL9gMNRaB0M8IV9F66kKyKty9AIYCty6st+nJ6eElSotFYCLopAOUsIgIHQBNVuhlsWs+E1Wqy2WajVatSptnd9QcFyMEzI8lpptzrWXWJWONuQ7FzttLguIN/X5Sr3F6y+8xivqCn7h2iu8rqL2N6+/xO9/seQAPNfD/jWv9nVeCRz/Jx3/UKN8HurHhkb5LI9H5QuNJxo7Gv/2ua0X5Wc6/H9+ltF5cLBPOY7u3NPxmFjUNFO3497hE05mIzJFqmq9KhDP6Km2cO/4KbcePRS1zwhkPKFfw1gN12G6iLm/e8QHH33InU9v82j3hEzts1Z7Q06xTBS0adcabC1XubLd4txSyFbDsFWFpcDQkfKW/IAXllf5+gsv8Lc/9xZ/96vXeXGloJ6dUcknVJxHMljI8Ra4uE0UdWgq3arZgHWh/kIOOxXqe3KwUBEll/HOZayZHM8aAzIo53ztB/wgoF6JFaHm1CLHUquK58DKuYzSi7mA7PFpnyPlwqubF3FhjUMZ5sFpDycjfmlnize212RAdXqDLo/3JW7nNHdBqvtmmsM3sLLUUOrj4Rknap2S5Tn9fp+pomwqoMtVfPVsTjV2imaWQmstdA54YiqGVHvK5NCp5iwj5YGcK5PBn1e9qNZoknsx+6LhR3uPeP3CJl+9ssNXXzjPG+e3WBVArFYCmgLKehQpEufkizmIKWQmp+wGVJwllHPvbG2wLmdYihpyPMdATju1GcN8zlT6m8oFAAAQAElEQVQAPUpmTHSt0fljgcjBybGiNSw3l6jJFmyuabXn2XSKkRziZoNao0HgfO0tJpS8M4H4QqCyvxhyVMw4ymc8VBv/WN0VK8f1owgpQKxzRmoAgV8hnWcCdL3D6d5B+Zn2n0lGaTYnLxa6X4F1UH7nex6R2JlvPYx0mCoALNQVyqX7PNOeCxE6rbPXH/6VDgT4qcBWeEc9qrAsdnmuscZrO1d58+o1NlSLiz2HkQ7mCobpeEJpH9P+iN0Hu/SHIzG8hdaRP5NvqL2X965V6s/qUn/0w9v80U8fcTCu4sIVnvdh/xoTlKL73+q8stbxP9Xx3z7/hV78FzTKZ3n85+ULjfLz/7yO5XVf0rGv8W/TG738f39aKWVlbZlJ94iWlGIVaWfSWMXUqVAnnTsmiriTQUojrdDwmorGU2bBgqDmMVVkaLfXacuJczGTn93+JX/y4c/43/zFD/if/+Ef8Yc//Al/9tFt/uS9D/iL99/hT3/4Q371/kccq1aQLgZ46Yi022e2P6Y2LPjC8jbfWN3im1vn+NrGBi+LRSwHK7x16RXeuLyFUS0gkwP50nIQWDJFsb29I8Zzy6PehB/dukNP0dGLLYsyJ2cGGJwJsQFYr8D5hvF0iLE5Xuhxpjx5OhvD/ITtJY/VdiQDdGQuE93Wx7OA3adTPnw8IKsssVJt4NQBONg/ZqR27IvXL7At9Ht0/z1O5QTWVWTgctKqIwoLOVXO2qU1BpLrdBZRyOiRoc4FSMXMak8BXuDhNy2r9UBOXojVTBlOxoxl9OVv246GOWOlEUU6o/ydl76i6pw+/fmYQHtcVds3qK7wvXfviYo/ZFVgUkbf9/ef8v0H97nxVGtNrICoUCp2wp0nR/zi1j3++MbH/MMPP+B/++67/MOPP2QwKfgb26/x9aUdPnfhMpeXN6iJ9SyUlAxdwpHkf6hUxJAR1uBp9pRfPn6flU4bMy1UE0qZSD89yWUuZy27FV7m8DKoLHI24go7SkdKoKooSEDBXKnHwfFjrm+t8M0rFzi/VCPSPqv6zrdOPz1BaCDgcdILOC8V7CUsNF+SBPSli6n0mMYZuZsT2Jya83CRfXZuWWvKSSmLuTMxpolA6zAd86gMhGen7A3O6EmGU9W8Cl/z65w1gd5LYrFGthQKdAMre1BAGo3nsvmCmZ3zoPuAX9y+pY5Vn3tHfTGoLt/98BN+emdXqf5jbj28xy8/fpdbT+6we7LHYD4kUVV2Mp/xvA/715jgqzrnP6fxmxrv/5vxN3T8H2t8W+OOxrc0yvc68Mf6cV+jbNX+r3X8r2v8+5/OYioxS+vrWN8QSODtlQabqy2uba5zdWWdOgFnZ30GSc4081AqzXjoODpImExjjgdzdk8f8qtP3uG4d4SRAgrR746KcWHkPfu/NJ7s77J/uMejJw+4ofbtRx9+yM9/9lM+VP758OFdOcYZscykZSxLihpNA75yzEBRyikynz45ZCFw8GWEnbjKlXPboLTnyXjKI3WDDkZDCjGksBLwyrUWX//cOb4ip35pQ+v3QzzjqOGouwC0D2UccsxczpKQKBJhDLmiLIsRm51IYKgIIiMqTE6iNUyVUpxo493y18urbTY3NyWVnBs3bvCv/vJH/F/+xZ/zT/7kL+iJSWTqODjRaU8AYVxKbWVJQFblyf5UqU0hfykolBKlC0eq+xbyrIpY17bYXd2f43sjwkpC2ACvCraSk+ucBTDHQ4iEiyu4oMbChpwpRz+SDJ6edaWLEaeSyZNul34y5/2Hd/jOzQ/4i3uf8ucPH/Cnj5/wz9VV+9++/0v+Lx+9y599clPA8pS7h/u892SXT86ONH+V1y+/ylcuvcbrqxd5RYXUZuphhjPK4OLLMbUUIq0llOOedM84SIZM1U0odZAayGRXiSko2UlPdax5ljKXPsMwVD2nSeQHaowuGNoFR7r2IJvwrz98l3/5/q8o7WAjCPjylStcbbWJFOkb6m03gohqGBELzFIFjczmkmvyTIZoTYVYRuF5urdjoTU4gVggoN7qdLi0uiw7hli6FFkR6E8Zy4nn0tFYKfosm7PIUzLZ4Fz1sKNJTyn7Lp8K1D7Zvc9oOKRqPHwsmWcYKc0azHJipYIXL64z1h4enB7yyf59bu3f5tbBXQ6V4g8FtuW+U+3PKadzkS9Q2S3F91zD/jWu/pHOkRh4Tcc3/s34Yx1PNb6pUbZkS/A40+vyKcukbOde1ptXNcqiqA7/7udYxaIPlF7cf7JHb9hH6mA2OaFV89lZanGu2cKT4wRRLOROeNo9VPRKKDLLXO1G40Jy33Jr7xY3792W8FOMV2DleE/2n/Bg9w6l0LbOb3Du8jad9RZRp8FAwj9Q5H0sh7z19JDvvfceH3zyMfsHTxSZE61jTsqCkQqNB2fHDGYTcufIrU9ZnB2LPo8XU+T6pCYjNwuqFcPWSp3f+MoX+U//nd/jP//3/x7/lT/4+3z97RdY68Bms8lmexkvM9jCiWI60sLDyeisdfiexciQonzITiegXnF4PuQO3cco4sDJKBVTcTQ7q2xvbaH0mU+Vpv3ZT94XgA5AzmEcxKGPL2CoNGpUVza4ebfP7ftdFvIs1eTIE52kYlx5blSBpbpjWfeKRL9jMSrPszjfxwscfugIdI6WrTUUeGGAdTBSZ+CkO8AEIakzz0Yhx2qvb5BJJk2lhrO8z8nsmE/PHvMXt97jLz96j/dVZ7ifDDhIR8wk4+3VVa6tXwDpZCTPGglMLSFxFrAj6n51dYe2X1E9w2C1J2PBdz5VAVdL3Rindf787kfsjU9ZyDlncuyFHFAmQqZ1FbKPXMfcwJlAbaD0pFCaFkWBgpUn/UnTFg7lzE/EVk6GU+nTY0lyy1T7ynVhrSa78WK15if0xFSVfeDE1grJaaHgMl8kUC7M85gLAMYChYVGGUwWiwlxJPm2q1Qkz7pqPkZrmep+pe2Y2JMNo3saZulCrw1jm3Kcj+m7hL4AwJqCTrVGoxJT/teaU7Xyzy2d4/rOeVZin3roSPKcpWqF9UZMXHHMde1AadnBtMc0FcuOcgYKTrtK9XjOh8T1nDN8BpcXUvbByRF37t/n6PSEbveEYzGEWAjZ2Vhhb/8xo/kIK6HnYhN+LLQNckIZ+bnVFtsbTVZX63jGUAtDWhJe5BxGCkzLHHk+lVHDUAo8HJzQX4w5ktOfWMuZC9hVO/TGwRl7Usa+UqCH6ih8592f8LOb7/KjG+/wk08/4i9+9Uv6WudjOcuHD4+5d3zKQ9FNT0bT9h2bnRqbKy0ubm2Ikezwq3ce8b/7D/6Yv/zBL2mvLPEf/5vf4Le/8qIcdkE6X8gAqgQyNL8AREHK/HyuajraQyb2MVKBuFM1XNzuKMgXMnArZ9SpqjsM1RU5GqYC0TlZ0ODC1ZepKI1J5HCpplNwApPiBz7rW5cYyQH/7Mc3+Om7uzI6gZy0boQYucDLAM2K5fJ6gxWBh1U9RzZLPpfhTQzTUcZikmKUStb8gnalQmh8TDZhoxPQlD6qZJxbbnLlwgahQKcrBnL34SPu7e6SylBfvrrJ69e22JGeSvoeCi5CdUmaJqOpa8vjhXaLX3/5DV69cIVOs81Eef04z5gUBXOho+eFVMIKgedrxQVOcirEdpYbSzg8AdpC+h2RaM6MQrMWFFYWUA4Dhc5Ho9lqEsYRpdMmAo9smpILKFBf2cr5A+uR546+F/Jolirl/SnvPdrn6Tzn5v6pamlPxVAX5EKlidKHkWpPcxU+cwFOqvWEuofTunNSUpPjZI+BgGKgwLOnDtFR/5SzYY9EKapnCwWbiEqtCs6hjIRUzg8GmQbaGLbiES/VVQOUlE0hhroAC37osVGXzBvLLIv9JWJkvta93VnhW5/7En/ja7/GxtoqQwWiM7Xo5yFU2gHD+Sm3H90VgMx43od93gk+i+uNQew/pN0UsoexImmmvP2ME7WhypbcmYxtHkHh5VQEIDYvaIVVvvWFr3Jta5uOUHe1WeOViy/x9bc+p/E2zaiCKXJKBZTUtaSQqa/tiuItPDlimEmaCVY1AVMNyHyPkRD//vEh/SLDxCHH/R5GEa07nNCXcQ0miaKCo9Jo0Fxep9rscP38Fa5tv8BKe5P5wufpyYz3bj7m00c9Pnx0xp9/cJs//fE7hLbG9ZWLNNsdSqM2pqAq0KnZgooALhelRoJYCADK6FFoqcPBKRVvQbNmxUgKPGckBMjSXCCQcO9ozK2nQ0W5kNdeukZLNRYrQHUmoXSf5tIaRB3uq1bycD+Vc4VyroLCJWAcJYvwvJTzJfBJDhUvwao+4jwPo0hrJD4rY/ZVD3hpZ42/++1v8Pa1azT1/auXN/nP/t6v87e+9ia/9vJlrm+2uaxUc7UZs7bcYjAY8bg75Ye/+ICbauN2nxxQ9CcwmjNW52RyeEQseS77NYyY14f37vAvfvoX6qrt05v0GUxH0sdM9ZQZZ+q4zNX10vJoimlsVJps1losxXXKQm/JAjPp2tMwAuJMwINAx9c6MwFP+ToXMDjAiS4VOpapTGIKJpOFTCRQ0Kngya4yAXgmUBmqzlCmFIsSCCzkkqh1lumiUK0qJ00tiVKGXLUqTyBclW46kU/5W8ihzg51TSxWUiGgakLZY51OvYUzum4+pymmUVM6XY8jdDoTyWWqtZTrDZwj0Hm+7qnCE4Xs0mitmQdTgfVYwcVojefEnncELHPZw8KrUm2v0BGzPRoP+YkY+CfqUp0VcxY2I/Ahig1ngyOOxNxzfQbwPA9t8Xku/2yudRLWJVGvi5vbrK+uQxAobx6wqxz4g4d3OBVlm3sZhcsUFRLFGZ+V9qrGCsvNFmvKJ3PlozW/TlPGuNlcYXNpGaM/QSWgorpHZbmOjUPwQ6yvz2oRNUXcRmSpOqiGprwt0yzl4eEhvqLFplKCTAWxumjxtfNX2FzZZkdF1HKNVVXqapU2iYplw3EucMmZFRF91RDOEo+5Z5iHHseqpn/vVzf56c9vc3KYCXxycmvwBVZx6LOiYuymCn3tWp1CwDGZzhUVF1AYEhlZPhmw1IiIS2DwJG+DZFBQFgKP+jMenoxVfOzJ/gpeuHiO0CsENlXWJcuRDPxXNx5w2C1BLyAtEcnmYMUkNJWVM1RK+QSQTHoU6YyUhEJrtzL8goxAMj+/3uY/9u2v8ttf/zW+rYh2YWuTVcl0Pp+QC6xCOc755QZtv8DK+Twc1TgmczVGKsaGcYfu2ZTd+/scPjmhp0jt/Egpz5RjdZF2xeLuinE+XXTZHRxy5+lDjCvYXl9jY7lD7PsMj8/k3FDFZ13t1KtLG2x2lnmq+slwNMY5j8hzOFMIK3KcNSAwsSBwAqdw7azTerVGOWao+2do3wKZuljb1fOXpN81gVHGQLWrXPvYWGrSCqCpoNUOLW3ZT1EyH9mnH1bwTIATA2mGVbbFLjuVmHw0Q3is9MpqQDVz1HKP5UqDTrVOIJtcalQEJCGNYq6NmAAAEABJREFUyMfI3tIS7LQ+q1UawNM6fat3Bfo+fzZygWCh/UmlFNL2alPg2azg/JyF9rw7GfJQafS97jE/fHCL7z68zYNxn5HAzxeIeqqxdc/OKNvcofYRhqUx8VwP+1xXf0YXe2Ib08GctqjiSEb8yeEuj0SfP5mecGt4RFf5q2d9rBRtHQSe5UgI+r33f8inB/c4Hp6yJ8YwkLEgoxiKKUxEIQsZ9VyjqxZfqlQnFWovphlmXBAtYsJZjXgaUsl8GZtjIkcZCVD2df7HJ/s8HHZ17xm9+YhEkevwtMeDo0MGyYhc544XBU9ms2cp0EwIb/0M/JQiyMjkoGWhExnq0WjKv3rvQ/7lx5/Imeb0FZWPewO6or37ZyMONao2pEjAGB/PxXg4KvoZC7zW6zXWOlWiSKblG0pqa2RMi0VKf5ayqyLux/s9RiZgTeDb7uwwNS3uHc856qVaO2ASDAuZKHj66bmEJaHmRqdKYebM9X3uDFo4amzpkLEmwP3am6/w2qVzvHj+PD/+yUf8oz/502dy+fGDA/733/+Af/TRfd45mrB6/sIzxxj3CtWrDG3NvRk7Gs5y8PRAUVGMK/SZqAbQHYyZae2+nKEiXcZiXhUB0ZICQDYcMFX3JhPbieQMK9Lpttji9lIbvxqT6LUXRZSpjbMFS7UGHTl/TWDl6zsbGPzACiRS7RJKQHbGw/kensJvLaqzWV1h2dXl3BaJGaM0sjl37NRWqQoUCgNzfdFTCzTSPVbqIc1KRKIIr3YOFemhqrXXrEfLlcOgrWKzgmIGrWCJWlEnWgREcuxcRVqZAcPxABtARbIJ/YTzqy2tMVG6kj5bn+8cnu9jdMxAQF4Ivg1zpcaLeYpwhkwgEFjHcqOKCS0u9mnUPO6e3ecvD2/w/ZNd7qhz01WXLFUgCmWjceHRV41m78kZI6WhqskSad26xXM97XNd/RldPNVGe+MeSQUeDA64cfBAOeaAfeXFZQoxV0ReqrS4vnGJV9Yvs9VaJ5tK6KJuP3r3HT7ae/DMqJ7Isb/3/i/4o1/8kJtHT8hFC53xQOcyTilKwQ1SEFNozXzW8hpOkWwR+ExkdCMSMt9QVBxnAq87wwMepl0OvBndKhybBUOTq6r9V/fOKXC+I1DRzQ8CjDUYUw4Zrc5DEUJvyUX956LTIwFNkcuBXUoYWRZCi5mxWmdDreichQDBeeV8HrkYgtX6EwFZoMh0Xk6yLgeJfJ0vEEwFpImMVak2vdGC4+GcMwFj1N7QVj2eHA04EahMZHQ69Vn0LbSYZ8N6xIqC51ZiNipzYhXlPFlmrkJqkvp4YhOXV0P+0996m//qf+J3+Nrn3+Lj2w/4Zz/+MTcOn3KSLRjLKSYy/Zlx7PV7fFy2jL0Kr37+S3heQL8/JZMT15VOtrTu0ckJU6UiRp/5gq9cNRQfX86W0bAxmepNu89SBb0Pm0rXqjwWIyl/27eMslXJeCAWdpyPuJ91+emjm+wPusQdgUAlJBXIZBgqUVXpYETgfJqi8M5ZOf2ChQKQL4dZrzS5UOmwQkij8LHS2TRP+eTxAz5+fJ+zxYTEA1/sNNUaoyDm/NYOK60OJWBcF2u4VonY9BxXVpbZareINUcqRfhy+loc0qpX8SQfozQoKYz0DKUeeqqt9IcJx2dDhtOUuuZst1rocpGkjCDwCaKI3IKyRtB8mWzM6ARP4GcFtJlnOEkn/OLxbX758Ab3Tu8TrQS4MGHSO2A+PFSwGFPaXCL2lEuvc8k11/6dscRK5xcCo5lsjed8aJnPOcNncLnnHNdeukqs/C1eaVKE7pnwJqMJk/GMJCkYKB88OO5zf++QB4encvKAB3qdScrOeqSKwGSFnHBGdzKR4D0qXkyU+bRVUIqLCDMziCDg4whdQKrzS1o3KjLdz1AV0DSdR1WKiqs6P/aYB5ozyOjbBVM5tCejqgcV6p6+l3KmipgztSNzk8vgPIFCQBj6WBmtbFlWkMs4jKJHIiPKuXJ+nf/c3/+bfOOL11lr+9QVsnwZxUzpjdG9jTTiCSCc0oaectdu74x5v8uawGmjErC1WsO4hSJSTg6U+1/kPr05DIuQQwHjrd0TjvqJZKZ7KloWAi+dSrmewho831GNY7y4Kgev4Cn9wsSK0p7YT06n1eJLb7/Fla117n96i8PumH/0nV9wrKJh6gU4rcVgsbJyq3uP5CR/+MOf8Zc37tCVYU40SlaWKOLGnsdFsaEXNra5oJZ7u1LjslLU8+cv0VBrnqUOmcaZzutrQ4FfY6ezRUU6e+/eXX719AEH2ZhuNmNqEhIxuvKf+TsYn+leE04VdMazEYUQspBeHR6h9BhqnUO1NsMw0Er/SgdOwjWqnayEVb78yhvsLK3iWUcqRx/nieabkXgGPMdwPhMIpwIdEHZTV5ejormurS1xbWOVVuwTKuBMdO+B9DRVYChVbmUj8+mAQjZRTjVVgOvKju8/3mcgpokxiOhwJGB/+OgJhWRnBRB6AVpfKltEE2X6TKaN0VqM7KMg1/cFhSYdmIRP+k/5yaPbfOfux/zRB7/kidKWhe6VlHLQNWgbpUzK30DOVDOJpPPA90nEoFPZxECtdJ7zYZ/z+s/k8jAMWbmww031sn/6wfvM54ohMlQ3zQkJwPqcTma8t/uQP/nlB7xz+yG+ogq24Btf+iIvbl5E5XkaMvr15RU8gU2gSFbLAmqmjEQ1PKUF8k+cqK3fjphUUvaLPmfZkFk6U+RbUMNn1aspp26wJAOr+hGB7u2V5ielFhpB4WjKsCNFtmeorig8V3/eSKllmiJbxC8VFfk4Tw5m0MOImhaMpbiKIn5dwPS1t1/mjSsbtP2EuJhRgpXn0P0QNU0o//LVTHvIZAXD0ZDx8IzQzKjZKY0gwchIjaKtniSqfI5UuDtTF+agP1dKt6AvppXq81w5rxagpxaipxXIVXwIVUc6HczYGxq6i4DCbxFFDULPY6hC5g9+9gF/8v1f8Y//9U/4w+/9nPKfCMjwcLLoiuRRLQyxwKMi/XjG0c8cD8Q2fvjeu/QXE3pJJuC0GMlplmYsFMVrfoVrq+f46upVvrb9Er/x8hf4xmtf4tLaBdYaa6yKEWy314mt1qN9nyhd/Ohkj7989Cnv7++SGoNfWDylPJEcoZCcF3JSX47maz2+6g8ic8yU/uRyIqvzKwK6qkDZyWHmcvAzOfrcN8xcwUDAb/V5qP3EFe1K82WSl75S5C60AkuRGkYCz0T2V5VsfLWkBwKWO0/3Za+7nIpNTZWKTYQIIwUtY7Vvk0iWHplsYzIbM51PSbOcLC2IwohMax1qDw8EKE9USEbMRzckE0swumuuc0tQ49/sAWvQtvUNOINeF0xNRk+f31VQ/fHjPR50R0wzn4l0NMt1ToEuM0SBz+UL52jVYprNKmVgiyLJV/fgOR/2Oa//TC4vJIR//v0/572nu4ylwLE2tlCuZioxqBo9lNM9Pe1y3BtjZKi+vvvkvVukAplI56Raxb2Dff7ivV+omtxjo93g4voGjWoLz4sZC/GHyv/GsqyBm9Hzh5xwxogBlbpHHPssZAAnswmpFFx1MZ6AxAkobO5QqYCRUquRjC0p1yaldvV6HOQYgYTxPfLSgEMf5xzGGJyA4xmI+AGhDK5QVJF/85ObB/yDP/wLfvHBTV5/402WWk1CaynTmY3VJeXcAQuxrXQm7YtJJKqQnSqCPlQdqFIzNP05F5YqBF6BJyCwQo8szWWgmaLZgJP++JnzzySbXHsxpWHqnJJ8GGOoKhVqx5YoHeKNj/GnfTnjnMiTQdmAWIXoRqPDbG54crqglwYcqPVaiHkVklFp6E73DX2rfXlYIV4MeJLZwoVMixRT9ahvr2FVBH4imX6gqv/HvWOO5bxzrWmi9ci7CFRfaAR1AcpFfv3a5/jS9jWub5zXWnzuKRUtf7npYNTjo0e7PNw/ZCLWkOl6kLwkHl9yr4vmr+g+G402YeqYq2uxEFglGtZalhot3njhRTZ0dNLN/nzIH73/E/7hD/+cT4+f4OdQlY4TtVxzgU4oQKxK7yuuwitKk//WF3+Dz+1cozUtaMkr95UO3nrwlGlWKFUyWomV/jy9LpgpJX16ciS2MiMzKamAqGQkYeiINYxYhpCeskujTFPnFfiBo6malucs6HurEXk+oe/jy2b4N/uwsjNfsg4weDqn/C70Q1LtcbiYyz4naqlPKIOF03nWOYwxVOUfgWxxZanNTEBWqQVUqyFx4PO8D634ead4/ut7KpJ99OQhe6J7MxmlUw47Vq5/uBizJ9q+f3ImwSzYai+xHMWsVjtcE/VtxR63Prkppznlo/ufcnf/KU9OulTrMWEYUBbJFiSM8im5X+BFDq/iiZpmTPXZ6mqHwHdS8lzfwyQoGOj87lQOOBqDIoQznhzb6qUMBMNIuePJdMiZIvdIUSZ3uYAjZbqYap4cKyOw1jwTijMOX/OXysRYrJQ9NBUeDTJ++vEuv7xxT8r2WW0vU6qyjFTWg1arIeWGqDSiNRQYzdFSdyOU41ckn/VWjR3RZ8+UtzHkWmcmyjoSFR2qUCybxRb2GYPRl1ofurejKafuVKBi50Rae1X1A18A4mY9rIAhzQu1czNmyt/rzbYk4cRgpjJwD8cMX0bo+x5hFBBKR0a0PbMJzhhiP9T3HpkFI4cIZaCZjkWjTl+6mMpBFnHIkdjEu8kR7/WfiHJ/xHcf3OSjg128IOCc2t+NuKp0a8yxQGOSTBlLF2M5dTlK9jIrX4ttTARSC9WRnPZeCypy4ICKFxK6AOf5JELLebIg10hUoO5IsK9euohToDjIJpyYOV41ouLHXFYKtbWxSc0L2KjUKTs55+vLnBewV0npPT3i4tIO5V97D9R5qzeXKH/nxArIpH7iMCCSbjznJGhkCwlTrdN5HuXDF3BE1UA6sMKCDGMKyQzZFLIZvbYWv7xWQJ/M5hQlMKlQnuuYKWfK9XkmpZYj0Z6t9FTOXOrfpyCXPKzO8XWOL3Ysg8UW0FS9JvID7j16yHA6pZDMUrHsWrVCyUZ4zod9zus/k8tzGX4mgcwlqEQoGj0Ttkem2Uv2OxMdz+Y58m0GJyMe758wk1GdW1thSQW5k9Mj2jLSthx3ZalOEXv00zGFW5AGM8xyQaVl8U1KoeilNrmU5hioZtHXm55oduEb4sAyVFHkWMY1KwWt7xOdX1a6U60hVRpVGuRMBcWsVJYctPTMXGunfIiRlO9tCRomkIHImKTcVHS0sEaGk5PnY8rfOTmc5Nx6fCbHlOFjCG2EFixnHTNXBNtY73BhZ5W19SaXz29Sk4HOBQ7TWfLMSS9vdojknDlOe5ERSoaJag1T1X5KwynE1nJFrcJ4GEWZet1jtQF1OySWXFwYQKWKV6/qfinHRwcMzyTXXo/RfM6x2EatXmdVLW+XG2KvIoPMNdD9Qzw5mnUG43LVTQJFSivnszg5gXWOQIZc+k4URLq2gdyUuo+1LOUAABAASURBVB+z2WzwlbUtrpuQhroZda+gZELJ4IRfPbrDL+9+wt3TA84UPArP4QElSJS6KmspnnFUKpKVvsj1XSo2MFGKNpOzlQZTEWtwCZSOJ99mpFQiCkN+92tf5tdffZlQrMdFAYQevnRTppIf7D6g/MuWdTnaa8ubvNne5MXOJpdX62ydqzL1DeJnHIx7HCp655L7qiJ5xXdyyJyJ7MTJBhKxPWs91TYy5ilKTwqEC+QCWAJY6H4zycU6qFoEmJZyg5PRiFCf1Sshni6YKQWaCTjGi/QZCKY6pppwIdY7lo4FLxTGisTkqp8stFfNrc1mzkPbo9DrluzpQr1DwwuffbaQ/W7VV6mbCrWgyfLSJs/7sM87wWdxvYIEveFcFfoF6aK0ipiJnKtEYeR4now0FD1VgZqaou7br11iXZH3RPnrDz64wb/62S+5Ldaxub7MQsWhR3KE02zEsRmSVsAzhryUqsAhkyEUOi5cysHohL4YyNwzpDL4VIoP/Sq1sMlMRnmiNKk7HjFUUWwh+p0J2NBicyFakeka1VbGgwVF4giKSPYRSos5ToaDjCmT8+ZSuDGG8r0xBqfhi5IaedZQRpeocDnR+/LXoFcaq7RdHbuAk9GA42REQfZs5AIzT0Zbvh+OzmQQQ+o1i9XJhYAs05oWAo7S0Mp7loBsdKUVaK02I9brntY4pyqnQZ8nKmaW50S6d1MgUa9VqMQBJpfnzecEueHs4IRzq9uca21wob5C4DwyU1DI+gvrg4uxQU1Hh9U8nthDEIV6b9HCwFkZck7LBLwkZ/zcynm+uXOd31m9zGtrG7y5ssbf3bnCb25vCyDOeDh+qj2fcjI5EfvogzE0BDgvttdYqTUoOyqJKQh075oJiTMPX6/L+xgBd9OFWusKW/VlaibCZpax5HJXXbg/VS3mn3z3u4wnU4FYIDkEJCZj6BK62VhgeYIv27CyNyM9L/synG7KxeWLbK1uqLNxm3+pAuXt0x573aGY0Qw/jDFKlYzyUWXFihsO+TYrK00xEfBdhqYkE5uYql1vZDuhPmjUfYJAw/dl3plswlKLKypUN6kJQKxm0hdksp2pAClVWkXhKDRkUtrDQm3fOaPRWEF0qs8taO+F1XyF5jIe5e+cDMXerPT8tmT8+299ld969au8vvMaTddh1M153ofu+rxTPP/15TbElBnKEYdqG/TPpoz6Cwl9QV1RYqldYSznfaTW3akU+/7je3yonHjkDBIdI2kuFWvBWeWiCSM52lw2PAwWaoPmRHKYhRhGpKJRUAsxUmDmCpxSmEyv5yZnLLRPBQaX2pt889UvUTqxp3pDIJCoYnC611zRsGyvJmTM04WumZIbI1wwZDrOtYYUmIhGzkQTFzKaEkDKf70q8AOBmNVM4Fkr99Va84KHquU8VSutEO1faq1ydfsKq40lRZyEUTpG3kyofNcJ4BbJDPmt5khltCM6zUCGtwDtVwGNcv2FIpbRGVbDcw5nCyoy4oadUQ/B1z7yIiPTBaaASA6f6X0hecxLBpbNtbZctZMu5b83cW/vgHmScyjqXlEEt8CzPSm6SZBgAjI5bqr50hKgpQNf57nQx/qe9upYqigVWN3i+vo5zsmxx3K2Q2uJNzfJxOYOxHZujo6ZegKuCLxACyMDOdtKvc2XXnyFi0orKnGMLQWgeze8mI5fpxnVicMKkeS32m6zJUBaa5URNyIyPk5O1ZVuP3yyx+0j1SMkcyMPLET/y3pEoqJmIUEUoWUS5Hxw/JCfH9/nRu8pN7sn3FJB86Tf43DS45HsZKQAcyZjfXLWVVBJaDVbVLxIXbwMT/uviImFxYyGIshyBZalo+31Fs1aQL0S4DurYQQyKaUOPGfQUypM8ADfIpv3CaU3q/2jtCxRsXmhNKgMWrn0W46ypvNMz8aS65xCR6TzqoKsb3IePtllr39CpVHl4vo2b15/g698+Wu8fPmqSgBTTrtdnvehpT7vFJ/B9QY5SEBFhlz3I4woqJc56kGFtmj1ynKd5fUaVpE2qweMax63uwNu7B0RSDgXROub7SafHhxxIiGbOCKoVoirAXHsEcmQffHCNF8QBI7Yd1KOk3EaUtF7VHAM5fyRFPNiZ4VXljfo2ICdzho7S2sy0oh2s04Uh8gfiLyClUakGkyVpaqvdRc4kdJM4JLbjEXpjHmBBdUdZCSlsWY5hYzB8x3SMWVUmQusxhp9RZfT0ZCRwKa9tMzy8hKRLvZV4C108kSfn5yd0R+OdK3VPAWJAGe1I8MNPZ2RUxqZbksunzOKPlaf6kR9XhDY/Nn6ZKHk+mM9Rxh4WDnNSIXgEhALD2T9GKczFJHL1GpsDE8U3W49ecqxirZNgUBLXahcnYdU6UA2m5JqHSVQTscTEjlpKc9/O8p0Y6Gaw0jAP1BN6LYKlO8/ecCnxyp+jxLVBRzJIqDfzUiTgKjQyAx11SzWVG8IBH5zsbOHjx5ydiJmICcJcksqhpWraH5hfYfN5gp2mrKQjAbzKU9UmD0d9RSRx1ixjsg4QufjBSG59p0LJBEQl8XkSOyiYWMqiugmN3QXM44FIA/DBT8fPeLPntzm//yTH3D/4BGJCuTChmegPi8SZnrTmy1A3ZO2WtCNZoXlpQYyL1bFjs+vt7mg1LMaB2yU6XW7DhacGOdM6zLla6f31uDp9USpy6DXZSZ9xFpfXfqo2Yyag4rOCbR3TyOUTDwBkNNnzlqswEymBrJdT/W4MBuTKciUAXQsXZe/kJfLHg6lv5+++wueDo4ZKCjNzYznfWjZzzvFZ3N9JORvVUOqMuqVZoMyx6+EAgB5axQV1Ds+Js6ZmQSTBRgZRBEGDIqCMzntYTKhJwjPFJ0KF2IzS8uLiORExkKtVsXp+1BCr0joTS8mKNMNgVRDgFX+S0yblSqX1+S4ukehaD4TgxhPJwwGQwai8MVgTCjHOSdweqnd4NVOg9fX2ryy2uRCo0Jd1/iKaIFAolJGADmBMwb0PpETFFprJqMr3xsZQi7gyNQKTDSGMs6jSZ+97jFVMaTr57e50GrieeGz33VZCFATMYBChhBHNXwTEKsg1mo0cNbqHoWGEVHR0J5LrRSqg/iyTOcsue6do/Och9PwFeKC0MeLfCrNGjZ2eBWfmpwgKCCQ0HLdy0o2sVIGjJMMTlmvtliKq9SdzlfxzSxGuKKgvFcu5oX2asr3Asy5UoSZmOKZ6gTv7N3lF6eP+FF/lx937/LJ4UP2zo7oyUkGQCNosemWuFBf54IAoaq1hp5DmQmPxidMBAwNF9AJqlqbp7RyQTWus6VzdzSa9SbdYs5hMaKbD4lEs+raW6d0bj8iVICoBgG5g8SWvmaIipi6rQo8QnyhZSzwMtLFQuA0TsZ0sxl3T/ZZ5DPWpd+abMqJmfkCoMzmJFp7P0nlkEOOBGBHqitMbcSTswlPxZ7Vucb3Ax6plXoowMwkz4kCxXCcYaSzuup0kWw4k9yqUSAgXUh8ucCu4NLmMi+dW+e8anjLlZCGdFXX+Le+EWgPhWwplx3pIN0nVF3GpZU6bdWEPOPLl8Q6Vs/x2vU3+XB3lx/cucN3b3zCWS5/Wl7heR9awvNO8fzXFxQKBoaK7wmFC9HkMbJvRdFCKcmYmYDBBYamFFjVOYHSiYqc30hAo/mcfjIicekzptFsVQk98IW6VVFZJ4XlElYqY9ZH6Fal5Tyb27M+zbhGW52AMsqtNducqrtz/3gPVwsp/wLSWIp1lRrNSoWOF7DTWpIB15gPJuw/fkIiMImsx7q+f2Njg5fEUF5abvHCxioXN5a1rxTfMxSlQym6FaIGhUSWlevRZ8jZUM2iEE2fKDofdk/pKgK9+cIL/P43v0VDQGW1/sALNYdV0bXACTh9AWSims+6WIqvdSFuQWlIpiAvh+4BljhwGJNhZcRW8ki1hpyc8pKoFlCpxzJkw1ysoVxbJvoyVRTPRc0RswiMIdJ1se8z7g+5f/cB4+6YNbVGf+cLX+A//pXP8/qVbeoCI5frpll5Vx0VnXOt2zjHXHvrpxPOFPGO0hH37Cm76SHvnsqYD25wJz1l7hdckEH/9muf5+tXrtPxIzHGSOAW4/kVwiBivdniguRfE4so2dgjyf/k8IzlWodNRf+JHPv0WT1ozkqnSaS1N7XvhvH02iPU0ZPwx5MhqfYZePos9vEEmtb3yGcZTQJahSfHCwkCj6Zso6nAc+3cJZb8mJocOI58QnVXjGS73zvliWym/O8xRmlB6lWYu5iJAtx0bgUIGbnms9JZkeYkYh1SEwaUpmsdAp9qpHmfBQQfZy3T6YxjtXzH0u8zVieWNxoOxPKGNALLW7KN189fYSlsEejPcjXiNQHNb3/xDV69eo5M7KUpu1nvtDm/vE3veMy7n9zhaX/CxPgkYUgSB1rB8z3t813+2VydyoEGor1OBjgzCxnZiKlLFW1mZA4UFFgovQjxaIdVWkpVIim2IkW2ldYsVSqs1TVqEZ2KY7UtZcgxFlkKUpqVAZVtzLE6Ff3RjJGq1yMVkhIZNUYKlUMPVKMYDGd87533+fOf/xJlGTR1r9iGotQFvucTxTFHKpZ9cHeXjx7vc7s35OODU969/5A7QvZIIHCxU2ejETBRxyBQZL6w2qEj5Xq2YCagS9JCcxsZLxTWgQw8FUAZOfpc3xndM5Px7T45oVppcmltmUCG3tAe2/UGyndItfZczukVcxqlEWMwMjorVlXm7wkpYv9yuJBW1SNdDJmJ+UynCV2le+XrUCldrRnLQRwLGWdkfaUDCdPxmIX1MHKmqm+Uf4fkWt9c7GGme/a0h4PuiBsf3eHBJ59S1VpacnxdiJdBXeuvRSENOWVHwOzSTNfP8LwctC6DTpLDJCrMjr05J8WQ01mPs0mX3uwM5NhNRf9gAYFkH7gKnomxMngjGSaTEUahNpBMZ5qjq3VNlBrFcgaje3haRDMKEJHCSR+F9LosvW11NojzgGWvSs35+KHBRjArJnTTIWdiGSPNJ+8lkGymsouyLpablLLLM5GNFr7DE1MwYmUG7UTMLtWaTOxREwCtCGiWpaeKF6DLScUWq2Jpx6cTjPGJBVYekoJEkIrF5IVjITCZq5PSPRsQuFB7dSgD4Ww04VDdqDPZ60wybNZi7Sljox7wH/vql/jP/OZv8fa5i1xdWeLzL5zjv/h7v81as8kvP7ot4Moxso2VpRr3Hz/gnY9uYHXvJTHIzaUOTr41nHe1kud72ue7/DO6WtHAWEMqKriQIWZyCIE2ocAhCkIE3cwU4cfDCcPeiPlsSlkIrClqVkqKFvhUahUa7YqilSMOQ5yizEyRZCTqnKnW0WjVKTsFYxn/UMqS/vB8q6kzRYNUsdgxHC8YSOEZPm9efpm3Ni9xoVrnXFlbkCMP5nAynsvgtKTS8Qt07ZRFOmWyGDORsZ4ImN65/4g7oqn3H+1TFlwvqo6xpGgV+ZmMyGKNk6H4+M7HyGm9oALt9eVxAAAQAElEQVTO4RSBirDCaQIfH/b5zge3WF1bBav7pHOtMcPTXp3vcHLsTNHcl7P4vozF5fo+FzvR6ZKlsI44NlTiAmsFogV4niWSY0dRhM5iLnaRKhUSdlKORq1J4EeE1qOhtdSiiFygkyj1yHXCVDWBmcBioPdHsxnf//hT/k9/+QN+9cGn+H6VwIUgmbe8CjuNFXbCmE3dr6n7+k570FonNiET+ynbjjOB0lQFy+FiwlAyvH9yyq3jE86MY/XcZepBA9SiH+RT6WXEyXRAT6/nJkN+x7iYksQ5fcRmVOjMooJcznWsz5+OTilEM87vbLBcBpZAawnqXFpaZ0WsyYiRjhXhy7+TUkgGBYZUlOBMNZyT6VjvcuSBjGQ75S8DnmZDMsnS9z0866QSIxszz15HstF2tUrND2mYiI6tkUzhTGDtJEvPk20JDKzT+RroPlnukWs4XbMQMAlLsGIyYehTno9WUAaVgoyKbCc0BVb2VY09wjClteTx9hvnubQZ8WTvDv/6Bz/ij37wDh89mXCg1CjUPc81W2RBysPRY+phzqVGxOd21vnqhXN8/fwOz/uw/xEn+P/J6VaCqpkQT0blSS2JhD7tz6U7x3y6IEtzjLF4crBMBpcupjJyQxDAdD5ipGg0lUFbGUsch1TjWLNYhsMpJb3NJHTrWzAG4zywTtcGhL5eZzmJHD5RRbuvmsZIwGJtwHJY5xsvvs7f/vI3+PbbX+D6C9cJogapC5g7D79So9NZYklGU0a2NdUe2nK+Tz99wN7hgGMB0cFpn6PHByxOz9hoxFxYbXJlpcELq3XRzBVe3Giy1QhZVYq0VvPZ7lSI7IJE+fZETvVI3YGhCmnNZoNKPWIuJpOLhYzFFBJRdGNTCjmT8AQj4DUyTOd8rDEYGV0ZfQIvo1GNiXRS6DvR8Aqe9j9W2tVTtJtM5gKZGiMZd8nOZMe4AnbW14l9n729x4zUrm52mjRrdQoxQJMWFLL28dzQnVqxGofnKlgVFE73Dzl68JjT3af0j56oljClIie9oq7Ja6tbLBc+gaJtAAKshMl0pOg7JRUonamucfvshFvdM3oKv77ofizc88Us/NmcmhiFVwm155xMoDYUYJ+lAx6P9nkyPJRucrRo5oFhJPnN5fhP9/eoyvle2N7hfGeVuNBaxWycwCNRoEgEdqakadoPOK1nzkL3Ligo07/RfEZZzKxr6m3JNsRilI45rb8aV3S7gMA46tbHZBlVge9Oe52KUi1PNqJJcM6RSyMTya7Vbkp2hrnqKt3ehKnYsBXSq/zFWIBspcNSB8b4uoPDGEOq+51NFvRmOe/dfsD/4Z/8U/7X/9f/M//sO3/OL27e5P7hMT959326qs0lWm8oFhYGPt3jI5SrMVCqeG59iV9/8RJvdmr8Z77wBv9FsRee82Gf8/rP5HIj0KjaCsW8IJBx+WnAopcwn+SYIsCXw9ZEByMZQRRaGkpVYiGwbJu5gGQu45K+matYOZcCSsPKZaDGanvG4vxA67QY/fSlDFdqR2BhVbF3MprICzA5RFJiNYqeOc/x0wPWO8u8ceUlrm+eJ9Yay9TBiP7NdP1Jf4DzIiIXcmF1k8ub29QVgUJ9NpdRlsaRZ1AVla3EIeV/urPTqPHKzgrfeO0K33zzBd44v8Y5saXVis+5VkVg0hGYeNRdonlTnAAh0HqWVjtESgOsg0LrL40N7S0XKE7HA3zfUGhvhbGg7/VEgYpQ+wq1p3qliqfzfTGA8judRSEHQo6UCDhL4ChyK3a3YKGo5etGvrNKcc4k0zkTgdZAHZNSnpH26BU5TqDrSXbKcXSNYSF59vtdatVI985oSkfN5Rbrayu0Va+Yl7/Y9/CAV5e3+eKVi6xpP4HYVKjUsqb7tTRvqHz+ZNbn5uEud48eC7T6rFYirtZbvLmxTXneXKlFJmXZAp79Vu18rAjfY6GUKpPArfZR6rQQwEkYPNrfF2uZ0dY6Mq27bCnPBETjkViL9pqX5+kaT8AXCaxaXpVGERJmDh9PN3Gk44SqbPNKpU1VMkV7D6yHpzU4jOTssd1ewfoBI62joW7L5uqygMURCUyKwmA0lZOeEIzUKpZEoGFyQ6m4VLY6Gi44Ph4xHEwlz5yhgmf5mTU+EzFENaeYEnI0ynnn1iN+fusBHzzYZ/dsJgYWMpHNOQWWhmwnlkxHSj/vHjylOxzT0bpff+lN1ja3qFVictW3KLR4nu9hn+/yz+ZqASsDRYCuUpOB2l8LObWVAucTmI1TEilZtkz59zma6gZEgUehqGJdTiyUrSvqR3IQ6VSIvmAhtuKcQTYpwc8YKrpONa+TEmPPYymOKCNQMTPPwCqUZn3psanUZ1nOXhfVLn+vpPwnEU0OgSJsW0bTEgiU9wsqMU6p0UBpVF9zHw76lH60qyh3qGLnQhZRwdIRY5iIIYwEcPuquCMmtPfoMTc/+ojHDx/y5PEjcqFeYZwof0RVqcLp4SFnKpZ5WmeueY7VonSepb3UpFbWeuRMkfJoJ0MtJDgLMoiq9uphbPlORqGnURQNvAil8szF5JxzcraUQOwDPXLtyxMog+XZ31wWiDi9t1bzGMNcTK4/GmADR6GC70QdrTNF81wsqQgthc00S6Y5Ezzn65iLMc0xLqMmIPQix1CMJclSKo06C519V478wZ1PaBUz/uB3v82Xr1/jyuoa51vLbIm1rUu3cxW/y1/e2+vtKwMaceX8Bl+49hJffuU1Rekxh/MBAy8n9xwV7c9Zh9Vr66wAzeBNC7xhTsOvkQsUAoHYJ3u7/PEPv8vNx/fZOz2ixE0jmRcK954XguxCPVjqhJyrLrETNGnNHfU8wrMhUyyHKkKezIbP/v3TQgzDWSu2lJKrHlGNKmwIPLxqxIlapUfDE0KTslyPBQJDxuOZIKOg0M9EjKmtfV7YqXP1UpuNlRb6WHcwtBpKd5RCDfoLgUjCeJQyHs/JVCMKnfZl0Ho8nPXJtWaHwZPRRwJnz48YyBYz47Dyl1wzHqYLBt0pG+EaZ6dz/sMfvcM/vXmPf3X3Mf/HH/5cGnm+p32+yz+bqxMp47YKhHeVr93d63Oi9MGrSEjyaJNJthNIxEJsoM9qkmAtw0al8nKyEmjUe3OJIcBRqzSo1VuEYaTXIZFn8RVBhioUevpeOpWRWSKdbVWJDQRSUVaCSYRzAU7nR6LH5S983XnwiPfev8njx4fEQUXfO2I5b7NaYaW5RBTWMHGTo+GcG3cfkpaGVAnkPBFB1ZeR5nSVHhydDpg+U6iRQ005VlS58fCInu77VDWcJ8r1f3brDj/84CMmMoqllTWxgAmnRyfcU/3k8ZNDnqowW8ggYu0rkBwWAp2poo0sklY1JhDDMM5RCO3K8wpQOjHj9KxHKoM0EttcEXc4HJFL3iUbCkNHyVp8zecFPpFSgijyGKpo2dN5qysbRIp8aO1iw2IgGQtF96rAoNluUW018as10fw5o+mARH/6s5FStgHHqh2My/spIDwRre6qcJlJrvuKiD949wY//9EvGYmNDI4PydVVqIg1NmyB0fy51l4GxtAXkKldvlyJ6So1nRiwAnCnaqgVc2nWl1iNW1xorrIWNliPmqy6BldXzrPWajMVaB90uzw57fKpwLus1RRKS9/YvsZr21do1SLkjSAndIrGG9UK189fYrm9QrtSw1dqkav9OjOOE7G8gYbB6WxPcgupau+e1pgKIO8e7GmNQ3qKeLeP9jlVA6BmqzSCZepRm1alTWw9PNGV3mTIXALt9/ocH/TYLv8SZ6NBrz9jOpKMFUjRXdBjIcaDQNA3lkWZrooBetZo2U7sMccpClgxF5EOSd+CJ9uTLKyVTfhV6f+Up8dP+dWtm7z/9Ck/fHCff3XzQ36kQKfpn+tpn+vqz+piWXai1tYijRmMFAlnGblJqHYskUDEKD8t6dxYOWMWGjFlxTFFm1zhXoGdRAZh5HR5CgPlkf3TEe2wycXWKjvNDjU/JBYwhC4UjPgsphmpHCKVcRSzQh0Dn0bis9VcYaXWoOq8Z06TqFh31BuwJzp+0u0Tao7luM6V1hpff+F1Xlq/gEl9vKBB3JCRaFzc2iEQiEirlF2ARMYmJOFIgHh//4CRokPqYqL2NqcCxCM590n3iFMZ3RMZ+lhOVDwzDiMDgblo9alao2dnI0aitCUAjEZDfZ5RMhZT5DJOhy+jNIpOmIKiNDwDIgS4wGMigys/rcg5EAA5zxFEHjkZmWRfzuN0sjGGosgoc/1DAVoUVqgFAU7gMx/nTNTqS5R7G+2vrCs56wSYKXhG+xqyUKTTO0aKlE/P+sS1mmTjU6aTzyJ0GJOK4TxUZL23e0Qm+ca+D1kiJlhQVxA4J9meb2+w7NVZqy+zLp2sRTUiRVcnllDxIunB4cQ0WnGLt7Ze4NvX3uKbV9/gP/nlb/Ob1z/PpbVtXJGi2+FKexHQ4nI8P8Eo7ZmejGi7NkJ3JgKNhepowgCy8perhn2Ba4EfxwTWxygdK9c/094qkfSm+xfSSVm8n03nSNiqk0x5fHZIKF03bQVP+sWr4oqYC1rf+fWLbGtP189dYUft6JrYsgsj6SDG9w1NdUm2d7YBhzJwXe9hrX02d6a1yyQYiYHnhSUTWBjZB/p+riBgvVC2nIqhjKW7HM8YBmooDNQ5zJVuxdWAebSgv+hjAkMeFCQuY6RaoW74XE+t8Lmu/0wuNsbIGBzOIrMvMBKOCwNMI8fUC2y13LQRjV2QSJjZREJUylEIkZ2cw6v6yIfpjbNndC8ZJISjgq2iJhq6gh+E1BQlTJ7LeHJQdHPO030cvnXU9frVrS2+9eJ13lrd4XzYZKfRoaooNxbh3h2fMBRdjrSu9ajOpcoSV+srLOU+DS+Wyn26AqIDgVt7bYuN2go15cyBsQxUdt8f9TkcjZnrMz9uEVdb6uOf0Ts7oyYj9QV8fm4ERAVzGeRUHSEbhUSNBrlzEopVHpyQqXC80D1GymOnYjQ2l5EbZDxjTDGlUFqhk0HzSZBUVcyNtQfnjIzUUq/XqdWqzJVDD3X9cJLo1IA4ruqaQvPMaeicukAmlcX2hj0ZqxzO5lhRtjI3L0f5uwf1SkQj9pDpMh3r3jLsaqWu61uSh8MC87L+JEQPxRI8OclsMqAu9tEIQ6Yy8IlSSaPrMjnomcDGjS2XGhu8tX2V7cayZNTjo9t3OTg8+at7KMIa6b+QrHzxyYbz6biQFRvx0tIWVyT3JRcRSCaJGE/oB0SSo6dULS7BtZiQRDmPJ10OxQwMFaxSl7zIyWsxIwee57PsxxjZVzNuU/6N59VWm2Yckyvy18OIdqVKpB36RUHkeRJ1QbkHTwXNRuJoSiq+lf1WYnzVtGr1Ki6HXEyx7tfoBDUysZVn61IaeNI9lg4CXnjxAuuba2Qg2zT4gYdVMEik80Q6C4JA+wn0uSUMNSIfYwy57No5R/nIBCgY8KMAz/dJBeS5RjUMCPWZlowtiMgRVQAAEABJREFUPPwiLE9/rmGf6+rP6OKyg+BFMxl3Rrtd0F72iRswtROmZsrCzAlkqGXBqzR8q359KkXMFDWcIqiLLWVPPlPRCxVcnVhMw6tTFfIvVIjqKTVwaotVFBEiG+DkXJ4MKqyGOCnBl7VdVEuvU424srHB6y+8yHKnTVmE66pSfZIPOcz6DPIpnrOKxAUz9eAjKWS13aHiRYxUV7h/2uNJb8jWyjYXllap+z5Oyi90TYplNMtwOncigJir7Wn0XeA7Ij/ACQitnGIhIznr9jjr90VDC4JKBetJHlGFwI/AOA2pTVZQph+pQlWuqGhNLpspQPehfKXvM0XZIPSoVGOMMTLYTEeLr3WVDuN7hfYZsbEcUQ8T2nVLvQKtap1VrT9Pc2I5TVPG3ypHtaH9OMq7dPs9nMA08j0SOWCaGs3tYbSHXE5eFWtpt1qUYFXVtc4zhL6lrbWs6L0X+kyU/6+2V4mDiKnAKqx0MAkEur7c1+NBjx8/3eUffvILvnP3BgOB40Ky8xXwA8kr07593d+TA4dil4nYZL93xpG6PH1d65yPkTwKgUMm+j8dF5wJNLrzIUe9J0RRwpJAw5Ns5gZG2plfialHEWuqfVzbuMjV1W3ON5d4aX2HnVpHgBnTUiBaqtWpegEOcM5SxAFzcmbqGo0EjANR4nun+/zo41/yVOuZCki7Atnj7ojAqxL4oZhaRqK1jdVlOjk7ln5SGu027U4LX3rzZRuBUssgsAICS0VpZbUW4wcO6woFh4pAJCQQqIRhqP1ElLJwnhE4j8nSlJGCVrn/mhS74gK2XJUlW5Ft1nneh33eCT6L6wsprd6Ezc2Y9fWYZtvJqRMSKaJ0skIRthKEnJdjN6TYTNR6Joo5UX6dq7qdZFMmox6+zvOMldMXHAxHTCTQp/0xo2HKUIUjm3rUgzrLSmeiOMLVPcbenCeLLt//9F3+4sbPeX//AY+mXe6ePeXeyR4nsy5ezWMgiz1M+wyk6FzGtnCQVXw8KXel0WKlucxYqH9z7xH7MuBWo8JrVy+xEvg0JCRfZuwranliAZNxD+mbvFhwotbkTJEhU0QtWUWuPSR6P5LS0V5MGBDGFRDgldFHtkau+UxpsMboY0thPYzxwXggZwGj85FTJzhrsEaLLdwzQxqp9eucoaH1bS5VeeXcMm9d2eBrr7/AH/zH/wa//pUv8eoLL/P5Vz/PtUsv0laLterFtIKaZBc9c3RjfSaLlOPukJK9pKlRhCukg5kK3DMKpTmB1pQtCh4+2FPXZkBNgHTx3HmW5XSrKgwulKocnp7y5OETAufTWVujtr7BC9de4LKAvFmvMJWDPFJx9d15jwfpCKohsQC0amOKaUq1EhHEAZmcbGgzPjl4zCdP7/PR3ZsMZmPVfBJS6cSWclK0LRR0TALLcv6dlTYXNlp84+23WGu28SW7EtRv3L/D3vCEuuo5ge+TqDaRC9giF3L1/It41mKlhE6jLln4LGSHKRmpl3M873Oo9OBIx2EyJlFR38g+q9JdVTLzpP9IAHTl0nXW13YocJLfnFOlxIeqCz1VQbkEnrlkU4J7EHnE2l+7XWV5RVZkU+1n/ixFSQSwVmvJxTpKthGGIZ5AtFDQCDxLsxLjOY9MdjVRoBoKMFflO1daS2xWmtRKe+H5Hvb5Lv9srrbWsJAxLqQovSQUUFgXELiYWlgj0usQSySn8KQ4L7aEVY9qPXwm3GocUg08KibDaowUkT49PeRPPnqPW+pWaFpVnWfMVb1Opjmz0UKFzB6DpMc0zjgNFuyaKR+Mjvje40/43sOPeThTBFsMWCj+W68gl3E4KbOMpE0hXVfM4GTcJ5NCawKIdhATix2MZcRjlzLNJlRl/N+4/hKfv3CRt196mStXryrPH1LkE3q9A6aLEYmAMBNIpNpXKuDIpXxkbEWa4xnHovxMxj8WmMxVgCwBxliLCz2c7pthFcEM89RR4GP0vjSqcqQCX19ysbYElYCZ2JGmwpicejPi6597i//i7/0+v/dr3+Zrr34OMzVqSxpy1Tcqik7NuIlfBCypMLnWWCaQsY/K3yXQmvqa69FRl6enQ2aK+AulHiOlQiWyNVQ3cjp3qrSo3VmVwUN/MGKuekmh8zq1mgrHQ607ozw/Ey3vqzPzUEVNT85QkcNXtUarkUs2WaZd5YbVVoeGQEiMH1/OaJX2aBJF2SkTffjRw3s8GZ6y8DMKyaeM6tosFijcgvXtBlc217ncWedCa5sgq5KMZlSNR5gaIi9kbgsejI65efCAG0/ucf9snweqZ7x//z6/+vQuYxlTTcBWynYhpyxBcC5G5GutvjpMie6deRmRbtqUnF5Z2+DL567y5sYlNurLlDW2/kGfQX8qm4dUadtEjDQXuJ/bOY8XhpRpa/ostbbU1AEMNW8QFcSxwxdQlmywZN5T1c/mSnHTNNVcC8qjL8CrxzFrnSUKAUwkwCjt5GTQ5XhwhAly2gLvc+1lSeX5nvb5Lv9srvYkkFBRZaKIe6ai3FC97GTqcOqgGDmFCu70uzOGx1OYgC9HjqKAUjChuhtBLOXLWBQAJMSEvtjB/njA40mfoZC/VHQhrykjol8UGDm3J+0aIVWoqBdHMXOz4NQM6ZoRp2mXXjBkWJsx9ROBVkilqPJyfYNfXz/HuZbOL6ay2xSbFoxEUUcyGOML4PyAoYzqTJ+fKfJ2Va0P4xqR75Gqi5GrBVrS9JGKWQvtD0XE0oFy63CKGLmMpgSR9so5jN+mzJUzAat1uj7LxMZSQkWwQoZJVui9EQBFMhxLGXWUN+BpQmt9xgtLVw5sFZHKekMmB3OSW6Dx8s4Fvv7KF5kd5/zouzf4s59+xI9u3uLmw8ccCBQf9g55JAZV/n0NZ6u0q+vsyBFaSqOcgE03RrehsE4AWuBr73XN2xazqFabHKtwfaq6w546Tb2Foau97k+mlP8s4YGcrbOyws5Kh/VOg5Vmk4r21xt16YpNJoHFCqhVJCAyGS0/ZL3axlOBeSrabwSephIylB08GZ/RVU3pSN2Dx7v3mKo4nEhOpXx8zVlT3cfa0uksVy5doNXUPdVF+q1vfJM3Lr3Ougq0FS+gBK1cad5YbOFwMeZBd49bhw/Y1fxHiynd+ZjWUgNrAh51z3g66zHXubFzeMYQ2ICa8ajrnoHWPpfihtrnVOwyCH3qUY2NpQ2WxXJmoyFojTauEocNItHYRhywMGMGkrvvCoyCSaZ6UUpGGUBaS9s06pu0Gpt0VHz1pYfUFNJ9ITvMmCiwzJUGzpQeHSntfayWPxackw0oxb6/d8QHjx9R/r8uU7MgiAzP+9D0zzvF819vbSHaGtNarVOCSE8djoOnZ8wGqaJlwXha0BuILQhAxCApmUB5TWF0b2MppDwj53QCgcxa5jppopbgfDojUV2kpG1OxjZXlO+qLdhPJhjPpyZAiMaWeuoTyAgmLuGMMSM7IYsSqBQQOlLl9LW0wvX2eT538Spr6x0WYiO+C2nKKBbk9LMZmQwiMh7W+fTmsD9KeKoIfffolGOlUVaKjKX0ShRRcQ6jiJGqcyGMQXfCelapTEKr1aLeaDNQJC8WSWkDeOX+NCJFpkK9/ULAMVUBb6L5zwS4GCvwyCg92mo9CuAybifj8oirEXHklDpElOnaUrPF2y9cJ0oDfvAXv2K2qGDCNonWPdV6zgo5z+QJe7NDxqqFTMOcfTnRQpH+xQtXeEUyuKLC8DlFtw0VWNfV1rygtOPcziZxq86ZovNAIL2wvlI5SIOIhUBVombsWz6UYfdUq1nd2aKxpQKh0o+hAkcvnfEn7/yUf/CXf8rPlT5Q7ldy2lpZZW1ple7ZgEIsJHY+ZbR/qEL2g9ERnx4+5EPVRM6UYnZWlohdzLg3pYy8qWxhtlgwF+P5i+/8jF99dJtbald+fOsGq6ov7B4diK106Qkw5goCC61roYjd8xISOVhoJT/ptGQYHz3+VF2zLn2BSeYMtSimE9WJxc5UDqOmGlvbr+HhmMjuzmYT3t+/zy8efsr+4EwF5Clr0u2m7ruqtKhVrcveGyAGvYhgpkmkJgJrCJyn9eckqvGsLq8xVO3uk0/uc+PDu0ynC1pLLSLZtJVN5dK3pzy4MLrvLGEkPZ2pqF7uIxXQHx6dMdI1pQ3eefSIdz58n+/85Ps878P+NSbQtviFzvtA42ON/4FG+byoH+VvmtzV8R9qBBrlM9SP8n35efn9Bb3/9z5l93h+KvvPxDIt1jqeeRO+jh5OggxrMVQ98oqVA/g63+AHTt8jQcdyvJC5l1FfarK9tUHdD4nL3FvCy2TIx4MeB6MeD0+O+VQt03uPjxieJWT9nKybICJBYXymAZiKx44KeetUWaFC06/RNhWsuivHcq47p4p2KrzFYcyLFy+xI8NeDuu0ZLTLcZNV5bW1SpNFYTkVgO2Pxtx+us9DgYiLY4yM9K0XdtjuxLpZylzGIjPR6xxrLVsbawq6I6U4fUajAbkikO87fDlTUWQUeSbzNOSaP26U95EYCsGP2EihY6GolZOXxERRCeZac6jKfFXFSqO5PH1f0X26h2XRs0Y6dxgVE+PyKCQrFNEWxYLMZcz9BT07YhjNSMVgstyVzSrl1DWu7OxwfnWVK6sbtMQ4TuUs944PmCpaNuQcXlAFpZy5MWSi9bnVGj2DUUdkIpp+X0Gi/N2DX8qgn8rgk9xyooLxgaj41Hp4XsxqZQU3KXiydyB5QhjFVF0ozVitY8FM6zxNhny0d5/Hwy5H/VO21lbYWl8hDANKWu+FAhtBcF9AcjYdMkwG7B3d590bP+WjR7c5TscsAsvsmcxyPOfIPCd5h7S0hoYJCCX7vOqRVFSpcBAlhZhGRNVE1IgIkwCtDD+PsGKTFoPwhZlkeaw09f5gnz3V0UazIUHg81Zzi9+79AYvLa0Ti9FU4gptW6HZbNPpLNPU0dpANlBQpnoLdaosGZRDNiCKLTtK8SxapyOXTaTSfRk8rfynXq0SSVaJAo3ztZ8swVldrvWMxACnAki9e65nOd3/twnmOuE3NV7XeEPjdzS+pPE/0fifaVzR6Gr8lzXKZ3ks35efl9+X55Wf/3uGIVcUHMiJB/1E0cXXRj2smxNGKUqhaS0H+M2MPJxjjMFJMx4FqWha77jHeDglIcVIsZ4ElM/mWKFwrBBckcCtmMFcRjLRsYyux4oMD3p9jnpjcuX68cynNvKoyYEaM8fn2pf421e/wjc2XuZavMKyV2UqRfz03h3euX+PiVhGoTWUUfCc8vqXNs7z0soOnzt3jfWghZ9pdXK0zAuZyFGHOv9MTOFpt0dVDv83v/1t/lP/sb/NudVlGcGMwKYEzrG8tMLK8iq1OMS3OSWbKalo6QRWIOPJgX2BaaARicV01rfwK1XJymHQo9CQXIzVUfPNZORTySERyym/LxmLxEMUhJR1FBdFNNsd3rhynYvtTdbba9S0/rprUfebxK5KrdoEGa9HLykAABAASURBVHxf8j2YjzhRMfB4PqDsPs29lNN8zJ5SjqGMOpPhRlJCQ6MQGJSs0HkO8XBSsaUic8RZSD6H3nAmOTpSOc3q2nnefPF1FcXPU6808QmoFhF1QrJRhtN1gRdhc4NuScuGtI1PNp5SFtZHqqf42tNMINQfDGQHhuFopHrMQveGWbrARIbGakjcgcuvbsiWRjSigEjr9AUucaT5tU98x3YWs2Vr+tRiAo9lMazzcYO8SHCSb2wDAgWoRqXO5eV1Lmg0oirOD8i13yww2MhREeua+jlHbsLu/Jgb/cfcn51yXjZzubFES3doSn8eHslgRn84IG412Lh0gc1Ll2hvbJLIdjLl7mmas3Nui5aAOZknBNqvF3j4YqNlgCwMGGsl6oLQC7AuYCGbjSsxQWhpNOtkChxzgWgZUHjOh/1rXF+a4+jfnOfrWI7ysxJQ/rHel8//QD/+jkb5/D39KN/rQPn9N/VC29LPf8czF6CeHs/ons6RjqmKZXSWqzSXfW3YEoUZYZCpeOQRKEL4Mqh6WKUaBkTGUFdU8BV1rYy30ARj5cChlFevhex0mlypx6xFlrevX+LS1grtaiQjSOlnU06SGSdiETbxaC8qNMYRtmeozDV/VuVcZ4sXti+ICk4U3R7w4ZNdTqYjEpNzINp8Y/cOB/0zZqK7m2ubVP0qNUWrto7hMzODRMaGHDnTGrvzlP2zGQ8f9dlZvcQXrl3ni5fP8+rlc7SqFSpRg0TFu5Ka5lK8tT6p6ieJWFRaDr0u0wcjQ1oTcBwrek91Xmm01ljKUTKHXPe0AhhdQlE4RoMpw+GEMuAsNMdcjhy3dL+liNFCBitgijRnme7NpplcN2a5tkzZaUGfl2Djmh5Fw2g4xl7CWTambxf0gpS5jDOu1gU8VXzr8BTmmo0atTjCs8igDc6EoCARZVa1HEsuIJgvckK/Ip10dK+QFzbP8dq5K1QEvLEcoJBH1CpNVhvLrFXavHzxGi9fe4mXr76oAmSHXMXaEwWPhY7JOBVYpBxK/0/UyYlqFbzQJ5XzWcr7w0xB5e6DB/ypUqNPd+9j5gkN3WtFa7iytMGq9Fa+fqO5zUvtLWpBTGYKoiBgRenZWmuJ0PqMFHyOxbRyk7EjYHmhVePqcpslpWC+NhxVfALZnJOsF7KVQTEhFTN+xpSY8qPeLj88vcdhPpJDZ4zFyiaxz7ocfC62+fjxror6XSKxxRxoCjCuvniF1soyPemxry6iF1TYvniFjZ1zrKytghzJ03pqUciyAkK/P2Qh3ZUyaHUayDjI8hyZiWwi06zP97R/zcudzntf40jjzzXuafQ0Uo3yuacfWxrlszw+Ll9olN/3dVzS+H99/lf0wTvlmKpAGvgxsQS/vFqjvWxpdgoJ38fzpAQbUFb9TeJTDhZatoyu4jyWalU61QpNRYyOqF89DGmqml/m+cY3bCiNeUutvxUZ9JuXtthuVmh5hmZRUP6lrLlC4ERAU6JjVvjMxTyGGj+/+5C/uPkx/1odm48OH7M7POa2WreH0wFzAVSqYtnpvMcHZ49473iX22cH3Dne58HxIU5tvPIvyq1LgaXgjBw5CrUHAUiCz9nE8YsP9vjog112am1+541XePH8NuV+yig/nytqyhFSGTWFR6HIWOh1IhYxn8nQRlPiIOTchQuc9geUAJEXMgrAGPNsWDkvikKF8fQ+IEshE4gU1mOg6PzLD2/ImBOmps/p8AAriFuq14jiWBEZxMFZmBkLxgznpyzsEOctxEIsErGinaFMQzLtzRio+iFNgWbZSs0in54AHzI5nSNwRnHVQWJxRYgnXXllgdDBOEsYl+xRXZzTYU8dmQlWCOcLzAbSzVi6KayjamOW/RqJmCJ6WC0iM457e3uMlJZFjQbIToZy6qFSs7nVSQKOst7hO08MKoapx2yQaa8+J2dzyS4jc4GuM2y2l3n73FW+tvUCv7lxTQxwWXbUYKvSYsnFzCSfe4sugfUJbYitVikLtv35kBXt5evnNvnG5Qu8tLzEqnS9JObYjAKc55GZXAVzx7XOCp9b2WZb+9if9Hg0OmUtrvP11nmuxStcWN3gK6onvby6Scs4jArOg4NDAeSCSq2hAviCgxN1AU+7AgVoLa3Rn6XP9F8XgNVUA6kouFa0795pj7OzPgUGKyYUSieulLvsJpLsGrWY532UIv7rzFHCVJmybOvkL2i8qPG8z/+VJni7HFHF0mm1hJ5NoqggU0RzQcEiM2QLn6KXcyVa4cXKNo1pjYXSm5ny4ImcaaHopSI5da/6bIToj6KIH9VIZNAPJWw/rLGztMw/+xff4Z3b90jkPNtiI3WTENlCPmaYCrWHYiKlwacylLJV99HRrop7u3z30w/Ym55KUV0m055Yxpip0h/5ImlF1yrydhlxb7DHo/FTnp49Zm8xoE/KQl4bWkvoWSqxL5DLWZgxjweH3H3yGDWGZMx1DmXUmdKLzdYyi9TSnU4YTU6Vwk1F1RPR9lRLy0UCcqJqyM7lLYZZwFRekk+nlL9vkFlQoKZwAc45PBltWf/AWNYVmTr1Gi3RaCO0+c5Pf87/6H/3D/g//ss/5qFakrXVCi+8/AJfvf4Kq5o/UYrXH/UUqWeYxUJ1h6kmT0lFn0Ndf6m6zHrUwslhrYmox00qfkwJan7oST5zRtmIeTHX7XMCDwLJOlBdYau5RLVapWSNRnWVfjFi7+Aep4MnGC/BuhxPBm+LglWxl4afSyYj8Ao5/QEf3fmAuzr/zqN7YhULmlqvR4bVfhdypsUEMZ2Q/f0BY9nJWJ2tRBEYPWI5kEkLTeWerfdM3aBy/eVfAbhzeMJYTGOErxb0AWG24FKzxXq7TVxpyBYtq1GFX7t2jbc3tmiYkIHm/OnhPb579xY9pQNr9TZbYZ3NaksspP5sbTXNuREs8fWt1/lbL36Fq+ES1+vrvNXY5NfPv8Q3X3qDb117ja+KVb1y/WWlbRXJypDMJ3iBI6gElHbU7Z3S7R0zmAypdGpKy/o8uX+XQb/LeDp+dk4hWysoqMi+c2PAeoTyhUJpX+T7sqVUYDRlfbnD8z7sf8QJejr/uxpf1mhpeBrlc1s/nmiUz/K4U77QKL9v6niq8e98igjQUuT0VFne2zvluJeQpeEzYZyqHz4dFKz5y7y5clkgsoo/j5l0Mw73RzzZ7zOZGWTfJOMFxSKnEKhMxnN0oKt539t/qsjpoyBHVchb9yNeunCR3/rGVymZSzKZMBz2Gc3GpOmCLE+Vi8/pJ1POpJSnUs6hnHliLKnzmRvHqaJ/mbPPT0Ysjgf0BVJHwzOOsiGPZ8ccyaDiYszLGy2+/tIlviBn/50vvsZ/9nd/m2+8/RrLa3WyMGcUFPz4k4+58+mnpKripwKcXJGjIoOtKJraMCSIAsLQEbiMqq65sLXEZeXEz/7/U1XRE22+/L0Qo/WhR47BWIuQhyLP8PyAuaL5RIWyQhS+Ua+zc+WC1rBOTfObfMYvPvoFH+7dZmYWJDpvrm5FqiKql9UI8zZR0iJII3IBWybUtF5Ao9YkljO15FhjgUpP146CjLnqAqGzZAILX9HQ0zACFGIHkcWzDlfAqhfRdB6FzUh0bU+Fxf3BiRhBl5VGizcuXOGV8xfYubjJ2byL3wpRbMAGcH/vARPtxQsjOc+QQGDTUJoSy0FcbiTLnNIGrHQlDMLZnCAw+KFllqSaQ5PoXFsLCOoBzofjwyec7D2motb4r7/4Gq9s7PD6tReJgkA2lbFe7eAkz1bksxwGNMOYUj9PZTcfnp3yizt3wXq8tH2J8u/Y/Pb1L/IHr/8Gf+vcW6ybJjcPDviTux/xQPtMpavcOA4mI37y4BbvP77PjYf3+Mtf/JxbD+8zkL3NZIspiZjulMVizOpyS4yoyYXzW3Q6LfrdUwWIgtAXo1KHazKfU9Y4Mms5f+USX/zal3nh+nU2lN5urm3TWtvCby+RhBU65y/wvA/715hgRee0NMpnrB/f1vhEowSRv6dj+fwv6Mc/1yif/0I/yvc6UH7/Hb2Qqejnv+MZybhz5Z5h4fPWpWt0vKqMFI2EgQDhcJDy8KCvivshSzLYpaijqBApL68IY0O6or0joX4h+ooUbxRlQs9T9CmYkrMn5ZbFyobn0zYhkRfy8ce3uffxHaqK0DU5ZpHOdWau+GWegc5UoJMrSs1ldImD1FlmuttoMWc4nqhdNqevesN+74ST4emzKFEzBZdaTdHfc7xxfpXLyxErYcZXX73MhaUKl9eahM5w6+MPSJMx42TIrYOHPBwc4LKU1tY2Z3KCh+UvoM0MRe0c/sp5vKUt4uU1Ku2mnNVnY2mJ0ERM1MbVB4IbMLnTHJZ/+yjkMeUo308lk8cHxxxr3jMV5AYqeqY2ZUXdnqvnVugs1cR8jvn48V3effiJ9tXFqjbji8q0K0usts5Tj7YIpyHZxDDICw4FFl3RJqP7hIr4l9Y32FleYUPt26ZYhdXnwgRG3QGLWSLn9PErFUXMFmM5REOvf/ONL7Bda+NpkQtbcDqbctjvMVX96JzauJd2tjk9PWK3f8Sp2OinanueqGW8V/4NVu1jrLpNTyyyJwCdSffVWpV2q6HaCqTSkyXHaJTHehxSCX3qAuVA55zqukO1MwcCzmFZdxCT3Gw2eFX7eHt9h1eWt1lrLXGqoDLUPifTKSMFkvJ1Z22ZlY0VvMDh++XQ3gT0E2s4UiAaTGZMu2N6e8ccitm0TA2TedzsHWscMtN+H/bO+GD/MT968Ck/fnSHXzx9wDuP7vOzGzeYCljGsmevtD/duxADSgUelcjRrMWEYrG5ABDJuCbA9GQzCwWQXHrJ0oKhOnwL2auLA85Uj/v45k0O9o9odNY4f+1lXnrzLUwUaRXP97R/jcs3dE4JFB/q+EuNP9f4lxr/XY3/tobgliUd/7ca5bM8lu/Lz8vv/3vlh//eoUhxW9F7lBi+dfFVfu3cBQop1MmBklnOwvnc7p3w4fCQ904fiaoPKYoUTwLyFE1sKGxSupMb8+w2rVqdTr0lIfs4tTPTaYbF5+UrL1BXtHisnPF4MOFg94BCgn79hctyDo9UBlUqYC5HXqj4uigWGFsQyUhCsyAqptS9jOWKYzm2tIOCRt2w1PK4vN7kS1fO8boM68VWnRNV+m89fcqHu4/445/+jO+89wF//qt3+Zc//RFPpdB7ijL37t7hg/c/UGFswvlXv8Skuc0PPn3EPbV0e0pHnvThsdKZw8RnXwXdnqmS1lbx2psUfoPcRfhRTKFtW7mJKV/wV488z//qhX5O5JSZjp7OdXKgmRz/WGu4JbDoM2URGkXxlKmiXe/oiLr299qrl1hfq1CNM5p1X/KsEgmgfBOQWo++jLU3HpGJ0dTltH/rC1/jv/al3+U/LVr+xe1r+DakJplHqWFFzCQyHoF0Ua6xdNi5wDo0hkAGH/g+fuCxqsBQ6ieXUxyraHj/ZJ8PJaePHtzheDYlXB/mAAAQAElEQVTg9sF9dk+eCHTnlLruj4eUYD4SiI6ku8d7T5iriNmsVXCm0IBQjtYRWCy3W1Trdc7UnTmdzJkowBSyCk9rdEVIWniUxezHaqvfONjnvft3uKX7/+j2DcYsMGIsE5diVcDcPztmrNzICw1ONhgGofar6yW/9x7f4/2TPT7qPuWBUtePZ8fc6x9yPO49Ax9fzLite6UCu95kzKkAaSw2UzKNk26P/kx7Exg4McJCILIQ8C8UWEtb9/V5WdAeDYfa55RkMcNpf2EUEOr8XGBaFtrrzZaCYE5fretcQO35hoOn++zfusW61rsWeqSnhzzvw/41JihB402d95rGKxr/Q43yeV8/yvrHFR3/vsZco3zO9KN8X35efl+ep4/+3c9SOEk/Y9FbcPvmXbIsp7T92cgjKAIqXk4qFZ7aKbdGJzw8O+JIxnV4espMVM24nEL5cFENGQiphxJu4HmUjCZQ9PRTmUhUYWNzm3OibqWB+mIcTUULZMTzwSk7K0u6lyER/Zsvppp3pIg5IhQF35AxLvmOhqS13W5Qgs11dUiuXdzhP/bqm/z2C6/wtRdfJhWN/u6Nd/lHv/oxP711j0+f9rl3POYnH++KYYz45Z0D7j45YZ77oqEFw9ECF9VpblxQFBry7oNTFESJ0xnVYkroCuTHzxhYb5pwOIVHA8OTachH+10eHwtdMnCIpZmM1OQgHC3KH/qsfJaOWKZh1VpEFAdYp7ONxXMBhYz+TIb55GzIQEY9X2TUBTC+jKvwUmwwJ0lPBRBHhN6IZismkCEa7bOQw7rckiY53eGIj1SAPXiwx2pzXSATEmiPzvokipDOeoR+RK5zJ3LO7mzEQHs8VHs3Dx3Gt5QR9LVXX6Ql+XqBx1iFz/t7+4y0prGEMkkTCgGfiUNmeUGuP4XYiNG+c6NtW/Ns17nW1lbHolWv4umzyPdUh9E69PlE9z/qjdS2LWQbIQ2tq+lXiL2ISr3BmWzhVveId44e8xe7n/BHH7/D3rhLmRLGns+clMyzPDk5oD/pEVUCycPT/CEVAWAZbM6YcVCM2B2f0J32WRLIbLRjVuoRWwpcDcm/vdRia3WVUPvMyzkF5kJuYu2gWvU4Oz1mIeYxK/c+SWUnCWfdqeo9Q4R5WK1hppS6sAXaIlEYsrqyQqvVlhwbrIr9jcVs5lqjFfDVGxHNTh2rFOlYoHjnw/dUOO7xvA/7vBN8FtfHscd//3d/i7/35pf5lVD9n356j+6pY3d/TFlEvLrcVDtzh0qaytdzTkXNTscZB8cTet05s2HGyWmfx91jRmq99kdDxqMRoRQeSmGpFHakiPThJ5+wKmf9O1/4KpdXtqSgnOloxpPdB/hC/8tbOzLwRAY/VTbgsbbU5NLGKhc6LSJF3GwhwxEV/dV7H/PhzTt8+MldvvfLX/H9X77HP/6Xf8F3f/IBt3d73N+fMBYQTnsz5sOESX/OfJTpuCDrZjAstC+Di+vQWeXmWZeysDubZyw7y1Y+YDU9op0dc86f8NJ6je2lOnUxqkXm+MmHn/Jn791gNC9YTBY4rb1wGSWAWl1vrZNRWYwxWFmXteiYk8k5cskwVs5r8QnzmIEQ6eneGfceHbCndTwd99k76fHOB59Q/i5AGDtm054cJMeGuodJMAJXT2mNTkA+LLtf8OP7n/IffPRj/hff/Rd8sLurtDJgYguSSsCBWqe5ACleajMTo5upwj3SPB8qSu+PzihBb67Pfvzpr3jc22ehmtN8OKNBhZaV0Suddc7HyEH9apVKo01LANGIDGFgCDS303cuCLSWmWoBPbGlKktqT0YCnMBzGC+gO56R6xhFVc6ps/HaxYs0Kx6YGaPJCfNkQJINmWs8FTB1vYxKrUa78IiUPntJRqp01gW+nLGpYLROQ+soBGapSclcrr2k5FlCLvt7ZXOLP/idb/Kt3/gCv//NX+O/8uXf5D/36lfYlg0+UcrSnwj8PRirAOpp3mYUUhHLnejaqWpqRW4xNtLaMgajhLKoO54tBKwzBZkp2JwkXXB0dMhcadqlS5f4wuc/z4pYltX7kQqsx0dP6fdPtY+I1EL57+KOjVEQGvG8D033vFN8BtdLcIGMSVapCDiXoKB/lFOxMUZhpSvBlXWPyFVoGdmr2MBYkWiYGfbPFuzuTdh7NGIoIFmIJs/URlWjhaqoZhyAMASr+Hxn74D3lCrMRHfffOEScwHHsJ8zGATM1cYLLJS9+tdX1/i8imVvrG+zGlcJxTrA0Gy05ISeDHTOdJaIaRQcycizqCGniKVQT/eJ8MWWjM4vr9HWkL9QGkIqFjQz2hOw3Aj44hffILMBk6QqNuJR8xZUzQBjForoc4ljjC+HNzICc/yUpXzOuoDWUw68ENDkZRhKEqzSFWMchXNQIoVTFC6H0Y2c1ZqMiqAzjM6vV6oEnicgSZ4ZYZLnyNpxkqdnClIxgplYxWSScHIy5qg7UoFxwqWtBr/7pSv8wbe/yJevXZWBtkWNDeUaEjnBlAmnxUTUf8xcrAFVq/1pwUL3mgtACjHEhlLNSpTjW6P75XSZMzE5i2fF7ZxJMRUgjin/+4dc6aQv4YUy9NiPcXrtSYdFHjATPc+dj/MiAim6ENhkWrdwAgQmQ8np8OyMQVnTUIoyknM/FTDOtL+gGlGVnLZVa9kRS/JkYyUjGS9meLbQnAV5VJD4KXiGitjBzlKTJS+kntW4EOm1rumYkO3Ax80HzP2Mo2TIgAXGOmrENIMOWRHjtPZqVGFrpcXGluzHT7Ba3zSb06nXWYlrrIr1WNlYCaz1Wott1b52tjfZXG5xYbXNWt1npRHSrlcwIMDQGpUCprklUyzKFgvOVE/pKq1PZ108CgXPBeNuSjK2zBVoF2KYE8lwIACczAtGqiNqqud62ue6+jO6eKwuy+PuCQ1R1mUVcpyq/QsZW24dMywPun3ee7jHwWhOKifxyxRFxmKE8IWKa1PlsbNZxmyRspAx2lqIUQXd1AJSIXlqZXCpIQ9CHnW7vC8AkWnwxmvXOH9+hZ3NBovhAdvNgIvn1uQUC/qiq7cefsovP3mfX9z+iO7gmGTWZ10tsmXNH5PKRBICGW75S2rL9ZjYpETMaYY5UWylwgX1RoznclH/Gel0RJB2Ca3OEXU9FQD1VdNJFBJCAWKYT7HFHC/0KZyHkZHHinwT5cWzUY/B8Z7uN6FT9RE9orScLM2EF1bDybCkztK6TPlDytFR5QPK1MXoW8/zKX9JqBzWOQoZk5G8QjnB5tYmKwJN5wVMVfTLlCocPzmSEU4Fiin9wVjg2eDC9g6/8bVvaJ0iUN0zctVTUoGB/BmtWHucMpyNOFPkLpSyROqGxHKejeV1VptLxHLCWPfzdM1UwJhJSr6xZDLuOPcoGV693qLW6TCVJtZWV/j2K6+zLsZhjGEi0NQXzM5GZIXFab1G1ztreePN17hw+SJOqZekIpZghWGGfXXCJtpP6AJqun/Dj7THGX0xNvkRmeY1gYeNHGEtpNDRCHwlIDnZkMOjA46HPfqS10F/xDCFlc0LbK2dIygCjJw4JwNdU/4G50QF/K7Y766KvY9PTtTFOeHxk6ccDQacCcwiv8alSpNzlTrLAteLnTYX203WKjHdsxOlyxOGChhl+oLs7Mr5c/zGW5/nSy+/ruASYmTrnuqDvoS+WqnwysYmLywt6zvDsVjIwdGJCs0D5BoYrS+T7adpzkhsZiHwiIIKC/kcz/mQtT3nDJ/B5aksfCzlV6X0tgyhKgobBRlJMpYBLMhcwVhA8XB/X9XrLkbRsuFbXlhvc3m1RafiUQ0M9TigEsoItKuxqPVE6D5VRC0jaZn3T9U3H6umcXB2yqd3P5WSRlRq4FdyNs+vsXfUZVd1B69oUovXBRaRHL8t867JoFpMRSH7icVV2zSXN2kv7xA0V8nCOjNR27Cm61ptrHOUv9+QMGeejIgiy1Kzomhdp9OqsKo2McsXuLk/pCslevmMaj7AT8eEpsDoz0zgmWjtI603rMU0BFrVqmMheq0gpDTCUUZcSsOX7KyO1qC35q+G3hij1zoGvk+jUadSrdLvDxgMhswXKYUMKRdLqNXruDCip2g/TgtGMn5hNssrS4RxhWlu+cmN2/zrH77L/+k//CP+w//wn9A9PGRzqUUs6pwbRzJNCeSJToCIwHLipyxtLHNBht2pNHT/Dj213WOvRiWu4MSI4qqOvtN6oQSQ1aDNlXMvMBNreXR6woOTIwai9Je0vt+69jovNjdYry9TVbqn7IuaIrZzofTjYazH7qM9etqf/IRyVCrlnhs4PySUomOBxpJX5Up7g7fVdWhLJpATVyKqrRpxo0qlWSOQHWWFgErMNDA+59fP0VaqhHFsb26yrtrZj37+S+4+eszy8iqeddJHQKC9pLLdWTFj7hKeDI74xz/6Hv/X7/45/+j73+Mff+/77HaH7PcmJDjmYUDXKzjKpsRiN6ubK5zf2eDS+U3q1VCpc6B9ZIRhjMuMxGqoh1WsGKziFNfOnePv/+av81vXX+HL5y5TE0jsH57w6Mm+Us0FuVi7MR4Gj9FwwqA3VtpfyO4XWmvA8z7s807wmVxvDE8VHQZqgb60dY5z1TrrlZBzdZ+1GNphwao8ZqNVpRX5OEWcagHX15dpiMJ7crRABlcV1d6Oa2zLaDwpvlBxzGnOps3YUppwfrXK5fMdKb/OoYpeD/f36Iv3nZiAcecSd9JlPu7F3D4LuXnkOMxW6bkdxuElxrXLjOqX6UY7nAX6rHxfvUi/eo4jf51eZYd55wqLcixdxdY7VGRYQbODlfPUVta4+PJr+JfeYs+u8cHBgidyJpdMtYc+VTPFE52diXXNFCWtsxgLx3IiX3sOqwGLZCIGMwEdl5tVfJ2DTCOXoReFBCI3MsboE9BL/uozMM6gU1QEnskYc0bK/ccaidITz3NMBCC37j/kvRu3+PjWAyaKyEQexre4KGBCwYNej1/evM/Dgy4H6gbFUShZnuPKxQssybFqLmAlrNL2IjwVJnVLjnrHPH74gLGuffDoIT2li00VqWuVCOtZrJwtl/M67cM3jopfJZWTnKoL8VSsJtF9jwdd7j+6y5utTX7/2pd4YWmHmc6f+BBVqnh+hHOx9rQQQzimN+iTal9l56Es1pb1CN8LsIGn2Qo6cYUL9TbXG8tc8arUFwWRwDEyvlzMYgSeFe2lLjuycvCW9vaVz32J33n71/jcyiUua4+/8dprxNrgw8f3mRQToqZPHETkJWLpLtYa5gpcE7V/H0lXn6i9fF+scpcZd1REvaEuziB3HKtgfjJK6U5yTpVGHJ6OpSPtWjZpFCzjkjUrLX3waJdfqMj503ff4dHhExb6rvx3ZpfEWBLVRyaykZcvXODqxUt4kv9C63DOIwwj5mX3Ji+YS8eliSxUMzk8OBSAzHjeh33eCT6L6+tS6HSW8uGt22ypkPntz32dC9VlKnIiXzTPF1WdwsLf0wAAEABJREFUlX1z9S67T0ecHgzoSFltSeOFlWU5nqXhe9RVXCi6PWRBXO2s8uLKJi+oMHauFLL69f2TPsPxGKWA9J2MfOsy0+ome6OYH3z4WB2RPp/q+/eGXX5+fMDN0YAbMuIPj494cNjl4ZNT7j0+4a6KprceH/Lp3hEPxVZuqsuwezLk7mGfO4c6qsPydAjHs4C+aeheTQ6SgA/2uny4N+Tx6ZSxUq1AwNE2c1pMIV9Qtu9SRZVChtyo16gLQCPPgeiyF/hEYg5+EKKQ8oxleTLSAiNzBWNAbykfhX6UQwd9btEPEgFCoZOM9SijaiYA9oOAqFYh0QzjRcJMjjRWfcmXAV7cOcflzQ2WBRKxvi/KApxAIRIY1tot4loVqzWd9PvMlKYYz5DLoeJ6Daf1+0pB+qojLDTSxZTerMfczsjNHCO9lalSCRxaBs5Cki64f/CUj1R4PZsO8QRcF9bWuLKzzfrGOu24IRAaC5C6LGyK1fdODmLk6AW+RGIx1lKv1sQ+A0q5mSzFaN9lLadTrVKvRBRejouNIm/BptjGq1uXeH3rBbZrK9TykFrms6PXb2xeoUKgVGPI996T04r1bsuekGOeqNW/un2ehfHoq67iez5OnaWaGFEJNqsKGiX4xH5EGEQ0VCj22jFZw3Jq+szjBCupl7b59QvXuRqscKm6TpTFzHT/cj81gVdsHRXNXW9U8RX8ljeX2dpa5/z2BhUJ7Vjpyf2DI0amoKfAs6+UJ0sL9JaKmIvRi1KuQehR0d4rCkKQUo0jEtVJeM6Hfc7rP5PLQ0WGnc1zvPzGmyx31nhh4xK/++Vv8bXPf53l5gZH6ggcqfOSpx6xX6clutoQqjZ13VZ7iVhKTIWoTQm5dKiFAOBIOeZQbGY+nHKmVuSJnDuRkWWxCn2NdSaNNT7pFdzcm3J0ljKXE7TdkGU7YMWMWc4GbNs5KypArU17LKdDOvmIZTejaSe0/ZkiVp+2HbPkTakXQyqKQmE+xssmpLbOuKhztgg5nvscLnxOVexzixHVRZcVBlyoWVZij3oY4muEcVVO2aTWaFGtVihbjsutJgulEcZYIlFvjP8MeAo5WyFQKQx6GKz5q1GeV742xmCsPrNWhq3hHM5z+H5Amf+enfYYSE4TgcJErcIgipVO1AhdpE5Bwk5jiTd3LvGbr77O3/v13+DrosY1yX2s8weqiZTp35OjY8ZKfTK/IKs5ekHG0Ifc95Hfkul+BQbjoPBz5kwYTbuqN4yZa56p6iVZlpHq5CRN6St9O52PBO4zwtDjgmowV5fWWYvanGmN98yUXelA1IJaJhcLQowmNziqtQaeH0oOYAUYvkWfZsR6UY9D6oCnNPB02uPu6IB3Dm/z6eAJnVqTNjGNImIjXmI1bD07Xqussh63lHp0+d79j/lLjR/c+5ifPn3K//VHP+Xn954wtw36sp0nt4/ono4YDqYUC91oUcjpI9Zbywpim5qzylanTa3iUZgJw/yMbmvMmT1VettnbasNVUtWDcRYfEZi0Fvrm7x45SrnBeArzSYtgTyzCcVkTNvzeFMsYzIY83Q4pq89/tm7P+f23iOKLMdSkMo+4kpAFHlYW2BdIRlFNOox5W+nVqIKz/uwzzvBZ3K9yVmX8+x4VRUUrTYasNxZ5+LmVeKgRiEPicUszi0t87lLF7iuvHAhw/QaK3LYGueqSzS8kKOBFCMjq4eOssC1r3759OSYUf+MameJcO0ix8USNw9zDgeW8WBOrILnEmPq82NWvCHLZkBtekgrO6WaHuHPz/DmPezkmEDn2NETwsk+S2ZEdXZGK52yZmZURvpM5y/lPVbsnPOx5cVOhSv1kHXlvztxwcW64VJtzhpdluizotwrrBQkQY7n+dTrAVGcIgthIZq5WOSkoqjWgCmAkn6KIYzmCQtbvl3oI51jfX1p8CRH6xmMtVixgHKgz8gyGVWqqJagL0mnOUniVJTzePJ4yJFob57NqQlAompMEFS48+CAG/f3uXn3kFv3TzlOfEZk9NM+C29BHkeMpZNF3SNUFAw9R6J7HU/6cn59rwV7MvJM381UOM3GCd6kwKhlXeQ+i2lGtshwWJy1oE0WoiFlpJwlY07nQ9559IBf7T3h4+NTvv/4KR8+2ZPOzshKDw0tHjlW9ygUdQMVmvUFiRisHwYgVjURKKXSz8vnlnnj8rbSqYS+mNUdBZQf7T/mBw9v8MHZPe6ePOb4sKd9NMlnjkVv+gzcZur+FAJGG0XE7SrdxT73BqfcPz1l7+CYyKsIEFpM5zlPxGwPxUh6srdB/5C+ujDH2veB2Gu315edOjZrS8RZhJXsR+mYp+kZ97NjBnFCZlKasmFnDPuTmbYS8vryFn/njZf4+196mb/xynUuqX40kMxuPt7nULWdQLq6L4b8l2qr//yTPYZzydH3yWVLE7F1qzpc1Y+pKMjqG2LZRsWzuCIjSxc876Oc83nneO7rnejn9toWzljE2pj6GQfDE1A0uiDkXauFXFxb4q2XXuD6+fO8uLrNcmVJ0bqNa66zef0Nzr30MoEizER0LJcSqFfknlpavU2wusXQVNk9HfLkpMdM0TJyBm8xhHmffDEGGXtvNGUqhed6bXwjhprKOAsZdkEukEkVueQjOKH4ZDyQQyYkKsIWSjkaVZ96NaCQsToS7OKEbLhHmJ3QMH1aZkBbgBN6CZXYlLZNonNbrQbNRh3plLCsAUiphhxjDBhLTcwjELCWn3m2II58yl8ywgtwMhSjfRhTnqtBOaA8GGMw1moYCn0wnkyZTSe0JcsLKjRfu7DBsmpIjShgs9FhNWrRKhzrwqGvvf46S8vLPFbF/45qQ3fktIdy4EIRNSx8Gn6dN66+zovb12j6DeZBqNy/IFN5vx3HckJDJnmVHbMkS+WIC73X2uMKZbV/of1ZObgRC/KUFvlhpP0HklVIxUZI8MyTmToTXT492uUnj2/xs4cfq1P2lIw5ucmIxcyyPNd8CRW9rlRiAW7CbJFgrQMNPxA9lw3V63VeffO6ZBmRmYS+ul4TcgZiKAfSf9lmHUov5a/AP10o9ew+5Yf3P2F30kXbZblW5WKrwwWlPtebjnOVnCUB/+HBLvPplLX2Cp3AUfEi3bame4Raf0qiQDbOcrXic3V8BDhPDpgJ3JZUD9twNWrGJ5GcHvePOSrZqlKTRq3GdtzmjcuvsCo2bv2QS5eu0FlbZaCC9kj2OdWcdwWmqY6+dFzKuazzFLLrVAX2RGuaC4AGApiZAo0nIC3/Yt3xJKWbOQaZJXEBz/uwzzvBZ3H9UPn/d997l73RGTMv5aB3yA9/8gMeP95lXc71tTde5quvvczFjVW21jpcE/P40suvUA0qzHKwQcyKmMrW+jkqlWX86oZA5Rymc5FZvM7u6Ux1ikNG4xEun8hIh0RpD08pCYuBMGrGQoY0UU4/VLdAPkKGA+cwTjtUji3/E1j5VKoxGMNCRopBYDNnIoXVm3U5SEquqDib9VVbOWEstrIQiHhmRGhmGgsqFUezU8V6PDtftIrI9/GdZaH0xJPRNxoNIjk1iuQLGXkmMJvrHpOxwE7AVN5LgQVjLL7Ot1YLwVBoXfybR0Hx7JXV9+i8Qt83KhHXVMl/84XzfEVt6msXV7l2bpM3z73Imzuv8GuvvsV/6bd/k2+8/irllD1F3mOlYj2lWk6O6ioVrNa2iELuHh6zdzZANT+yucFTt2XdeVxfX5VeoPxXyJwt8ARuqWSbaMzkyLm1mEKr0zBaU2ADGmGNTlhnLVpiW2lqK2pgdH6SjTmdHnH7bJeTxRnGT2mLdq81m+xsbEp0RjKe0lVkPz3rSp45RjrLNLdT9C2HL9sYTOe0l9t8TgBSdoecAHo6HDGfZaSSTaZAkQQZh/MTenbCk/kZu6MuU8k/WcheFBycUoZY576yusyrO6u0KgWxP2W1WqiIW+Fyo8pKtU5Y6eDCFs74+HLuDE/dqoLhIqUvp7ZBQEXnrSqlaZeplnN4ccDMyxnZhJoC4NcuvcJS2GTihzxRre/hoyPeu3efB6q7GMkY68vuimft2LXOCqExxJ5lSWuoRxFGRVaXF0RhoFQ3opS5SiEY6aJajWg3Is6tNXneh33eCT6L6/uKiN+/8zE/vv0hv/j4Xcq/85GJQTxR2pFI0a9du8LFrVWGApeHQvteckSy6DLsHmBVdDxfq/L21nlFw7c4t/6i0hSfkzMjlpGyu3cqY/ZYbgRsNK0MdM6yGxLOe9SCAt/lIMqIySlksEZOZw0kUsBcXRzkAGHsqMpo0WOiPN0PAsI4UnRJmAlwZjp3oK7OQgZidK21mkvGu5CxLWTIhecxVgQ4VY7aH4zEODJCRcpWp0UU+BTJAie4CpyjVqkjrMBKM8YrKCN3KqdLy7mx+MpVq4qCJdBl6KGTjWofeiVX1M31whij6y3GGAKt1dMIo5BOs871SxdZa7Q0lrh88Qovnr/KC2uX6IhSb29s8/ZL1ynZiAstQTOmutSgrTbicqPOxXaHF7c2uba9TUNG3PYjWsbnIjFvtVb4tauXeXFziVByDWWggfZmS2FqZBoj7bM8xtpHoUJ4JKbz5pWX+e3Pf4PPnb/O5ZVtXj5/javbl1iqN6lXQ8rfkYlij2bsU6aYy37AelTnePeJOlGnGMkMY58Bx0JyWigyT9RhGEjO4/Gcvtjkx3fu80/+8A81R8xOq4XcmxWvwmrcFqvo0Gk0EX4wGfcpZAuhnDkyHsIFVisBa50aZ9MB98TE3r+/z+3HR0znMzaXK/yNr77It97c4htvv/7MgWVECiwp6SJn0p8w6A7ENhZMxVpTpQ2D+ZiHB3vcPT3koNfFCdzXG21qaquuRlWu7lygVavz6f37/OVPfsKd3T0+/vQutx881LwJ1SjG98VwJf/TbhmUQpoCo8hzLFSLiv2QjdVVrr1wmXqjhvU9Dg6PGKtVuxFZvnRxjW9c2+K//De/xvM+7PNO8JlcbxCNKnjv7i2+/8Ev+cXdT7h9dMShKvXd+ZSe8snv/vBH/JM/+Q5//OOf8OMPf8UdtQDLNt6d/YcyoqckgzPiIuUl9b6/+NrrbK+s0JARBIrUs+4xuShoJqaRqTOQKooUotOJIkPJAKQLIq+godrDasPRVL2iWfHxhNTOWXKBQdkeKx25NM5ERlq+xhi80FJYpwgoIBEltZowEmuo+FUaUY3A+SRiKUafp6mRMc04UXFtoFbpcDwW25hSkYIDxzMgGav11u32SLOETG3oXEZHmpMrdCSinKmJOBrM6Ov6VEXDQowACqnB8G+Zh8SJ0R9rrX7ybC5MjiYkV0vbFhUOnk5U5MuI/Q6BjSgd+5GKxo/ORuwqb59kU6xFUWyBrJ9Otcrvf+Ft/su/+Rv8/S9+ntdXOywvpry1scYXr13m17/8Bm9//gWMmyjWptS071D7Kp3JCDhcGJBpwoHYVU/3SVSHwVhFzzNOnh5r/hatSpWaACdqv5kAABAASURBVKnmVyhTgEzUO9f5qZjp6PRMOh4yODnjWPWG/adH2leOr5SpUqtRFIayYIrApJy7FEshh0w1TlVUfO/WXb7/019KVJaqF9KWbjq1NkZ5STLPldLN9brASZTlPzpcLOZU9OYLr77I17/0NmfDAQ/PehxJh4ejOQsdrfQ+kD3d2rsrIDghEau1xUgy7stZhyQ6pyZwdVpMlifgQ+7lKrQmjJSuzCWDTEC30WizrXGlvcYrF6/yo9sfiW3tkypwrooxbYkdbi6vCVh2qEmWVrbrFJCM9Snjm+/HhGGsTsw56vU2Ih2MlJqlYq1TyS9TOhNIK+c7G1xa2mS10uSVF67zvA/7vBN8FtdHns/rVy5TqQeM/Zyz0HAilLyvQt77dz7lnY8+YDgfEDQ94uW6or3lZDDn7lGPj05OeGd/j1sHD2RYDzCLU1ZbVkyjYDF+TDo7o0jLGK33KSyAREabWo9cyp+LORRFQacZ8cqVHd5+9SovqB6w1KgK5UMiAVCzVZNNWowxUkwuo0jJxVKCICAUEzDGp1RkVZX79dUNmvUWW40WF5eXOac23UarQWhyIlFLU4SMhnOlUDMmco4L58/x1a98iVevX8ciy5XmnbWKpClB4OEbw1z1ilSRbKrUYCoAOelPZahgncPqe1NeR/kw5Y//+zDG4Dz3bO1h6NNpd9jZOC8gCsmKhiJZhVZ9XQ4Ykwq9zmRsHzzc58HxETMBVyHLDJKUlmoSl85tU1sK+fEH3+Offu+fcrt7j9v9BzwY73Fv8Jh//f53+ZNffYfD8RGhhY4Jnq3dlWt05X5yFnKWMgL3sxljkzEiZa97SldsbknpTiWwxDp/tdVhqdaiXW0QuYBIMm6KMfhieyYMORwOmUpnUojkH2l/HrHADSxzAXWm+5QiScQIc4wAPiZRLeaxwHqv22Uspyx8R3825uHBgRy/z1T6nAiop7oG2ePCy7Cx5lPh9tZHH9JVS342TDjtn3B6dszh/jH3Hh3yp+/c4Ec6vnvvLotihmcn5LMeuRx8a+cSL5w7r25aRCUOsZ4Br8DzLO2gSjPUiGucKFAmOn8kUH3nRz/hxEvoagQ6/+VrV7mmWl+Zqq2odhNpCiMgMs6QKHg8fPhUW3VgHHuqqdwRyzrr9Z4Vwfelx5G6M/VKhe3VdVqtc4zmNT59POUf/NMf8LwP+7wTfBbXBxLmWidga73Gue0O57fbrK9Voe4xyJHyAy5vtri4UqfuKsRRhZ6Uf3PQ5Y6o3y+fPuD7T0Tt1DosFGls4OMpTajqWmMzRXRDJqfM9J3BSX+GMqJbOXRVCmrKsVrNVR6fLnj/3gmPT+aMp5Yg93h9Z4s/+PbXVbBtYUyGkTMupGhnnYy7QtXFePgEviKr2MFIRYBs5uHnPi7x2Kps8IULr4kur2J98E1BZhbMVUvIVFAbnk15/927uGnBpeV1/GJO7uY4V2AVMRI5b5LlZCqummxEraE6j+g+hcUJvGSt5Fb7kTEV1hOgaO82xXhg5fQ1RXNP5qXgR0OvO2GFMlxN7ILXL1R5dStiNBsyGU2YSZZPe0f05CBLoutfvH6ZtahgNc4lix5/9JMf8hfv3uQXH93jkzv3ODo74aPbd/jTn3/IX/7sAf/qu/f459+7yalqDOui9HU5c00jyMBoH0Yg7sQQrO/hOUvoHLlJeNh/zM9u/YTXV6p8YbnJF5UaNXxfzmEIKjX6wy7l36DuioGciJlNSUhdxmTaZT49AG9BqCKkpYqZh7gsFNtb4MnT/Njo6Aj9gEw2MRqPGKhAfqSgcu/0IdOyaC4WUGhdqTQ5FoiMSfDDJs32Kk96Q/70Vzd4qi5NKj0M+wsmKjwu5LhH3SEP97qSQ05vuGBQynCi++YBVefhSV8PnuwSVZosNXfEeNr6zKOKz7qpEaY+o3nB8Tylm6b0vZSzaCY7KQgEkpkfixEZnILN9mqDmTUMHZjYUcgWa+0Qv5oxV3HZGI/ucVcyNTgXEsZtvY7YEgPflkw//8plkshyQwXwe6MhNw5PeN6H/f84wf+fP0yLXAqdSxBVMoNY8kwCsNq8oyhbltOFhFmhocheVQXd2hoLeUOmQlauKCLvASks8CNaon9+aSiqmfgYrJx9bnLRxQIbFpo/Ixeg+L4VCIXEQuWpovqdB3s8PenJUKeMBABTUdl5Ynn8tMtHN3cJwxpODMPXPXw54CJFSstxApG6ol6n2WZZkb2Mlk2dW6u2SDOP46M+Y6UZS622QMwnlaFW5NTbSytc3j7PrXv3uKGW5AN1NM6pk7S6sorzfMr5e8qZExmVL0PCGFrtNuub23iSQVHAs8gq2WF49sgFkEX5Xu+MtXjaewnMvu8Qr8czUrcce1nXr2rOK9sXCINQ9Zg+o9kJx91Dbj14yJkKobuSx3vv3uDwuE/hheyf9hn3x8yHMyLJYCrWNFEBcCbanSldDMJAmJTS1TnGhfR0XMydmJ/HtJ+q+2ype03c4q/WUncRa3GLSDLOxP6O5dTvHjzlOzdv8Ofv/4pbakHuq6N1os8zbdA5n0BrTcUMrPaOHqmRPtV2RE6VkhFUY/xAMhZQedbhOw8jmWQS5my2IMeRG+8ZKPUFRLm+rzd9Gg3LUjNmWdcvK2Va9WpcVSHyFennlSvXMMZROAueJVCgqdYq+KEjqoQskjkDMYbyX2lzumdgPV6+8hIvnr/0LM1alPZpCuaLGUYAFXohidZzJhA8HQ45UbF3otSiHNZaYufTtCFLQY2GqzM4mLEYpCw167RaVeqNkDgGL8zwI4/MQpJnLCm9ef31F7n+0mW+/caL/J5ev7LSoaKAZouY4czn8dGAA9VJZgo+I4GfRPhcT936ua7/TC7ONcvuySnlf0swluJL6jhUwcsqUrRl5IGM8f7eCU+FlrGzFAuDL6VsSfHbYifbct4N5XrrUvhKZ1nKEdj4HoGUkchoND2FhBUY2FDac+3SFs16TecZRpOMRHmvNEHhHItFhogFJVgElZYq5I53bz7h6HgspTWo1VpYKdeYgDCoEYYRgecTeh4rottrrSU6tQaeH1MQYLzKszQl8qJnkT+zhsB5rNc6rDQ6zHXWSAt7OuhLwVMBZB0n5c4EXkOlKaPRhEQRW0GPcxcvk+q7VEaYCzxTyarcm8EIG4p/M3JKeRYCm9KpjFIDZ3I8z6MWV/H15Wa9wYrWcbi3z+3dXSptn6CWcjzYZ0/1jrEi62gwZ0/AedKb89Hdx3zvl++yryLlkvZWVdFOdyOuVggrMbHqQ1W1gGO9dpLFU9Ukjk4H9Edjyn9bZdwbEMsBG15ApHWVetmSrr6lQmnDVVlIz0dypu8JSL935zbvCUiPS4dS+pFmBc4FWOsxUVE6UTDJlJpIbOgrrP4UAhRnCuKaL3BdpaKAEEURtjAIU7CKSMpIxCZTqqpztDprRHFDzt8kUOqwpc7NaqvJG1cu8p/63W/ye1//At9Ux+mV7S0afoAvUHC+wziI1ZIPKx5B7GmuWNf7FLq3la0pl2VV9veFN97kytY5Lmu0Wg0FkblsbSot5URerP3mHAkUx9qHkS1Y5zAWyoJvtVInVbqYym6tDVH84OhkQWjr2k+gYYlV/C4DlpEOa80m1rcU2ujySouNjTbn15e4os7ky5cvydYcoeohi1QakxEZBSMrsK/HAc/70JKfd4rnvz7VprqqjA80xopsmRzHKcWIJO7NdpOWnPJgsEB+jrMZjdhnvVHjfLvO9Y1l1lQjabqCVrODlZH1VNyaKCr6nqWpPHlF1Leq+ZYUua6sb9II6gzOxiSKeMZGhDKkJRlz5AUSto8zTiCSYJ0PipBJFj0zPPkrk5EiiIyxXWlRFTCEVudrnakcYCIHmKjivVBXYZHO0S1JlV5MpgmTwZQyj3daX+ksp8en7D7cZSZlLoxhLPU/2ntCxXNUrMWUN3OW8m/Elv9Jz0Tzz7Terop/89IQRD2sziulb4zBGl1j0CwFRg7shRGBonC7UcHIWBJ5T1mg7YuydpYaLLdjTpSiNNdarG626A32sUqXOss1PN9QaE5hloDVYypmNhGozsVaoiBgrrnQOlMKXeMIA4en9wW5TLhgqBrNiWoLmZ0QxBmrKzGbSkk7HUerbfGLBQt12O7cvas294KpnGWuAvFYQBe2G+TSm6am7MZUbUDkRVrvMo1qg8b/jbv/epYsy9L8sN/e+2jXfrUIrTJSV2VWVmWp1t3T3QMMZgYgh4CRMJBmeCAeaMYHEvwDaEY+UbzQDCQfQBhhwAw44Ojp7ulp3VVZmVWVWalDR9wbVwvX6ih+5xaaAIyYYcMiaUaDh+973I+fs8Xaa33rW2v5vSHgazYbGjNkU+X5G6tbbNe1BgGaUhRMZ2Pq8tJJvY6xHrn2aq669kLNaF8bjfYFQzo+Prv4pm6eRZzKOIf9GUeH+5yf7TId7yPR0Wm3KQ1IgMRaY0vAkSvfMFHCPZOHSdWkukgKBJK3832OlYP74t6X+NI19LDOkUleRZ4LFNRmUCw0LzkBL4hI4prCoCkzAeDJaMDT4SlFw8M0LQNvwb5k9aBKsI8inu0M6PdTdRBJJk0xyVA6vCCXrvQHA4H9c+3pOZ8IvH8q8J612tRlH+ejIzY2anz/rdv8tV9+h8udgJY31+xe7Glf7Pav5u4KPPb3+izGKYW8ba4Yb6769ky1+M3VZWrNFqda6zgvieXhvnz+nPtPj7j/4JSjo7E8c8rR8SFWyjJU8m1f3vNQ8fixav+yMSmqgKCAZr3JwyeHvPfTB7ioTlOobeRVyhwCY+kKaNr1OkEUCDymWJNTr1BeiplLUSoDNOqwKyV++ep15TGWqfshsbwTOj9W+W6oCkR/PmGsmLqwc1zopEgRuYzPZlBlvmdiDEMBjNV4VgrtFY7U+EyU0LusGPX2pQ1Wu3VqtYC6GBK6xnoBLohlzNoy52OtxTo1YzHGQPVUs84QyOsm9er+hJqANq8os64dzKWkAtmy7jELUs6yE56dPOL9n7xHTWu+dW2Ll26ukdQNxuUaPybwPFJVHhr1mOvV30BRWDRUf5nGqUBkIKUdqQw4EWDM5UkrGdnKSwuARpOBwG9BoxEyGp8yXvSotXw2lpuqXpzys537HOdjMq/AKkG5KEeM5ufMdM7zS2q+R9OPuLZxhTfuvi4QWiWp1bCBRyTDW/bq3O5s8trKNltBwvWlJULPUoYehY42DMB5Chky8iwnsI6BKlnpdMZMLObs+ISRDHYoQO1r/s+Ozvj7/+xP+Yd/+B7/6e/8U/7jf/L3ub+3Q0tJ71vXtrl7ZQPPc1DJ3GoMAUCWVW8DAeyMqJ4w0v5//OBL3vvkp9x7/oyjo1PpUq7cTEo6K3AKITaXr9KutWlGDZpxQ2BQCvCtchkBI5vitTw2bq0y8UbK6T3ly5M9Hh6cczKakhlwzpKEIaX0qJDMfc0lU3h2pn04FlX5UmP+2f0H/Ex2ciZQ6gns7qs+GyorAAAQAElEQVT0u5j1uXNji6ZAsC2nwgs+7Ave/5XcLn2kEUWEpcdCCanZ2ZzVZhdjDF9++SWfKylXJcsGiq8//OwRn6m0d+9gzJOTjC+eDXh0OCKXq6g8697RIYPpGE+eIo4jJqJ/Iwl4MC95fHDGgZhNUe9goprsPcdoBUWeySvMCfVaNiEkz+RNtOFKJJpirrl5tOTNAnmWCjxWRHE3Ol1afoDRpqXaxMpovNBnrvhzJjRalFNw6t/9vFNjnBR2JkAyeGFAqoEyawmcjydGUcrFVZS8VYulWJKFX2LFsuYy3FxeuaLia+sbYjKgS3HO6XOLsQZjft4wYNSn53s4NV9GPB0P5fnmlPo3lNHvD8/YHZ3w08efstff5cef/Ijzfo9uu6t42xCYCdiZWkaWz5lPhhQyiMubazL+GdUvX001n0ybZj2n8Yzk+PNWzaUaN1QuwPlWcwxot5YwxmMi5nR4es65QpmVbovWSpOpl5PHFi/x8TwgTJUUnAhMUqovmXmRx8rK8sXXcHaf7Yru67zRdb5Hq9Hg7uYVXt28yndfeZN37r5G03rE+mysCoORgRVG61EI40Wx5uJoNRvarwxnSwLNfSFHc3a+Q2EHApucw96Eh/szPn+24FNVLj7d3dH7fQpnqCcBa2K6vvMo5MSs1V6LzRRilpmY4EzhlNEicvU7Uh7kbDZiLJYyn2cX4FFdE3gJa0sbRDoaMSJbWCb9IY2kLoBtkolBlJX+CHTHw2M2t5cIEhiXM54PTpkUU703zNOBQuETinSC0/VSWAKBbCiHeKZcU/U3QYp0JIC1jMZTUiJ+du85H3z6Bf/4n/8+P/zpz3giG+IFH/YF7/9qblfM2PYK1kTtvr7S5fZak8QVhAZ2T3vKS4y42W0QKQG5yEIuRS2aocMFBTjIpyWbnUs4z+dItO/Z3mMSCy9fukJl6E0pq4sCUeqQ0KtRw2LEEjwZQF2AUMiwjoTOB4qzzxcTZiajlOFZGXbkB3RrEavyKs3ApxbLOyhbf3//Mfuzc8amYKaeL35b0xb4UjTP+lKEmMmi5GTa5yDrcc6ElAwvLjEqg1p9pltZX2qxmngs1TzKhuPHOw/45OljTs+HLMSJUydQU7Pp9EJpS/VRSIk8z8NarUMGYozh5w9LaR3OOVAyOU/H9M6k/KK+VoPNRekfn+/z6cFTciXtrKpJE7mysbzyuXIrx2dDRkpuZoWj1eqwIcO/uXmJVXneuZmx0+txOpxiU0uEjy/v7mneNbGSQjKYKxnsRT6RZO1LDt1Gohg9ZybQEoKwEPuaCsxPFe93Rdc3CXm5tUnLNfVxjLE+MxmQhtc+WfyghKSU8Yw4G51RlXhnIfh1n9grWdM4r6xts6ocRr/ISX3HisKejuYVa00N7ZnfTKh12yyvLxM3A8KGT+lS8mqPBbyF9uFMNN9IrpnmX1Big5RUr8fDgjMlLE+OB9x/vscXyrnZUp/LYVjjMJUeab5OziKWPEIvIhOyzzWXPJvzra+/xms3b1ZbgYgNGJ+69LaY9yiNB4XkKPbk5wlx2cEb+ixnCeHMp38yZjaZc2l7nYWBx2d9AulrkiEnG2NNzFKnw+2rW7z10nV+5Rtv8v2vv8Kbdy7zyqVL/MKrr7Nds7SDKbGSq6kp+fHDPX7ng8/ZHxcci93zgg/7gvd/JbeHxnBdgmiElkxoWhflbTnDdmeJb3z9dX7hl75HLYkpVXW5fXmbf+U3f4HfePfrvCmFeGNjiW+9cpVmPeDHYik//ORTnh4f05P3qSk7XWsljGQYzvOI4hgv8JCzQPvA3Uu3+fbtr/HK2nWaLgEcM8WnCzWcVXIsEaL7OM2vElQUhbjKswho9hQW7Z2f0JNnnmULct3dr3IeAqCZ2EIcaYOlaPP5mNItICyYFBOqgT31l8mb76mMFzjDltYRlKkYwIRPd8941pMheA3qrTVqzRvU128TrV1lbiPmKhmW4wXVt06tsRhjNDIY/aueVudKyguanomypmqlFDyXMY1ktD/74jM++PxjlaOPOFamP5cXnahycnbWo/KeFVOrvvE7p+D5+TGPRZnHMtRp6OGk+FEcUMg4pgqx5ipLWgKJyuDJYIPAYp3GFmPJJZNqLhUjc85hJLdlsYjq3JnGXQi8Os0mjTBkqVYD7S0Sz4Wl5EbyLLXekv3BGaVY6ZqqTPVGS+DdwLcBnkLHc51/f/cZP3qk3Ink0Fc4cv/5DiMB3TjtE8cFG8sx212N0Yrxfaf5mYt1Zlq3sT46kGk9vm+x1hCK7TSlNy21UGueV/upXE/1HZsnTw9Ujp1RKFwZDCYY42grQV5V+LrLHVIxDmuhko/Rsd2q82tvv812vUZT/fd7hzzY/Rw/mvG1VcMvv7LFd+9e5eu3b+Eyx0Kl2yeSzaH2ozfP2FNYdXB4wCvXNvmll67y2vZlvvPGd7h7+TWudC/xzsuv89d/+7f4zjvvcOPKNW5eu8nd26+w0V1icHLG3v4ZVnq03Fpiu1FnOTB0JYN1heteaXjRh5b4ol28+P2h87m5fUvG5bOQMgXyWBMp04HKhNVXi//gh3/OoZSooUTf2bDPn/30A5Ig5DuvvaH2OpfWV3mgcucHivMeSeDH4xl72oT7O48YKHm6vbLBpaU1efgmLT+iYht1L2YtWeF6Y4O3Lr3EK9s3acQNnHVQyrtI4Sv55gppqux+KlrqeZ42PkLOmqko6USJyAqIoiSiVqtL8WLQnqT5gqmApKL8UWjoLNWYyzL6iz6++m1pI2u1COsMOwf7nIhl3Lz7Btsvv4NZfZm0e4u0vsXMdRixxDBYYdZZV/nyTBWZlCIrL8CjMkz+aw+DMUbzRwpcaBklzjkCPyDwAoxeE/iMtKYDgd7CIrDMCCTLQt7U90IlOycK4VJSJTGTRixvnTCXZz1QNcz5jpWVLktiS1OB87A3JJtpDGsFHqgfg5XZe85QS2JKGaV1lkDysbq3Aq9MId5wNGMsV7wQI3n84AuxmII1gYGvCSVlqPeaq3HCkZKpKTkbjGXkjlrYoFT46Rcyenn63/3wI/7u+z/g96UP9x484mjvFE/JyNvL1/jeq2+zoT6dgDwwBZqMQGPOTGCwUBhr1X9ZGErr4ccRWV5Irpmc1wJPhl6rh9TqEUVZkCphjCpyzsbMNL71IsGzR7WOqdhBT9WksRLAB0cHINANA49Ya37w5IFK/Y/Y2lrm+vYqd66ss9FOaLiMX3/3dX7x67d5++Y6v/GN13jn6jYdZxgqvDtT3mIqJ5Gq2VlOJ4pp1WKWumucHg9BecHq+0frCg9/UH3z+j/7u/zH/8nf4R//k9/nBz/4CSPtS6j82HBicf4yS61Vvn7rOr8qdvLatUv4ArnE83nRh33RDr6K+50W8tnjfb54PuYnj875dP+cYRDQ9zIOpkOOZYhjbeKxlO2ZlPaxwOGDB0+5p7jtXEmok/GcJ/snjBcLxhL+RDmESZoz0vs4TliKm3S08V0T0BVV70rxukFCM6jhiyOHxhOghGoBDRmQJ6WqlGyoykkFFMgAnO9RgYnVa08GKCu9UCy9xWEw8kZWLZCRetZQmFzJvYAbSrRNJgMZ5Yi5DDTTvPpKBM8FULWVddZvvcYiWebZwHHvYMqTo6lCr5LjYcbJcMFQNH+ma/sygr2zU2Yy5JySUueqVohVVAquKWAMoPYX50qo3govAupKFidJAz+SoWh+mRR1JIAYKgcxlWddzFJyzc84j8QFWIFlMZsSCRhQtSg7n7GYZfgCmnZb8mw3CJxWLiArJO9CzMZoXtXlzlqBiGMuQ+0LvEfziUBqIc+6YK5wcTyac3B0xNHZIcYvWejzeuSz1umwpaTnsow+FKW3aqnGtMYSVHsko625kFjzG1ThrBhgjxnDfIKnxS81u3zv5e/wV1/+Nf7GN/8qL6/dYXQ64+BkyoPHz3m+s89EuuOsRyUjY4zkkdCSUc6rCh8eVp8Z6y7ku5D+GGMBq8rMTGwOhWAZ54MR1R5OpB8T6aPve9K7+QUgauPxpQMFhi8fP+L3P/6AJ1pnb9ijJdk5JWpLMeGP7j/jky/vMRqe8Pz+T+gw4FrTpyHdawqoWiZhPemyUVvi6LjHew+f8amqcws5rcuXV/DdhI8//YgneydEnVXqyxtEjSVChfRLCuXGCsesX8eP6iy0P6trq9wWw9na2qSab6A5a2Ev9Kwk80IdfBU3j4Tanz15hBdYonrCmSjbMxnY2EGz2eH6+lWWJMhzbfxzAcmRKPPj/ikf7T0V2HxJT9nySpGlh3ja7FK0dzIuOetN6YkCjuRpCylK4Hzq2sClep2NpWVazRa5b5gqGzEcD2jIGNbrLZphjJEhDZV4Pdf53nTEQvmYiYxhLoMr5D19LImUJNB4HoZCc1YYjW8cXmVEooh4JU+fPeLs9JTJaMGgKjeL6i+ygs7mZYKVS9xTGenL05zPnh5zovKtP+/TzHoEkzOK3hGc7ZAphxP2TlkXaEVOY5U51cNqbGOMRjfV258fhRgVmJSavyxAM6E6MFeyud/vc6T4fjqeUiX9KspuJBPP88UUavQqD6rrwjim3W3TUDncCR19rXWp1qXTXNUaJlL4EW0lkGtxSKEQb6q1WSl8IrmFfkgqg58IIGq1hEjXTAX6M+UAUoUyzlqcCSgxzJWXEaQoiXqu/NAY7Ixa5OhEIV0/pkVIy8XUPJ98OGal0STUeqfa71zhrRdlzKMZRaOU8TRB9zVXVumsrLG0tsHtOy/hy0GcDmb0JfuR5jkTEHpikJHyJZ72vrrWhXXJp9C8Qkp5i76YzlgOqQLLUB48qZKunmMiffA0Rqx11ZsN6o0a1kFTx4nAt9TOGzkQieRCTqdKXj7cP+TBznOe7O7zxYOHqibNGalE8+G9hxfJ2AMlq+8r9Hqwt0taZlxbaXFLBr7caJGnJROB+ED6bgQad69tcvfqus6N+XDngP3U51D5vo8VTu1qrMP+CKv5utoynY2rNFpNqlzXVHL+4OED/ukPf8Qnj58SKmyJxSp5wcf/X4CH7I0wtlTxfzOWYhVIQPMLJF+utXhl8zqbEogTaxC7xLMl1S8YmcSQuZRSQcFyOybURnqiBw6H52RkhWFPIcEnu085T2cUgcNUTbQ01Wac9E5YuIK5zcgl4FDePDGWCjySICKRETnfl2LP5VlmQvCU6XTKQiCSCIRqfkgSRnjSIKf7MpVfCxlI4DuFNpnumzLUxlelzLESVIVoeSmjXt2+gtdc4snJkJNJTi4DaYQBS0GOOXkosPiUxvyYWnpOPD4hPD1kqnxOub/PRqXImme178YajPkvG4bqSYUWpa7RUy9LKsAbDIcspIilQNBoDqGEHno+sSi7LtKzoDJ266wY21QKvqAnRnA+HlLK2OpSuJHAuy+AOe/10LAXwOD7lkCyygWIuVhINVam11GUsLa+jh+GGN1vJCNfsjSaVBxIbgprXOgxV66nL3AeqEmc6H2zYwAAEABJREFUOO1FaAtWlQ9puUjgEXFFgLDWafPStWskgY/zDF7iKMOUTG3qLfjy8An7KkX+ZO8+/88f/g7/6E9/hz/+yQ8ETH2MWGstqZOIecW1uuYdsXVpk+7qEohpTCfSIRl9Kg9d6Zd1vuRSw9e6MjGqVHmjer1GKN0pBNyFNM7Xa3VMdX42n0rGGXOB5kjl1ChMqDfatNvLNLw6pEa6k3OgsvaunFFaC6nXQzQkp3JGO5Lre0/2+fDJLmU2FUgNORTLHAqFBmqdTosrrYhGNuZ89xFDAfPEX2IadKS7EVPjIQxRNJMzkGP44ukO+wrbJ7Oxig1npDbnXCHkgRjmiZzDlAKjfeMFH/YF7/9Kbi/EFE4HJSeK5aZS7K3VFa6021xfa9CsW6rk19nklIpGBgU0bCgDDwkjn4E80KOzYxZiLdZYFlIUTE7klVTJwJHCmrmUOgUybbqRt6m+nn62GPDp8y85PHlGNjpnSUDRqTXwvYBKubtRREeK1fR8Yml1oeSG1WeJ4uCw5lFKwXP1N1M8PBKYTIoxRaTEaLyQsUmZ0jFzMZ7BOGWROjJVGlCsuay1tS7d4rOTlJNxzqWo5JuNCZvsUZw9wje630JhS5qdGrVOTCmjKxWenO4+VmlujPMLbX81eklp1GwJuseqOYNeWpz+VSBhilygMcXzrIwnIpbMaoHHkrxnuxZT5R0qmcxVkjZeTqPmK2uRMZul5KOSaS9T6JQydBkDUey5vO9czGuhPcsU8mW5lcLP5SUX6ktrVSI0TgLa3VhhV5+F9tOWPoEJ6DQa1GKPNX0WRQajORXOZ5ojJc8Zns017oSsHGkOY8lsRqQxrndW2Vpf48sHn2O09nmwoOgGuEjrmTuqLxVOQkMZw2TSZ793TvWN2E8+f0wrbnBla4XuUgRRSqL7llY7GC9h4rWV60iZj/sM+mcsNG6jE5BINqHkkDRjfDGNQhTNN2jerQu2qZvIJINcjiqqdxnPPUwRkgQJ169cYV0hwnyRS15zIgFkEFriZkSo/uZlydlkyvPRgIo9/NEnD/hcocfJqMeZ5Lt3IhamNYedVYbSreF0zk9UYv2jj7/g/SfPKJpNXn35Nr/91uu8e+sGF05HfS93azQ6ApJiypkcz2l6xNiOmNkFMyWwS0qc5lHJLy8XzOXkeMGHfcH7v7Lb79y9wualFqHYRKkFx80QI6EczQfcP9nlJJ1Qytt4dR85kIvrRrMhVZ6jr+QqGG5vJFzu+BetGxqWGwE1bV6hstuw+q/2hj0B1IhTedShBHimSsijk30enO7zucZ4LkCZSG3TPGchamkDj0xG64JAQBUSRAHVH+aZpAv6izF9zel8dsow7bEwM3LB01gVjfOzngyhz0IepZQXTucpQjKcvPqsscyzo54Mc0pbIJeYOfP5KYWM13mlxvFoKZ9gBQilenRaRygvZbWOieh/fzDE9wOMMbonp5QyIsU2xmCMAWt+ftRrKzQJNPcqvEjkKRP1EYdag+jxSGvviVWkApdcUGR9hwt8gZbRqKWY35SF5GBl4I0kwQMBS0Kn3dKxATKcLE1xGi/XZ04AZ4zGlrzqSY2hGMrp4T6p5GEEotW1Q3nFWqtDopCnpNQ8C0LNKVKbqvq0f34uw++xr/DqQJ5zYTSMdYr5z7m3u3vxO0BDefkriu+XZPw1L8bzA+Z5iq91vLGxSUtzyUjZvrLBb6kK8Te/8S63tzfxda0rG3IMS/SOp5wpr1Zqf+YqAWdVqCgZt+sxiVhNXQgcCJQrcG3EAc16gpUsC2Nxkkdd18UCyGrunjz42voKKysrbF+6dMFqdnZ2OFRO5/DgkNPTc6o5LgQ2qfJdzgs4643EiGc8Pujx7LAnHS6ZifUUzmPmHHMLPYFLr9/jyaPH5Ar5llbatLXuoLHOw6Nz6eyBQhYBnlvgZBeFX5DbFC+CUHuN9iaXnvrS4TCJqFiecz7Ohvo80TGQpF7sqWm+WAdfxd1Gm9VeqdFdiqk1rDxKgY1KSp3PPEgr2BezSER1O40aLQGEE8XPRcdSDJPcMhUde/vOBt9+7QrfeeOqFKaO8IdaZPHUz7no4ulsxJGoXFVp6CvPMlPyrl+BiioPpzKmYyVnq29hToXKlUKmYjGpDGuqTTAOKYFjoiTaTGA0lsL20xFFmGGinEyMYaz+BzLuieLlVDmQUoxnqmz8TOCxyEu6axsciML2pLRdKV2nnLEYHAg8evK4Y7gw2xyrsZxnKckoReN9eUECQ24KebOBDMHXtQg8JCOBh5EMjDGgVgKljtXrTAaV63NnEROzNJOQhpiT8x1z9SWxYX2PVCBRCgRm1bq11urzrMwvxqs16gSeEwiMKcScUq3fShj6GDRYpusXYhdeEKBhdK3HWEnYvvIG88JTWOKpn4CouULY2WTut0g6S9SVHK03GoSaS5L4OOlyqonONPeBQoUzMZyRAKUhID06PeNQxjSTUfQUBpZyFhvKgTEtcBKWdY5SZdrtIOHbd16nVWuz2l7h2zdf51Z9g5qpa24BzVqLRVoShDFO4ZKdn1MLMjbW29K9llqHer1GKpAeK7dWSH6B5hSFvshGoaT3HKd9SyRD6xmq41i60xucSy/mHJ0cK8f1jLlk5HuetsBKL1M5hJpE5TR2zkRMYlqxOunDXMnwXKASSgaNJKQ0Eqn0eyHHMZYuHqt6kypRnuizXOHLcJTxxaMj3vv0AX/86c+4f/iMXGwxNSlzMY5MDtF6UNP1tSgg0FwjMc1Wt0mgUCmK6gL/VXyn9dtQmvLf9PzLn7N/+UvFg+Gnuv4fqlXPa/rxntoDtf9ULVCrntWsqvfV+erzq9XJf2mTwszSKX5YUmt61DsRVsZipdTVtwCnymh76iAQctdLp423oolGXtcg+8T6AUatyoI/Uby38/Q5NQHNSLFsnhdSFl/9eWQyyJFyHVOBQhWXF6LYVTyrrkUvI6g2VMYwFzhUoLGQ8uSm1MZkMuNMyJ5rLA8r75HpGuNKwtBRGdBQoLFQ/Or7GstZfGuxarmxLJxPUzX6ot4CWV0nMXSCBXVvTugBxklpG6yvb1Cv1aW8KQPFxyMlCVMpVxWa+JGH50NQsRPdY4zBWiMFNVQPwUh14OKoU8ZZdAELAUIFBL48UKNWw9NYRq20jlRGOlMOJxPLSlW+zDRWdQx9H0/3lxXACDznAo1qD3oKB6aqMEzFIGYyglAytxomnecUYliF7jeawVy5FRsm5EGL9vpVljev4eImhd8gdXX2TntMRckpdXMFPFpHHAYEUvRS41ah58/HHDCZnLO81tSl2cUeVEC+d3TMydEpAR5khjhIQHqx+2wfv/RYC5vUZoZTlfqPVO4878FyQwDRinFyQuPFSHozQUUjms2IhXRkoDXkmqMn0PGVqyijBnP1Ode65tpXK1bghRFWoFBK0hVAjCSLocDsXExppMpPpS+FPqt0oGKEVnvkeT6+H2Ikbw0jRyHN0otAOtiKQqz0KNW9TYFGd7lLUGtKDUs8z9JQWCkPwUg5jv4wY6IQPBXClNaX/DLpSU7iYkXphlzzD/wIo7211hCKMfkC2ziJaKjvJA6J9HkS1giDSHufaaYv9rT/LW7/n+naz9X+4vm/1Yv/ndpNtXO1/4la9ayO1fvqfPV5dV11/l/YKoXvDXpC7CmFPEKBBKNjZaBWCoUMp3BQU3LPyy3FxGM2yCUwCLQxToJOtTm7itEfqNz5/GxGT8mrzDkGOs6qZKnQvAKFuQAjF+Lk8siZg4nAZCAPN5aBGCkuEnymjS31eia0r/IWpupfc5roulSGZqQ9gcZLfA9PncQ2ppwXpGrGgJNXCgN95vu0VtdIxDjmtQ6705wVM2fZm2GzE4yZSlGQdzJiHqmUZCpAtIQyvDCIQcZVfQOy0HwjKVooxW+JonYaka4J8YMApzVazdVZh7EWdSpz1wTh4jNPczBS+KoNBxNGF98hmDNTLqbqN3A+Eo3AzhEHIfU4wZNB19S3JkNRfaj1+1LGSsEb9QZxlFDlcKaK3Z3RNNOS0dmA0LkLEI5UiVgVhb98+bLOGRbDU9p+STk+V+n0UDmUAj9sCHAsoR8LqAKMQMdoL3SShUITXx1f2liiFpZsbDa4ur1MqLnEYgaLKOBce3Pz+k1iGxKaiCBoUCr/sCDnG1c2eWtrjbOizz0zYKD1BJJlKDlo+8ldRCm9KSQ3I4OqL20Sr1zGLV2i6G6RXL5DtHqVmYnpqzozl9MaqcQ6ElAMhhPGYj7G+uSFofosF2KU0hvjOaxaVQb2BRrWWozzL1rFNia6byK2MVc+ZChASAsLfo2wvU6ZLOHVlxmJsZ0eHuNr/9aWl1hSswLcIFrHk6wi35BoP1aSLi0aLPkdVuMVaq5J7Bq0G6tYL1C/qATdkn1YcjEpkRAi3yfwPLrdDhWoaIgXetq/5N3buu631f4vatXT6Mcvq/1natXzP9SPf02tev41/aje60D1+a/oRXW9Dv/NT9mxDC9nLjq3kGDHKq8uFDun1rJQGypEGKjNrAxU3j4vHOmsJFcIkIktLBZzxZEDdlWanRtDstTgRBSvasb3LgatNjTPMqw+L8Vo0AbMZeRDKexAwjW+o2qlM+SUWKujrrPV/aEP+jwXqFTnPWsvNsI3jvlwhpc7WkrMBXrvOQ9fyl1vd4jUbKPF3I85F3AYKW0wPSPt72kec5XmUnoy6N5gRq8/5PjkTJR/Io+SUUtqMuQagfEwWSG2VWrjrZoR/Q4JwxDn+TI6g9OajOarTtEJqkehH9JtCs25ej1R6DQUY4hk+JVi6wOtIdC96JaSCiiQzGP1G4oFREHVt2SsscdKCBeSyubWpsYNsBorkidbCJR1heaT0JBR52JVMwFsXZWZifYkG51Qy8d8TeXF690Yb3pK7+AxBypfThXaRRVjUOK1TAuiIGKmUKEWRbRqdULnuCYAurS9wWQ+Ilc1JtFMKxnjfPoy5v2dPRqBZESAVIc9hS7H2ZBmy9Fo+XymytU/+vxPORodEGiJzaRFvaF9qS/RWtoSNtd1n2EmtnI6L3k+mDPE5yyzjMsIF3fQ1OiLVU7EMuZCnkJsbS7WNVHoOZe3ny8KgbUTe8kVlqSk0plcLRT41moJSafLVOC/srHN1Zt36MiRhK02jfUrxMvb1NausvBbnM4d+6cTjp8fMO0PKBX6zBVaa9q4ao1xi8KUTGYDfNnB9vIqV1e2Wa8tYSaw1lwncDEz7XOmPZ9L1130871ymvMlla/brTqhHLHvO4JKp3mxh/1L3v6/13X/C7VKD3VgST96apla9dzVjy216lkdd6oXatXnfR2r63X4rz3/Xb37oGqLSUk2yZlPHdOxNnNuBCQFg36qhNOUirKN5T3OmXNIn55/TlBzzCWUSWUhpQxfoHOucmRl60OBz+lU/VXnTYAn5dBPeShdp+QdMoRSLc2VMbGOZhDTdgGSq6jqnMxkGApCzzBVUrSveGdIwOcAABAASURBVHKolQ/nmbzNgsjPWarHWI2ZibHkVRPDiaMGzdUtGirF5p1tDouYPSllrt62Qo+r6seZCb5eF2VAv7+QF5syl3FMFLYJIeRdDBRzisWEQErS1TjrjZhmFFNrLGGcz2w60OwyCuNJfBZP4VUphcnhAj+qH6VF1Dwnl0HPpVCTKoTT5xIFLjTUmj7OL6X0KYWzLKSYAzGJCmDEfxhMxySSi+81KHST5woBm4xYNDuIDEndcuXaOutbS1pzTKj96E0Gyk951JRgbMkjvCW28N3Xb16wh8/vfU5PBt8fTklHPRIfnMCq0NwaAt5qjzwvYGNtk67ChhzHlwo/3/viPh8/3mHam9MsQzxVqKKxpZ6HnJ0PsF6IkYzbLqLphxwKlP7xg8f8Rz/5Ce/t7DJSSOC8CXFSkqZDgmBBEGdKUk4UTl3myu07nGsfx3hiEXNGvRPGSvKOFpbURbSWVygEloXChUKZTGc8JG5kmyhKI8tLtRxvPsNqPfVWm2RtnXhjnWhDwJc0qP7u6ZmSd8eLkolCn7LbZi7DHksHq/Bs3DtjdLDPYO+5QHKMeBGh9qoCqhTLiRjbQX+X44nCNTkf4RplUAokI5YVkqzX2yzHTemlz8LNcdrLhSY3kxNckSxvdjclOw/jFriooJR+I9DWEC/0tH+Ju/+qrjlS+7HaV/n8D9TZ21WTjjKVklvfA22UdSV+oE8UuswmIwHKCCNDly1riyEwlkjIGThDbKAdx2QCktxaXBLREyU8PZsyl0FXG+Ccoy5P3ogSAuereRrGkCm/4euzVr1BLYokdKPzEq7LWQgg0qgkkyHngz5zKaUcCqEmtrm8pA3OMPKGnjGYOIHlNVi/yknR5HAYsdefUV3f0roa01PKs/uUkyeat8YR5Z3Km5dAoP50wNM88uoGgwBEACHPHSbyJEXBgWr+h6cnTKv8hLxr3fNkeAsqLZZOC0TASCZW6zdqVnOqmsGRSkkWcp+FNL6UUhkxru5y58LAq3xQKsMBK/kVFALi6n0+LS5YXamNKeMamVRZWEZF2TOBwkyZ/FTHQmN6MoaBlDET+NdoUX35LVc15zvXrrBc7/Ljz+7xh198yWMB+kDlk0bc5tZL1xU2GMnpnKFyMlMxmEL3rKy0OTk7YO/kOQsvZ8CMuc3wPSNDqeGLEdkwZKK9RvtFI+Jo3KMKb7drHb69fpNvrFwnUPg6ORqKyusehTR96cGx8gULfAKb0/DmOs44k1E+680Y5T6ewDeeD0mmaouZ+hzQz8cKZdbw2htYQmLFJ5kNmIn5ipBBvqDmFXSlhBsry1y+chUjeZ1Kjo/FSvZKi9Xa/GyGq5yDkqulEr9OOp2fHzE/3md+dsji/JhQfdUjH+P7F/uZS/dLUulboX1OqRjOVMxnqv2aaT/P+iMGkwXGOn75W2+xqTnUdX2n0VJYsiKbaNDyEuphgq8E8UCgPRV7Go/6AtEZsUrmvODD/iXu/46u+VfVnqj9J2pVuPJ/0LGt5qlVz239eK5WPavjpeqFWvV5S8dTtX/hs6DEUzYYKX5RIgZd4BTfd7oNLdLHkhNLceryvoHe+fKEVQjha/artRotKbD2nkqnUoUQfSnPYFxcGGGo+0p1WighGCqsaAlAPAylkLku0An0Wg4Y4RCFDD3QuEFsKUNtWlji5HHrDpalJG2bU4pKPpEnfHrQk1Kt0bn2Gllrm1Hc5nCScn42ZHY6YKrSrzc6oj49I573iLwUv+GTSuuei5oOlQy12vgoDmk0miQCoGazSUV7U7GjCjjmApORYvvMWTIZ/kxjnx0ckA561H2JUwomPZWyGYnu581YHY2a5ITxqLdWcF50IdOhEs8zKelcBnuusuhcFSpjrNaNHhpD41XvXe4oBToZBoKArHQslIAciKqfad6ngxHH5z2eHx6xs38gbz2gSBK2b79EVQX55vVbGDPjB88f80RlxcHeiJV4lTtvvs2lt15nJQlpBD6ZEpGDs3POlQCtWcOlTpOVWsRqu87KUgvfNzgflpbbfPNb38T4HiPdY6OYW1tX+ZUbr9A2vkKYEU9F5987fsofffExp7Mpy1eucmn7mgy7g2disiykEbbwNP+VMufu+jKxlOaoPyVDWiUq4cZ9EiVTvcE5jfmApMyYyFC7V27S3NqmCMCkY8gmlGJgTnrXElNqX7rBUWeVRxkCswXp+Yj6cY/V8yGeKnCT00PpzZC6K2jZglhAEtmUjjaxqUpasxEQRhZnS2p+xLZCjBjDchSyVhPrDEPJIqLaxyCqiQl59AXG+2c99o9PCF3OW6/eYL0toJANhfWE9bVVWgJ/pAcncnKHoyHnOs5MRhEakI7zgg/7l7j/f6VrKnC4quPfUvvnav+W2h+o/etq1fPf1o+/p1Y9/75+VO91oPq8ur6s3vyLWlmtJQrQfjBS/D9SMi8tLAUl1rNUHgddJPFipNgCcs6lBOjR9EKWVMWoS3lDPHJttvUMoZDYFxAU6rSU1/V0/1K9SSepE1mP0Doank+r2hj1k8pI51IWdG8kg6mpRday2m5zaXOdKJ8TyuiMgCi1EfWtO8wa2zwfO3muQFvkY+VRyrNdktEeG3bEZjSnFaTKXwQQyy/4DSZVAk7hTxVKZAKwuYxhJmo9UrxfvXaeQ1pEaQ1jJQ7Hiq8rEJFeyohzVZly0Pm1VkwceRjfqflY57DGgtZlDXpttCoPEzRwQSyAyKV0SmzOxlTgEcgQG1KyKA6q4XRtjnMGLZmJ5pMtZnhie4mAa1ll1YppyPGykPer5l6xlOr9VEnAJHOs376M37Dy/Gtci+q8/+QeewcnVMwlUq5kSUyklPy6lLyqeP2l1XWWJJO6DPCWchtfv3OH773xBi8rydoNJF8BX4R0YJHzcPcZXzx+SNyoy9BLhZJzHuw85vPH9xkOB0SeL2+a8fzsjNN8Ri8oedQ7YjSaEAj0OpLBpZVNIs1zU0nJl9au8ta1O7yysUVb6/MFIp718byAsSpK2eiUlgxtKV3QNHJm0qH2tuZ7U2AkuW+uttm6tM36lVsswg7CRhYDX04jY346wowHtN2cljchdhC4kjKbUigfhGQbm1KhnK/9C6iJXS4E2iPtaSBdvLa+hZ+VJDbglZt32eyukYr1FmmOr711ap7WG0g/K4ey3z/lT3/yAXM5jEK64KRqVVhyZWONLTkjtIaR9tKI1SR6H8pOolpCu9vhRR/2BTr4X+re/7laVZJd0vH/qlY9q2P1vjpfff7vVyf/ZU37hxFtsJklm1qGSjAcKXl0KK80lYHJWTOUAI9OzpkrbpxOC/rKkI2VufZw+ucReCErSZ1l0bZWs0EQWsTtsV6J53RVCfUgugCOwDiaer3Z6rKUNKhpIwpt6NzmFJ4l1PVJJuR3CaWMfaRQwbXWCZXHKMIOhV+nr/mMJnNiUetrzZBfuHWN1xQOvLy9xq0b22wr5rW+YyGvMBUojYYjJhUjEdUUsZDngpmAowpFFkqOLcQCKgBZVCGBLpgJzKrQpkrOlQoRjOcwolqllpWJCq80YyleQCwAsL4no7dSfk9r1XVSpLIoKERLJqLrxnrEqlQFAgqj9VXhS5VtT2ohkQBIy8XYQtf4RKKzpZfhSRbbrRotclpJgIt9qjjaiJFoFKzYSKkqS/W6s7JKwwkU1hq8dKmjvenT19jO+GxevcLSNTGzfERi5ry83OKVy9uEkrfVmlwSSYIZtW4TPwrJhEhRkuA8X3udM1CS93Q05UcffigWMEcDk8pzD4opQ5W8m7Uaryxt8Xp7k2txl2vNZa4LnIQfXO6uckWt2+4ISM7p9c+Z5j5Hg4yHj54rlMhYtjPqiC0UAom4jas1LmRgTQ7piI5bsOQXlMrXtJsrtK/cJVy+rH2NOVViczTsg2K6WGGI3zsmKufap5KByxhJB32F11EtBs9Q6F8FFq+Iod1cu8SGgEwYg5c6ElujVWuzkK4MBDBevc5Ic3o+GNMW0LbrNS29wAjIAmepCwAS6UAWOR4q2f4P3vsxT8QmU62lLpZ8JUq4q1BuSUC0JIBejWtsJV0amU9t4cSGeeGH/W/Zwx/q+ioHogOP9OMdtZtq/4baXK16zvSjel+drz6vrtOpf/HTWU1D7MA6h5XSlIKDsYz2XAnTyTQTlS9Uzlww1bmFkCQzllytOi5E7461iUPlA+ai5EbDOAmXwKovQ11hwUanw6XlFa6KDm63l9hodlmut4kFOB3lQpZbLayUObMlU9HXqlzmFgXz3ogSj2PN4fkop4g7xAKnUGCTKzlox8fkZ0/oPfkZC1URrq10uHHtKj0Bwaf3T3j8fESocYzzmMsLWnkXigKr+RWad+VpjNCgatV7Y6w+1iu/koMlTkIa9UhAk6PV4AkEhHtkxYK6DC2MPEKBQqI1hFJSPzBaswUMFeDkoudTgfJcnjUjVX81hMXMBLrWGpxvCGKrY0mS+ESJR8acmij0my/f5Ltvv87dy2vcurTGlUsb3Lxxm/W1TZzm0RSLu6Xw5C2FIpdVGv3u9St87/oWJ8M93nvwKfXOCttvviHAyZk83oWDI86Pn7M3PGQo2j/VGuaqdB31e1S/i/H7P/oRv/feD/jk4UNOekNwAcYJQPISSYSzXo9nz/fI9b4hQ3r15k1aYqfrcV3hzhKXV1ep/mhR3XiUChu2gjqvrG9TlSU77SVWV1QOFciaKCGUEdVqS4wnU8x0wFYjxMizTwWIgcBmc/syXqMmHcvxzYKagCqcT3AKFcZzw6zwJceCojo365GUfXK/R9DMSFoeNYFFLWrglBSvwmsv8PECrUe6fS4g/PFPP+XBZ88YKvRd0TxWBXxXNq6yLJALmhGuXWNX+ZifKewbeSVpWLIoJgg9EPG9aE7AO56P6Qm4nqlQ8EjJ4/P5Qns7xtO6ugVcb9b45o2r/PLrr3Kzs0Q4L2jamJYf0/UTXvRhX7SDr+L+Up1MKmUyMwp/IYOARs0nCUNqarG8ZSDP5ulYiFrPgxxjS3IPPj3Y4bGSTrPAci5BV98QnUkpEU2Lg4jLjS5vX73G9+/e5d1bt/jWjTvcbK5SywMpDCRSmGXFkbFxlPJ6iihE60tl8nuMZGTJ8iWG3hqF5jc8/IKzp58xPH5GOj4l6x0wVaVktBjz2YOP+eTLn/LZ5x/xfOcZC2Xf1RF1Yjxl2sXumVh3YQhW4GBkuKnoqiIDFmIHmYy50PiFwMsLPKLIIxbTqDctdb03yqf4pUd172mVnT+XsgYGZwrBm8VIPqVLBRsFhTEgwCgVak2UF8kCR6l/84nkJs8z13hzraeUl0ukhMvy3lVrRyHtJOaGqgQtGc/9nYfsHD6gf7rDVZ3riAqv37rCra/d5eorN+iKZbVWlvie6PzbqrzAlIfHxxhR7Ug5gLPjGYd7xywWQ+T8qMKhJ3uH/Mn9T3guL60p0w6bLOZWoJPR17QnAoRRf85ilOGcj+8cHRnj2nKbUCtdqa13/5RLAAAQAElEQVRxubnOS6pqbbWX8QSw+0pI72iO3ZpHV0AxMKFAY5mrjSY3tjbYrjVZ87usNFdYl8e+HDe50tiUccfUBIJLvse1WoiRAxkUTg4kYlhVwpTjsZJbLbZ06gJYb0Rzekg3GxDN+zjlR9qxTycJxBrqUjlfYGOIQ3cBwL5YZyGnmIphImOuWHNVjt2VU9ydFpwoEX886HEmA/CWmwQNgx8aTMMjbwWUbQe1VFzinLBRYPwS63wBqGEh5u3J8QQ4CjHVKuw2cqxtP2FDgNRuN2ksR1y93OHGSovra0tYm3A6KRhmiGXWeNGHfdEOvor7Sym6tUZKlmmBlkIesySjtSoUjgqwGY16eOFtrTajKMaYylB0vjAppTEKW3x8+Wec0ZRKKg90vbPCHXmRbqupcznNToPmUpNQiuJ0DyrxORvQaLZx8nTlQjYn9LAY5SZy5IxUYRjJkEP8qMFkUcjrl8wVWiyyOQisGvUAX0dMzvFpj97gjEjKFkQGFxjGYkSj8bSyZTJRyIXAodB6qzVWpWLrW6QD+kzrlFdtJk1aYZ0rK5e4unoJU/qUuqC6L5WSWOPIlPw9PdijG3oyqBTjCkpnMQInIzmaSgSU+ocWZDWfFdK0xlhhk5mNlRcaM5UcZwo7nHqIg7qAuiGlbwhAHc+VEP149zk/UZ7h0fEh1df6U61xPSi5Wfe45OfcSCy3mj43WwFeHHIodPxo94TPqj9IHS3x/HjEwbOHSkxPsLYkLVKSZoLsn0Mxg2OxukarzZXLW2xKsX2tofpuyHgxZ07OSDmHmfJAsdbT9h3feuklXt+6xN/6pV/j1994i6vtFbaXt+jGba6uXyHR/gzGcxpRk5rW0xc4VjmGX7h8iV96/Rpbm006oce68iZXlIPJBNzVl+TWxUobAup2J6ZZj1iIqQ0KtN+R+owl/5I4CNgScG6vr7Kmlil3k6Yp9XqdbndJxwaNJKIRx4SeBzLOdJozG6XMJhkzMebxYMJiOsdJt5LAJwxyfDGeKqw1YcqxkusnYrMLyclGPlZMsJJrYS2duMkbG1d5+9pN3n3pLpfbAlJRyHev3eWbmzdZ9RI5KPWXw+XGqsD/MklrhbwuttW4hAk61JM6y2GNNfXVdo5Xrqzzog/7oh18VfdbCakQpS8V3ycy7kjKafwUL4ZECpuIUoe+oaHPWs2Apa42q+lRymgzedcK4X1nibSJV9Y3eOPSddaiOsjQ+iqPPTvc4wcffcDPHnzJfu+U0/GQoYzxucpnP3r0JQd6vyhKGVGMJ+q7UG4lkxcssMRJghM7CWXYzrM4B14Azi8pKzBQq0KEeiskkCeq1qDbCEIfaR+58hcWSMVkLKVOlfJ64MkwSiv7dgZnLK16i7a8ZGwjmJXYha7ODFle4Kkvo+sqYAgDn7PjPfzpgOXEaR4FRgZmrYe1eu+pPw+qazVLTlOPYvkqfmeFubxgqXmkvQmnKtvtzc95PjvjicKJw3TA0M84G/YYSmbV/JwsYT7p8fDLj7m38wVPT5/xRO3+0UPe+/ID/uhnf8Y/+ZPf4+/87j/lZ3tHWLGOipofin3lk3NsPhO4WsaqFE0rNuasAiifvgz9yc4O59qLUHKshVaxf0kjirm2fYmmH3Ct3eWXXnmN3/z6N7jZWZKnn/HZl5/yMyVj//jHP+L57gG94z7Heydad8AUw3DeY1vi25Q+LaowVkZTk8EsN5vcFgt5+9Zt2nFClWiNrU/bD+UDFgx7hwQCHKP9OZcH96KEojAXDHSosGChvJcR4FaMcjId43mems9EIcJYoYiV3vrWUMioczmgQvpDZsUQCuYKe+UvqGlty2IEt65eZmNpBT9uSV8a1ETL0llOErVZ0bma81X/MXga3xMrW20ssyxZdHXvIp0wFshUCpSJzjixskz7vSQG+PW7r/Ha1m22utt4QYfSXyU1S2CaAugrfPcbAqCX69zaDpTD2edFH/ZFO/gq7rfGYq2ThzVkMkTnQSywiEKBRKcuaqnFSom11zJISyha2G7HdJcT4pqhFAPJWaAIhDgK2W52eHX9EshoHwk0vtjb5Zno4Z9+8jN++PknPDs94VSZ74NsyL3BIV/2DzgRBa2+LxD63oWHqAyv8kJGG1mBWl4abRVEGjvyoVKU6kSuen4hRjGVwlR5F3SjleIiINKeEnmO5VbCajdGzkSKIoVNYlakzNdV/gs8T6wgI9Q4m2sbzCdzRqrJ9+WZq6PD05p9bACF4u9MBhFGHtZl9BQTt4IClIh01uL0z0qBnTNSbIuzllIAOFSF6qDwcBvXWbr5GoFobSb6Wo4W5PKIk+NzRodnDFUdmZ32mYspjdUm8pR9fd7XfOYpTLKA/txhkiUWXpNYIV1r6yZ5a4lybYtYFYxI4cTZyQlJNmGt26Au5Q6jSGssmQgwUslppNzBXFWb0XjMVGVV42BZ2f9WmFAPIuoKVa+srPLm5Wu8srJJN7e0vYCOPO6z3gnvHz7hkcKGgWRRk0Gtb29B4PH4aI+f7XzK3cvLfP/2yyyCkI8ePOXzz56z8+xAye85dRlkLBm16wlXl5dYjerUfB9TVUOG5zS0H3MBQWrE+FyIH9aYi3GenfcYKWlaUhBFAaXQoNfrc6xS6dlZj9PzvoBwyEBVwKwQ2KvPpFaTPsbUBVadZgPf6F5XUoU5q0rMKu9LM2xxudFhzW+ymWywUVu+qApF1X7NIF6ElAuPL/f3+emDe3yhPT+aaqzFlD978Bnv7T5gFhokIrK85PR0yHzhOD+bUv1Jgo8/vc/HH37O8aM9wgUC0Nt8643f4NL6d3jRh33RDr6K+0uh/UIVBysAWQi550osFkoG5LOChWhfIU9gK0v0hOLFHCQkiQs/KKg3HcqZYcOSqqqBvHRXuL0S1BipKrE7H/BMXvRR/4xj9XkmQOkLoOZSgoHyFf1sJKOYMpc3aWvDq79YNeyNNSOkLCkTeZy5qLQxJb6zGNHd2DmQZykWRu+tGISH50mhZAUjGUgVnvhaixWAFCqTdRsxK62IK5ttlltNVlttulKshjxOpOtk6wQ6ormre4zzcWGCH9cUz6ZYW9AUre4s1aSMjlS5DBuU5FKi070nspsSXYIvoLEyjKr5vsPTeio24mWQjQsZ15RnaUS5eY3Gjatsv/Qqq5dfYf3qa6xdeYXu5h22b36N9VffZumVt+i++g3Wv/ELbHzzV1l951eI3/oevPYNcn0+vfMGo5uvcn7lDvbO20w37vKENoNomUvXbxNLVoUoeCFJprkhDOsC0oRSHraUB3f6fHllBS8ML5rVcaK9ORLr2T07YqRkYKmczLlyKFMZrVUfjUh9BAmZZD9Tv6dKIo5tyrkYmKsFTG3GyDruy4D+7OFjnvXHjPbOFK6dy7iMZOzj54DKl83YZ1kgcElMqSkFCi0k0o+O74kZ5tpeR1jvMFaScaDcR658U5g0aCjsqWnvkjjGOU8gAlbHXJ5rIWAyfkAQRxQCibFyYbnYbbWOMl8odFphY7XNWLmytboGTMd0Isu/8u23+dXXXqGpPoaDOanYZmkDMJH6j9g7GrBz2uN8NmMo5jiXkqRZKQ22BEFIO6mRCrQ++OhDflfs+m//4R/z9/7oT/nzj37Mz+59zJl0+8vdQ/ae9+gdp/JvyySd67zoQyt40S5e/P6yLGWkU1JR3EYjIpHhlELPcW/KWMaYSyFMHJDLYGYqhc0VihTV9zkw1Fox3fUmcTPE+ZZIidOtrVXKEFVJhvSlKD1VP/ZVkelJ8CcCkqEy1M5zNOQRPHmJUuDQTqSU8vrn8rxWiukKKPVZlWcopBRCMTIptEJdUrEN3ziBiUeqeUxES3W5kL9ABAVNC9+zypemHPV6HJz1OT7s0/BCVjpdedmu+obqi1qplEp2xFRzG6pEFzdqeDJ8TEFU1yIopZxW/TlC36eZxHSkwPVapNc+gTzmZj0illwCk2GlUgWQKR6qlNr3DL6M1RMwzaWU+0pEPhWQPM89nhCyEzQ4rC9xvrTJYGWb51GLI9eiH67Q85c5dR2eC3CeTC1nM8dgHjCcBUzThEkaq4WclTUOs4jjucfeYEYumn2p+q8kFTouvITj/kzrywWEObPZCGMQCPq06jFL7Ra+F1FV0VqrHQKt5Ugs8d7Bc+7tPydu17l+6zqm1mD3qK9k9B6lAL1UzmnuLzhfDJQvOCcUkyikR37Q4KPdY/740SM++vweCzGn2MFap8WKwllvcw1fYXC3m3Dl8jqZtQylY3P1aZRrIZ1Rs6WSpnqnzZzL8JzAvN3usNpuSL4Wo59pmhEJ8JrNNrWkqV3ymEsXql+ZyPQuqddoihX5cUgQBWo+VjqRau2J1lzTPlqxacW90qGF/EYmXTnhQCHSuAKG0qM0TvOD1MJEOj8V/cv0mdP5a1evstLscnvtMr/6tXf4zutvEAYBfZVyvzw54EuFhPuHRzw7POSpQsP7xwf0xFaGk1N2nvyEojzkRR+a1ot28eL3W2uodTyWNxOa3ZhCSj46zQhV//Yzh0nBFAViphiXKR2Qao9TZHdSypTRbEJ/PJJSjySgPn/67Gf8Pz7+Y54p5l7Im1WLrNfq4NSXAEbBJL5AZi6PFhlDbBxTeZcT1dTnUo1Em91SeNJp+jRaCZmYT0suqx0HVIhfGo9MxriQV6mUQQ6DqQAoU6LXyFgLIU/uUrIATit6Xjhm0oB84bPQ+/3jUw5UWjtRQnBeSNU8xJIynmqDR/JGhUB0Pu+zu/9Ynm+CsZY8zZkrtvZygwYTt0JKG9L2DaNHn+NN9+kkC9pyoU5Kn2tSmdZyQUnEygrNxVbsSXQ4Dpbwwm0Wps0kD+kLFE5HBcfD/KKdDUv6Q+j1C85P5/ROJduzAcPJhJnmX4HleLxgPJwx0ZwWAud8nlLOpswnIzG9GTvxCvPNO9TvvCMm8x0uvfEu66+8SrixyjyzF3IoxSwC7cdM95+p/0z315xPQ0BRyrM/F/CeSkY7KvP+nT/8Ez7Ye071/YlAxl+wYDTpc6r29PSADz/7FIdlPe5wfXmN1ThiptLlT6QD98TQjBhgXi744afv87C3S31VeQ8755O9p5wpH9NotkkUWqT5lBXtfWZ9qjC2kwSsLy1x8/IltsUejZLMVuPEUSgdyOQA+pydDVkoxGs2GiS1OnPJaH//iMH5kEz75km/IhdwenTGwXGPo8GCvV4q779MX7r+j370CX/w5QMeqjx7qoQ21d4NU/LZgrScMTMzCunuYlFQ5VIK9Tka9rXekoXAevfRDqf7x2wrZKz7NTJT0lyWHK7cpNVZ4nSgClG7ZCLnd3reox55jAb/Hcl5aC+IW568h8OLSgpvgRdz4XnjwFciC7LRXJ4/l1cO8JOIEsglTEkXK+P2XcnU5OwsRnx09pwv+odMnMzHBxciY3FkilMrD/dzDzHHC3KsLcgUMi0U/8faDlOBgjZnoWOhTZgtxqDNm/TPMaIdRqFIeH01PAAAEABJREFU5XVygVkhD2UsQvESOT2MQfMq8AOH1Qb5foCZlxQqs86zkv1Rj8fP9zgUBT06GXB4PGQuZUSdeMBctPSpPMbjnafsKH4/HvakNDovbziZjC88VBD6+FLcha4/PDulrz7Ho1OmvQMmx09oMaMblASkuqIkdz6lBOCMLzHbaoIU8pqZPG2qcl9RaNL6RBfpM4tR6OOchxVgGWMoiuKizcWMRqrCjEdjFjLKme6fCkwmej+St5wof7HQ/KtWrWMmxe8JsXq2Rj9oc+w6jDrXBCbv0lq/gUJynh332FV+5Hx8xvnohP2DMxl8RiiP7nvVfmU8lcH9wx99yifPdxWWTCltSqk5LyZGxjmX/ApGYiGnsz4Tm3E+OBMzmdIVg2s0Yu2Dz4kM8nh4xkDXfPb0AT/4/GN+5/0f8vsf/phPnz7hwe6O8HihfktSrcuTPsUKJ2YC9gpESoUJhdbmpB+ZQkajffd8n4mY6nyRM5f+BAJtP7BUIfd5lQM5OWfUnzIVsBjtf6ZQ+JbycK9eusG2EtejbIZwHBf5Fw5iKFaAZ8W6pdvSvSr3lyq8vtBZ6WMhp5GENVq1NlX1pZCz83TdQpWfRwen7A5yBplHHDfoJk06SUIiB7YZLHi1VvC1JlxT6TcXU3v/80/5kcI6XvBhX/D+r+R2mRe5WTArJlL5OUHNCZVDyrrDygsEnoPS6RqPIgiJFG6EQlizkLBdQksZ9aYMKnaOkcpiJ1VCTt63IQGGutc6QyohL7TJFWPI8pKFDLI0KQO52FLK0lQY0IhiAVIpAzJ4ooCls6LTC4zNMVIgIxbTaUTUlfkMQ4PvG5xYEyVctAKian5+QKaS30yAF2rebc1jdV3GozmMRT+N5xHXhY6y21xzKdWkN1RdFRUK6YULPIGETyiwiPQ6Dj0xL6u5lFiBU+EsTt4518ChlDZyC6an+4wPHrGWlCyFBTUvR7dhBKyl5oruyz3DXKHNRF5/JhCZVgYgEKk8ZCpDyCWLagro4ZzTGn2qoxWYIOBcTBekAoZCCp3Lw2Zaz0LMIRWg5Oqv0LozsZDKE091viq/TsuCMZZzKfdpGbPYuEzzlTeZN5bZl1FNZAiF5jBTnyPF7gtVZYoiJxYDmRSOkzxk/eYtvJpHLnAcizGWuYeUgbkMKLMFBIZZOhVATDhTBc0WGXfW1nhjeZ032+tKQi7ozc45nQ25d3jAl0eHHIgtPj09pi9g0EKp1ev4xjDqnRO6HBuGxO1lUunNYjSkIaP0JdBMfRfSL98PJX0w2q8oDtCEMMZITCWeF+JJFyba857mW1OCvK2QNdQ9Z0enlPOMS6ubrCpZenPrCo0wodtosbm2iq/+Qu27RIbxLU775qwhiWJuX79B9Q3V2IVkktNIa6232kS1BpUedTXOty6t893tDl+7vMTX9PrdOy+z3lhhaalJc6nBQ639y5NjzffFnvbFbv9q7rammoalUtxUCuTJWyZhzPV6m29v3+A7y9f4la07fHP1Ot1UQpuVZONSHsaRyQPN9X46TrHTnIZixUj5kmBmCBUqCHyl7OmFYCMZdRKGJNpU7bA8jUHgftFmUv6BvLsnJRyNM0ZK1IZKpOXyxLlYQymFqQlgUikcMpB6HNCuJVxaW2apEbOq2DyWYXqyvOpvl0aioyvNiE47xBPQTKdD5qpg5Lp3poSwJkTgGxm3Rbfh60cUOFY6DbZF7buiwKWUNpLhrUkh6gIcKxYQxD5e5GGtA2OpDM46j1BK1m74woeU3v5D5sePWQ9SXpcSbSr8ajcczUZALOCzoe4X8IRicFEUUJeXbrYa1ARo6pJMCr/Q2FVLxbZKrckYQ/WvspZCBlsI8DQ1qmMly4tWcnGNAUp9aOVdTSq2IDZYKBwr0zkLgc2J55gqXu++9AbrL32djeuvUpOB4yy+5lavJZJNKCchg7ARxvNUyRhQAZznfDx5eS9yOnp4Wnek907Jzs16i29ducv3L73KW0oKdzVnX6FKofBkab0JXsa5jK2vtc1k/Mrd6lyAL6M8Oj3hVEyuWv9UZftQjsXojQlrtFotLm9t0F5aYXl1nTCqqVw6ZyIQDbQXrW5CpD6azfbFte12m+Xl7oXDGklvpqZQeJhxdH5OxWiTWoNvvvkOvpxfprxeXIQs17okXsj1y5v86i9/j263QZhYbFjixxAEBUYOdjA45/nensRtqP44cl/vQ6bMDh6Qn+0SSc4rbZ80HPPj4y/5w937/JPHT/gHYie/9+VD3n/4gN58wnPllHjBh33B+7+i2608uweZYzKYM+7PKRUXTxcTkFIs15s0vIgTCaAvT7VQPGgWun4RMOgtOD4dM5jkmounECcgnqtpQ0p5LYOHk5dyuZVzcvjSflemFPKS0mUq8JiLEk6LAqISX3Q1ThylPG2jtUIYtsQmaxhnSZVkMcbIIZTaaJ9mGNKS0qx3OqxJYdpxRC5PXnOO26tdNpRgy8o5AwGHkTFtSSGiwGpJqfooSHzN10K7XsMXuygqo5Sx+jJC6QqhQGspSlgRs1prtui26uRiDFVuBc031Rqyau6zjLk8GRrXlzIvFOcXvX0mzz5jNevz/TuXeWNzhc3IZ0tx/bJAsRM3SKLoAjDqAo0w9KWgHpHAJNJ5TwZbaIyq5XlO1YxmLfFp/oVaRlGxlKKk1HVUAAPYSj5qToZnjU91dHpvtf4iXYDmbFRFS1Wpmntaz+plssu3aL3+NZJmzESyGgx6TMQeFwL/Rq3J9kqTJVU6YluD0ulZ4CUGF0Go1q5H3FxZ47ff+R6/9Uu/zde/8R1uv/Qypao9VgbXbkUsrzQIQiugrGOdz6A/4ej5IQsxHqe1OucxVu4DC8Z3RCbHaB/Swur6qqHcwZBT5TFGYpR95cdKrckLwPk5k/Gcg4Nj7UNKIlA2YkNVS2p1RPTIxeqQY1xtL7EsNjNWFWc8z1XancuQTxjpdRXBlvmU46NdhW8DhdlzKsDzFF7Xa6X2ytEfnXMi+WSarye78MXMu96U79zs8It3N7ncjknV989Umv1I67t/1uML2c1nKgR8eDLimXJVw+mIdNTjRR/2RTv4au4vccYimyYVXswHmShZzpFO/Gj3ET/cfcJ9eYMnirl7EnI5BpMZIe9EFDyv7Egb7ahoZilFjWshnrw9QUnqZUogZZTO4Dxf43iEXkhN3iPVZqZS+lwxbGkA/bClh9PLRhKytrZF6Dcw8lShkqO+YutrCj+ubS5fnEtFt3uq9U+V1HMCuW4cUv2RoDgIkP7h60ep+YQyyPWVZb7zjXe4tLZCU9dVMWkr1Dx8X97T6Vof6zlmCo1O5KGq+1ZWV5ktCs6GE1TQoXAyrlkphZsJ9HLd5yO8oKwStcaTssFQrGau5GAg5c3GAz7+yZ/B2R7fubTC964s8dZ6nWstn64YVlvzatcTySLC93yscXjaB69Y4C9GJPMRdbGHUP2XBgojoKAEvUdAZ8Q+EHgVykEIXyj0vqLORoBSfS6R6WAosGhxGK21kLz9VG9lKRVwV2HJsUBiFLXZfPNb3Pjm9whay8wEwoOzY2phydZSnYZk5lxAaZ3SXJn6nNOsBbRrIe0I3n71Om+/+SqN1RDWHZkApbu5ymuvXuXGNfUnINk/OpYRLygk01719zCUZPdcoTF89ZXgW3sRoiS616XgOcNCOlhVYz76/BE/uvcl95/scSYHZipZ+R7VUlOtPysKBiPtkxKnRo7Ptz44iyOXTB1FYcUYDhmfn/Hmtct4MuBCADmVHI51z5F06Ezthx9+yE+/+JTRYoKGJ5TTu1Fb4s3uButJC09o5YuVLy13eeOV21zfWOHO1iZvvHSTN16/xjtfv8Rm4vH6+lWqPwIUFMFFMtdoLKmWZuMT6P5ALJwXfNgXvP8rur0kkPI64xHqWBlfKkq4mGWk1mOn3+PRgQSvfIaVx4q0MdpnMpuSuRwrhXfaBM8YnA+FaGrVsmJKRfX8KCPwC1CyK5DadWQ0VzfWBTiFmAUkdSfFAae+F9WXp3L1Ic32tVGyQZJiQkv3XxhbI2SmqoARQNikxkJg0+ou02k1lQuJqCV15Fw56I0Ya05h3AQTclQh/6df4pxheaXN9StbvLS9yR3R4UlvyEyVC3ACAMsCI+VJFbtP6Ukpj5Q72BOAnAlBFrmPsQlWAOgHjjjxLihuJLbgJAdP1y83mrx07TpX1b9zjh//9D3e+/PfZXD4BeX5Q1bMgEsxaoY1l+EGp5jeMb4Sl818jD19wvzph5jDz/BOHxBND7CTI4w+DxdDwmxMrOSkk3AK5SYyAUmucVO1ud7Py0JrQPKGUuypEEiXusYIgay1CG8EQSVW1zt97sQ4Z6nPk6LGWWOD9a+9y+bdVwlWWuwMDtg9fMZEYLYoZrqvoFqr71l8cmKh1mWFjNc2W5LtBEtPoduQ2lKH66//Eu0b3ye4+jU8MRwjmdW8gNVWF2s9okZCq9MgjkK6jRaJHxErpPWsI/JrkjNUYx5o7x7snnBP4HMkxjKQ07DWCBTAVz+xr34aMZFCykLrLMUyKkYjTCH0DZGchNG4pY6hwsZr621+6dYWv/bqHV69tEHTM9SyGTWh7UyrmmLJq+v1OihCtuJV7rYvUyvr+EGD3DgWytNM+6dcVo5kffUSae6DV1KLZyw3M9YbHstJTJgkzKRzCzm3ULofaA9KlfGr3Bsv+LAveP9Xc7uknCtfkYp6G22KgJvMIK+VU+3QQgreywYs/AVzb04/7asN8ETZ8nlOf5AiOyWw8oyqCuSTBcjQQillVwyjq/i+LUNbqwfcWG9xZ7tNMTojlJL7GjvSZlgJtYqpK2NYiI7PpADVV7T9MmNbClbTpp8MBzw7PsM06gy18mNR3ipammZW5/v05lCEdbx6h6k2/UAlhYEAMBMg5jLuo/mEoc2oqkDn43M2Vpf4xbe/zp2VDnW/jl9KAdRX4McEQaL1W/AcRnN3kUdYC3Gxh9N763sY5+gsL7G6tk4s/m6VwFzR8drSKq/fuMMbVaKsu0QZB9wbnPCTR/f48Uc/4dHHH7Hzk/c4/PCHnH32I3pf/Ij+lz9k8vB98ucfcqO24HI9Y6k2pV0bUy+OCM8ewc7nzB5+zPjJp8wOH1KOD7FZjyAfEwouPDKMlcGVMBcA5tYDo4YTqywx8vhOyGGM4S8enufhtI6iKKn+17MzyX5nlpFfukb33e/T+vpbHAk4PnvyOXsqXWfzgVjnnKk8Nwotas7j2tIay40WxhSUhQ/Vl3w0tguvUZq3yOy3BBIv8earb3JlY431bpOVdoskTJjOSvYPe+zvnxJ4CQ2BvZVOTJAuWUeifXOew8rhVHpR/bLkWb+v8Sc46cbLV7f59msv8er1K1xa69Kqh/g+GMlCyElgfZZabeI4YqSqz87JIUOV4psNx+3tJt+8usx3t7v8+rVt3lD42wxiYhuhtBMzqf9M8hn5FqvPFpJTLvlZyXMo5/T44ZMtD9EAABAASURBVEMeKYdxsLfPefVdot1jjh/vs7N3yudPn3Oi8rfJICaQY5Q9LVKBzJy58lBIdrzgw77g/V/J7Ua9pGIaZZFhhcKlNSxEgQMvwmgDbehhY0PSDWiuxhQNS485Q5W3rLYJoXsmg8oVXmQyVi/PqRkHik2n5xMO94fsPu9RMYIzhRkPnzzjQEymEfmEzkgJQPk3OkLrZmSpBSW1mgFJPlWpNlWZz6jvUBtZr7cYCTFOBQxzAddUnT5WXwejKc96A56cnHKm0CGV8c+tR6oNL0KfoRTtLF0w1rwWAoehQOLkfCrlanDz0h2azTbOBiRiLoEX48lLhgICq3V5ut8GlsLlpPK+RvOzHkSq/ET1iCoPYk3BSrfFNTGa6XTM3uERO9VfHavk6SyUjhxL6WtOYmwEKWk6JJcR1rySZmCoezl+OlbqJ+OWqHVDhuB5BYkPW/LuK21Dp76gbgbY3g7F3gPyZ19S7j2Gg2c0ZkNa2ZyakkmxtL80c3KTUtgCsW/BS0nKf/koxDwyMbxSoYw1Fk+5qVJtVgYMCHkkp/BMScWV115jSfMxfkGgubbqMUudlrywh6vuE0A546hUoXQppQmBJfLZOeXsIaFyVaERyC5f5erWZeqhR00yrUrP5zLCqfbx+f4JU4HvQPs4VkUpl+xnMjaUSF9eWaIh4z0961FVg4IwoCOHcm17nVcub3F7pct1tZtiszevbHNpa50Vva/L61scuXRkNBqQKgTqK6R8cnrK/mxCqb3tthIBz2VeXt/gte3LXGq0WQ7qXF7aYrW7hvFDjgdD7j/dYTyY4C20VwKDNenhdrvGL759l631ZQo/YXdo+dlOxs+OxjxSGb1i7L3JSOPmOLGr0hktZ04lpyp85AUf0qoX7OEruN0YSOoeoQw3SUKcAGMxy5mNMqrkj+c8akLudhLQlMHHcYgvT5zIMNfDGqu1OpUCzgQctTjAN45uXeebMTYttXkSmpJ0e0d9bcSMsVgGGmsmRS9NqTFSCl0XychurrW4uhSz1AqJNJepNvvw+ADfD6jX2xJ+SV/U1XM+SNkm2YSxgGweGBaxzyyANFRLjI4FNkHGk+KksKXWVYHNUMp0KpZ17/CMv/+H7/HJkyN6swm5g0SsptaokYgtBQqNPAGW0RydNt7T52KzBBrLaZyo7lPK4NNyirUZzUZId6lJU4bVF4AcKecxdrni7QI/MyDAKjTvifqb2Fzz8zR3GBVQAV3UXGZl+xqpiRW/Zyx3NukkS0RBHeNCIlVrllYbbKlycXm1zuV2wJWWY8WfK7Q5xuvvMX36Of7xM+qDQ8LpkcKKHrGZ4WkeWO2Fxq4UtwKOPP/53KrXRnPwUy7m6SpBqJWFk5f2OPJadK+/RK3bxfcdpUKjsmIqszmniuW/eL7PZ48fyznk5MWcUuCzGMLJsx9y+vRvkx39EDKfeu0K3faqQgmHsdobp75E5ccCUA0lcDPkQUgi5jYBqiSnFbsMpX/O83GFR1M6sbm+QtVevn2Dl65dYUnhyJI2ZkNVmTjwMRJ1QzrZUpI7EID4OmertZc51TbcE1P46PCUc4FmKBCqr3YxSUxHLPFmu8vluElbexXPSpTFxdfGG/XhO0db/TWl/8tyFGFgmWju1d9A+fDpPp+fzvjsLOdLOcxnfQGd9HsulqOdFqubYzTHOGlqZT5T2YpevNDTvtDdX9HNVobR7Ma0OpEARBsqpcpk7KPzGUN557kyxA3RubaYSE3I2y0ibrbXuJl0+cbyNrdrHWqlkfIYbZwjlFeZKsFaKWwo5ahVmyTlzCYpTgDhBQFxs0bug/EN1rPyaEYsADqu5PpSg6r8ej7oyaDVr7VUSa0DhUNfyEMdT2cgMDDavMp4cz9n7jLKxKopYrJTxkbam2TYMNO8xpTyxIHnNDe9Z8zQTNiXhn8kj/0zZdfPFiOm8tJzlRZxkImlFMpwZVUYJg8Y6t56LaIuxakJRMPY4gRSYd3hh4Z2K5ZyLyjkcW5duUpgPJCBVf1kUtqFQrSZ3guzKGSYTrkao3UTOcrQE644zpTwe7xzwP7JOTPJyqiq1TExRiHg6ckZR08PsFK6S5vreNX4LUNeS/FrmfbO4tshrWCKNztgcXiP2tFTvOePqSmn0hbzqhnJGIvV0RhD9fgLAMkFCFlRaMoFZZlTioWilpaSfdFgQMTlG3dI6g3tKIxGY3pKoO8OBvz42VP+2Y/eVyJzQD7WurOAw50veL7/hPs7T/j00Y+YTqY4b5VLl+6wtraGlc7V2y2WV9tqMlblV84Etq7RAI1xrutD56PtY3h2rvwYrC+t0WnEtMXI6rUQzxpWZPB3b99lQ3mUUkCTTRdo+jgXXOhibizGdwQKe1ZWlmi1WwzV917/nKPRGZN0gK8E9ppyINt3b/DuK69wp7vKhpewhM/lRptUjqUnB5GFVjpbUjmrz/cfck+hyn/+g8/43Q/v8YMv7/Pxo/vsHu8wEdsINfeucnJrWk9Y5CTOksrZVWx5rpBchI8XfdgX7eArub9SJFdSeiW5/jmhbKlz58M5x8djhirdOuuTZYZzJRbmUuaVoMYlle8azhPdhVhxYk3ovSzPfVOeoRN5yJRZ32hwdSXhle2mautXeeWVa3z762/wi+98kytVsqrZoNlpEzbrnM9LJsZnb1hyWMRU/0XlUj6lE/sybMeBjGvuHGnoq5X4LYcnJTLamDh0xJ4h8iyBFNPzMxrNgKiahwCqFNAsXE6mMlrFWHx5viLIWIRCNRmwF/q4wFGYgpmSZ2UIqa6fpjNSsYs8KqU4OaESpJHAo4wMuVdqjQbhlhRD7wvLqD/g6OSYsUDH2YCm1yQyIcYarHMXCl0qJLSKI1yB5mrxJHMr45aAL7ytLJhFmjJV/mH/9Ixnu88l9zMWk4z+2QhNUsZhSZWEU3pAy5nr9ZyCFC8A41Kcn1NmE7xsyPToEenBA7rFiBWtxfO8i/ud5mTQuvJCjEGNjFyWV6iVAjsE+lbgYU3ANAhpXbpMvaV8lUDVE5iWMoJCbaJ82VjH4eAEfz5hoHDq0dGn/PNPP+YnD0+5J3B5vvMBZRrhldcY6freaKJjRlF4kBVMxyPtcYmpwhMBfexK1jp1wsDgW5jr80D7a7RHg8mQk9MjTlU5yUpH0F5m69oWzThQ/9ILrS/LcsmyEKA7yRKcFxFHNYFfAgKBkZL/h+c9DgQiJ+fH7J4c8PjpI3ravyQO2RLQbC51sTL8s94JXzy7x/Oz5zw/fS6QP2OoSlhfY5zmJaPQY2pzLWOOr02tKaxz1oGcRSTGVI8S9QMLgVCpPfKli4Hu4QUfEssL9vBV3F4piRbrBR5Ghma0cQU5Axmz0hYMxjlPnx/z6Pkp+9XvBYynPDzc51HvSDRtl71pX1eDlVutazOvy0NcXV6jFSRMVAYbKG8RSQmqePTrL93lr7zzPX7zG9/hb3zvF/mNd77NG7de5eqVl9i4cpu81sXrrJNps+teynoxJtIaT8dzUutRao5OQGGlUYtCBmMMpZqlpC1mcKFAel0TGFQb54zD6L5K6Urdk84tRnF84oVSTA9PYBP6Pn5l2BjmYhyzYiHvsmDq8ovxCs098wuxgwxnDZEf4OmeVJ56Jm9XiuJ6NiSutSQEy7xIiRXCNJOIunE0rEdkEEgUOJNrPiWe5lKrJzTVWrquo7m3RMlXFPIktUTKueChqgv3D46VW8qRDoPzGKmE+mznOaFeh8bDFwh5OM0/IAiiSl+ZKJyYycAX2tcqPAjNjLY3pb44pzE/pyW5xlJyK5AtrNXeFQKNTFiRXzT9wBoraVg8rTFQrmDhOQYuoLtxWeeRsQ9llClW50vfv5jvuaoP8/kpj598woeff8QMi19rE8lonx1+yqNn9zH+Mksrm8zFHkcnA2bSp1F/ynyesnX1BhXjKLR/Tcmpo31eXmoTSz7D0RBPwHF5+xLrS8usNttc37xES0djfWKFiy8rcdpu1nSdxo0CjRsSWkf1RbuxWOtUgDERM5llGVV593w041TvHx4ccW9nh/sHz/nk+DnPpj2e9o94rBL7rgAx99GaU4XWE1DF0AlckZ5Y5ZZatYCGwsmOgK4Wh3Q0t9L3OFdydigHcqp8SZjU5HTqNFo1AjmqTH0E/10BD+kYF3G9DMl5JUau1PolTpuXllbG4NEbZzo6CinQSPRrRyj6mCm7bso0zillaJ4UeTZKGYipXL18h63VSzRqdXL1WzjLSrNLhxpnT4/4/b//+3zxwRd0vAYvX7rJmzde5cb6DdZX1qhp/DtLHptmSEdGK0tjICWemILKUVkPfN+hyhqZvKZV/wsZfKqQI4wd7VYsc/IoNZ/ARXilwypLbjKtjZ8/jEE2olyE+qn68jS/ihtXIcZcxjJQnX8oBiKyRaoxirQgUK+xHxJKJnHqgfofK6FXeWtfCuWkUOjaXMk5Ox2Q9fZx06qqNKMWe2qOIICGciVy5DKRVEYz0rBzGlKqplpgU47lVXcPDzlRMjHXgj0bi9lVa7LVpKl+l6Xas8rAI3UUqSJRrSeXURSSUxD4ko+vfsFolHoSyYhKytk5ufIi7dkey1FOIAAzutb4Bqv9Q49SHVd95Apdq4agxTDXT49+GVF21njznW/RUjk6qtUQFjMyOSOB1cHBicC34ETe20o2y5UjsCF9sZJdefj3P/0Tjk4fcWX7Mq/fvqk5hMzFQHJ56Cu37hDVmxjlo1rVnJUgLxQS5QoZj8UQBrMpfeWRmmHAbSVd37r7Gm+//ia+qWRSkEsA1TVTKcVCLRV7QfpSmgV/4QwX0tvT0wEDJT4vbpOR74m9fLm3y5PzEx6cHvCZmMWPdx7wydEz9mYD5qHFhj5X1te0Rx42m1IBRquesNxscVn6ulxrEGgNVrKvQr6+gC4QC3e6b1Zk9MXGThWSDSZjJgprPd8XsEW86EMrf9EuXvz+SlkWYg3GgNWMnCtJEkcYemSilJNxivaUTKoo+WAXXCjJVBfPdH2FpIVYwNwznGnj7iubvSd2st8fYmRoTevTTppEMr9hb8jeoM/vf3qfv/snH/NHH3zMhz/9MRNt2katoKGsXe/gKenhEzrllFdvXhFgeEwoSW2J8XOcl2meBUbjUxaaYwpGnxmwUn4fmArERkpcVS0V3Q8JtPH6QOQ+lFdyAhxjDc45UN8VAFTNaA25+pqkM0bzKVMpcabFl2mObIRCILKQB/NSLXwGi+GMqESQqM/lbbLRiFJJNDvpsZp4rDUjSuVTBtXfyFDuIZ2PBHpTgcZALKLHXCBlBFZ1gUuj7tPqRDSbMYWUMRUYLDS2LQ2JH+CMJQpDljodjDbCu1h/qWsFqrq+CnWqFuqaSkHLwJL7lrF2blRMBQETCWgM5zt441OaYlSJ9jhSEjwQqlWy+K+CR6ExCoFiWYVUCslmJuJImc14/RIbm1dxep1qn51kkii0qZHgeTUmAmnnRVgclcFWMnRKwPvb+ipsAAAQAElEQVSjI7748R8yOu6zIkbRUck20xqDpE5zdYNzAUlDYHij1eSbN65zRWHDTPJ0mttMYDYYjzmWse8cHbJ7eqYcwyP+2Q//lJ2TPfbOzvjs0RPOxxOGYjXD6ZTZYo4miSfGgjWkAvaREryF5hUrtKi28HA4lD4OxKj7VEnz02Gfc4VFYyXqK8aSqwoZSv5LysPcUXJ2fblNp1nn7p073L19mzUlkS+trrLW6dKu1zVMCdIf47R6AV0q3RpKjwYCkJkAdp6mFzoXaE284MO+4P1fye2FFG+iBN1oOKESGDIwIwH4ot8V3bYSulF8VyzmFDKmSAIxSqhOTucMj3WP7kXnJiZlfzbk3ukx793/nCNtAsZneJpxfDRCOkzo+Rd/xu6xkPhUCvHFs8eM5BHLvMf+zqccPb9Hu+ZkcCmBC0lqTSW1MqzvYW1OGOQ4OxdgjMnVoSlyjPpJopjACyhnUAwL0mnJqDdVG8ubGcp5TqlkY6FrnTNSckd1rFqhPjK1XK2Qp9DVOEnWUytlGH8R26cKUXLJaipvOFRJcX42pr3wuKEqSVdGOu+dkTjHUhJxY2uDdi2+mFtLiic7JZvNKOQRF1KmQmNJxDhjBMklvu8YSnbnsz7rKw2ubnYkK01A88nSqfRxQT2OWVle5vq16/ier75yqi9FWWsv1uPLoyHwLNWqc2HomKtM2pPHG1aKq32tvrFZSgaL/jH+9JS2zTRnX/3FkofDGEP1MMZI3hYtVzvrqAggetW3cK83IRCrzI2lG2muzRVur1/hpduvcaxQZC6HgeY6lv4Yl3Nje41tJSGvbXc4PX7Cj+Uw9g4PiFt1fD8QnW8zLmCBpRFEvCTQ+P4br/Ddt79OvZYwl+45rTcMQs5nU+7v7fHhg8f8zg9/xHv3vrz4Dd0ffaIE7dmA0aJgUOmjCbSekFjsSOasmUMumZd6FStELOQgz5XUP51MxWgWnCm8QOspNFam/c0VRjX8iJb0dyVu4fSv02rx0ku32dre5Pj4RAnhfXYP9uj3eqwtL2m/vIv9aSpJuhAjRQ/nrMbV4qo9Epg0lbD1Ap9U+6GPX+hpX+jur+hmI6FVa8lzox6tZOgIfU8bCd2az0ozohl5tBJfMbqHL4+ayFvVPUs99PHUKoT1bIEfehgh/UAJrkrZTpWRP9Wm9eXBKkXc7CxRk6EsqVpwteuzFOWstiJ5sg32z4fyxDMSjTVTXqI3Kbn3ROVHhQNJGKDT1EJYagc0miFREhA4g2+NQtGU0dkEvwjphMs0kzae1cWZ1pRBIfBwlVJTMpEHSwWClTJlWnguA3VVLkXrqYzPA80xoJs0tOY6oQvUX526lGIuZjXReqZiIjVCtvwWzVkpCh6z0m7QlfepSXapKPa5qgS5cTjn0xYlr0Wx5uqJeVRGX7VCoRUyGSmY5lUxq4noTehlvPXydVZaiUqbCdubSzRUSi8lQ886AWemPjI8AZU1hkIMQVPG6b0fCEAr8NCJOoaOjHGp1qbm1wRkBqMwKHURQwHdZO8xdSWkQxmGs/HF/VZKbozR3WCMjtbTzAJCOZCAlFTMTGlRzoMEu9QkiEKWGy1WV9apQpM///BnnPXHDMRW5hJ/vSUwuLJB99I6j7MTDssBgwLmeU673WG5u0Kj1WYsgzVeQKQ1qIjEUj2ikYTEov8VADQ1RgXkngu1Xo/eYKZcXEqVt3i6f8jj50csSp9U6xsroS/CJgPVvosxZUpqVrqH0DqIfHIxvdFsxCzLxE5SSul/IHCairXMpQ+JmEWkcVcECKvdZULNK5UTGQ7HhHHC3v4B+4cnHIjt9MU2p8p9VLLvttssi4FEQUhd4BmHEaFeW+toNJtyhDU5vPIidJkrL8ULPuwL3v+V3C5du6CXnnEXgkLCxPOksBJC6Kj5BidjaStE2A4cy2HJNSV/lqOYMIzxhe7GGnx1VI8DosAjVq6jqtY82x8w0Qb2lJjKJOhtJZa+8/IrvHP3Fr/6za9zdX2dmhJqh2Irw/mYneMhZewThZ42Yp0DUeABU6yXYkAG4NMIO1Q0uStAqZJVmYMzsYojMYGhkmC+EKZTr+FLERdS0pkMPte2VX22kohABjaulEEt19rCpk/U0LxVAozCUKynxMs8IhOB1qVl6SCjX8BU5dPpIKXpt9mK1umaNnWvgYdlc2Od3mLKUPdk9Sab1+/Qba1dMI5AFK6mcKTyek1R5sgWxB4CgFIKn1LlWqpxfBnyQmBQupIrl5Z4540bfO3lK7x25zLrXQ9nZuyLtveUiC48V3EJrayQARhkKvLkFk97lpGyEEWOgpiap30qda9kaQQCTvmIcqE1CkDL3gFVqOiHhliGVTVfe1ztZ655VL0aAUFhMsk+w1cfeWE4U/OWNqnk+Pz4mD//2Uf80z95TwabsVUPuNNM+NbVS9y6cZVPTvf5e5/8kD9TNeNY6x6aOb2JYaBsfEP6EOhabQqh8SkUPvfymcLFkmMxid3jQ4URfeYKi2u1iI1WQ6BawwgAFtkcjCFTaD1UODISKykkDaNcRyGGF/sBzVpNMrY0GjWqL5s1WzU5qDnVN1orXcnkMAf9iQDFMdPYvhdKxppHAdV/enY0HHCmEOa5ciIL7cmT58/YVbGgymVMtGFHg7GcXo+BchntpSX2D/aZi+ml8xljHReSYY7Bam0z6ehECe+5EqnXrl/iRR/2RTv4Ku4v8wI3l7QUyyO65jItVwYXN0LKmqVC1pXE49Zal4bzuLu2ymZYpyGUb5iQRMFjx3hEUmVfFLvll2TDEXMJtiGlDC3k8ta5zZjlI05GPTGKJ+yfnnBbQBIp+fbZl/eoy3gTjVOX4V1ZX+Xujbsc9gYs0gzncsLIkSr5NuzNSCd6b31aAh5fx3RaUJN3lRWqrHlCfuENDL48owulDBaqMixeji9mEGi+sRhBFPoCukAql7KQklhnBFwhnvUopZRWCpJEkZTVSClSgceCmquxmaxwpb3NtY0bylGsyvC6OL/FtIw5GpfsC2D2TsZSbMdrV2/za69/nZdWN+TBM3nUAD8o6bbqVCC3pri5kNw9ucdA8fVJf8SXT56qBLtgPO5zcnKotQdsy3vjlZz2e1XAxnS+oHo46zS/UgBm8AVciKEYedmZ9vHo+JyxABUZiSmtDEMNg2c8Ql27UPiSD4+JzQJfzCsSIEcCV0+vSwqFRZkEl2m8glKycPLilUwy6YG3skG0scXhbMJEY8YC7EJ75Ctvc3lzjaGo/Wf3H/In9+/zfNJnJLDuV7mIck7pYpyA7cr2BoGvVQicnGQfqo/d8x7vffSJQLWkVaux0e2w1KzRUrtx8xo3BEhxLSQSyDWSiKZYQpU7GSjBOlaoHEc+G9LRpvqKk0Sdw1hsc6oQJRQTQDKeTnOODs7oKy8ny2Yq4AmigEa9jtE+GGCofMhU5fCDsxOOe+fkktu59BFjsZ4nU0mpwulMTvXJ8z2GCktHYlCexugoL5XJhqp5VX0V0mFT5U/U9+XtbV558zWN8GJPqfSLdfBV3G2NIfEirISKFhfKowW2BG/OoiaRJSWJEDSU4hyeTrC5z83LN/jlb32Pb770Om+sX+e6PGy1we1qAyxcW6rz+tVVvvXKde5uddheqim27PP+g8/43fd/wP5Zj/uPn/Hs6DkfffmFvNBYyhAROJ+xymrNpWVOtHljGYjve8RiIo3KY4e+ACTFSPkLeVOygKiIqBU+d7auKtdwmVJKiinxPIdTSzX3ifqZipIWYgBteZ+laoOtJwZjQewEXRNIi63eBhrL8w1+YIkkk5oLKBVLT5QcHEkBq+RyqjlKVEwkkxOB7v4o44vdU86Vaym8mjylRX6RgbxjWtHooynLfpNuUBf4hGyubVFimYxnArpCx7GmkZMKZNF4c7G1oUKtvvoepSXPDk85Em0eCWR80WFrHcj7F4VDzhzfOAGHw1OfofWoGjiqPFZlILOK+WVltUzysiCSgcWeIVSVarj3BCOQMhU4OCsQcThrMZphqWursKiUfKpj1dD53DlmcUy4vc3yleuEQcRqp8lROuT3Hn7K3/nTP+S5vPGujO1cspsVkCpMuEhCy6jwnYxtQqJxNgUQbTmZ3Fswl9z3zkZ8uvuMwXQidvod/uYv/Aq/9d3vcUtM5vHz5+weHBILeLZW1/jGa6+zJY+P9slq7Z7W3mzUmSpsPlRe5VzgYJxPNWTgx/g2xEhmvhfhdN5olbnyQs4rFMJMqAzel44FAtCqxdKTiink2mene6fay5mSv4Vk3xSbiUKHH3mMszkP9/dV+p0yEOtIFQrHclzLypN0tb7QGpakd9evXeLtd9+mkPx5wYd9wfu/ktuNkLRCzKkMbioPMC5n2NjiBwWtRsiy4ta1pQYL0dzKez/ZP+LJ/i4EJc+ePhbDGHJpbVNIbLVpBU6GfOPKNSlUyJt3bvHX3n2HZeOTKfv9TDR07/CYK1srNBXHnw7OeKoYci7FjvyEc8WynzzZ5XPV3P/5hx+Qxh6xYutCnq1K9HnOgcAul6JnYkwTITo616zV6NTq1MKEKG5oHiOQIVptWpUETsUixqL6mSi48ERJ1BRPIBMZj1TnC33ujMPoX0X3F6K9pQzHV98zZe9n8ioGixFgHZ2csT88l3Gc89P9R3wg4/tE3mlHVZaZn+IajrDtYRo5WTzj/uCYP3m0w6fPjzFhm97JgqOnA1HnHgN5o95IwKE9yH3HVEiQan2ljGAuhR1obgPFx/35nJESts4PcPpcvWsuBsQmNKuLc4HYgG8tvu4NPB/fD7WHAQsBzlzgWRl4GEZY3+CcIQw9gXVJ5SicwgBrQdghJuAR+p5eG7GNQq38f7cKPCR6POOwxgfJennlEq9de4mm1lBq/j21fTHQvsCpVxSMJOfK+ArdOJMVn4sdnKqqMROYj1RhKZWoXwt84sBQ/fGeImlzoDV//PDRRWLS097c3twW6FrlanosBOBX1tZ59423+KZaXXtei+pU67OSTYWQ1VrazTqV4ReSoy+5nZycioFMMPrQqoVhQF0AsLK6xPJKl1a7gS+jbrab1Gox1pQCnQV1MZtVVVQCAclCgC61uujXSj9aAiov8KnCmL3jI87EuBda81T7FYuxVtdMJyNhW87Nt1/h1rtvkCceped40Yf9S3bwRNd9rPah2gdq1bOrH7+ndl+tOnZ0rJ5GP/6Pag/Ufqb2dbV/6VNrJRdyI4XJPV2qTXSRJZSCXfdrrMuoj0VNxxLm9mob55dsiVXsHT9hd/+pFHjCbHROqoTTcr3OW6++TitpUWSWnWfPqQcBv/Ttb9EUPR+Ts7a+xJ1L23SV2xj1B5SSYw6sigavi27iWeauII8NC4UrmeJ3Zx0WR6w8S11jBNr4rEiZ5mIsArrNpRY1ebdAsfwrV1+iW2tgxCjmlXIqX1P9cpSRtwi0TifFn+qzkcBwIa9oFHahhec6zuVVJjLYKiSoyn0LKchCXmQun51+GQAAEABJREFUOpoJ4CrFKTWXXjbhwdkOD3rPOCr79Lw5kyhj4o0ZMyAPFkzNRK9GjJqW46bhSNeczMekGn+ROuSsCG1AxfpCrU02hzHmomUKOTzfx6lVssl13pNxxs4pPHNEMkxf+2OsrrcW63ROylpKjuicH/hEoUer1SCMAozVJ6ZAl1KxuDgJKHSuubLMy2+/RVNyd7rXqhmDVEH9qQ9fSl4ZmialT9DBqOlzAYF6JRdQjReQhE0BDLTjhLYf4SURnz1/wpnYg8mN2JEBK1VxlqnkmWmwhRzCMDVsLl/iUtBgTXs7ktGVjTb+0irPBarvK5z9sw9+zOeffcZyXOOl9Q3elGP6zW9/n++++S2eP9vjVLmRVABZOYBWo8WaDP3y9hZLnbZk64vlrVKvJ0RJSKoAbCG2FUaegNUqeTnCl4wrYKhCm6EqMKUpyDXHXCGLoZTTnNJVWRk9utLhZrNBIbAdi92cKSycygE4z8PzLHHgcJJZJlpa5YymCoVL3/C1d98ilt5PPMh1Tak9Uncv9LT/Le7+JV37ptrbatXz39eP31e7pVYdq/d6yW/qR3Wuav+uXv+f1P6lz8DzqNkQKw/htOhE72MJoBnHfP/yXd6WMQ4MnMh4mn7E67cuk4nmFvMeK+2Aloz87pU1vnX3Mt955SYvb6/RkpBevnGZmTzQj+99flFee//ePR6cHEh4hpGy/UtStHqUaHMk0NJICXos5IU6UtrhSQ9PhhtIwWJZbCgjK3MrT1DiaW5+aClsSugVdCKPa1KU291lrkZtVsqEblKnEYYkfkAiSu3LYCMvIModY5VZp5LIVOemSmIZaXKqnMl4OGOm9xWaFaVlIWaTupKZ5pBKiSolmSrhRcGF0p31jkW9z3XdUHNKyRXLz03BrMiZVffKWkbK0fh1R3fV0V5x1Jcs7a0GNNzF3Nb8Blua8+XGMitBjXph8bQHaO0/DxUyRDGwAopIlr8khtWVV/QFwkZjofNIETUlhI1UYFNorqk8fEFGHAfU6hGBgAS9z/K5QGuKkxHX2y0aAo2pjGdiHVb9GN1rNLYVgnjSA0+gZK0VYBjNAw1l1CzOApJNJoMsGw16AugDVZiaAoANL8Kqn7k+l7iJjcOKPeRaV2EkT81tograVPR+fzhDpI4NgU89hWq8noB9rv0OVYmZSBfSOKLWbPHSlZv86ttv81vf/g6vXr9FTbpoTSD5az7a25auSTS+s4ZULNf3LEsy9Mub62ysLRPGPn7iE6uKFUaWSHqTimHO5CxKCW+uhKkmLn1caD+dmExILED+2huvE0SOMyVNnXTP2FIspUauPa7+a5KxQk9jDNX3P5bqNZIwYKyQbSYgjGoxr7/9JvFyU11rTBPiG1/SKXnRh32BDv6a7v0P1apndfzXqhdq1fn/m47V7H6oY1ttQ+1f+LRaeLXQKmdaWl+U1MPLjFqoTZixISXrBnUOVHb9aHjMF3sHPFay80hJpKWmx3LTZ9g/pH92rLzGMT++/wHvP/6Ujw6e8oWy1f/84TP+8adf8Od7z9nJhoxMzsk8p/p24stXV3hpvc26YsPz8yNOJwPmZYnvEkZyaU7G0XIBkfOxngGzkODnVKzDOEeuz3zlGbZNTNv3GGQDHhw+5Kg3INK5q/VlrkdNbkjBLzcSopnlRPmWsdx8Hqm7sKQMClIphdPa6xq37sdStICGQrVAoQAVO1kYnAw70DwKzW8mBZ9VBiAPtIhkcrEllqL4+rwyPs8hMMnk6XI8DDXNzcaQNTKy2gK/URK0Y6bWkBaOhqnzWuMSv7b6Et9dvcX3t1/ha0s3uN2+wptrt/jO0k3eXX2Z33j9m/zVd77L690bvLVxh+qXCMPQkMiIjcZxGi0kkMHqp/GxMtYodgQC27wsmAvMhhkMswmT3pSx16EnOUUCbXu2S10e1xNwWuNRGV/oGXxr1Y8FHBiL0Q6AxXmBDNCnXGuxryTpDjN68xF4UHnzpotYcjW83DJW+XakUvxCORxNSaw0v6D+54sR7z99yGc7+zQl3zu1Bm1X0tcYpxrDW95kpuT8Rzs7/M5Pf8Sfff45j472tY6hMHXCK3JQb9y6xdevb/C91+9wY6PDm6rktRqxQGDOROHaz0POnNvKN/zSu99kq9vFl+5MFRoVWmt/MKGnMn86MwqJYDHOWagStLq8SruzxP7hOZ98+IDnT/cZzScsfOmnQKUpVldv1TACxalkORpqPKF4Khlb6cfVq1f52jtvq+p2GUIHkqMEiC6nAlJe8GH/kveXuu531X6s9u+qVc81/dhXq54H+lG914Et/dhR+4vnrl5U53T4b35m8gRGaFrF+KlyCBVqTlWt6BcjxfOf8LOTLxmUI+qrIZ6U5EBlsT3FnaeLgt2TiQze0Fs4WhubNDY32BdV/UQA8/n+c54PegwVXpwoH5BK6F4toDQGI4V4eigFsAmv33mD12+/TqtWp9sKKOQBnHECj5yxvFNBKUesn2mqPfAJrYenJGJSBlIvRyCDfVfeKFld4v75MR8fPufJ8IwjKeZIzEe2zffv3OVXX3pVIXpdJuBIRKWXgpi4HpFGJY2gpB5C4Oc4u1CfqTzEQtdCnqXa8FyAEuJJCbzA4ZzB+o5QdDiTNcyUdBurklApTi4vW30rdaFQJ89LMimTkWFgLKWBSs6dVpPqb2LUFZdXuY5jud/d0UjsTkrevcY3Wrf4RvMmv7j1Jt9bf5lf2XqNdwQsl71l7i5f5bvXX+NrG1e43mpTl3a0FBqWs6kUOUXiARlgYKEQwOXa31RsqBpfOk2mxGWm8zPlclIZT64QaaZc1PGje3gqNTcDn8BanDpyzsP3LFbvrTVYYzEGLOgao70AL3IIHRnIsJ5K9mOFBa0kpmsDokXGZDRgJtnMxfiqP049kxOaKcSda/yp9OJYn1e6snd0TKFQZU1sdClpYDS3gfSxp3GPgXvnZ9xTsvShEqFfPnvEvUfSy1GPS9ubvPzyXdbWVvB8n4lk6QchSb2B1fuZdBmxR82SamyRVbGKiDipaSGOKsQ4rb6TIzl41hPbCNTXKtvq98mTxzx+vsuwkqGVPKu9F1B7YhftZpNWs46v10GSYAWmqdbrNN9XVEV84803aC11KCqBGYu2SWPlpNqEKlXACz40nb9UD9/VVVXuogpJ/j29/r7af/VZzatq/9Vz/99eVyBU5U8+GMkVOVFgTwLytKqqoyonMPEyhg14mJ0xaxl5yAwnxXMNj4EA4VAJvAe9nD/98jn3z8ba2CP+2Qc/5cHxqfIVjiqjXMhzBbGh0bZ0OiGBFypsmNAfDHG1NjsnIx493lHoE9NpdtnsdNju1vjGm6+ztFyn+qp4JikVmlstjDW+wU1h2dbZ9lts+jFr9aY8Uaps9yFfPD/gQEnXmdYzMgt6jFnYBcV4TEvUqm4dq40WNeNTfa3aiHrGsU/dy4lig0sMZQh1sZRASlApQhAFVHS39EqcD4HTtUayUG4oriUKnQIqoyqdYyZAHY7nUuCMQgAVaH4IgnLJtdD4TrmOoPBoqcTcbTaoKfeQqa+J+jyQkn96dsZnB6fyrn1VpCY8rf461fmYufGoExMMLYOHJ7RcwDWVszflGYVGWBlHtxGxJtm1EkeZTshEm6218nIwlxFWHs/3HbFi8EBhRtxokMQxVrH7bHiqnNWAs+ePcYsxvvqrgMP6IVX44pzFqi/rzM/Bw5Ro+YjUXLRQ/WbKERwPewwFCGutBq/J+DqBx3wxoXpENiCXbCqvnuqoIURSDAvt7ZnChyf9Hk929ij7c7pieg0hrR+H9Cg4xWDFQuKlZTmkAb/3o/fVfsQ/+8Gf89nDe3z45UM++PRLVe/O+PHHn3Fw2qNKRI8FaJnYVF7kyANo73wygfmRdHQsAPM076QWk9Qi6WiNVqem0VLWN1cYCtT+Yu8LORdto56WxI9oKSz2NScj51DN0cY+fughlGR9eZnXvvY6VU5HQsNYh36oXy4ARLfpreVFH3/ZHp7/FwMd6fifq72jdqj2F+FIdaw+0ymqay9VL/6Ltq1jdU6H/9rzP9C7t6sWNwxrG13aUUiklQXW12krZTKqg6f0JplkEBPLquLCEdRK/IZaxxKsWia1OU9GhxwrGXhaeTTfJ/MD5QMyoSwEoU+7G1OvJ8xVs5Pe4QcL5SgXPNjfwfgps/EBnl9Qb9SIw5AnT3cYSMGM5xEqbo8jjwrgciWnGC149/Yb/I3v/gr/2uvf4q9947t0wxrHB0fMVZIkBTfOCLSxsZTPxJbn/ROGMs7Xu+usynAL55hIaaMSlkunOUTkLmAqpOqNcp7vD1UNGTKTt/Sdh5VcUjEqp3s25XGWBShVTiIXA/IECMWiRCkhcmNkDAVDlVVTebLqS0FnMoqBPOpskjIfLgSAFpsjME6ZqrKVMdeaHa04YTlu0RMLPHIli3pMXqvRk8rta+5z9T3JHAsTUVdeaabJPzjc55ycA+Wg5mI/S5pbN6zT8mosra6zfe0WnfVLlC6kCk2rMCb0PdY7K2zevMlgNCE9P6d3dihGsuB4b4ejZw/wWWANGAGGE2BUoGN1NBasPjAG4iCgmYQ0axGRdMdFMadaZ1V1OD7YZ2u5S2RLjAy3FidUemUkJE+MwpOOBWFE6PtEArBS96ZeqJV4zEczvHHKTMnI4fGxsDFnXsJARp/purLZZqx7no6GHE5G3N99yk+UWP382Y6Y8CnVt1UXcgqJmGxDOpdKJ8uyZK4QZl/MJU5q0jUPL/BpiAFW+pU0IlrtOsJoRupzIha3I8YxU1Lds46uwGKjucz17jab8QqrytE0pXOe9DOQrlfsNFVR4fLWBl976w1KAbSQEStZW+cBDmMs1nM4NeGizr3Y0/4lbq/pmoZa9axe/7pefKL299X+bbXqWR3/XvVCrTr/P9LRqH1Lra/2F+GNXv5/PktTUriM9aWujDDGLyCXB83Glnkvo1QMaGWINQk4qYfUPEtdVLXdCeluhDQ3PKIlsBFSuZyZNkrsjfEgZT6REaSGqbxgKm9XqKLhO0cc5RyfH9JXaLHIx+zs3Oe+yr4ffvGM82nGx/eeciaQwDh85OWE/GFs8cVkGlK6a4pH725s8ebaJV7euExkDI1aTLdZp6LdkQlJNKFE2uCwLDzHMylbJ9CcTcBmUJcStOior1osw9KcZ4M5ydxn1XUwU4/ZqCDTXCpPWeiYKPt3q7PB5ahF10UKr3LG5xNmJ1NmvTmFjGImRa2UT0NirSXX+4FYz0SMLVfoIvuWMVmqykAuuWcmx/qyDLPA0x74ep9OB4RCwPUo5npzicu1ZcIpjLIpR6L/pwKlseTx559/yOfHJ8y09qlCutPBgGf7xzTXr3D55bdpbVwn9ZsQt6kJLDIZVK4JWCeJaC25lH8wWTCRlx79F7mmeTpjcL4vvZ9RFnOsQ82A5op8p9FL6wzV2qz2ptTUc/VrPP9ijIXyG73+iOP+OUrF1csAABAASURBVE8OdgkFslUJvdVokchone6puiqtIVMLkogoiog1l1DNhQlFEGBllC15+PzwhFRspJ4V0suCnvToXLSf7hKd69dZCAB6swkXvxCnz3IgqdckS4uzsNbpsCSAqCusGGof+kpkzsUC6wLZWqNOqL1P6hq/FmIcTGczAulEiZXjHJEp9xeKPXaSJleWL9O0TYpxiakchnWMBeqI1dV18+0rV/iF739fcmiQ2wI8qz4tpTGAmo4liAmWZNUa9PpFnvYvcfOarvlTtY/UfqT2j9T+qdr/Ru3X1KpS7a/qWL3XgX+sH4/UHqj9n9X+p2r/0mepWfQnfSaDHt1ak8QLyWX9hRJsUeBklD6h2EbZTCmbJUlZIyxCQuOTxB7tTkyt4UjUrIcqEXMKgU0ogy0EFufnC21ESiYvTemRCc0XUtYkchQS6EJVnls3X6JUcm0kA3ty3OdEydJYm1uLYjx5rjyfyrPPieKAq5e2uH7lMla0MzYeRnx8okz/TNBVa+t6GeOAgp4+z8ReWn6CbwIOTs74dP8J15ZW+Zu33+G3rr1BICU5cXOKYoYiK76xeZnfev0bbEd16lqfr7xKKCByc8NGfYlv3n6Nu6uX2ZJRx1IqkzmcMr8hEYtZqjlm1JVES+oJYeRLET0CzTmlZCYl0/NCPmPljCoZR75PYTImdspJ0acXTFkkKcQ5RoncMPFxgYdQk4nAo/qiW1+5gh+8/yM+uv8FQ3nyJPWIFQrVkxbJ2iaPNI8/3zvi3v4ZR6OUqT7zwjorKytEMjbZOkFQY6b1jSX7sYw9lUFlXkAm3z8RixkrZ+Q0L+fAGEP1MDL26qW9OGrvpDi6jVSGsNB+LwnMl1Y2iaIGY53bUQK93m6z3l0jcAGejDJQcxoHGV5WdSYD8yWDxIup5Fz101f4U32vZUn3fkNVlS3Nc/L0GaXAH1071qDHAoF+ltFcXaElhoP6SQQaq8p7aHqEgUcjiWklCasCmrb6qjUbLKQrcwnAOk97XuCEMJWeLwTyhZAwEcOoK1cyV+l3JAZkjAfGUUqx59Lfk96IiY592cdIernQvnpa+7uvvMFvfO+XMLGVXFNwRvcYcvWZa765xi0ujgW5ZJPLtnjBh/1L3F8BwRu6rmqv6Pi/Vquep/rxK2pVSbYCjzO9rp6lfvx7ajfUXlOr8ho6/MufUyHlkbzOoZJ2gU1olQl1CcfJuOYLQzaxVH+4JZcAJkqIoevjABoCl8DIK/gFsn1qLZ+Wb3HKPBeTgtAVLAl46gKWCm1D0XHtJ03dty1DLzEsTEvCXgL1m6gvORmyyFBrWOpeSSEDDeYR60WXG8EqL3WWGO4+0LbNGduS6Wiu14bbW5f4qzde4Y2tTdoCtUBzv7y8wRWxlKzQ/JNlgrjFmrzbuhK/y3Ufo3vPxDiWA8u//da3eKXZ5qOnn7Cz6AkYAy63G9xWIrhuLQ1nsaM+SZGx3FklqSUYlfyc73F35QbXa1s04gZdzc+TBhsxhKg0LNmY2sJRinbPZZ6jbC5qPGEghZ1KCSsP22nVSZYSrTmg0cgZmx5fnD5jXyzkeHLE/vAhD3pPOVjscDB/wkfPPqcnEI40dlhX/8tr1DeucjzKePbsgDCHNbGZON+lMzu8AFjRRLaa64RlxmHSUUVqTjw+JEuVo1I+wknBfU9r9I088Bik+IXAyeDwJEtPRuJrPYEJCCUP8hlSEYzOGe1DuNRlWRUN4+eCoDmjYsLRrI+vXEDgefhyJmHkkSQ+TYWnbXn/oIhIFgGrxKy5uPreIRVwHIpJ7YpJBUHILe1hx0ScH/Yx/T7NaiwPyQieKLl+2lxm9dZNmgKJjaU1OlGNVAzNyIBl59Iwh5cZ6jZks7uifUiZCbxTgSy5YSZWOZCzmgtIc7EXE2gsJbtTY6lJVxI/YnV5mc1GwrLAIalZMluwEMDU/ZhvvPEm3/rG26RBytAtyKQnhUatbCWTgPK8uAAqdS+gNQIUK9FaXvTx4j286Ax0fwWCRW6pBD1W4momI24vNWWMm1xZWiHOtFGnA3oyskE2I3UZhY/MAAnCYCvFyx2hvHPdiy4UIwgtvoTs6h5eO9D1FuEGiZDhhozrzvY2hShiVKGwWM+Rym9G3sJ5hnV5E893GOUXkHLkM8OKwOw3736T37j7Dq9uXSeTYv/TD37E//3Pf5+//4M/YDifcWN1i015vUuKdSN9HkvBSymJHQ5Zdo5r7Q7tWof3lal/urNLX/H+uTxKep4T5yFL61u40CftDehIaeNaRN/MeTw74TBKeVIMeDg55nDR50TUflvJtbsrbf66ynH/6u2X+W53ixu2yTWvTXPmCFVCjiqvX1iKNL/wOBjkyAx6R/W7NIVeFZGPIkRSzTeTopXzECOD8mSUgZQRb8LxZJ+PTx7yef8Zn5/uUchgtq69TXfpJSltlwMxjH1VDOYCmzA9x/QeMx6fki2G5Ko4CRdYSPZGE5hMpgxnU8YKLcrZUMY/FzyU+A6BekDDeERqzsk7G/QwOGsvmmcdzlSvjQwgJxWVqvIJRtdZAdmd11/ntozJiDGOtL+DwTkBOZHkevEdGBl+ITBJtEeJPlHP4Pt4YQDWCGhCMjmo6XwqcE15etpnVvpc277KVrcl4Ja7ORuSKZG8qvNJ6TEZTjkVIKadOm5jmc27d5jLUp8+fMpH9+7xmSomYxlxQ8zLxjEnAqBz5XkmStr3nh8RTHJWTSLdadGOa2yvruJrvYWDCXOqL5XlkzG5zchrhon25HB4wlRh0Cs3bvP6m29S6cm4sggBB5iLNaTay1yCL+TaChmZnpIZ6JQuMbzow75oB1/F/QaLyTwpN2gvWHgZg3zImRQxjjxevnqZdaFuMzSk8wXjmcQkSYyF3MPqz8gp3s+GJW7hEwYR0jtqjYClRkjkWUoZKPJasY5GCc9uGFP9RSfPBGyoMtANcoVFaMyUReDop2Oqbz9WyJ4vSuKgxopX53LY5GZnndhPuK9E2h/tPOGD02d8KoN+enLI/t6+vN2M0i+xpsCXp+u2m6y3W/zC66/wW2+/SSglChPNU4p+49JVrimZ2Na8h8rt/IMfv09PMezfevv7/Bt3vs7byqVcilsEMvx6EuCZHE8e6craOndfusW3bt7hm5euiXWs0BLgXpfibS081ouYZh7hMl+GFnE+HDEVKCdJgkOPam7qr5Jt9XXuk3xGT/MaSZ7nosXHp2NGkzlRzXEm1jE0C2aK2/2oCa6GbagSELX4uD/ko15PhpJTS2KmAoLB8IhUYIdCoGm5wEqRI63fBAFGzOdMzEmEkEbNZzE6YTzsg4zVkWrvYKVW54ZCj416h8gL9FGhCRfIlnDO6HWpJnPQ/usFVdm3ouPVa6uLTFxjVSHo5q27jCW3Us6hHfu0tRcdrb/ZbRMKBEo/wPNiMunHSGOfzkcCixlzycEKoDyNlWruZ5llR3klJ6W6udyhpnUUCrP80yG16s8XqrrW8BxxvcZYwv2id8Sj6ZD6pW2SpRUiyW0qYNlVCPXZ4wfce/qIs+EA4yzLa2vceeVl/spv/zZ//d/4m/zKb/4VfuW3fotL165w9fI27YYYzEWOqORcDu6jo0c81n4cDytQnnFlfZ23X3uduVfSsxlTzbnUnHPJcyHWmZclRfW+BBE4KpC9aAKTXI0XfNgXvP8rub0UFE5VnZhKeSeLOanLySLDoUm5f37A7uk+l9ZXuNrs0BHIhKKAZlrgZpZwHlCbeawEHXJt9EAVicp4a6FjTd77TneVLj4tJ0UURe8pVv2y+mW4J4cMhPibKx3aSzX2B8eMtclz5UH6NieVUk1VOSnmuaisx907L9Ne38AoVtp5/oQPPvtEycMJsfOp/ur2J19+wT1l3X/ni/flmZ9QGaZzsKbs97d/+Re4ev0yLSXFrqx2uJvUGYw1Xv+QX1SO4JKAcYLl46NdgceY28ur/Pr1V/i1669ypb1Mo4TtToutboeNbpf11U2ubNxkybW4eekm98Sadt2ccd3wtXfe4Oj8lDOt89nZKc/keQdlTi7FKnSsvl9hbIlX96nmtxA9P1OoOFOYNz8dMRbrOR4+47w45LA4Yzcbs6dq0LNZwI7kf9/zeahcTr/fY1WA9KoP64wwgwOK+YAKdLMgZmojFiqnh4Vh8/IV4kZTYFbQm03oXrkBZUo27dNXaDCVQ/BMSRzIyJstJbln9FXKDAsBsFhDKaAoKzMwYHTdz1/rTaluZASFAKLUtaWMJZfhl5Lv8tUb+GJ6uYwUrfeKAOx2q822wKkhUPJ8nzIKxHZT9ZxTefnCM2JHkpUcTSHjK41B1W1GCg8ChRxbrTWs+jPSjSrsyRczhucnPPhc9YPDHl05o0DyOZ2NmDZCll6+xbp0Zqb7+2IJ52Iaufq+feclfum3foNv/8Yvs/LqTb6YnfKD86f86fEjPjh6zIPBKa7V4N1336VpHOV8QV/gcO7ljCowkQO5vb7NL777HfIA+sWUmSlIjUHTJpM9FXpdtZwKOEpJEUqJzBjDxT/JTh+90NO+0N1f0c3VpqdasJU3zrW0mYQzEx1NtdqRlOUgm/BYyD2X57q6vMF3lFd4eekqG6bNq0tX+Ne/+Sv8dXnrbXnGQP3EtYgyMJQymLGSXIvxkMCUlKJxXhTRUyiSRhYj77dzMuCLg1M+VWlvvJgyURzfH8xAJd1Xtq7yr3//V/nVV76GE0hMszmDaY/1zWW+eecOf/Ptd/m1qy+z5EK2l9bYXlundCUtKde7127w1vWbnO4d8uTxM6gYkbzdsphC6oUcSQk+VknyvHciDwi+gMUGsDM64M93PuaIEc9UDfrg8BGLlkfZ8JjEJfezc/7eh3/GH7735xel4Wcqbb638ym/v/sRPzq9x4+ef8Kxm3BuU/oy0LP5WArmWMgAKy+dhCGVfDKTk+Y5Dg87A+90xooSn4nOrS/F1BXqLSTHw8Kwc95nqNArEshEowFxMSfxM4rynMl0l3xyRiTA9Wwp43IY6xOGddq1Opu1tl5HYicZaE9jef00bIrZjMjmE8TuKS6uj/FdyK4Y3ZPDAx7KQ4+P92lSgCkxRnP0HZ6atYZS50t+/ihKvVOr3pXWkjmLp3zG0pVrDA08H5wxyUZsdOq8vrHBG901XtZ+rYU1EiVdmc2ZCxCn4+lFHgGtOU8hly4YhVxNsY2vvfo2r7/8bTYF3O1um6TbIKgHdFs1EoW3493nnHx+D3t0fgEivrHM1Emia6+/9jKXX77DVR1vv/k6l27ekHplPD3YUwhzTsXGDk5PeK4ybl8g3geeTIeEayv8yq/+Bm/cfpVssmA8nDAXC3rp0i3e+eZ3mNc8zgQcmZGMdE8u/Z4LPTIJppDA8uqc5FJgKDUfrMUYg9F5o+t0eKGn/cve/f/L66rNnwgwqo3HWHKh81xl0lwlyOrrxGei8keiwHsy7r2Tc9b9Nv+D3/gb/Kvf/jV+5fV3+fZLb3I76fA0lNGeAAAQAElEQVQdlQa3ozpUDMKHo3zOKTO8bohTqHBpe4tmXMdmlsqDDeU5B5LwscYbaIFh7NGtNUgIiKeGV5cv8e3Ld3hzaYvb124SNBv0xgNmwx5fU2b/N6/e5W7Y5npnjTdv3OUVbeq/9Wt/lf/ea+/yt771i/zGa29zY2lDoYpP5CWcnw/5vR9/xn/8xWf8WNWI93Z3+aOzPRbyVkU2I3Qlp2bM7/bv8Z88fZ8Phs+Zay1OXrXtedREj/uTEXuTc2ZJTukvODrbobWWUKpC0qPHjkKGw3mfUylfXhmd7i1ExVM19HCV4el1xQqsxi0Lix1nXPKavLFxhbYfoPSK5hyzyELOx3M57gXR4pjmbJel8pRofkLaP5FCj0mncyZFwMJGirgdnsZoObgio1qX57++tk1dSVywhEEoxlOnLycwEjPKlfhFoJyVjiIvsULPhXEMKRgK9A5E8xOtXzp/sV+aOs5ZNYPROFXTQa/1qjIYGQoCyYodFM7R2txUGBrw7OyE3ckpvvTgV7/9Tf7mt7/Pv/ntX+W3X3uHu6tbbIhRJdYj0D2h1m81V08AHxhLLL1bbyZcUZ6r05XDqi9R5SVaAsFEZd6rq2u8c/sua5vLoLyXOelR7h5hDs/wxVzH2tOFnFTeismbEecs2FMlaSSGfCKwOH+6x/DLZww+vM/4Z484+WKXTMx6IAf0VKFUqbD3229/l+/f+jpbfoe3b73O1958m6GA49CmVL+/o+liBPplJkCXQApjJEEoCpBYL15j7MWxsrVS147FMHXpCz3tC939Fd2sfWcqF5TKGyK2YAorT5AzWmh6guGlWUysaosvoeZSlSdKtBkBwOvXX1Y4sw3a8IyMu9e3ebO2xLdrW9zwWlQVina3RrMTsr1U59/87V9U5SPGlzbmUvb94YIq0bVQpSaIwQvUSzCl3srpxJZG0iRcXqd79yZtGUL1B1s+O9nnb3/4If/k4Zf8qbz8++dPlIyrKSFZUGslbCctgiwi3VvQUCb/lujz0so6Xi3BKLfy7PiJ1CdlJ5/yWMzgyUmPmfIqmVmA2JJLZIikHI4PKb0pX19dYU3yaM4tdRlpKWYVJLG8mmFPhjWOI3lvq8Qh9ORNDhX2HZ+NmE5ywrBG7AU45Xl8aVKu8fArQ8uoae8SZ2hY2EoSlrp1hTpDAbejP+2z09vlmUJGDYuRwYa6znklpXIrRqzJqi+juTgZfOj5WL0OlRcIrMP3HchoDp4/58c7zxmMU4R7DBV6HdoWVsYzFZuZSP7pNCWfpcxVcRiPpswmGZ7WGSgj3ts7YKEQLJZn9cRCnfXxZeC+zfG8DDQno/OVvphSYxqLteVFy5xHFibUV9YYq4Ixm804Uwg3ktwby01WVlf52stf57//7q/zS9fucqe7zIr2yPfUqfTDST7LGuum9uN6MyAbHmB1b1SCkw5Wa69+e/ct5VdevnqNJAoIQh99RPX3RFtCuvGTR4zuPWL+aIdi54B8Z5/jn33G7k8+5tmnDzjbPWR4ekrgW5J6SK3mESn/FAkEgsLhco9+f8x87vH9V/8V/oe//j/mF775G6QKnedmzkUODD00p0yAUOilMVaiN7jCYCjVCs23wJfDyIC8Oq9E+u6nVRFVJ17gaV/g3q/sViclXlrxkZ6TyyBG4xmzaU7Wz6gVMRutDbxSOYvMUX1LMpWnPN07EhVOCRoxJvYp2m1O0oA3br7Nu5fusiEDy6MZk2AsWEkZpRP+4P0/5enghPu9EbtKdvUnBVUbz0qy3FFqDKMxmrUWW9cv0b60gVUZ8uj4kN/9wZ/yH/3eP+SPn3zBnp3z5eSIP1dJ9f74gJ35Oe8/+JgvH3zKwwdf8uXjRzxUnuazg8cqad7js/3H/Pjzj3jvy0/YnwzwokgKsWAs71t9d6JXTKh+C7Y3HNM/H1DOMpbjJkt+wuvNLf7K5deJxgVfiMbvCWQO8zFPZns8Hj9nf3RIb3BKIa/nZIiJckEtPyLyHHMxtQkLZmHOIizw2jGuFmBDGYOMPcFjPWqwoTLgQkb3xclz9kTv8zKkZmosRYlAIedklnMcdhnWrmNW7pKsXidpLLOleL4j+SyymeSXKrqQ+pbI4xmqhGtfe3n/aI8HD+6RiNp7ym8UhyecHx1pH6cCqpxMoUEpYKuSnpPZhOr3c9QL1skIfMNTyTOWlw7IkRVQyLB94wtnfapHecE20N5pYD1ls/i6xulFIlC8dOMaW7duMNZ1z8/O+Cd//sf83gd/wo8f/pQdVY5O6VHEBd12jWsry2w3WnQVYq5ILjerL7ttXCM3Ae/99CN+9NOfMBEQlZ5jrJDkXGHXzvkx73/5KQeHxzgp8GSecqh8TRCE3L39Etc3N1iu1wWQU4a9c+ZaY72eaMIFzhjJqiDX+l3g40svgjAijhM8rSEMPborHem30R4uSJOMXtmrdpTAGXxBAwKIXMBQycxozdWpEiiq8xdH9EovTKm91DEv6J2eMRR4690LPe0L3f1V3ayFJTVLHHlSQLDWSbGMjKhkIRB5JoROJaqejONkPOdnz57wn//B7/J3/sHf5dOH98glyHhpmQ2FFlsqXUlM2pQSFzj1VdJQvzWBzNPDParvZWQ1R19lQ19I7yUO7SK+5+H7Ptdcl1/eeoM3lZDcv/eQvmhleDziJ0qI/uTgGU+nZ/S9OX0zY+DmTP2MHVVbHpw+pz/u02k12Li0xaP5KT/Y+YxPz5/ywe6X/LNPP+C9nQe6dqi4/kTrmlFVjqYCg6GXUtH1qej8cDDFy62M1+f89JyPZHzd5jKJF9NTebP6YlchkDkYHfG8d8hh/4yREsFz3ZOnULGAWGvFZlLAAis2Y7XGap2lyUnTFE9eLTbRxfFM5dUd5Rju7z+jp1BhtJhQqOTl0hLOjghH58Taj+Ei4Fmv5PHxnKNBQWoSCFqEjTUyfZ4rXCilssgQsopFikhlF69TDnaeca4kc2/nIWONM1PZUbuLNVIg3Sc7IY4jPHlvT3vm1ILYI0h8edA5LRlpw4PKsQhCsNIFD09GoRE1RgUgwoafA0gBnqYeqdOaworGUpfLr76Ma7XYP+/zSLmtjx5+wZ9//AP+yQ//If/4w3/GR3ufMZIDqL77sx7HrAQhMU75j4LnyjF8tHPI+zs7/IESoz3R/VAgUWKYy2ifnR5xJkAQ6cMXfS11364Y0+7BkfJnKfUoRsqM7zkCrS+qxVT7Y6Tzi3Suj3KJrERiAK3MBAGxQM+TTteaMV7dcWbO2Cl3OCwPGNHHeDnV6q0kUMm9algDpjpjyHU+Vf+ZjrlOl0Ch5qTzudjdvc++IPADnXmxp32x27+au40WaLW8QIuPnC8DCLDV5ovmBs065/MpmWdxEr6thexHGT85fMz7Dz/jQBWF3lGfQIbTqlvGDPjh08/ZHfRZize4VtugE9WIrEfo+zRqNbpKptUTw/JaxOpqzOpSQOxn2MUIT5nt4dEpe/u7PNh9xB/86I85UglyVm2G5mnkoQvlUooivdj4qnoxzjQ/n4s5LxTnfvbgPh/vPeHMzOkx4UDgcjzrMfYyrcHDeoYo9KjVAoyDFJ23Hr4XaFN9fHmhWGttdJoMNe6Z8hwzzatSklzjYww1/TMzecBBzmRqOR+XnCtU6cnDj73iYoyuH9JygZKCPknmMCprRzND18R0iThTqfXB6SFPlbTty6BDY1l2IWFgaHV8lqKUTj7guphdUwnFTGyqt/uYSe+M49M+nz494YujBX6tg5XBIQsuZVCVMRsBSk0gVde6rHIbveE5vZlkUE4wFORZSqoQy0npYyVxfWfJZIGe7/B8QxA6aqLyq0tNljW+r3DJySy0dIzmWSpcqcZBj6IoZYC5hi/BoEeJL+ND486FqH6nzY1XX8dPGsxzsL4vxyKZ9Q94rpzT2XzIpJzpsymryy0urXZxNmNf4Pm015PRFhxqj46UnESssOHFhFqbLsEzHg2xlYotGGvVrw+e9mUx4+D0mMOjA1KBhNP6PM8KGKKL+S3SGYH2uSZ9rJyW5wWMJOPRZEio+2uaYxz6SqzOGJRD+uacuTcldynVN4KN0XopJJESiQIMF8fSlFSAUYFFdV6nsRKaTuNnJb39Y8a9PhOxXl7wYV/w/q/kdqOVe4pxi1FK5fG8wuDQQ7uTyjDliIhEgdfDkEv1BkvNhGYc0lX5700lj5oKa9JRzkCVh6E2rCoD1vX5crt+QYtPFaZM5J2d55FEISuNOlfW26x2GrT1viUUbhiPOIPOUouZN2dUjphEGT/rP+dvf/JDjsY9AlPQigIBkUEvWSwKtYzqr1UdzsY8U8b8oaoFn6t891zGNVYy0VQXsqC0C5xfUJcCJYHF+paklhC7kFI5gXw2x7OGZrtB2AiZuUzXwLWkQ0Peq+4cW6FAUCxqHJRYfOpBnZaf0DaBwpqMYJDSLWoEC8OKl/DS0iY1gYYTYDDSnCeGIHUoz0Y6mjFU6bCwjrnc3kKG5mv81VqTy5sr5MVM4xs2tlZ59vhzpkrMFsNDxse7TBXeTJQP6akCluY5PYWR9eYynueDFLoC2ItQRgZnfMtcgDZSWJVqn0vn6ZLyogW6vi7jSeIIJ+OyZYkpuZBDIOOPdO/m5ipfil0+e/iQSJS7yt1kMpzU5liBiDHmAjR0q8ZWt8iYLKg7rF5XCcKFXvndNttiIPGy1hbEjJVXmAnAFsOZWGBK9f2a/XmP82ygnFfI9nqHtZU2gQwYjWElo1DjWufIxHZyjTbRnlUGn6qvlvYtSkKSRkJ7uY0NHaWDhhxAxUQ3tjZYVpm9FkXIdxCFAaH6jvTeWl0rS88FvJsbXZabNbpJDKpO5ZIvWqevNXhqFqN/aM1I0miFmoiRDKqml9V6qzBQaIqVLKtmJDenzGkh1r7/5BnNWuPCLnT5Cz3tC939Fd1sSisjSghtJENp4BuPmow6lvA3ug3ubKxwXaDx66++wbc2L3HbxPyVl9/kOy+9Qq30CYIGgzkcDFMGBz1+9dWv8/UblxilexxlxxyJuewNewxUXRmLYqaLCaHvy4POyEYFiamzHC+z2dzg+yrL/vJLr/Lv/Npv8u/9q3+Dv/LWNxkcnTAa9inl/YLQIvVUTD+lsD4m8LH1mEP1+Z6U/H2VGIe1EOtCJoMJs9GESJ7El+IZlXrDLKUmpXG+w9Mc6l7ERtyh5jyMlCeTp+zPhuwPTzhUYjGPHc2ra9xSpejbzXVeWvisKyaficVkAqREiclvXL/Kt7Y2+Rsvv8W/883f5GrZ4F2VkO+uXqHhYkwuDzYpsSYkl6wPT07ZPTrECPxaGj8ReIYyYL8WU2p9U5UE+0q6HvVnPFRC90zJ0f3JCTMBzPJKi43VJn42JO/twnAX3wuZy6U7GUEko4CcmfItfaFUr5zT12vZG37p4WWWijEEgUeoa2PtcyJDCUXX6zpGvq4xRs6jVE5ljWe7z9g9OeL08BBfxuRJRrnJSU2BtRZjhiTCIAAAEABJREFUDFQ7IuNOxVwW+ly+5+IzJzA0xmAk27nGi7bWuPnON7j82qt0r1yhc+kSm50NXOaxKwZ7nE7YUSj4XOAY+zmrjZiryoNcbnVY90M2JKeFK5XMHtDP5gzEQCdyarMyl1xTqrDQ6nMvsASRR0usyWqv/1/sfQeYZUd15l91832xc0/P9ARpNDPKGiWCBAJhQCxeYMEyQhiTDCaIjEFgsgFjMHEJNhiDsXeBZYkGhMkro6wrjUbSzEiTp3N+Od20/3mjwVp2/eFVt9TiU7+551XdureqTp06569Tp7p79nLLO0f+B/r6sGnDBo5NQ8Zs2xZS/msz7hOT955iAaft2AbbAAoEVYfyTKIUNix4cJjarGtCQRM4FElGDkCpLklbAh4JPTF52AWOlI9I4FbybsZtwkYLvuuip1jEcj96uQ2sRH3FwTXKHUbDI8yX22gSIU0KoKrbXSMq2jZ22HlcMLwRjz/rXJw5uAGD2SzOPW0HwDjDsduuh5XUcJgrZDBxAD8/di9uHz+KDI2lJ3GRxhqcWiRUXh3bSJIQjaSFBmMMaWQjjqn8PNlxEhNZt4j1PFfvGVyHIa6YpxsKZw4MoreQg5txoDixpqVpMBY0T0EK9AoGueIoFeFY2MQiFIacLHzD4ETbKHNLcawcYoHbig5TnvwhoVLUww4SBt92Do/iyp2PwY5skXzEqMzVMD9VR61jIiKvCwxG0u/FCPvPZyz45CFjWHBaQLNEw6xEABXLpAFs3bAFG/N9uGzTafj9M8/DaKGI7fkBjFguVzt6dUkbfQSyLK1LmzZCI4FBvgc5hmHbh+apx1K5grlKCfJ3PgUsUhqlzzq9NPRcVsHxNPkiELF+ruDDywCWTeJ8uVRy2/KQKhuKsrQTF57hsQ/NsoQGFiMhtwbfVUQThwbt+TaBpo4GAVPRfWBXsLk0F3N50DYxP1sHd4IEjjZy7QqK6MDkKq1kzJS/yzoODZiTig799ZielcH5VhyjwcmytOL7EcSrAxvXORfoL0DJT3DuPB8XXfoE7Nx5OgYH+hAz2LmwtIix6izuakxhvD2D4aKD8zYMYYTg6hPYIgNocQEq8RQoJkha9DBkriOlGext8VkLSGMoWm6tVUO1Vscw43HiNSme+NS5NQkBWJQRCGohwUZZKeXVwtbNm6DyRSxwO1fjqQtVCL22i7w2wW6R8l9ECYacE0lBORgwCSV8mmqKQIFOBjp8nz3AIlDHfBrCwuy9M5g6NksvMEWL49SmSS6Wd+nlVV+Z2pQ73XkLfdy6nOIPYUtmCAPIYVPTB+iC7+Ze+67KDA5PjkNROkOnb8Odc2P43q5r8d1bfozv7f45bh67A0fKs7hr4ghu2X8PDs4u4eBkGX26D9vaWeSqFFq1iSXu81vVNnYUh/Gc8x+H0wbWoYeriuIWo8/KwFYGssUe+E4GprbR4aTUlEIrUqhWO6QYpWrMSbBQYTC3Xgcn3oVtegg5mfPVKsa5fWkyyGdSWcN2goW5OqPbMeLQ6yp4vdZB1IiQpQGc0r8BW4pDOH10M84Z2Ywd2QH0KRftUgPgO5vzQyi6ReQInr6ZoVQ89CQOhkwfXBwJTnXcxNjP4biM6yb2MH87nKyJkJ5WL1e98089FcVMFrbtwTYsZAkUQ70cn6lhGhpNKnSaiIolcEygSOPSXNFTKp0oZ8gAa4fxlkzGh4B8k8YwxYBghl5CLpeBy22cybY7DMa1OyEqtSrk1CRhmwaBV8DH4VLqSOMqZpMxLK64vu/DsW00aEwdbmnA900aXMZ30UdjA7c0h3m02WK7KUBeDTTYtopCegoh9SBCpBLEhjzUUFqB1oOEK7i4+kIJAcqyLHiuC8ewSCYsGo1hcaCmgRYN8Q4/Rmv9MC4692JsGt2CyLWgDYPtA016OocWp3CgMoWkoOH2ulAcS6VWo6cVwqGOOHYOSAmA3AY2Kk3OcZdbSPC7zOAkdwsYGKRObzmJHhcwz6PZFuUkwdaUIGoR5IjGGCAP60/ZQuPnPJA/VxvIWw4KlK2AJbqfFPIv6X6zW8VCpXgH1qN+cbzieZhkITXS7uLgkYE+gsj0+Bg05zyKIgJalXpcZeXlXXp51VemtkzyCA321J4RbDIL2Oj145wtp+Pc0VPR4xUA28G6U7dhli7wD27+V/zo5utwsD6PXfNHcO2xO3BPZwI/uedG3E1AKRkRKlSqCo3+wHQDNxwZx4xOMJgt4hSjgIuLW3D5pgvwojMvwdN37MTlj3kcHrt9O+SP2j56xxkEMRNhqYROmQYfpbhu317cztOCBbryDR7tTs82MD5Zx+GxEsa4RTo0voSjk0tYJCB1OJENW2EqaqBlJgAVkWqORhsoc3s0u9BhjEQhCTnrXB0TAtUuHmN+53/9FPt4EuFyoi+/6El47uOfgvU6i3P7NuG8vs3QDHSWedJ0rFTD3cfGueWYQ4dbMce3YOdtVBjsm+dx76HaNA6Xx9E3VECGxrFl/Qb00wjBuqa2kBUQYblPAzARddswaExe1kehJ4/hIQJXIYckVdzXaxpIhJTKLe/Ynod1Q+tR5MqY4zatzYBgmUevZZ78lAgobRo5tRMcAmICgWy/BDhMDtUXA2a/WsXwPPJMY46o6O12m320IQY9wOPi9SNDMAyNaW6pjk1Mo0QXO1Ymm9UAweHA/v2496674CYEEHpREvtIWJ7S2DVTxX4Tbk0jGr3olACIkOQ1DcqiTphKw9QGDBooh4YqXYnD5O2AZ+C0s8/DpaddCDsCqnMVzM4uYo4xt6OdJUxGi5gPFzEmf+aw2QRYeWm+gnGu5seOTGNhegFhOwSdVZTLDTS5jevEYNB0AbvuuhNgHyUuLBHBrSMGzPlrEjhDym/Htu0484JzkfoOLPKVJ2D0mB7yyoJLvo2UXzj+SQkVAhD4dZliCdlJEyTMKa3pafEtyjqxUoy4GRgziwTeCvJ9BRQ5z/lCnnI2sdyPXm4DK1FfhLG4WKJ86V7xiGtsfAJHpybQ6bFx9llnYp2TQ9Zw8K97dyNYmsT0/Bzkt29jWyP1aQZmijZJM2hl5n0o7je1Y8LK2CgZCcYbFRQ6Cs88/Xw855In47wzzkFEMFg6dAjruAo/4ZxzcMH2U7H15FOQzedg0KCOjI/jh7dcj9vnjqFmUpsICok2iNgRFuY7qJYjTkiEGhWmTYWI6GqmdFdjlaBjKoTkrcXpjDipBhWixRWzToNTiYZt2HBpyDN0a2+aPohbKhM43F5kjGMJBxgYvHv3nTi5dx0uHDkFLpWwSu/g1ukx3B3WcMQIcTisYKw23wUNTbfZ40qeI8+eYaJJX39ibgqmZyNlkLg3Q4Xxs/QaEsjJUBi2UaqUEJPXjO9BKYVZrobjs7OY5VHm0fEptMIUHVKz3kGLW8gmPY9Ko4FytdY9EZCfxWjRMkLGm7RdQIXlMa1GjNbSFld4B7Z2YCQGPSafc2fDo9EWPA9Zz0WMBB3KI2Iw0HEcFPMF+K6Hqdk5zC9xyyQrMw0sJMAkAgoEFAEb+TukDZ70lMaOwGccRnMMadeIFMehIZ4LNQIR68ZsW0jyQinbEoNTfF9zzJY2+b4Bp62h6PHOGsBhtLGduvCsxz4ZGxkLScKEp0qLXBgqqHLuygyKS+CX2oCIHnCbc99i0LRN74xNAlAQT0pS03AAmPRGU3TYt7ZsDAwNw3ZceJ4PQ+sucLr06E7evg3KsRAR4RTdO5vt+NCwyCtkjDgOHvJ9fLzMsUPNd5gj0MdImOGFVAGp5hcLioYHrwMC7h4oypDNgk8hj4+3w9tlXHoZdVesqsiowtWi4Zk40q5gJm3gWGMeNxzdhTuO3MWVu4rgtgBlGmjsOTBoLB0G70JykCiDaK/Qkp9Q5GRqQyHjaW47Ygz02Rj1PZyXG8KFJ23FEQLBT/ffgh8fuA0/23sLJkqTaHIlaRIownKJAlZsK8K9+/bi57ffhGDhKOYp/WyfB9tXSI0EShvQXHV6s1mcvGEYozxOHiJQbc1ncQrL+rjamPRawlID7YUKLBpenqvAAOsXnQSlZr2rjDGNTRNosozOewUfsDQsBujunj1GwBoj4JWxVK9iMapiD/n+1yP7cLi2CMXx53M5DK7rR08xj2I+A4+KkTEMZGwbIeVx+8QYfrz3TtzG06dZKlFZfsjKBD8RQsqt1GiipRQU6/g05oSKvFBvYZp8V0ONVqxo3HwdBgEnRo1B3yrbWOTxd5WrbptthspCtmc9DGcAouAt8trkykpLgQ0Xnsoi7+QxJNsuuvZ5w0fe8hG3OgzhhNDk2SSo9jBI2NfTizJPfsrNDreDILiAzxVsy0ASdwh0CY0jhVYKJkGhyeNljwFLLwHEwVO0iu4zzj2b7b4rgHGcYsSsE9EriQnkomt8gSMDHMpKE+RdtuMnGtM6xM3NGeS3jOLZz7gcj7vgItgtRR2pYGFiEXOzZXRooW0uFjHBQ+bPz9go9GZgZx0uCDYSzqmAXEp91qmCQS8rz/EdGRvrjjGB4tYmhkWvVhaqHeedg6aRIlYpn6QcI8eEFAZ51UxjzWck3O+j+KZQwucRwSXhoCSf8h3JN1luEbgGEx9779qHO48c5nzyKUEsoRzkmNa2bb69vEsvr/rK1FYUcsRVc8/sBEpejHbeQCpkRaibbST9LpoOBUrNSBsd1Hki0aDxNbh61WmcNSpkRIOmDDkxHaR0NR3dQdZOMEpkP6nQ3w2g/nLuAHYtHuHZ+yQ9+Q6mGiW0Og2IAYU0qJArVso+lkpLmGuU0fAUqlSoTqcOpSOEXNXb7C/qACHBKmGUvJ9Gv8G2sIl0/roRPPXUs/CHj7oEZ42chC3FfmziKdGmrIdtfTmcMdoPvyeDkJPbrjfhRsCw7eOkbAGb+K5i+RL7K+ct7KnN4fojezGjm7hrYRyz5CHiePtptMPaRj/32yPFXuS5Yvf29iCl4cxzG1Hiqj2vUtxZXcB377wV37zlBjRNoLeQ7RrM3OIiKtwuVOiV1AgEokgN3odUyDoVugUL1UYbNXoaLcq1yZVVVqmUysxX4HOL08PjzqHRk2D5fajWY7imwbYTZMhLnp6OrRzOAdWbAYmYntOW4Y3Yecrpx8GjHSFOEhqJhuK8t9lHpUxZN1sIU00j0iByICVAJZwPkUlEY22RR03gdgg4ecfGAgE/YezBECNmO4oAKIBkaA0BEtmqxNSRiG0IdZjv0HDEg5G2xR4tpeDbJmLOc+gwnxoQYPxlZwZjaR3nnLUTV1z2LFx48pnIph4ajHmVCaRyPJ3LZdDfVyQVUCT4ewQPnwtBlnOtVIqU/dnkxeS2MaZizsoJ1+QkT+3q9OYa6MsV8eiLLkKRJ0CM8cJQBmz2b1DIlACEUoCbS4DrEXNypVBKkTQ1JUXMORFZyljZBVI+i5mRX4L0tYeJvYdwc3A7bceC5tbfUJp1AQGOTqctDS6L9LJqr1DlvOeB23e0CBQ6o+G4gGUlcFTxtSgAABAASURBVB0fvmnC4cTavSaMApCaND0GgGTVyHBlsiwgcRVCD9C5GGlGISGq2jqDfNvDtvwwQirddaUyJlJFD6WMkm6hwol1MwPoeAXGZF3EbY3WbBVaWzj7wp24+OzT0c811KxbqFcSVCptRB2NJDE4oRpzXKmPlWuQqPqGgTyKXAb78kCv3cHZ/QX0ZwwYKZ+jinxWIWMmGOSx5PZcHhuLRVgcc9u0yJuCQePr8zMElQjidWkqnmbbmlswzdX6nqV51GxFOZhw2VbsxNCG3V1REwJKk7GBEmMuJQZi5ecO6FPDcywsdmoEkQnUnBQu+XbqBto1AxM89ZnjMWwrNNFg7KVBtztmHKETtiC/hVytNdCgkTcI0sePRIEseR8oZDBczKBY6CEgFVHh1mWQnplfr7J9UHktpAS2hJ5YmTKuESTahoGs6WFHth+bs3kGWBW6RkV+DG4XGuS71YphGiZhS8FSGgm3Cy2e/DRbERcDBcUYkUHDMtmWS7k5pHa1gipP1Kykg4SSk5U71XyXIGqYTFV6XD7kIWYgJuE2LGVKfEQHfCYmqUO4OkJOo+uFxJaN0LQpPoU7ojLuQQ0nMdZ2xWVPx/NJF247DbYEXj0Hiv04loFeKuu2gRFsHRpFTy6HHBeH3qEieriF9pQBkx5ISACttRKe7im0OFeb16/HhZdcjPxwP9oqgaIumhy3CwWHOmpBw2BdgwuFAQsG73WaUMAEJb4TK8UxoEtR995AzPoR32unQD/lpRcr+NWdu1GFgWKhF5atIEDT4sIASqyvv4jlfvRyG1iJ+hHdypBC05w4kwJLIgXHzHDYFhUJ6FCJUgrGYvDH5GT5voUCkb9AgyuyrMBVOKMN+CSTK5bJd03DguP7yBezGMlmsEV5GLA9JJ4F4gSVEth+2jnw8j2ohm3k1w/CG6ZRcAU0uWL2Z4swRNMSToml4NgZWLaJHAGs2JcgR9krM+rGPGwauKNtHB07ygBrgG/c+i84OncQFiNvPVyRXFOjTsOcrC5CwG6EijXs2shRwTUVvWMbKDO+0GzGaNKY4loL/dk8TuLRXWJTUep1+JRJr5OFZbhoqASLqoa5Fg2InkG9GkK3LPQZeRSpbJqrj0TzbSo5cRdRWENsNLBhtAdDg1nkXQ2LRtUWz4MUhjEViyolxhUloG3BoKFSD8FpgUngsNiWSV5zmQx6GKMI6Z0NECSSahmmKL9tHd+OMK8AmJaJNuXa5JF0qVHv/iRwrBO43JqZrgnYGm0aPQeEDmUMLbXQNfh2uw0OAaZpkA8Nl/1ksh5sAqLrc/ytJp8naFZKqM7P0uASmKyQppr86m4dTT7IBt+jwfGZrM4xxydpkqTgJY+h2a+lNcegoABoQx8nnWIqruL61jgO0RveyuP7FzzxWfjjS38f54yegjZP7mbnl7BYp2wpl+GBAXoxFodjwKOsQHBppyGaPGqv8Z02jVaFKUaHNuCSiy+FRb1sc8uhlYYBDZO9G8x3dVfyJA3wGZhTHBcAggZnB+JdSCrzI2mMlP9AbyeBoidmaoLf7tvRolfdyyCpT37EcxTPVWTbpvdcLBax3I/wt9w2ll2/TXTucGVJKSpt2AgFPlMLjpFFEhlcDTukCHFswDBdcK7hOS4KmTxcGq1H4buGgVSM0TD5jg3DcRDR6KfqCxgZ7MXjR7fizMIw1mf7sK2wDpftfByKbL+Y78Pg6CaYGQ9m3oO4uOP7DuHA7n3o87LIuy6KhSxc5hXbL/QoDG+wUOzXVBKFmbiDPZNT6HAFz/hZeEUPaT6F32MglzPRz5WojxFug4pfp88S0pDduIERK8WACSptgjqVaIYrUpP7boMAKmQ6No5yG3fzwbu643C0CSs1u659mwCxWGrTBQ4ZA7CwuW8A527ZiHM2jWL7+o3IE+EiQ8EgKJl027M04gtPGsVljzoLO7euw8hABv30jnL0JCK68tQ3Gn6KdiehYgIxgSWldSkK2iDama4NZZkwaPzasKDIZ0HFKHLty2oFi++IIufzefQUi8hlc7C0AU15iYu/QOMpcRskSp9hjMU0UsRpB5xy0AFBmzIM6UGlZCSiF6SVhmWasCkLR7xIjsMl6OcpxxgJyrUq6ozBSPslBtbBWItLfmnvEL5jLkbgR5N/Jki74JGiCxoxmCbdspTIqPiCZWhYNExqELpVOKbUSBDaCWZVE3sbM9jfWULImNZ528/G0x59Kc7achoU9bHM7ech8iBbr/XDI/C4PQCFQREhJEPKUMh4PnKuj9HhDXjixU9CQnlVECIxNQxlgBIlMQ8Fk3xopkIKgCbJlTAXszwlJSSRpWzBYvFIWEfeoViRNxwszMxjamYaJuUWhk0olaLNRbHFwLvjOBA9tS1XqiyL9LJqr1DlYrGXKqEg++82Bwi680tcfSdnljA2No9KuYOYW4ZqqYVmLUa9HmJuvopSuUmjTWmSMUIVos0JTzj7cZhyf9qASlMs1Mq4e2oMp592Bk7iHv2SkR24/IJLsX1oI+KlKsqHxlHafxSd+TLiRgjDMClcD6fz5OWkwRHkOBk6Bt3NOqK4DZdez9BwEaOjA+hhHKPCCZqJYhi5HkSRgYRtWHT5I8ZQqtUSDh+dQIUu9pZNGzE6OAzPiOkhtXHqpn484/cuwnBvkW03YdBAM/SmPM+Dm/VR4oq169gB7F+cRcSVo0MFKZerqJPQAtozCZymiyzVLqkvYeumHPkOcejYUew9cAD7DhzEUcYF2u0qCpTnjt4h9CogKs1idMMAGlQq07PhkCKuyMRvNOj5tMh7IuDBd20quQYVWigFYhp2om3MUlZ9BFs3aSGfz8KjZ9c30A/P9yA/ExITsIj00KLY1BFNwMnSk+rL5OATIIZ8H0V6M46lkaQRKemSAIZKgFSMX8BA+iUIOVR4aapOQ10qVdFkvEZiE3V6TRHjHpN79sAgQDnUopRgmHLe2S2UUjAMA/JJ+RWzb6GE4+0S+0jYl6a1O9qApTQU3wOrxDR6I9XIcxGj7eHecAm/jCewgA6GuU159u89E8+45DKYRL/Fcql7SlRaqiDmVi7iNoVsoMWtV9IGevwCnvTYJ+Kplz4Vac7GIg8EQjYqvTnQEDKZapJ0L7x2xyAZKSBXcZeAiLweJ8UnCgZ51hwnDxvhw0DKY+I9u+6CxS2/gLpStCtuQylmxBHthHO4ceNGTE5OY7kfvdwGVqJ+s7uKiDASKFNBOxYWuFKVeEwYKwtJYtLAInQIHFEjRattgcfjmCKAlBm0bBoRIq4SJgXlxAo9qYtz152EJ5+6E6eMbMY9C0u48egRVCtN5BmdOnrsGCphHW0akKKSuFwZanRD64t1NNotbncsbBxZh3WFPgzn+qDpCWUIGr7vIIkNNOoJms0QYdSBHWtkbK60ToFegQ1WhwMXQ7leFLMF5AdyiKgoFhX2zJFRPHbnmdh51lb4foKpyQOw6NYP2hkMWyYGCHwFKoxDiqh9FW5J2o2I4NNAnQrgUNk3OTlszxUxkKW60XiXyouYIMBcc/0v8Yvdt+BQeQYz5Qr5awM0JnDbM9ms4UYeAe8+vB9WzoGsRMcVqY1YtgyUWydMqZYKmjxoAQ2mBg0qazvImy4yMCH3kXZQaXIuOFCDGtum/LRtwbJtjsmHAICpNaJOCEXDdC2WU5F9ZWNTYQBnrduIc0c3Y2OhiAwN22Ndw9Bg55Rt3O3fYLnBMs12THogAhwRt5Atbl9bNMyYBh2zvURbsGhwHmU1vf8eKI7TSGOc+CilONb7CIreBiDgEXMuhMRLkUKVpjC1gqlYk53FlBvvaIomoDQSS6HjpJhLa7gnXkKZzBbdIh634wJccvaFsAmoM4wxTM0tocG4U9iIAS4k4ILnqwyecP4lOHPbmWiZMRZUA1XqqsF2LfLuQtGj7HaMhHqSABCiGiNhcczn3fyJcqYx+5d3FJ+ZJK6ZsMktaC/33HwbKnNlJHTrQsosJNDKf8lRZ8zOthxsOWkzDMOAeCFsalkXZ21Z9VekcicMAcTw6JoaNieLQky5+nXiCJlMFj0M+HjaxWCuFz1unn06XH0S7icTdPiuplFrBq88pWDT9e5RNnZu2kZj9BDyyHSJSnz9sf1oZhweR5Zwy9G9uH7/HQgtwGe0u826i/QUvMEhZBiP0AUPRxemMbOwADktiNimQ/DI8FjUtHxwC4+lxQZqBCOnTvfdzHB/maIaaW4xckjtAozE5TstRCl58l0CVxkpDarDo9pag95Af5HoPwn52xY2V8QNXL3PGFmP9dz65KkIBduDT6NFLYJNY+0juJzJFeOMdaM4e/NGZPw2267C8A3EGQ+zNP4FKlXHUXAzFrL0VhzWoQ5hlsvOtZPHsGtpDkkhz1WyjJy0bzlUPcCkMpl813YtmARu07agWNahOxJR+YwU6CVffX3rEHGldbmFC2mwi9w+hKaG7dmcvRgNeo1tAh6nBH7GR5bxEc804GkTMRXbbqe48ORTcRq3VhuLffDZh09PKyUoxiFNIk1haA3LsiBej/CVxAkBOUTEIGpCK4ppUQkpln2BYrsx6ySAJgg35mdgEwwl/kHrQcJ2wREaWkMpCE6QUgJITEr4HMc/0i9fcAhUxEJ0wYR9SfWmATRN0MxTZFkwHldxMJyH/E6LST173DmPwRMe9XjqbhZV+WG5MIJhWmC4Axkzi9M2n4YN6zahFFVRjmto6oiLSUJjV10yqB8GFPlQnD10AYPiPp5nqQBKzDRmiRzDyjNFbrRiLVISpVCUAegxHtizD6W5RUhZg4thlV5ahZ5qh89y2Tw2btyEEZ4IHjx4CBWezGGZH73M+itSPUWCZruOkHtfRWU0qQwuXb6cFUEz6BOV67BbKXpiEwOmDYcTYBsdZH2FrGMgb7vIWi5My0DiGljQIX56z+7uUeWdi4xH2B3oXo3D9VnM8cjzjE0bsbmQR5NxhkMHDuPI1AyGN23C5OHDOHDvXnz1F/+Mf9h3A342fRBjPLKNCjbKuoNS1OwGV6uNNuKOiahlocTg3r1LswgmJzBejVELi7hnLMLhhRCOP0CjG0R9qYH9ExO48fAe3Ds9jmMLZcwvRhjo20hs6GDf4mFcv28vbt17J+ZL06hVFtBYWkTK1d3SKbbmHJyzLo9WcxY/uesmfPeGG6BaGkP5PAoMfhYIIA49DEWQyDsxNvb66M1aoC0gQ2AzW0CFxrtrYh4/um0f5ghIOcZFfG1iQ+8AfMtkUFLBE2/GA2zbgGlzfJyLahJjiQFbl95Dmh0hCDbQx75aBNuE+3gr7yFfdFBv1Wg8DTToNsc0ICtrI1vMo48g1kNGLNNDITuAHhpU3vAxnCvC4Co/MTuDxXIbnabm/EdIqZFKK2oEmE8R0tWOOikiArimkdnagOK2yCIQ2yyL6fmVaRwRwaV8dBzzt+9CD3nzCS4JSexK0RvRaQKlqGlJgjg+TszSJA2SgsRPqErIWxZ6TAc5C/BtW0HSAAAQAElEQVT4vkfj9tiOqTQMyiM1gQPpPG4JD6NsNOGbBTxh+5Pwkqc/F9tG10NT15TRwY7RLXj+Uy7Ho8+9CFPRIsbMBSzZdfIQI09Ed9gumyeQKIRsO4FBPmSEABQvkqQpAIlrUDJdmUgdTfDUHEMnSVHnuI/eewy7rgtgaBujp5+K3sE+aG5PXGWih97vKSdvwaWXXgQB4jt23Y2Qx+NbuFBhmR+9zPorUt2zXRgNoLbUQpUrV9NMEXP2xPMocU8rf7NjtrRId3wBqZHCIUDIFsJ2bIRcsWTLwR0EZW1zAkxQ1zBbq6DK9dDmqp/hE5exiHWmj9P6NmBrYR3OPv0c9BYKXBHrqC8uYp4Ge9vYXuwtT2J4wzoUuHokdoo51USj3USn0kHSVqiTxza9jTjUkC1Fh6vpUqmO8ZlZHJyexJ7xQ5hqklfUsWdqGtPzHQxmN+GSUy/ABuXB4qQzVooWV+3+Qg4ZjkGrGAaNvt6poNCTQU9PtjvG+cUllNoNHCxVcO2Bo7h9agoLYR1tNNHiEWWsqVpU6IhWoMmvbdtwTYNKpNBkPKDF/Xep3qBMAAMa4r422yE65KFCD6jUqMHlKUaGXo9tGHC0ATNKoLl624iQsRJkKGuHQGP2jqBSqdPIm1hYnEe704bJPiPKv9NSQNuElThI6Jm0adQGUyMBGozdTLYrmOcYp7gattsG23Vx8rr12Ng3CMfQSDinIY0S/KQpyK+CprcgRh7S+4xUioggFhM0FA3GouGlBA/NMlsnKNKj3LZxPdb39GCYi0JKz65OL8Sgx8nGEHPsiSKPOP5RSpHPpEsSWxCK+W5COUpe3rS0gmtp2BqwDUkVTAXYJGUozCdNHOmUOReKY/CwLjeMp573ZJwzfAYev/2xePqFl2GUulYnctdUC6EwwlkwYMFQFjVSQSnScZa636r7/W9fKeskJ4iCkTwdIoQqgZymxZTBzJFx3BncjiMHD+PQ/oOolsrYum0rzn/MBTj7vLNx7nnn4PRTt2NmchzHeLTdbFahW21ccNL2f+voAeb0A6y3otXkF6rqbWoahSrBppRHST0MqtlUzq4b7dtIHI0KvYYp7u9NS8GilxFTsUK61eKWxTzbFoOWnw0oMbC2SKNbipuQfSaouKKkPr2WFr2Gaq2JpXIJM0vz0FSELE9Tcuv6cCwsYdfCGOqIcMa2bYh0jLoZI+Uku9qDYrwkpAfUYWCxwYAudRecU7SI8hV6CXWEUEUb9lAORjGDyPfogTRweK6B8YUa+oj2GS+PfKZAhbMhBrBp3QAKngVlAC7TWr2KarWGfM6HS2BoMdaxUG1hrNTBPPu1CDa5nIsOjabJ8TejEPOMccwvlblKJ3AsD6a20KJcaowR1ClLRWBQUGjT0Fs07Dr5neb78+LSEnU9egeaM+oojR7PRy+3GwJseZZnmM/1DqIcGYy7VOE5JmoMAFu2RfAw0aL3Nj9VhRtmSB6Q2NDKhuowS4+gEbUxR4nOmxHGCWTH5GdpYGHA78XZPAFb5+boNZogYnVlmVINIACSKt4rKArGoGdkmCbiKIYJhWI2h5znwXds7DhlC84761QM9/Vg68ZRjPT3YeroYZ6W7UJrfhYmgRJsi7jA9lJogpJSqgscAhYJO+ymfOFEKgBC7jkOwKBgDIKXpsFqrv0mwUuxrGkrHI0qkD9XoOhJKGQwmN+Ip1/8bFx89qXw3SIq9FSnk0U0jQgx+2Rr0ByBQVJK4cQn/Y1MipQ9ATHLY+aFTgBHxLKIPEcy99yWjN97kEFbIOdTX7h4VAke+w/ci/2Mb+3dvxe33HoTdvPYlmqOjUOD2LFlC7Zu2YzBgQG2tLxLL6/6ytTupDGanoKTzfLM3oTfSjDAoJgjRsD9fkgBppysxEwZhyihzJU4plLU6U6DzwwaBzgZXJjAhRPyA0PK1kgdWRAjxHkTDTvBWG0Jt04ewff33Y7v3n4jrtt/N669507cfGgffnV3gPlWBUvcOu2m8s3xlCbnebAihSQEYvF/qYSWrOw0ats14TC2YHkaXt5Grs9HbjADu8dD6mvE3IvS90dCEDjSqeEGxhxunJpEKTJR6WjUmlQQBoIFSAZpnJvo5q4fGkXWKaA314f1/euxYXAY/bk8rAQoMK5Q9DLImD4SGmaTvEwv1TBFUCJGoMGyJZ5K1bglSajMMV3tbNZBhmQQeJsEiSaBpMntYIveh0EAdlgOrrgmZZdxXWRdF65J+VsOensGMTCylUfPI3AIeJXFBVhpgqjVgEMAyRVyXfBIogQeDWeUW5oRf5BAkIXNeXMpt5gudUzvKHVTlJI6FpM27mCwes/hGUwfW8Q6s4jfO+08PHbrdqwjSCmaVsx5DcOYbHHQHCOgkLIPDSDD+fAJbm1uFR3bwdDAIDKMrUxOT0AM5fDYGGbpRRq0+IJrY57zWJuchCXjpYUqpdjK8UsTRAQkxJUX0OjmE5pomnZBRuIw8iZvkfAr4fxLSnZg8EvRGht2jArqNPQOUuWQMpRNL1LDx2xawxgW0DRCRFr61azVrclmU+Y1QH5SyOf4t+ROEDlhuykEKAREUr4rafee28ImbeDgnXuQcDHM+Rlow6C6WWjzAKHCo2uJVxHn2IZCk55Gk4uba9oYKPahSOC4jeByoq8HmnIED7TqCtajguV6fdiuBYvKW8hkUaBA8o4HbvgQUcGpTlBGilzeQpWByoWFSlfBUopHGwk6jI3UCCaak+r5NjzfgucZcDIm4JmIXQOzUR3yS2V3tBZx8/w47mlUsI8u9U1Th/HTW25Em6uobbgoI8WtFK6vHJycGaTBgJMYQ5sJXAJGpuCgOJhFrtdFYcBFvt+FlzfhZS0YBLkWJ6q01CRnCtoH4KWwcjm0UhdHFpvYN7GIBUbkG3T3j9CQqostGLED38zT+PLYtvEUbBo6CSdt2ArDMVHImejLavQXfLTofYxN11BudiDOWp2eUMhYUJNt8aQQi7U2gSlEb38Px2/SU9BUKgOJqaEsh+LU6NAjMA2NjSPDUFzBQgY6s74Lg2Wu66C/2AvX78di20c5ygBcKfNpE/Jr/rVyGfl8DrZjQ2kFh0bc4/Vg0C6gl0aTs1300DPo97MwHQ8OvQaLHlyjuYSp2izGmmXsPjKH6ek6sm0Hj9t8Op5+5vk4Y3AdtDJgWQ5c14NhmIBSoGrA0QZ89iMG3Wg2UGKwb3GphKnpOXqQZXS9MJVinnKf4SldaBjI+B5c6s0SAaTCI+uEz3DfRykFrTXkc3/gOJGX8jhViBmAESIGIqR9d8tYl5zBpo4oM0ZdVRCpKu9MKDjQfFLjlmYymcGCtcRyxXIhAwZzultCYFTSywlSfAIodTzFfR8BiohalLBOoqiDzIu3HdGznrjnIBYnZgiscbeexXlbKC2hTK8w42XhWR6yfh6W7aJJj21qYRGTc/O4g7G1G3ftwg2333FfLw880Q+86srVXBqPa199/Vzwj6+ZDL705tngI28aC66+am/wuffNBT/5AoKffzoJrvlYHHzzY0nw1Y+FwY/+Ng1+8pk0+OcPdIKvvaUafPFVC8HfvXox+PKbloIvvHYm+NyrJoJPv3w8+MRLJoIPX3E0+OvLjwR//YJDwUdfNxZ84q0TwZevngk+/+ax4KN/tj/45NsPBV/+q4Xgs++YCD76xiPBZ197LPj8VRNMp4++60V3Bx969d7gex9ZCr7/gaXghx+oBD94f4lpKfjuu2eDaz5YCn78wWrww78osbwcfPud88F33jYb/OjdvP9IOfjW+6eDr779SPD1d08GX3nnWPB55v/2fRPB331oPnjX1QeDF7z85uDqt48HH3rHfPBnr9gdvPLFtwRvfO2+4PlX/DJ4+lO/EbzsBb8MPvWe2eArH20HX/mrVvDpt08f/fKHKsH3PpsG3/1wGPzg43HwE8nz+Y8+HQfXfhHBtz4WBZ9593zwN2+fD/7pHfXgK2+vBV9+y2Lw7fc2gh98uB1c8/FO8MNPhKzfDj72hvHg42+dDb7w7oXgb942EXzhnVPB594xGbz3qt3Be1708+BLr7k2+Nrrrw0++pIfBX/5uluCL73/aPDNTy7ynXuDD7zixuB9L/5V8MGXXHf0DX/yjeAZL/xs8Aev/GLwhld/M3jTC78dXPXSa4L3vuynwXuuvDZ417N+EXzwBT8PPvDynwZvf9kPgz992deCRz37U0HPRe8J3JPfHGw65T3By664Jvinq/cE//iWO4MvvfG24O/fcCvnMwi++KZbg8+89obg46+8NvjUa64LPvXa64PPv/W24NNvvin40Ct/Frzqaf89uOop3wje9uzvB3/+nG8Hf/6sbwZ//sxvHX3nc74TfODKfw4+cuX3gquf8NngddvfFbx2458FV214U/CqkTcEr1z3+uM09PrgT/tfG7ys96rgpcVXBS/Mvjx4vvuS4Er3pcEV9ou79Dz7JYHQFUz/0HpRcLnxouBKTWJ6vvHMwDUeG5h6U2DoDd102DwveJT1X4In6z8OnqqfHzxN/1Hwn/Tzj0r+SfrK4PH6ecFj1POCR5MuZP48fUVwtn5ucIZ6brBDXdmlU5nu1C8IHs1+LiY9Qb0ouEy/NPjP9suDP+h/fXD1Ez8ffPJPfhB85CXfCd5/5deD9z/va8F/fcU1wd+85qe8/1rwzsu/0qUPv/Q7wYde/K3gfX/09eAv/+Q7wV+86JvBx17x/eDTr7nmKC14E+kBX/oB11zZivewufMfZjT/MONH5LPGEyBy+G10XE7/sXd/W1sr9fzhxpPwM0Adf8DXwwU8HvAA1iquSWBNAqsjgTXwWB25r/W6JoHfeQk8XMDj8w9DSa7x9B+blDU5/W7KadnztgYe//7EL1u4/37TD/jJA+fpAXf5Wyuu8fRbRdR94eEmp2Xz83ABj650177WJLAmgd8dCTwcwOMyiktOWw4wvZr0UF1/z45mSXeRTly9zPyEtJ8kaQ9TuXjKjk8xIzzuZnouaaWvUTb4C9Ie0t2k15HkWk2eXDJwM0l+KEB4ei/zcm3h100kkcfXmdokuRx+yb2Uy/PNvH+wLoMN3076Pkmu1ebpCJm4k7SLdCtJrtWcO+m/yK//SdpH2kt6DGnFeFpt8BAF+AwH9DTSaaTnkSRl8qBfX2YPAlxMfn0JeP2Md6eQJJV7ZiH8SZnQy1nwOdJKXxEbfBNJxv9opq8mSV54EF6kb0nlno8eEp7a7OhS0tmkc0giL+Htr5j/OGkraYn0UpJcksq9lMtzeU/KHwwScBWDONG29CV9St/Cg/AizySVeymX5/KelD8Y9EQ2KnKS411mIXMlc7Yacyf9f5JfPyLtIMkcirxWjKfVBo8LOShZpQ4x7ZC+Rnom6cG9jrd+LZNF0v0v6fsf7iuQ9Fn35aX8K8ynpBtJgujrmK7kNcXGbiPJVeWXTPR6ptK38MIsJH0oeZLx1qRjknUfSZkAiqxoLPq/eBIepVye5hosxAAAA9RJREFUP4kZ8dqYrOi1ga09nfR3JLmkj9XmSfj4TVrNuSuQmceTvkiSS+yrxMyK8bTa4CHGMcYBnbjGmZEyJqtyDbFXMWImmOaX3DOB8PRQ8inu/k52LK6/8LCaPIl3KK64bPFkK3eQfIkSiqfELO4/Z/eXkzwv84U+0kpfn2CDbyElJLmkj9XmSUD1x2QmIIl3ygSrOXeyjZsjE18iyfZOgFZ+12DFeFpt8OC4HraXKIPQQ81glh1+k/R6UoV0/0v4Ebp/2YOdj9mBuOKy2ounKC4wi1bt+n32LEAmRsrsw+a6mJxILEy2uLLllFWfRb++ZN6Efl3wIGdMti/8yBZbFqI672XLwuTXl/Aj9OuC/5/MaoPHBJmVQCGT7iUKKmXdm1X4mmGfJ7YjkoqSsgjC00PBp2wNBDj+Gzv9Fkmu1eZJeBCSlV0CuhJ0k22bKKeU33/O7i8neS6u84K8tIJ0Edt6BkkClLLNle2K7O1Xkyey09URSUVnvs2MAO1qzp14hELivZIdyDZSwGTFeNKQZlePbmHXEkwSF0si9lfw/nuk1bqk7xfe17mk370vL+V/zLzsrSVgKO74ia0Ei1fkkrZlfyqxjo/dr0XpW3iRIkkfSp7kdx/EKKVvj19PJgl/AiJ/wLxcv8mT3Eu5PP85Mw94ZWPd/9f1NhYKYMnWTvRF+ng+y1aTJ9kO5MiDXJJ/CjNyireacyfbbtlqn/irPxJ/kpO8FeNptT0P2RdfRUH/C0mU8n8wlSNBJg/69VX2cANJhCsILVH5D/FeDESOan+Peblngh/yS4K6Etz9AvOvIq30JSvqC9iorKQSYxD6T7wXHlaLJ/G+xCjleFqAXmIecjT6VvL1RpLIQ+INAnq8haRyL+Xy/DfdZHnnwaLV5EniCL/iwORIW462f8C8nHKs5tyRBbyGX+LFyvzJ1vODvF8xnlYbPDiWrmFuY+Zk0gdID9Ulx8JiHLJVkJVMFF9cbEFo8YYEPE6cxsjqKftY4fFMMnjiHJ/ZFbtE+cT7OIstykQLCWitJk+idLJfFp7OIF/vI8klQCpuuRx/Xs4COdJlgha/5F7K5bm8x6IH7folW5YYCBNIX9Kn9C08PJQ8Sd9yFCp0Opk5ocerOXdkA7IAybGxzJ+c0smR9Yrx9HAAD6x91iTwuy+BR94I1sDjkTfnayNek8CKSGANPFZEjGuNrEngkSeBNfB45M352ojXJLAiElgDjxUR41oj/6cE1u4eCRJYA49HwiyvjXFNAg+CBNbA40EQ6lqTaxJ4JEhgDTweCbO8NsY1CTwIEvjfAAAA///9Gh77AAAABklEQVQDAN2F4bwAEO5LAAAAAElFTkSuQmCC" width="271" height="252" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></span></p> <p></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><strong><span class="cf0">Load data with </span><span class="cf0">xarray</span></strong></p> <p class="pf0"><span class="cf0">Using </span><span class="cf0">xarray</span><span class="cf0">, we will now read in a <code><span style="color: #339966;">.</span></code></span><code><span class="cf0" style="color: #339966;">nc</span></code><span class="cf0"> file of the area. <code><span style="color: #339966;">.</span></code></span><code><span class="cf0" style="color: #339966;">nc</span></code><span class="cf0"> </span><span class="cf0">NetCDF</span><span class="cf0"> files are a filetype used for storing scientific array</span><span class="cf1">‑</span><span class="cf0">oriented data.</span></p> <p class="pf0"><span class="cf0">Remembering that image data is an array, this makes both formats almost equivalent.</span></p> <p class="pf0"><span class="cf0">We could also load the <code><span style="color: #339966;">.JPG</span> </code>as a dataset using </span><span class="cf0">xarray</span><span class="cf0">, but the </span><span class="cf0">NetCDF</span><span class="cf0"> file contains more metadata, so it will be easier to interpret.</span></p> <p class="pf0"><span class="cf0">As usual, we will first import the </span><span class="cf0">xarray</span><span class="cf0"> package.<br />______________________________________________________________</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Import the xarray package as xr</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">import</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">xarray</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">xr</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;" id="docs-internal-guid-985b744f-7fff-b8de-39ce-3d171d3c7b90"> </b></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Use xarray to open the data file</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">xr.open_dataset(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'guinea_bissau.nc'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><b style="font-weight: normal;"> </b></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Inspect the xarray.DataSet by typing its name</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"><span id="docs-internal-guid-f6f91407-7fff-6807-149b-aa5a97bf4238"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: 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" width="602" height="329" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p class="pf0"><span class="cf0">Let’s inspect the data. This image (our dataset) has a height y of 501 pixels and a width x of 500 pixels. It has 3 <code><span style="color: #339966;">variables</span></code>, which correspond to the red, green, and blue bands needed to plot a colour image. Each of these bands has a value at each of the pixels, so we have a total of 751500 values (the result of 501 x 500 x 3). Each of the x and y values is associated with a longitude and latitude, and their values are stored under the <strong>Coordinates</strong> section.</span></p> <p class="pf0"><span class="cf0">The </span><code><span class="cf0" style="color: #339966;">xarray.DataSet</span></code><span class="cf0"> uses </span><span class="cf0">numpy</span><span class="cf0"> arrays in the backend. What we see above is functionally similar to a bunch of </span><span class="cf0">numpy</span><span class="cf0"> arrays holding the image band measurements and the longitude/latitude coordinates, combined with a dictionary of key</span><span class="cf1">‑</span><span class="cf0">value pairs that defines the <strong>Attributes</strong> such as CRS and resolution (res). That sounds more complicated, doesn’t it? Accessing the data through </span><code><span class="cf0" style="color: #339966;">xarray</span></code><span class="cf0"> avoids the complications of managing uncorrelated </span><span class="cf0">numpy</span><span class="cf0"> arrays by themselves.</span></p> <p class="pf0"><span class="cf0"><span id="docs-internal-guid-e98df6ca-7fff-5309-2799-da5d1698b3f1"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 602px; height: 179px;"><img 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" width="602" height="179" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></span></p> <p class="pf0"><em><span class="cf0">A visualisation of an </span><code><span class="cf0" style="color: #339966;">xarray.Dataset</span></code><span class="cf0"><code><span style="color: #339966;">.</span></code> The coordinates are each a single dimension; latitude, longitude and time. Each <code><span style="color: #339966;">variable</span> </code>(in this case, <code><span style="color: #339966;">temperature</span> </code>and <code><span style="color: #339966;">precipitation</span></code>) holds one value at each of the three coordinate dimensions.</span></em></p> <p class="pf0"></p> <p class="pf0"><strong>Select and plot data</strong></p> <p class="pf0"><code><span class="cf0" style="color: #339966;">xarray.Dataset</span></code><span class="cf0"> and </span><code><span class="cf0" style="color: #339966;">xarray.DataArray</span></code></p> <p class="pf0"><span class="cf0">An </span><code><span class="cf0" style="color: #339966;">xarray.Dataset</span></code><span class="cf0"> can be seen as a dictionary structure for packing up the data, dimensions and attributes all linked together.</span></p> <p class="pf0"><span class="cf0">As in the </span><span class="cf0">NetCDF</span><span class="cf0"> we loaded, Digital Earth Africa follows the convention of storing spectral bands as separate variables, with each one as 3</span><span class="cf1">‑</span><span class="cf0">dimensional cubes containing the temporal dimension.</span></p> <p class="pf0"><span class="cf0">To access a single variable we can use the same format as if it were a Python dictionary.<br />______________________________________________________________</span></p> <p class="pf0"><span class="cf0"><span id="docs-internal-guid-a4cf6cda-7fff-c7bb-6b66-fc166e7b690c"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">var</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">dataset_name[</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #188038; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">'variable_name'</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">]<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></span></p> <p class="pf0"></p> <p class="pf0"><span class="cf0">Alternatively, we can use the . notation.<br />______________________________________________________________</span></p> <p class="pf0"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">var</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dataset_name.variable_name<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p class="pf0"><span class="cf0">A single variable pulled from an </span><code><span class="cf0" style="color: #339966;">xarray.Dataset</span></code><span class="cf0"> is known as an </span><code><span class="cf0" style="color: #339966;">xarray.DataArray</span></code><span class="cf0">. In the visualisation image on the previous page, the example </span><code><span class="cf0" style="color: #339966;">xarray.Dataset</span></code><span class="cf0"> is formed out of two </span><span class="cf0">xarray.DataArrays</span><span class="cf0"> </span><span class="cf1">— one each for <code><span style="color: #339966;">temperature</span></code> and <code><span style="color: #339966;">precipitation</span></code>.</span></p> <p class="pf0"><em><span class="cf1">Note: Variable names are often strings (enclosed in quotation marks). This is true of most Digital Earth Africa datasets, where variables such as satellite bands have names such as <code><span style="color: #339966;">'red'</span></code>, <code><span style="color: #339966;">'green'</span></code>, <code><span style="color: #339966;">'</span></code></span><code><span class="cf1" style="color: #339966;">nir</span></code><span class="cf1"><code><span style="color: #339966;">'</span></code>. Do not forget the quotation marks in first call method above, or the data will not load.</span></em></p> <p class="pf0"><span class="cf1">The dataset we loaded only has 1 timestep. We will now pull just the 'red' variable data from our </span><code><span style="color: #339966;"><span class="cf1">guinea_bissau</span><span class="cf1"> </span><span class="cf1">xarray.Dataset</span></span></code><span class="cf1">, and then plot it.</span></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'red'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># This is equivalent to</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># guinea_bissau.red</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Try it!</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Plot using imshow</span></p> <p><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">plt.imshow(guinea_bissau[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'red'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">],</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cmap=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #188038; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'Reds'</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span class="cf0"><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">-------------------------------------------------------------------------------------------------------------------------------------------</span></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span id="docs-internal-guid-cb4a7936-7fff-d78d-2e48-0ef1b2bf4e8d"><span style="font-size: 8pt; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;">&lt;matplotlib.image.AxesImage</span><span style="font-size: 8pt; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;"> </span><span style="font-size: 8pt; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;">at</span><span style="font-size: 8pt; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;"> </span><span style="font-size: 8pt; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;">0x7f6fb0b77400</span><span style="font-size: 8pt; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;">&gt;</span></span><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span id="docs-internal-guid-d291672b-7fff-b94b-1927-d66c8c7bd339"><span style="font-size: 10pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 257px; height: 252px;"><img 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IoOOhpJQ0tfuuYmyxpfhzDX8YR3QgaNaqBkfJGf8orbExPHc4zoNciXeSJ0n83jU+kvuVeRnn2VwyQf9TzTpO901XWcf5/L4JKrgxV9BrubTMtEOk4kVyF03M4unwnXUgZlDy/p9iRA9i4D862MymEuvv3sM+PAq3nix6Jn1ru4Bh/7Ombx5SuSMpmbJmSE3nj64XRgxiaC1wlZlOkgAZUuPOvMtZmuuTnh0WTvGOWhTvSFTV4EqVos0/Y/dS7eGaUYN/zaJvps64RFSLrFIFpGcvEcqwFusbGXMOhF3MYbiXpFrBR05WtZHPOWG1or7Igsa9A8Jmr2VRaK3+kN5e/UfJnaioHAqnjOmj3O3k8R7Z5kR/DVzycP35vxWx/NePierCc4g0Qhg13BeIXdgas/A3VCldHbugrc5ex+guf+0mXilysL5RCpG1cD6DjCmv9ahjA5E8oq3Mmpg0vPFF/wh1/Esb9OoaFNOE/gU8eMzBxrOG+OC8hoIFMuAk/9wH+QOntDppvuTLhfiLznJA8ntZPZpJHlPlbzqwAAEABJREFUEV/IxLjTibJtDaYsDP7ukObdSAJ82jhXeCmbjmw/+djHZNkkHLR02QLJPmRRZ9zNjOe49HISKRNji/QMGOpJ2OyIBW/r0lLP5hv6fda2bVPvQC4dYfPY5WmSrvrH1tEe4qgX6c/9pb1kEghXXvTfYxBXGtMivfPjTN7ndPEv7iuOujKpD5MwJxq4+/f8NovSV1LeAckXPvpexNviXgi6gUfztJ+ySF+/UH7pKhcqESxKj1kfEu5EhY9ovfo3wsUf+JsdHQ8y6VuDBS4lQZL6lX8xlaUnfK7THIOM+cUk31Km51sg35UqUqowB7fCoEb759c3r3nhObY7xzLu+VLcno2nH2FVena9Q7j3sxlPEeE5A/v0YLz6cqICGIMXMpbrKBcz7jJUtIZpJS3B4A1uodgDA6YinejoKh6UqFgNcHFZGJOujYkDuwvZ92JJHjqsfMCvnd24mpTnTbeT7A6ma2+Jq0x0IA0EXuAbX7NjSMfU8EqUOb5wCMudNN2mjXGkJyqrkbsRUXUOHbLAk5bpYKzQQd+9slNs53OMyi2efR1jywMC/OrkVXGV31ffPllZMLl6rJznoWVbxA8ymSzLb+aPTMMAq42bNv2g2/1mXcrfvvJX/wYA5VImkxNGmAl6ESYNeXgGxxYdLITN7e7kwHOnFrfP4lG3+U3JPoxjPMUFoe0m5B93fSwHfNBx3ytNBFfbldd85uuYJdo5elD/+vIcHB0T6mx64skTtIO6Y3Usjt9c2sLEtWxOWwckxyJdZRHXNnOTOmzaEqdh7kvxsDcechj48sPKCC5bt6/HuR9gMOPFF4Qk192YuoknjjjReIog8OCXk699LnnovsS6KxTO5eXVeBTYuleC0TJhMBWpUlQGBhsmInph5G7HKZ3I/RRAR9ApNaT40tJw0qCtncxtnmVpst0sZHa7H+l6dMEIdfqaNG3bjx5LHefCyJ2O8ugcGFPSfZ6ejSlNaHRwadqYRyeyDP/Rxx3Ok8pTtElLIjqj+YozsrnOZt5jYCtqecPPccYVl/49MWwTzwnWOZMT3QiOfdBN5F8TY2CHw11LOAPbt46x00KGXpmQr/Hs4xiAHzi3MNuffxIa9IFWT375gNsyaYtmyodwdb/AdurGOxlp0BQnteO1veWqNF/H7AS3zf7i2478JW1h4SVcWdyZUY1yCiMZpMZjDwhdT3z0UX/kx+JRtSf/aiulrVdbCfgxCHossod84RWTdeVRduwfdStMeYrCnFMULY4FXp0LM80LhP1rAoLRlVvcmb8y2CY9MGLZ8VieccU3CbtEkvolmi4jWIEV3pt0JkyO42zHjqeuPIcxcOJXeab+CpdojxKlzZ97Jn6xKK9xK6+YhWbp3yvughWqDY7S2iC0SV9FgDdcRXC8qDAtULTTNzhKVfX5TmMMaXTiYs3+lglC3u4PnDkGipTc14nV0T59pGnj0KYBoRuDERO/DHQTji1fjW5yQpqblFFqyNGBQL7ysG4/68ruXYABQ7hyCW+eG3PK1/HZLk3L0hHu+N3p2NZwGMpbJzan2m/7McY+DwsH30BX525IWhbs4jh0dMZmYO1+yNPBqit8KJu80UFdeV2yJFCBE2G2bR/lERpB38ltclyvs6ODX+iTfmlLkhNDfspjcizKaRJPeyNL6049CZfGhM4ds+3iSVs8y+LMid1ay6gufRq0WK4DgN9YFYdJP0jS93smfZ+kTqVnu+Mxp1/ka1lY80Z++Zmkb257UaiJjyTm4r9pbOhZmBjwdiesf6boaH+TOuuxzTzIhduHYuOKb/2QtOF+SMvlBDlIHUPBNazOcJpHNqy440nuB5z8Lz6fGADMle0UK8pJgoVl+ztBMch0/l3JhNGFmRx8bYYpffGskw/Pme0sKNo2aPVuwGMFK0WvUMrFBBnPsANhy99HDpTuhA/wVrD82PL3mVPnQo7IA3r9ruoswnWQUG8YucZDhnGBI87LjFFM6YnbMmlFgWEV8rHTDgXGIw40dMr+xhoOonNGeib5218dWDdZxtFjbhur2Hjs3nQdGTrvNvVByvrlpO7VHsd2R1M+BrNJHjiswa16XAChW7vHE2QLzr9/Hzs2g4V1dTPnyi8vkvcE++zghrYXZw+7On6D0HOPczn3WvoF7dhvYvz067GaS78R0Kd1aVjXdvIzSa82/aShvObikYZPc8jrquv9TJQFnRRBZ7rxPdG2A5/xXqr9YsVuAMzgA/uPP8Ax8vW1HoWZ5LVYpvXgDkXZO+XbL+USD7EbzxbtZLLNcVnWBcRD/8MvI/W4GIv04B/bTNZtwyZ27aSuSgYSPzxB6fCGywrFGMMBsKXXceLK/8yTiUp/ldXegbgtxiBtnJc4JriCbjMhnLDgaaA+DlBuh4TeUCHkITnhO3JzedgKVzG0a9CGM2BxpD9wXre8QZ79+z/PHcRzCQbwLN+r4d5JJiS8J4LNJpUyagjr0oZetEIbUSsKIEeW5m8uaIPvfUfYTUSH0XlsM7mVFJfAk8bFZObCNDbHD4PAPqtVX4DJu9vY1svbSWFuf+TpIMdYJG3yMrG/JFPQFZBC7I2cyFHuXtCHT1jiCi09J5TjtczteZRDvtaXPHtnyxzpIWevrLZLtxNM7IssER8bmNeZa1JessHTegxQBkUDgYtCIZcTU1qOb07CIRlpSxeeEaaMjLuDV3g5DmWimDmXhnXwQr/ihj/yt86YWw5wBnxd+YM/iF4cu9SL+WBhmggcs8/FSem4Wi8bGzhWO3ZStxTI+Fy/i7GFZK5tzK3PiaYU9kG3041cKMM/8lBOKdhWIAnrZACHASCbf7cE5d8N5TK0s+r2JGKQ4QY9TnhvnY8z2a5lC3nmbHrr/zorwhYReLHgkpAdAo8T8zoR+GUeu7nCubJrKBUyi62iTMKBNZ+JyQuNsGK0c3vW9rGdk5Do34FAegQZb/KDc9XOXrJiJV7B3zPqwig/JRpNmA6so+E0baDZGazDt9+WTVaUyaQcGHW6hgvDczcmSyaR7cUHfNsP7CM/8JihrFLcC3gk6MkxJfAvt681JUyaSNcEiTDGCDeHjg7bMJ3FyyX0rSNnUieMSbhledmHVNxv1PYOj22/0vSHuw75FPxod7w9SQqh4ZFOOOJixR2Aqzp4ymKyjxMZPQ9oNC1gpe7IIw3GNThyCauTZ1O7JxNl6smEc0tH3cjHsvS6rbLGE0iCf9SDgYZq60468jBJwzyV2jmWLBi/NGst76CfydW/u6MrJ36ku3U0IdiVx1dtRjlLfMO2aZHYTv8OkNKUwJxblrcBXtlNyr/hG3PlFiae/ZgjMV9xnLK/bVWJuOJoN/nN/cRVVdY79yOHvtajPbTpMgK3XVWXqe2jGPxEYn2bCWd+1dXxImu48jvpL7zIyvxi8vLLSaEE21W6uwMCx2An0NEfY5SGWSzTKz11v2hhe9z6Ed3jxMdwPsYDKWEb65m+jp3KevIvkhWGVfHymBWq0oXZpjGE265BMr+QLSRlFEdck33Fn5OOYBccLMiSDh5MIG1mX5N0pG/SuNIj10GLx6Dl3zQcO82WFQcBHp1BmvY1WTdALpaJqXmDoOPI10BEtXWgQy9WiWMxybsq2WMiOnF1xjCdLnB0cSzQGD6deXHzNIe2IIMTHKz0JBBm0Gq5GRu7kv0HvphhHwOvMk3Khr6lpw19tCovecvHJB3lgb480vRUVDdQhfbctulXO0xu+0rLvgdp08e67VbtO5eFM/5SH7YRpEr7qZtJOQnE2sr2BbIjd9tO3E7IJT0nuLkwc+sZifjKL9xkm3Xltmya4fYRbh95iifMurbUvibh9jGJb106BNXe2Qo/JE2HwC4/SEFxjN6qoujycdRV1ybn2AW88UbyLM+nyccrTHwmel7hovAIQQJnceJGXPq1YnGqfp6tglSEyiEfPJ7LJ/9VxmP3p3+ngJ1BBwvx2Hn013qffjTC/HJPnDRqAoNXVYYTwN2B20RWsG+3b1SoUTSIYwE/9IsOYq7j4BPRscKr6DPhOLYzv2I/+8/JugYENd3HziBKV4ezv2XwxnNPZjzI41MnpX1mJ1YO6aHX1ovOY93xuq0HPlzR0UMMPgvkUVblatrwhH7LRt6TSTj6jXjbBG55iE8gqyvOpV/CoFcE9Ci7Y5QnsPjCHsMnDOJBd2hDYC0j9Q5gwEr69kPOdSBh/MooDeHiWp6T9Aq9dh3ZlbVh9FsSHK1jQyJFY0TZwovmzHiOSzxpUy5k95Fxscur1XaUdRDw6JXQ3slxwS7a2DF3fwDq2rJ6dwyFbBPBA5i/NeA9S4+1oKbNgFNCPPquC+vyPFZzfdLFEH3HPuIJNymzddNMS71yrOqdzMXt4lyUkOyi2netiCZQpkovFbnHboDI2+Iw6cc3uKH3GCAA56gb2Tqfvyk5Bp6KNXGmDJdzHRRe5XgwD1oD41Tx65buGl5gxXrgq9n/pz+RPM7TBoJHudWX75MPp6BVro7wr8UyhSNEA6tQjWAuTaNr1zn36VDFGJTPiejk6onGajFh+NlgymRfc+Ea86AfncUzFWYRj4vR6LjynHP7anTQW1f2V35Wug5k3g2IS3toaxgBYnB2NZAJjjskaainh+/H2VhBwY0yOQx5SMMk7wBULjoPHg8GXCdFTx761Gm27K64hdyLJUcGjm3gRjqOY7mV2CYt6WzvpK69pWHqurBBhKMP6Q8D9jF2Y9gAJN7wLxK8Gs9yNi95WJePY2owuObCzU1M4tjfAG7dyelENdnXpO3MHYN0tbtl6PbdCXYtdlxR3mx4zDk4sa+05et4zJcEII+Rwk3SNTcwiC/OnAu3n3qf5RRmKnSrL9pvgrd1+5nkLQ7684/GPErN9xfR1vq2Pi3OIQnKh0AvO2gT/VxVUEphsDIQEADixd9ikeIoUB4R/EYhOOmnA1cli1UKZ/FMXDqXZ2MGPLhFHS/7t9zcurNSxonijkEaBINvPsBt/wNfS+5nFf34LxIQHsz4CpeAKlR68IwOoLJxjsLJ/fJP71Yw0j47ihgENKpJnYmroch9tLbeEtNAPRcbblqkfaeyfvXw/SDNuNBU/sBrsAPpiYETrlcPzUZn6NSpq+JK5cXq8Is84FfRZoJGGEssy8mxSV/HWW2nTvAEhics1eOkjxPCiSqeyT4kb+8HZ/S+qH2WuxjkCXo/WGGWTHJpdiKgTIwPOZqvMsx0N3KU7cih3NHOgfemr0e22iZIKLf+sNpOnBhNh4ArrdqM3zLy9Vvac5K+NLuBD+FkkYZjnQM0du0diLltymA/cRyTgYIjS49dnvhV+5Ht2lOaxQc7yVzMU3m7TptvceShTmvqrxfXMZ5uOUbb5YvpLZo6WM8ym9Mn5oGQdJ3s9mlkOlr2eEuAaFtpI8ejjewrnv3MD0nTIbDLD2KAw9XK1RUn9KwbJl1/X+AEZ91dznVObld+FY7jxknNoDvi0T8ayIhHv1ptRWcaKK3ibS8AABAASURBVMMLK1eduvqmVn5UBheMqx/8UAeWOGk5auT5Z1LX8njoq5/NuIekUlVuoSL7aNgVRxC0M/zKrA6iYTWM/FU6skcDcVlUx89AfxdsDMdnmg60FkwQ6yZh5vaVl311FGHTMrV3OmElKWTsoCj/jeOrr/0HOVdT73uBE/Dj8eh0dvMcX5rIVjhaqSueikgnhTzyhY/Bxceuo4OZzsQEdgw6DzwNOMPAA63yOxzbO3Gl8Y7mgI4rFrT6CYP6cBykpuk4Aj91B43hjkxewHsHwM6tjuwl2m2xTJDNYN51xhVfymqybl95maAX6c445nOCTk/4mhJt5xHO/kU9ldguDf1NmDjIHMv6l3XHih5KGb2c5O6l27VRoCG+Sbpu0bN5KZNjUT7bX30xcfdkn6Lf3C6OZXHsKr45eLWFnuHdAUo5hZubLBtgTfNOUbj0kLlOX53ppvcmzIPWgfjQzMyn62/+UCtvhnw3ap4R5cvkGjqdxqDejn/dTcnNtydnuSPgaUFw6nRQYEJqLOt7J9NwAwWKdrUu7xW89fdvD7xkMiA89OXEyXD+tuTODyU3kl8P7RtuTU4Smf0rRnKDho/shr8ThxxRHiZlULTO2yugMJVvuwFD5yiMzDvWVXonJpYG7jbVDcK0SOyvE9hPvBJOYi62wVxpVqywTsZ5oiytk8IO3ufn934xUWfslkoHWLFqNl3oy0P65sjtjiL2V2aTPMU/f2vvpJy/zXexhDgywyOUHW+vWsqhs6tv5aItBsIJXjqs9OYE39rZk0LiuMK4wosgMLSJcpiE224/aYASAsL42m+vn7vbJg/1aXASby1o4hicCCZxHLdJGiblmusE0nQ/G0jyhtb+73wsg91iHIvjQu6mKy/pr9An4zbgDnVsABeng9FGR9rWJNx2x2Rf2LQ+tZ10PJvr2wbNlgVDq0/HhixxrEFPjgWemdCrSRhBrHcjtokrr8KXlNtcmDKj37h7lrdJuMly07fw9gSltwMvOwR9hIH2qo4zlINUCAbYzqRD6XjCzbmoCYqq46e5xb8+rvzt5ETG8cSD8da/c/8s2SOAZ98nvs4F49PJC8/gDxhwe4cJ9GrCGdrVMA8/EFdxA0AZ/dmmmkeDaVR3HSp0YpLgMMXKGw3krbdtGii8NKr4FKNzmM+p6w6WdLFR2tgguapMOALFyEt8HU5Ht96ycM9A3SBXP/SjqWOnElavXnnFN+kQjQ8taatHdYZuG086yFy2zbyEdQJgX/rE9tnRHKtB9tSVCePvyaK8lh2LSd4m4eLXlLardOEddU7qieeWHLkbJl0nEHxLW1v2AlKaiNO8LJvAad0In7DF6kiinPqGSXjB1yTfrhefJvQuTBrLrZQLgE+ItBkYkf5MyzFsUvsZvpYj7Ejt38kOmyQ9YfPYpWdf4Sbs0d/hwGejzA3zaEOSp3X5NjnktN67FMr6FfXa9f7L8W4l0pGXyXHaVzr2t2xuwLHccMbduQ1vT9PbQd8FyM5usiTqbjMxmbBG3TbIZsLX8StS565PHBQO4qQvJ6FHACaETjGYzOPRe5PP/Gb6y0b3f41g8ELKb7cZca+8OnXnh9NnUB2SLdrwTsAnDx4zrmUbrVMy+dVAKx3F9aRR2RhCPqmwciKnhjDCK7f0bNDwyhNeTLLGX2A45cYRehstjgmUbr/YeaQxw7GbQcnqGo+ShiXA9E5n90TfBYRJUJwvXbFTEysbj0+lKT8diJVHB+wLwmcfS83yKLNlHVb5ZpnMy0FOMCTvcRM0l9y9ePlqPyeOcCZSB1/xp2W8B+ldkmNXBvUGPNK37pMI+4ovHYJ2j01ajp289X3hpfgFqJ78wCJ+IY/0yPu4iB4yAatNQtp+Ny9LKNCx2N+qdpnL5uimDPZ+ldkv9hhspW9/ZVNe6/rkFoFGW6OO3uVJt2USQLLsjk64feTXOTLMdNSVdJVZ/trHNnGFdVl8APZ1XOLo49pJGeRj38Bz1qt9xW3YIma9mDoOxtg6DK/uR37IGw0eAr3cIA2qgzOY8dQjzb22dlI7x1Js34OBBlv6vphyom7vJCoGJY3HH4zflvPcNT79WxkPcePvtw3fz4RHcW7r65qb0l/GOX1ufV6SH0GkuG/wrxTbsKe5YPN5u8ZWAhWORg9WS5WtoZw0tPWlFrmonSxDd7jtIz+AaVCTWzXhOoq5MHPrjGNtLJzAug7rRNKIEpowrjn6CanQS9g2R525E7GNSRp0VV724XB9QcTWe3DXEunDv7eU4kqP1G2P8nRgHpvyyBd992QW17qyUnb3MfmbD9pAmsD2/VNbg+9qOwaYgX76SKds6C/KBd2BLNneSd+nMIY4IYDHS0aDAfSUb9z1Sxm//Ul2aS8n4oWXeVVijt3l02Xr0tDB1dtc1k7CwmvOHSMBMcoU9neOccXkVo/4Wo8X2SMd+yjfYqP3iVxe9Eshh/mcpCtM8BhpsGN3JbciPexR8mm7spOTvv3M1a9wFyrr6tocfUYZ6D/8uroBVHrNC2b2D7mwefeojNg5HkHsa5tJeuaXSL8/goCDWW1Fp67r3x1X/vWkQGoU2I/9dBSq/YdDE6srA/OZf2/veb4flFa7nEOvvjr1A38sBo6cPJViYsdJM2FI+g8Vzha6SPEvE9/3/SnPxXsnaeUtngpW2V1e9+sVS74YzcvGlk+lNw5qtKzDW8dRQ+qVESPGtq0jySQtJro58vfklJf9wId7hPWEUU4B4tredfouVum/PCxWfZxt8EQgHXhYrYFFfCcUK64BMgSSOsax6Qr04tdibe/Jsr9ebf1jLCeH8pTjqPQklp8Oqf6F225ZHXi0UDZpszsYv/Yz2b//c4m07efjyr7nQV5oj5d4LMv2vtCBF3/mypWCF7IGeTy+jd/82YzP/3ZCkCkuOW23rY8U4ikP9Fv/yoJM+w9/Fb8hYMjbiSeOOjVBXzGbRipRx7YDrIvbhTtJkaN1aWCFT9ucIRzs4BgLXZMVvmqfSXsC0cbIEmlKQ3vZpswdkLCN7TURfShLp+lTdhzyZsxQWsso7a7wIT31bX+qLZPBynGYhDV/aMkLHafhCI4dIq+5r7iHJKQ6BHq5QQvE2GHV11Hd/jgYExPOSeENst8tj8o5uhedpJ1fRb74fDzT+6w6t74nxcVeB4d7vpD+EhE39Ub5QSTdZ8Ua/sDHC9wN4KR17a2ZSH2Tzy4hHDu+PfRKdCINq/HCC5C0ehISdICkb8XRd2xjdaktdikqnXJ/M1EjWhdB40wEMOnaWbqWZx7mjLHQRSYcTOPqkDoTNNr51Yl9wa0T7l6uin+kMx7h+CMv9NZ48sKxipvtXt2ksb2RrfGS1tmx4xnoIt7JNLzYfe3SOOGwDAy+6aSTVZSrcHKPJF1253HHB5NP/Xr2P/XRGHjGM49D88X1E5rnnlz3OcPFrmMqgpeyNM3B0epI+qW8565LfeBDqXe9J61jcdSPuUjmpGIbH+8RkKN4RBpXPspxsjipWtcD+ZWZ3L4maTlGx9p2YIwzHLo9ua3jK72IXNRVcOxjgTFEWpZTiWXpOq7wsj3ApSlMX9BXxRG+wAfchSwI6Nbp0jq2XfyuI7t9oFX4ZukT8rFdH9A31Jm40rBNfsIdn7AtdCsv2xrv8I+NFg5vvGxQt0IycwAO3GTZQeHUYcWxOVddlxAoxu/8Bs/12fZ7pr/wYupmHoloILbDOcGK7q8S3cyOwoCCg/s34uORexJ3DPfzhIBLwvE4F4EYp79SrDKnKd41tDGkpfJMcxlj+Iu9+w98cT1JdGiM5l+Q7X+eCXDf5zgTc9FocADXc3iW28mKVaOF50NjTDgH7bFs7hg9T9Kc2EbSocNLnDa6W0icwq2eupE3zf0+QvDkkVA/En2ao5S7AlcAVos+soiLnL26c9/SumTcAVazrN6PeGyQ4AIHVS7L6gU8ZlM6kGgHglLf2dA+3G3Aa3r39yfeqTz2cMZd/4rA+EbrqNhttQPvYhPpKjv9DI7+CnMneSuzuO/+vsSfmD95OuOLd613JOrEMejY6kLHloZjIC93eq1jZyy6w45x9du0x7GUcIKqdJxAwpTHum3SNelz2ttAIp5JHeiDJmmLb3nGt71hCCPM5DjRVet85uXiYNK28rZP257LQXVs3XHYbnnud8AzGU8/zAfjXBg84Kf8ZADT9lFH0hJukpa40mq8wz+mw8GXGepAYemKpOI8q3aOIZ2kfc588VlWDSaV29/HUYaD3d5JuFQcTI7B45589hPpiz9o5cnH0qs+bXmMgKEivAR61wdZab6XwPG+RKXrMCpM44ujgXQC21qJOI9wDN9f2DGwaDycf/+Xf5IV8NeQYS/TNTendo4lGhDH8Ku82Ua++MJwTn7HqaOZDHzgORljjp92Lm35KZNdlYd+g8mybicYOHbkCY4W6BYyTbd8ILXLqs54+8jjeVZaTNrup1w+PnJs20cT6deUXHFVwsrn6h2dV5ht8rW/vMztTz60CbupYjKWE5dcMevGO5Jt7LPCQTm6ufPKgrI6FKFTpa46zw7kGp5qcEQ5fibqq+Q1LSgjj/ywXdSnQSqbl3JbR4aIY+qghm5bn9+Iu0YDdY93063L0mZXFG28REbHYn90F9usz3TtZ9kJq10MUOLKI5UUMjrRx0jTFhedhOTxz6PcsJ2xl/af5Z7o9xoXnt6NWJaWvBeOe0OXPk1fmgXMuuXmzTi7jv2VS/jFKUnbpuUFx7EBizykZbJ+SEKyQ6CXG4SApTI0lLwdLJNMY/ezesrFFtCVp+8EdBrP8T/4x5M7vif+0Mf+R7lQcmL5/wt1Ig3xBiuSTrqD0zM5XIHaMDi9RktNKScEeRtUhUnbCaaClYUVdbzEY0UMUX4Rg7PqePFpztNPZTx4X3Idl463fDDZ3sUKKF+H0UgP3pPxAEcS+sWVXno4Sv8yjpOtVxkMqzPIx3arc12ZhFvvfq+lVz1141heeyXqp8ehc8uf1AGBrXdx8emWfXihiky1Q4Ca9SttExO0JyXb6OJsrz6apfIfJISaZbWPerVu2bGZ4+h11fWZ/th/ksWP/xep625lQn4r/Y1JeDdNzuttSytOghWTEV0Xk83Jk+ee6ONDnnkiOXVFpnM3JNpDfANZ86pE3akr4H3JKH2TsJYZee0nngG+pkR+ttMn2zvYCn+wLMxkcLQ+pyp0iy2Lvsg5nnk0w8klTcevLCbp+6hzswIXtGvvZBxTpKGtpKn9lAF6ZS5P4SbxAj9lbvnha922OYmDjd3t7bujVQZhJudN4430sRl9ti/rc/DrJnl24fAPRnl4w2WFopR2BJVm+cJz6YsitpsqtieTjvfg1zK+8kUMxBaKi6bBY8EQIMKkqNtuTf8SEauhu4Ne4Tg+DPuxW+ifMn/1ZbZU65+RLu4KarWV4Ig9VhWmUjUuMvSWkhXNs2ntnWqU/kDG4pxdx06nrjhD/0UiftE6bcoUY+Dx8aOBOe7uAAAQAElEQVQOapsw28116tmQ1uUrjQ4+OIFlDadMtiNj+eUnA5owk7g6pUnnEV9eTMiwMygfGxIIepXnArFlJKClHWykX/ZljOWZk1V96OzcRPe9h3pQLtNBH/oB74DhWJCLwW8mJheN7Fb8OvV44Evx1n888VD2v/Bb2f/ap7P/xY8TFN4AHRoyh06kDQ3/oGt85mPJV38n4ThQN7wrAZ4JfYqzOpI49lRinbbRTxVeS//GgfoSzkSBQfq1fZQ+THjhtqtv9WRdXUlPGdSZfIQV08F2CQi3vtxKce9RK4KW+nLSzwFBPNrjxFtuJU1nIXSdmi87FGm7QImzc3wtoit1B+VKj0k/nXmKLy2aoozhRbnO3di7vdh+ICf6NAgZaNwZOi4Wg4Afxysf9JUZH1JvfTPqt4K+C3VXNdmqBAfDZI0/NOq3/LzEO346497PJyqGyDf8K8KnH0+efyp56rGEG+66mvuCa28Exqr9Os4hrn0fvheHvJD+xqE8UEa5DW3FMPwiqVTxLTu5xFP5RnomSZDJXzYWbBo4Q2/5lFdDUheeFG+S8JvvTPwyijCdwWRZhzaxCufgRR95y9O+Gs+82zGybQSf2F/55jadXro4pufrMLY4jkAPPdWx031U6UDABI9Bb+6P0/XkY3Ks7y9wYtoHDjUcszKEV6GfWVdUo64IMpGXCf7y3r/7FzPu/mjGXb+a/uKVPwxj8PHo9jA7JnYb09XYx4lQ0FRO5V+sUgTM8dKLiReD7EjqyvOJONA+yC0jc5zc0Cic3T+Kirosxhtes8wUI37DabOsLOpNvtKGb1ZMbGHoaj0e5LKP7dLoRH/4RR042bcILk6y5SoxiSt9eWs/y3M/aU0EBWFM0A5ckIsT05VaPH1HGSwfluQhDdpq9wQLHbqxLk1g/Z7lC8S1D1nD5w9lnMuH5NMhsMsPwrDjuafiM30dNl9mRXAwjzyY/A7nfNp0rPEEq7i/I/Daa9n/+Y9kfPrjib8zeP2tyfGTBAOCwpmzLf+4+2MZH/+1jN/5VMbnPp14aaiDnT6bdnqxWpFMsmmZyK9Qh+U2nmUSjjcMBu44XsVRMVqB69asg5F0xJ9ptSGWvZ31niA6hzDbLdM3GlE+9u2EDOa2i6dTmJywwk3dxi7B8pvgY/MFIRqUk0ncPF154Fsnrkw2Djfu+Vz2/YVmLph6p8WxqDhmpRgn3evUuZRPSKrQ0WudorzUU2scJ055tAA/6MKnND4iHJ/mIu+Rh1JV68nMJd90452pf+9Ppb7/P8h0y/sTndV2abVzg4u84wt3p269I9Ot35M6QzCXJ3qP43SCrghQ6kMd2LfhK+iR6K8ondSdhc7R6ZwHPj5BWIAvnQX2bjz0KQ6okhTUSRnFY+LaVX1GvgUdETrflK3buWFWJGa+ScLtSwCZddstjsWgoU6Uh13U8H9UsAtufiJ1X/jMubIKn3PLNEf6+pS0FLgAdprAoMynIpodlsQ6DH55YRrcwfsXfTxeCqvreIAzNWf74W8IsDKNp57kMul46kM/gGP9SOraa5LH2AW8yCPCL/92xpd5Tu1q4jf+PgDOeVad4+BfdTZ1w82JjsSoxoNfyXiYYwVHiOhsKk9Ho62Vr3EsL3AYlUrUb6c3UKl8nY68aCu/l7Biq+pk8MIHeDsubcHoqYkqTiEfy4VBqMa8YdTlLz+tpDPYZhLGKh1pKpM6siw89OsEeVc4JlSx0gYefQfA+Tv2ERdd9mWpfd1hCVOfjL943OodQrGqZuOQtXsyBb0slpxtGZv9bJtY0SZgthX8kW08/yR6/3TGs+y+0LVHpxCE6070v81WnDEWdLLcTGLki/ToHmlYRnf2q1s/kMYLjfIz1wbyXSyVOlHXthngoDmdw8bSZKcWk5PWyWs/+yyQWXx1t9SeJHlKWzwCu2No4sjauXJZgH7k7RHK3H7Kqp0sz/jiSs/cY578pGESr6Y4vr6/sSytTsCl1XQqUeZpwVORT2Q89XWotaOQ85aOdM2ptg7NTdgyyiUdxysMOmZRJ8qBrbp+iQ8luUTT5QRXFLgv2l58Ltk7xuUSF0MO3JXfreVRtmG3sbLwONBf/akP8ljqyiszPDbgFHUnl3PXnE8e4lGgXx0+f3Om//A/S77/h9OPr559kqMDj9A4WniH0MZ35cSx1yNFBhXm5FFpOo6OomOhVCdZFThuIZngvRPQADy12H/sgViPAQLc9gkNoiMeOIZc6C89x9VV6jqCxjUJuzjpNKTeiSiL/G2XrnwwfMvl9ly4tJh8w8BgXfLktX00XhKGSR8vTvdOJkz8oV7RQd/H6EjwynKLHrwt65jm8IEAEWezciK/+hse1x7FYW1/7rkUj/amf+fHUgYkdSgtaBT6ihNYvHkMjkc/ZxzTD/3J1OlziW3Us3DS0yh+eOHMwz+YUkbHiG36h0Glyzj27/vseuKoQ+2zYgzm2tYyOFBZyy/ciry0NStwT1DL6stJT3AAOQZGxxn1id3aDvKwf+d0kI4JnYSx2hTbTNpenyDgrmHoz3GLNC0SdWsKL+T0mFrumKj6DVj5W+wkfuuFWm34ykMdWbfsGKx3Gf2B2mPrRYF7NOuHpN8fQcDHSkzkcJvfj3iuWUd4/7S3rr4mnuct57GvZ/hnvj4m5B4gBIa6nlX+xttSnje9PDtHIPCvAnEUA8vBmN0x+L0CFcaxIExeH+dEp1JpM6JlHVijWu4c42lgnLrPdRrEL6v4YyceR6BZGkgD20dabsGhM/yBDGURhu2i0TWU9bYTwNqkuW+sX2QanN9Hpe1I9hff/jOeMPvi9P2UhW1+Py5rHD6UXecWx4kPqHb20k9VuFztyayjKL+8mHTtPDoVuJFPNi9492QwAPrbjs+wC3jxxWSHlf8Dfyhx26088jRfsvqaLDcJxua45aFexEOvmiHQXqOAY0E8ZdIGBhZxgfcN+QV2gMLp65/OFk9EYjCk3npC9z155TOPQxnUgczahjupa25JtEfDIS688Sstz/YOLoL9UzGYZpax8RHQuskxwtv7osYBZnD1i1v7PiXK5mU/5S7sK68GQ0c4fPv4xnHLvsEW0W6NwwftfCbKa+pKJepFPYkrbXNIthzmtqmHxn/7B5K8HXjZIRNR0W2rgeA8RlGZ9301ObqbnDidOkdQYJKNe7/aXysdn+DyaXc39UN/LLnhdgx5U8JZtk6x9XeC+6fGTELPvfF4QWTvvi+9lDz9WMIKVlffnNrj1l9nUXEquA2B1lQwRkzDcACjOc94e2KocJy3TpxJnYcvEbxv02vKcLttPxU4FZ/QcrKw2qZpA5rb5alxTLYF/M43OJbVi/joA+i33xq0+yGbq41y2krezuPYm6fATXqZSaN8/kIT+ghOWwTN4k6grrw25arKBWOgUbaRmhb1psD4MieDjEDpGQgp13XXZ7oafTgu6mnZca9iXNbNUIfFTui9Ayp8mGUJK23DnaCO3fGZug8fTgho+oWZPsKcxScMXMrn5Heyyss+2MenRr1bsJ1+WSwT7Wpd+hM+567AHFnWvPmcpkRdbOToib+9m0jbZF9phJflVCKNCfrC5W8ObjGZizsZ7zpCXZL0ijp+U1Jnpvq2vpqvyPqek9qyNHoMXYEv+NYbzngaXAlvmJB3IRGgfDn8BZXDGy4rVMWhgLrt3emdAFu0+sM/mjjA7e31hSE3yOXPil1/I5P3WPxpsXIiOuk1porX0Xf2UudwRoOKdIWzw6hr2SEsUNRjD/cXVrJNhHeQOpdJx5mdQaOqWNvNMfbAEL3Ntu4EMxhcc0P8gkxf+GwdST9i43l3b+Wc/CjfbfhgPL2109E1tnLJr+ubbwMKk7bOWpjFsZuAOUFNbVj69WpDHvvAI8qrhzlW5VJuJ7owAkLk4+PKI4zZOxPG0iuM+H6PwPGA2zsjdSHNQgbpm2hr3ubyXW3x3PzlxPsaLml7B+fuSzuII395mqM7dxxN27qJth6DY5WfehfP4Ea7ej4IQAY5dabM9nvk3vXRQVuqH7fa3a8SZRVPWujBr1WHo1DeOgEaD72bH8hLQLXfLItldI84a7rWTQ3gA1n2P/cxCgQoPntSY4fSD2aZkCETegQeHyt20AJfHsrZOXIov3/JKC6w0jdNqy38C5tpJ9vkU1P8af3YR7otI2O3XXzaM8OUV572s938kISEh0AvN+iVC6z6TF7Pk/5g5aM8FfD3/m68Y73y/+YvZ3ztixncPuea6xMHx5OD/rVaDakyXnqO9nvjtwRdBToQ7J5MDBJXnE3e/YHUD/9YcvYajhRcIqqoixWj8hy39HRMHS8o17TaTqHgXoHc7i4xjrgY3KyOnUont5YaD9oeA3x0NrlN1WFFVG4NKg+M3YYU1rxwDvo1TMM5MRuODMppQpZ+fGebuKaZLrhDx3Dyw8/HSQE/8Buu3MCivO6SgDkxw5jCPUEp85IxsaI2DScG/Bxv1O0sozxIEdcdVnhZ90dfd0+s7dK43+wg0Y9VkWn/6+zqHK90DSLKT9faIZivtpO6yA0du7jyXbC62lbFPQO4TuZtJgUTsIMYtB1f78TsoywGDc/wyB8XAuWRr7qQVueVftlmsq84ljttAoJ6Eg7/SM9OhayOAV51/nYh6S+AaVPHtdxO695x0br/9S+v2+HrX3ZGHPmJb7DwW4/I3EHPMcvHHHegO29kVQ7lgkbI6/TViXgGEvGmSuxju3SRjY79PngS5hga8vYPRvR24GWHaFiY9uOmh3AYVy0G6yqaR3ksyJazjjOhPXd6sXcDRwaPDi88HfvkwvMZ9nMyssXV+Out5jK1OpI6cWbtoK7IVxNEuE8YH/uZ7H/xE8A1uAltqmyVqJE0voqelavj96qySGqjNnN2GQB4Tymc1m9tBQfwaBInFbSK+nAlCC/pYaTh3zT4zUMdVp7AAu546dkMdhODcmZ5ut2LnZHq7TNiO9mFV0GUN7JWUdaxnOzwBNoOOPw+hXyZ9NUTjwlvfbFKHWXyOjZSOb7miT5oizZAvmEQMTDirPEpiLKxM4t/t/He96Xe/Z5EHPvKFNqOWdy+6Uae5gvO/mP39ddbm9dimShzeMHLldwgVO7mDLaMKdCiNbZ1jhz+U9TYJk5v3R33K2sZ1KPbd/vV1F16F6Y9ldsJLFS+BhMm5YBmB1/1ObeZS2umIY7js9+E3PAvfa3b4U9bT3Jphrr9SfofWQJ+BwAryGGAbL6Om3rrS5nVif2lY5vyoTd9I7bbfyo+TYPcZNlkFdvZf1Mt/QX9a0taD31vtHRo2wz8uxS4Ws/nyef3aQq/SPoayfwUuW9Z/w0KXNHns+TfS/rd3yih//vOlz6T/vt+v8/u7oDB15134mR3ZjyNCF5AferXE5w57+K5s/+QlNWglXn2fGoPMXRUtuKlU3uZtHs8TsZQj7807BeTThMUnns6IZL2hVtNCUZsQZ08qyOJMJVeDMk0LTcw6uLqTDrNL3+IVgAAEABJREFUYpG++OkyOPEFDn1qsUxpBOnxCHT4LTfHqoFdAZRPHotlIsw2xtxbZ51OUiadQfom5HKShH5eOqWQveBHm4GjPOMfuyIRznly+EdFBMk+ZhE4eidhAF0sUgTNODmg1RNFPupdeRjf8C8AvUA1KDH5h7stg0zjfyvjAncsZ65K/Ok3+Ln7CTyj48Ir4DnmyTudwImAUgTxll+9AGu+ymC5irsJdK+tnDTKY+7YnJDq3X82g91E19djO7Rc8QZBNTq8OwAR7A/NmCzLRxpdBmF/P8PxQL93E423mUTSVQ+MIYWO59z+tgnrVAn8syCg+iW0JQFWPtKERe9IhVHXP71UHQT6yJf22Lajj+6l5XRsBc3wok/w9RJHfQI6eGOfZIMXXt3HgGDZRJv+tFhZSbo9h76mQ6FvBv4E1T9Buvj916n8Muk2krl1iuEgH2Gmvwzgb5J+1/fwgulrX1jjbXO2vvvj2f+1X0kr6D3fQ75Kvf9DqVOn8q3fJrZs76Tc5r//B5I9dgicazsqayCVCKz8YUjwevCLZdoRr2MHoZN7Q76zm35+K1eNaq7C2qBMSss6norUaUoElUzBNlb5cmt9mqPGc0+xur2BnFsiJdKjz2Dn0ZNOmjvHetcynnwo+0/wWE3j7p6MjpFp0dvn2M+gRRALY2rHJDgMJnHveJRFB6tpPVkY72BixYBBoKk9YvORPWYbjsxkdGUaOhu84rcolY7J3+OGd6TnGFO0MDZXVe4MhpOd4AowLT8FA1N/mUt+L3PJqIxONn+ViZ2Wk9vjWT9pMHjotCT/piDKpNMSHHrFQ/6YoNtBADmGO6VSDoDypm/MlY/JUAZMZZ/AUZ/oNybQ+/3yi6mehCuq4Kgn9BNpzinAZ772Rd+1s8duiEkoXJi5+OJil0jDZLnhkG88aFEMspmtdcluzTZgg2Def2be8uJP0N1/6MsZzz6OH59NEYBri4CHb3Z/2uNk96mT48SmTUN/drzQbH2ILI9ZFusmZTS4W5aWd0EerSyre/vYdkiaDoG9FfRrAJ4lXfz+cSp/j+Tb/E9bIAn/++R4VD5OfpLEAYbP7/AuB3nuOlbmbySPc3F32+2pW2+l/FCyw1nw7HWpG7g05DwfB3PvlxKMYiBo55B2r6zgqlicx1XR1U/ahbEDjzp9LjE4sHrV9/+ReCs+/CUj8JuuilTpGECS68RQNEDDkU/nkvdimRgIcKLIk9WyHVpes4FUPs7paqjBldWznxOmTvPoUzxpk8pt+bTEIU+sLy5pE7cnJKtxDDwK5KRQTsvqwgnr7qbbkVWeTKqIQwDooxDBKAasczektgmgx06TH03TdByOaUO35gnLUSvcF3TAcMITiHT4Ygs8B5Z+HAnfUgeFK+HwfYRjPH08MJd+IewKh6fu/3aMgUQd984InTYNbLc0iIrMOKZFQiCLwcFxOjEYT154nsl+eh3ohEM66CrYN9gjylHSINnuuMSZ09yOLA1SPpP8bJOOvLSjOhRppme7eMKlra4di2Xxbd/Qbd1MS+RkLLYj23TDHZmuwa8pZ+uolBP7hBe6Wwd9AriTeQs7ubNVB9KRPgsCBPsdYXRrn5OnyaBcjNtkm2mFTm27GCb8ooTlLqr96xfPgsqzNj6ZqnxaJ8u1fLDM8bl+P0wmjOxtb3cKnwT6yacuvJr+01+3l178+RiLhuFz/fu/lL6gcqLddEcWf/I/SnwebV0FMki/PBQeEUZjbu+gJBTfkfiNg5Wso6iOh5Hr3I0Jkdg+RX+3aD1pnDziaDSVBm6W28mEQyJPv/2LMx3TduGFCjkfD+BDuEg6ns4hjAlooOlzLDJP59+FE7Nd1+E1jrza0PCQJrDyj5vY1sf+THInbn/rT17TxK7jGxkvPsOq8kQMMJGGDmIwa/5czLmTkJ59Xnw+/sBKKe/uiQQ5Ap1YL+Q3WXf85MWjVnUj3WKVj861fbRXsDgB5IGT5vY7kzlQQFM7tayuZk1zEe8FDMaBV506xyPax7P/lU9yvMM1pEUAsC3m0hVmvmACFbJZhnYIdPtfuTs5cZJVFP1N0HZ8trsAzP2so8OWk7FYTeuHVdpgJ6Dp4iNONsdsu/S6HXi3i0iyTXryElcdTxvZxFsR3JTV/spgolu2jib6D+SarLjbu+mgqn846VfbYq5h3R9k6atvZZefGAalVMJOqie9PEz46nieY7I4yimOdKwboLQRJMczTNVut+HtaXo76N8YApse5r9px79Fh+8zXXl0O+O5Z9PR0626dwIoqjYr/+AewLNtseLUu74XJ+DsT0cjZ6nobSa+dSZcO5zl2alQqivXcFICq3M3pphgtVim6Fv+Mo0BQyWpWPtqnAVOJswtlc/PSb29f4Gtv04xLTEKRwDxoRv7em5+8sF28OG5T4OYbJsT9MZzjzOJn7JnonNorPDSqDh072LspwyAR6+A3GFIA/zCQYaTXEO7Q0H+/mHObsdZlBtYGIe8coKV04kkTWTvwIFeIE3AZOWxoMNJz/Jyix3J8d4tqKPIA/2ptzhuJ4//velJnEs+7hSUlX6RDzJKxp1DB1+DHGIpT33PDyfY0cDonUMHTgOYvD0CIJ99BvxSdHLiMB6/FRieCNVtHA8n3Za2kJB72G/3JCypqwNp0AcAb9xT2BjJDDNXF9IRFxotKz4n7y6Lgz30MY9C3dfg5vjmvotlYlIOOMV82viNPMPLXB7mZX0jD8UsVslqK81Pnapnx2w+QcdJv4VvC8OWkYZy2deE/MXxLTPMdnXveEyWvSMzqMw49ntLmt5S/9etPgHivM0334SjPAL8PGl+X0dBGNl3eONAdY5Hd/ffn+HXUDlnTn/iz6Xe94PJre9L/DrwfZynvvSpNRGNpZOoLCDlZFaZbrN0ytmpdHQNIB5KdfLUAsOpHBVrebFK7Z1kReWSC1oxnqlMy0z8UNYJBrf5/pR5nJCsSsPtsc6t8+oYwIeJOwfzyEMaFycmi44fDFJe3skf+YbbYh2Ocq+mS57D6wDygE5pRPIwBvuaxGse8PbcfvDFGIzfsslXGgTGmoOeOTo62PI7PoLSestNMFigG3Wr3hiXQa95OMk8lsl/1q13Kv6akE9a1Ln8tIH9xbNsjm3WOy2cn0lSuycz+QMoPl7bPR5/48Hn3srvebkvO6HVMjoBKHcg+wp3QS4QhcuaJmZUpyVB/aoUk8Qbd3UTbJqJSUTffqPvFPhlX3JtHHLH607PNssii6O/WDbgYYvyrgF9RD2Y1IHtpgV8GGOkIU/7m+RpEo4PdSC1bFIVgb9yYHOz9jsL2K+DwqxTaRsgpGlAlKdl6Zgrv3xMTQs7Wm5Z4AFOyy9t+x6S0Moh0N8d9FOg/Ock3+b/wgJJ+F8ih3uYwXmBMssFn9/hPbzxfe3V1C2clxywW1CddfdEO4n3AfXeDyenr0xPQgbpxK1dnIhBBkNFwy+WCVvpCAOnWTJJeguGIfxXXSFPIZ44Ilh2S0d5GFjs5yTQmVNpGLL0pRcXYoOJXju7a8fDOfoMLA3p0r/mXYl1Jy90Ay8nbV1BvGRySCMGENvEg2YKmVZsD5VFw3sUmI0qnjqBjsXGlfaEA+KcxXGkuDjrIwIyjI0DDXcLuwQ4dape1EXrCj3pUJ3YtrLVj3ybPh6qTDIigLS+6FvIrXP2D3koq9/ngLZf2opymNTdPCm0h33Uh5NKmVyVekyDwHs6HQjlXbihOOB7XxInvzIw4cYTD2R8/BfZOb1AoH45/k5Bb4m9+JIfaov91R3BVB24eivr+gdCOQaI53gOJoKdRrqf8iq7vlPApWX9oE/S+lae9gn6hZftM273o6/0hdMcVmmzlqMLfDhGaagDg752sS7t7gcN26wLtywOXTtIFHpqecEL6aAO3Lp40rE/umy/N1c34tp+SLL3IeA3gf4Btd8ivYvEQS7/Jfn/SPoRko8I/xi5dbJ8hI/7SD4i/Nvk/xXpd38vpoyHuUo4spO6/qYYccfHPpL9z/yr5MufTW91Wa2nm9kVOCiV7mBVlMpmxestISt0R9xWHudmoyoTunD+wtlqydarnZNznE5vuWnt45CnOsD0qmV/k31M9udizZvu6eobEy/PMLiPpZx80u8zNJOut/KMuCeLNCaMpVFm3gS20uGUjTEMJm1PtDbSBtd+0Oj3cpWsttJ9GoAT4qR1jEnkP/VkkvVvKD71cIbfBzCgiOfWlb517CR3EOASJNI8aCz4qLdOBBLoAU3Mp2Vieyox+Hms4XLTO4neGaDPLJDJJB5PaQxwsWyaoBdeXV5S4A0f+7rjcbX2qYVfsBneoaCLDujuUrx0ZCL779X2f+NfZv/n/p+M3yIAPPN06j0fzOLP4HroTxpBPCinA4K6hF9dcW1q51hCOeqVANnt6h9dx5dlx0CASU9ELibxn8xJmCu9eMjdcHdLWwRLJ1PrZ0rzCC9t1fyBiT+nICA7LY+FbWNQM8ugfLbLw9y2hlHo/uhQXvhYxGkY9LuO/Q0mwkHv99yXph63wALfAGKwVA8zjm1vSWC+BfL26l8AdDUJy8ft/d+h/Azpj5J8FGgQeJayb8X4KxR4FhdmbD5J+Xd9lwJvswqC2X9J+NXPJ94LnIHtVST/8g1lD423vROdBlTesNMolPobcBrP3w3QQZkAgjtJ36SDqlyVCr2oGAOJbSYcrFca24MRVfSKgEE/L7V6NZSgxiTVHpPr1Lk4QdpY7kyefSIdiJC1/0pPuibw7dqTWdlw/sDfek9eZNe5h5OZ1LjcDpeT18moU4vDkaJXF/saWHQIdlF5ics/A4Dj0vDopZA7W0c43zMx5NdEGZd5Nrly6cTC6OvENOi6AgcevZrqRNJigsaxLHBS8RlH8yBItUzSEq7eoNX9lU+YONLQNuQ9MQhag6czXpqOZx7N/ud/I+NXfyrjV34640ufz3j80YxHHo5Hxem9fyhhgrc+pId+e4LPsgszyTdJCN5WDTw9MYSbWCjG019P//I0dzi29QLC5O9j3xMPYL9v2jU91vDSR8ji+MDrcdVGf+p6brNdXIMGO731uB7L+Npn0gFnnsSzDtWJfTtBT5qOy3bHtdxK0HE3y0e6wtWviS5Bl50sv/FKDLaJFeaGdhJvtZ5bucRrugT8soIHEavOMdk9+/tkwIBAXsdOpd71wdR1xBoVpBF1Isukwc25Wz9X5DBRwoSpQgEEiuj8O3tpJQozaQSNpLFw7OEWVSX1pE9qidJ3eJ4/TzT5mTaK9otF+4/ex4rLFYjw8LKv/VxZxDt+mtXpW+mAMSFL0ydnAkf+LQf9lMPy9tHUlddFR/THPnsCQrvcgjt+Ln7cxejwgwk1eBTZ9wrgeBTpVZjjSXQo+TPu3ga6E7CubLBrJ6SPxXZmZbGOs6rD6FyshlWVMhjWxGUtTx8Yb/xrQXSmneJ4dEhy/4dA5FFTYgLWwUD9hZdOSBbkNou4FrjRHp/9zfRPiq1Qa3EAABAASURBVH2WJ8mfuyvjcx/PuOtjGV/+YvLEE4l/Qg7PnOBIeP7mZHXEnj2Z6uKAZrlq3bYgOFm3nzB0Unsn132ZEx3QHK/+po8Q1Np30MNgxzP0J/Hta5KqR6Yje4l2tj7D234AtLG6dPIKozwIxsP7HH3CRcG7DHi0Dbn4jX+Mpk7UOX641um3cI/99E4Usm0v9SUeNPvepid3JdNSjEgvjtUa49Of2+/EF3eW1XzGE/ctaXpL/btSLf9a0H8Ccpbn2O///sSv9vKYytVBhbZj1dRbvR4k0bgnDcqOjqeibF+6WUlKZzD6aWjah8omb6V5LrWMU5UOQ7+YpilBeWUfDNPOAUTYxfx9xOdxpSfOxrBl35588F8sUuxGjMi1oK5sON1gIvV4dDT5N20+qlLHrkgpiw7lWR95hit/G67WjoHDiuOZWWfdf5ynEKyi42V2AMrsnYGBUJLWmYgGlJbdQGCSB87SsruqyAP82KbDbe0kJvSofuNPs/nfnPyF4G2CFQGpAwx9igCVJSuM41Zmx6S88KU5YQKGcUSYAVBbsfL2JaBPFrj8jV//vo7jH/qOuxknkX+QJAF0lhX6sywPdVwVbdiyIWOUWb726zYGt1gkC/rVlDhZJuor5BQuLcp1+myKHVxdcU3q6IkUsg7l8w5EfJP9O9mJJI8JmksWCieYtndsNPlESjsMg5v/6g0egUad4Xhy/e2p278nw7ETaPQd5R88IYqBg/5tJ+2BX1ONR6UsmOgH44Zv25bx4aONI67207f1MXYBUbYj7PoagY+in/qxXf0AOuwN1mHgywxTQJxH5fTWemb/1OPRET3zxsiqAqZFnATDFarxKjG6W25DYXTLKkcjqYi5DLyPFKx4UWnQioZVobRFp8HApfL9sox4Gkq6KhPDt4zHTqUVrjw4sDQnVnMv6NrI0Ct2Jd7alxNSPvaXFuNMTTzr5/Gijl7IzyTy0rIMTPTrFXaBE9hGKsrlF50oK2agH7bS8VeQuUAUZh+duy/GlJ+gEVch+YmgDOpBZ3NcTuAVk0M48mSaEumjs/2Hueoh7//pyGSrK69NzA00SeQVeYi/clIkjpvPxDq4XXbMBIDhXQnPqofHHAPLxJgJ8uEOIGd5mOQvRt96J+f+9yc3s+qfORN3AHX1dakP/dD6y1PKI9El/NBHH//UvzBs0Me42abCus1J05X0bgRZ4pgdu2B1gU1D4Juuuj7l/Ybyq5MFfqRO5GVZPO2n7qXt+MULY6GtnKT44eBYNsApd2fLLe5jCPDu6vbYkegLpNo5RuA/pQQJOiz1AK5+3UFbvW0TkANt2mMdHpl1oDzuTpC7YSxsg3ubIlCnX/RTdvGVEbkafImP6RLwywt22/T4w3GVcWtc526MDu0jwrrlvalbcQ4kMtJGQ4iPUtoZGaxKdDV2e6wyOqqLR5+oBBTZuwGNB6xxXJExVitdJ9IhaIs4hVqOX5HhfzAWRv9WtngH/fZj3z5zyoPUcugMrir209kxWDHJHVukK8y2NhB8NLRlVwrlgW+dOsduYi+Nbx8cJAuCAnjDic3YM+GkwN0ZlP8pWOftQJkEuFtDV6hIk36uoJZ10J4IjkX4cjtBh1GOqh5T//8Gtq2Dx3+5ht2ZDi+uOvUooLMtkEee5uElDL6pKSnoEHwGgbTllZftu0wEnyrsMDZhSQeUOn112u7vZ8L/8I+l/vifzfRn/lKmP/ofZ7rjB1P2Q4/h1fcmz7I4yGdShu0ATvNURpO29JGufmKgRW5X3vEkl88GwqZFgJCG8ksHu5U/cLpwF4H8whyH9MLLAOJkRO/DFZ3xRb0JQ8cdfJnc0dYvPpuuE4gHNhnI0n0uPJfoG9oPkoOV3B2jF6XuPItg0cFUPU6Mrelv5DSwFrplLPpd9NN5HEHetgWyS1sZoN82l4Y2nsch/C0Jqm+BfDeqGkJlqlgVbxRkwDVPCFfHU1dx6fFK9h/nkREri2J6ht5/5F4m69NRyaWibHDlNpem9CxrfJRVrgQqDKNnseQR4KsJSmqjid9OMKWUgYs+DRhkaaWbsyUuJ4VGQOG9AjCB93GwQYBwi5lpkYEDlMZ0TNAsYThLr0gaUl6F8aRDXqyMVdSFgx+NZ32hMzDh6d8wx+LWWfn2mFTq6MSVqZNnE3Fsd4LJ10eq1uVhDq0iRblMKwKAcPzMzNQO+QSXWZ/8jZQ/8+bzfB2I3cNw8ikfxx3HVqxEVRXzLJBTvtyzaJfxxIOJfxOyfZSAtov6CJq0RRsptzpwEjBhOkCuthLkma69LdPVN8VAGHZG3bbAuRXOPjVluu72hMezzVM48rnr6vM0cgrKtEhPFgMCgbd4PFv+qbdw+EZa0hVfu6gPO0IrjKmTdWwcxyxup2XqGPc+jlVc6ZmWyCjdmkDnfI9PlXbZPcEuhCcQjK20ETQHQUR5C57FuEs9Ym/hARZwm7+8wYdgIq/ZjsonfLFsnYW+VlN8Wq4pPXaDgbIt0AVNl3qDfammywhXSLe1bhVZPcKELZQ6mOxuvzXu0GhsezpSiu/gVAYR2ouy4R/xsOWMA6dvnKiLVaoqtVimhFUFQIJRXaXmANJn5FlxM91k7bwBnVWxoyo4/SUWL4swcgI9DUVAKR5xSWe4TZc3dAbONRwX/LLaStUGf4FRPKeZAsy03Ers83kuyF55IW1EDW8qzGQCr52ZR6XF48G+wKNPbDPP5mXZiXbU71EUQFKR6B/pmeY6res3kcDg6cRFrjp3beqHfjTl6rZYEixf4W7ijbTTqkvlNXeiSks9aC9/Gv7Brya0926OC0p1nUfvj6ugwW665tZMt38o0y0fZELfxlMA7jcI5nFCKpv6o390aMdirh6ZeMXECpOmxyFPg538xSPweucQxwnfOJm22VZPS+TZTma69OudIfTat558KL1r8pHlEjssVumXsqCWuPuRRwP5EEfdalcnPjsbx+Ukn7wHOMZWHz/U/rGf9NCp/hFlcCwsGB1UIRf95EUeuKFL6ag7wZ0cu2NbMIaakrkuLJUUMPq3v8hDWMuN4ObatMQj5fAXFA5vuKxQhT1+ksdBD2V88VPxX4rtc/HlhHdFGf4NOjuAqLyd3ZQTjhUmKsC+Kkal+/jHIILwBawvCMUxAWtFqZTlVjyzh4k5cQ4U3spXsThIFjiBfaDdZztXMA1eKBK6MYdeHz8MWBjWHUFxttPwVeDZX+ehX08CaeqQ5hpLB/RSj/4BJ6kUF6Nhaz9+6+fX36/XMQhy3S6OZWjXiTOpvVPpXEdnMvY2mfGvHXZKBwjGt/6+wuaRlyvJtIDVRJBhZZZm3vLCgetH/1ymP/ynUsdZ8RwH2+reKYmq8zupdDxkdxs72O5GHcEv565PuM0vdihBf16I5SWC2tU3ZnrPD8QgFuTNrMetozFYeKYf2hyaUca5nfFGuZ0E8rauHpo/K6z1mlLo1hW6OEr17kEa2DkrJr+0PBfbR/wjnMl3WaF39lpPrfepEiZh7GcwMrgoi2O2P/aJfRlTT2b9BJzh0xq2/N0PeuGsXspioLLtuScJpLsJsIEeo83VE/z0ld5B8ng0jK1lV2Z5yNekv3qksTzLZl3ZtB+68EhRBmv1BN3Wl7hzH/3N8iXSdAn4ZQWPV9mSs8WtbR4DHSFyP8JW8h6eE3/sI4lfF2WFaQP5fQEmef8jEg2yvYOC9xKV6z8hUcHi2ma6eBTWVRqKKh2KlaKqsv80z6JVug6iYU32EwbubNyBMd2h6Nido/xS0YUKoRONRarCmRYEkabBRLOswZwkwmb6ll1FTATt0C3TktXxA6nv+XfTW2kdVznsQ+5z53iDLc3uAJHlKr2CcjFEDfvDExnKLbvyuYNCLh23nVB86TXy2z9q+2gmjwA6sf0ZZ29TDWg6GDo3aAYe3Vu9TejACg5cHKGKYDhPxGJieK8zsXPJFvZVX+IyntaZOhZuMGYlT9sIhMZDKcruGOSx/60075Z/ozRtuWKiL7eYaLuJZbo3njKKa5BSz+i36bNgxH7yYLyRf+ClTPKx/yyHuTIop3CTeE6sacGCdFXKPsIKGpYJBEHPfTQkDzvHgkexY8wmFceZ9kPpAKtdjnbKNdOQj8m6cOWjbFAdF7hz8EjBItF/3i2NFbqVFzJlgxvwg/16zLn0a7p002Vsef31jMe4GOSx0TAAnGQF4gJlPAyMPPd8Kfk6N9b+IQzPXMe9X07/gChbzL7s0Zg6irlBgB2Dz/SjYXoYIwNFmRq2WKUNQPSNRuZcOrhwc2sYadhH5zGvigbMzm48L2eG6xjLrdT2TnRmo7o7A7scJPkvFslxxiMQ2v1v0Tbl0O4EGy88mV5JnfQYsa5gK37Du1OePcWVp4HEMfhUZDYs/YNzD45BveI7FielOtMpcDx5RDg0arWdQL/HIMwkfR1cWpbnyZFK0Gl/XfqVC7YkNfFmPNIQTz3OwcLJFF7qA6eOvKmGgFBneAIgTJrCTM5hZDKgqt+Jpyuh7/5P//2M558AQwSSq/Ismzq3jBxRBlMhp/LTowOPNMWbV0vhBMTMK6V6tH2mY3/L0nAS2SbMZF/TTNNyw+HJOzUl6pnHjME2UffK1Hpm+45Oyn+mIm11Db5jTVXcQXWgcIKrK2WgPeZzUhZ5Bmb0yXIrUY/6K4tXWBCDL9SxU2nejhmbRXnN7dvBG5tJw/ohaToEdvlBW6vkQc6FD7MD8OfEVOTJK1gNX2XivcIA2fb5vPp5zk2b/zMwPvHrGQ/dl/H5z6R/MUipndQorh9FYZAOBBrANpVoUsHUfSTnFlTj1Ykr0o+HVLCRnMukDggqU3yMUzvHWo6Ga1Dpdo6BFsv0aqCDQdtVNwWccmG42iXKuz2GfrEyBnp9BtVxTKxU4wLP+zki0CX2Lbe1OlN4IYMBpv956HW3Zf/BL3GO5owtf3Q1OF8GZ4h1xt8BBbiTKuRjlquQyTEhU5jACfXwgj6fie1zStD9SzHIFI7qk5hyMinTYpmYA1eu5gt+T8IFtlQOx7VcrYOkOrW9dcbElofBccI5a0qQZxC46txNyXU3xn8O0+js8NqW4thHfGkpr+OQj8kxh7GI41gNHLabQyPCxHOSdF92S80AWcSzLJw7gf17Ps3Agc/0pGkSx1w8da1M7oyUx3HZzvEgMz11tc0CgQ5sCvSc+Abs9jv7226Srv3w2UivpqTHin7kp+y2L5Yc0fBVjo3TtbemrrklfpU9Bb4y2Mexuut03CyGbZuqMCjS4W97H95yOaEKedVViT8f5jfEXHke43HO2bPpPyfe2WUMrOaf+0z86fD+5tdTTyX33Zc8/XT6iyYawDOlAydSRidEcb0FRpFVlaoKH4FYNJbfgHPyh+1alq6Sy3i00LF71QQz9I3KpVx7TGYdS2MVqpOeBgJnGHlR/vALPOTSNxgMcXH4clXA4PPq3nDkg2ycPHWMaH6EQKMx7WObvKRtGcTCoXq7fQw5oBn8eVeyAAAQAElEQVQn3NZOysduE7KbgB9MeiaXk7cDDniZcCoTtPoNbue1GYvjWQMSx2XZx1YGV+Qrz9HIkBUr0oZO62mxSut1zsML2rWzlyzRq2NiRTqYADNtcLof6L79s9jp+38k2Tm2tgPBbTzPLqnlKlESndwEvaAbd2EJbU5I8xX8nICLZXp1tO6cNgCoR/u0PAQCYSaDCGn/wS9nfPRnCLAPJE50x6hdw8vJCQ6lRD1ro/Yx6CgLNPuxrDi2KYt6lQZ2yBZ2Uo88BYp6YgcX/Vx59NkJ24jf/BQYTtOUOA7h4jluedt/ubGB8osD/WgX/CzaSd27wxBmf8hd6g2XSzVdPngp6ApH8l9Z7eywEnw9435WOpXsII+fxDA8tnr4kfSkBydXX51czyWUfXQqnVN8g8GFF9lFXEgJo39vlR3OAsdQIRpJvHnltU2Fm+M0JZ5p0jC1diadQmcE7rks8hRfmHQ0pIbRsK5qPEpsB5VPG1Zkkjj+EAfFpiGdlec5nBdW3UdHEi4OtAs5apZPZ0DGcDHYEwL+deocF1xMHPs4PvWAvMX4i0vU2iNo2E/HNJePaeNrgtMfAkm8WzblkLf9pXtkL1F+HRG+8SVPk2WT9HHWciJz6dc/seX43V3d/dHs/8ufiMFg/8EvxvOsRywDdem8S3SAzH0nsdxK7R5P4L+WhcduynMxX/lZl//cJv4CX4Kfzd13qhhom5b46rJotZ/JMrCJpy6Lv/hXe1fYuKymg7N37OO4wOmy9GoiUCATkz8m+NYuevYJlriQb96W7ceuKeitmKzFMa/vTZyk2goZvNi1SyboGvyxe9v3oD9jko+yyH+Bb6LnSHd7J1ng2xKAllkm2sW1Ik3zSyQ4XqLlcoIRuN713tSNt+Tlf/6ref1z90Rl79/PEeFpzocOzH82ct21DY+/PnzqVP/FoX0yXyju4TQO3LsFHusNHnf17T4XThrTZ7OuwIMVJhoAZ9Eo8aXi/caZ/ec67TG5gghLpZZEYCZh3/jrePQbOIoO27y43Q9Hl+JRlrBeUdwZ2F/8mlJM4DpxRkhCPStoymOelBpNo04L7jK+iS/pbMHX2A05oQo5wHEChS1scBQDQdORHrScWFFWkxOMPgF+4FiQc6cSddt8+SiA1pHT/rWzl2KsoW/n6gyZAu8OVsqiI0q3pogXXiW/bRxznoj2oe/07/3J5MbbMr50d+LfC/zKP8/4VdJdv5T9B77Qx48+FgVBFji1wdGdiHQYY8sK/SDPehyswvJ1QgizbE4Qjn05fiXQMgkPL3PlmXEBxbq549g9kTBR03hTX/x1uabEcafaDqJHGa13hY+ekEeTJRNWPbZuNk9makqmSqZFuh30cmxzoBOuPmtK1LmyuICYY4/WtzjqYc71mwW8oHWgmy5jS/mLaxL2HdL0HdouX1PB6qrrYrQe3/xWHvsiE59JP916M0Y4HZVWN3IGOn9DcvJk4kXihQvJU+CdOJV4f+Dl2zHaVCJG8BFVHaNNhe4Bd0fwLLsJv/AyO7dG0ZAqdc4nnY8VSSfQiOYqWriKRdTSwcn3H70Xx305cZuHsp040QGvuyVuDT3ngoZ9mMQaUx6bvJgUkS+7guoVdgUqxmMFb4NTCzTLsYhHubf5i2W6L3X7y9OzZoS71bSfyW+nTThcTYljMLUTw0Nn07G6zfbwKhJv5WPSFfSijKw+8sgKncz05K2c6KfvVpYEMenTvftZd4VzMqk34JH3zvFMH/zhTN/3RzP96F/M9Gf+cqY//heSm+5Y77Ze5l7Epx8bWvrDdO1t9EY2eVJSJ01L/o5DmxRjWKg/EJR/wbidkMIcB2NIoCFMXMceXjMfc+1m4LBdmo7VPsotnRVjFCZt+9vHHSVk+i3MJFwAuol0pCcdYfaXnnLbrlzIVwQedweRh31sWzAeg5h9HJPJsnTw5dAvE+O0bps81FGhC+GW1ZH0xPkOiR7fofWyNWEglXfmXI79d38tN/03fzY5ciR1+oqESeKZf/zOp/LKT/50cgUw7wO4P+jfIHiWOwGV4mB1PB8xEgxaqSoDpbhN60s1LueK82LhnOPFp1O2q3DYR2fdJoo7ZuEYoVclt2UqWYXaxqSkY+IEYbvYhuYoMHjW23/jQDCS1/AW33boFDfkPVGRhWWENxMRXuVW3QAyYYZSCBNM5KlRZ0N3Ozg0VVUGTmTqlV1Z2Y3Eicu4ahOghscSnVR51Y20dIyZLrQiXXPEEWwx4jsZuoI827sp+0q3kKGAqQ91Db1CDwWdOWVFsBBfueRrEh/cGHSlY9BbLBIe0wZHn258T6b3/FDK3ZOBWz7yl4byqCNxLQtH3z12ZRFHHurMc7Z8TK6iwi2LY5KufYRr980YDnYVjKPtqfzyUUbzOUnLsfRTHHQxLWlBedpZ/rZJ12BAS8Q3dZldi0qWtjpQTyt8nDG1b4jTfVkwlNO6SZnEBW9NDzqWHY/tBwk5HJdJOeRrkpZ1eR/gvrnASN4M+K7UHLyMl0RbV/VTZ1Ke9Y+fTBvbiU195yYuDzkK5DS7g9dey7ceZSegsWdjmfMYsW9MVYY0NbqKXKygeSZBKftPcPGDI/WXRHBiA3LER48RtxVGhW28k82LQjomGlDDTwuqFXcaXlwNntdG+jwLn86/ay2zimeiR0NwNMm0YHfA7oW8nU4+Ond4CSPrN/i98lpRJukI2+Sp+jZ9cQoT0n9wxPHJRZ1CRyv0CP7gGBT5hD4FnskxmEtHeNPwgySMYQeF9K5D/gYYAkF63NAQBu2Y65x0i/I5obRf0wYPlpGedXGcGAcJR28aMNvgRJkJYq0baesT0I1l5JFEZlry2TmWmAszNQIfBWPTYpX2HfkAjjQs23aAD3+PgI7Rtk7AlHPGoxoXgJaFirlySnOa0mNsGQML2sl6J2d/7NLtM2/p224b4+vdIgE9+rC58CC/ONKe+4EbaS0IOua2vzUp15xsU6aa5VMukw1vT2C9HXjZIW7TXLXu+ULypc+svzPgxPfXhx2Y32G/7obUD/yh9dMCHQ6FjW8QFS2rGAeso778Io8Ov8yE49GiA1GB0tAA4PQOwfz02UQnts3LHOit9b9RFjTrDHcQzz+VwSO5/acf6T8HDU7Tk5QAEY4Zxe4iluHV52b7MfnLrbmOTRqvIguTtL/UIxMN5I0yuDGxikc5oBH6thMhUwcgx0db1do51o89QdRR7UsxOpDJFYn+5X2DbfKkb3Qo+6tnVyydy7okO/FhXVoTZWhXkbviOdHYPTUNadEW5dchrTOB+uJV/dp/TuKZpCPMduv2MVkWZtl2k3Ie2UsWTGDrBjGCtcWIJ776cAzWlcHGmpI5CQ8vFwQm1+C+Zh1YsGu3VVIkeSXpL2DpIxxVIg11o2zqU37g9NOouRz6dqJBGpBtmymz/a3TlALPuimb8rRePKLtaS92BPqMO8WIV+BJ01yZlEG445S/sJmGZcdjan7owDb7m+xjLm/h4lwi0fMSLZcTrKGfejTjAR75vfYqz/1fyHjxhcT/FORuQFkMCipEB/Rff21tZXkz9whMsr7g0sFVnv2fZeJ6Ju7JRaCwv21tYC5qnCwGDA32+su2kjQARmqloRYVt9om6BB8zt/OOXw74/mn09tszo+e94tdhF/smW68ky36G9x2EyjgO9yWwq+qUkXyp8n8Axa2u6FPJyeb44FHlIXJ1DfpOGDtncyARzs+/V2VTRDDa1lFdbgJGWnrsa9Y+b1kEpZKdAC2jL2Dka58Gu7kKmhsdMKo129gOhO8e1WSrnItt5OdvaT7Jy2P+re+0V0HAHiVMuiYEzoUR3rqu3P6FjxMcx3Q+i0hSvadx0w1yGIQzEzLvsDWdeS3bB9XaZO8kCPqQBnEL3QkrQ2LqBfxlME2UgfrCZmFN+4GWfqNB/Di9sYDx7uLl/FR6/Iy6DBElBRVrfzpF7i2w2vdhkziSnOJ3QjaUS79weDQffjoPk0wB0HMQOBiOSGvfdQNqP0Wf13gk37yM12MQ8thbyQ6DHx5YV4G5qH7UjfclJw6k+GZnzR+69cjPH5D0EHf/O5EZztxInX++oQjQk8CIv5BtPY/7fgnsC8+m/0nHmLi8pxZRagQDasCHd6B42AIJ4rBwFXGtjnZD77Ftr3OXLf+6zYe/RXn1lqs0hNTels7mfzaqzyM3t0PQ7EbqHM3pc7dnBzjLoPzb3RU8GOyvNxaTzQnnUZ2laPsZZFiFPQLxy5wC9zOqQeciE97dFaRTcC8aCzvJmhzy9ntOonyQUO0WO+CHziqWXAe+B/0YdyBRmZcxwX9pucuoaY+EtXeqXVwXCwTSER8ZYyvmTbllpO6ubR6ElOXpjYApcdknaBeexwHhRm0vfdZoFP7CpO+9tRmcxIuTWmLh6/0zg/dxXEIs49JnJoSUu/sguBFEkfa4ps7JvuHl/3InOAeAYeXzDOO/RiKzZFOF/iQjnX5KZsJcAIvx2mbgcS6gaDpEOTCy77WbTdH1ohvIAj9FwR168plu3h067f8TFbEEd/yIQktHAK9zKBiVR+PshNg8vqT430fcPZs+rsA/tSYRr7iLGd67gJu/0DqD/37iTuDx7jtf5Dz/ddJ7CTy7BOJv1KkMh++P97UjwvsKnQilYSDB8UVk9GfCett/LRMPPNqbLbgHa3n8Wsw+6p8legEcvJyoRNo+D3+/h43Z/7epu/spViRi0lR1/A049Q55Dme6ERtiJnwRblweUvXSScPnUM5d/Ya0WDj482WbVok9DEwxLIyGgRDK3cTw0eGOGb5VVYmQa/s8wSjX5hc64mGx/K+2G8gEdvK3cruiUS57JMCjmPqVNpiDnTKjJxx52ObsktEXR84pgD6CwNnvHoh/sbfeILHv+ya5NdBRT4mg7Pjd1WsKVltp9t1fPpHnEBPHOvK2GUGY9vFfOXZMHZP4lqe0J/BxBw/KXRuivTVpXD1hQ6VvBcX+0qrlQVv88Uqffc04T8iimOT/ZVbXib7KZ+0xRNmgr66iLq0j20m6YhvP5Nl4eYmxy59fVlcx6+OoCda67Pb0IcAednH8iXSdAn45QUjaJ0/z+PAU/nWF76cl3798wkTvI4xgbwovJ6VFGU5ocPAvX3PLXekbrkl4SlCXmVL7/cJnniU+k5y5dVp5/ePj/wT436U9xKr1YuJxnYisPXcv/d3Mp54YL1bmBWskzuRcOzhPxoRH/l8XBUU3Zdt7hrQkEYc3Bn4NdBiApS//nOcy0fPtdRjPxO4rh5rA3EckZcGFj4naMc+20eTxTKNO5E7IcVhortiuUWeU1WlcVfsJiy7WkpbfAOPgcoVW6dGbynMbbLdgDfjOuGg731HlH2XFRgnFy2pRKfns99OUgseFYo2HG7fv/CcmFzCHZdwk/VOOCS8xvNPxq8Ej8fZofn7C888vraHOMoFTutJnVtWZulu7iTGheczuH8Z2kcceTjpHeNclxbs9JOWW3mkUl03YgAAEABJREFUI575xWNxbPKdJyhjsXtmutIRYD/7C9/YqXji0wuB7d220a22k6bw5g0R2607lm5Db9i6tI9w8RoHuLbA16MfKqv8bBdP/spiWVrCxVVXoS80s3UkMTgv8QltKJ50Otnx7QnJ3w687BAH974PN9vx+jdz7A+/L3UTE18Iz9z7t+2fZVvPFj8mjbV3MvXv/ljqjvdlvMBq/9Wv4FDfSFQiTwj614rdRfiLRY/hdH4Zhcd2PfH94wt5olC3dONlnAtl+uWbwaPD/uWh3uoxCQkWfaFHUPArxU54++hkbtknLg/7KQPyROWrdA2n7BpWB/NuAudN03qDAPV6IszUBhTZhCHtu8KQTmwdG3A5ockjLXMcqRbIZllHYByB73T1jak9dkvCScUK0dthxyotc/BCbkCJvOT/KpepTiwDkI458wMPMsnMw2BiYLKfbcgzvHxkbM1H5MbF8c2tqwN2U+Oph7nwva93Z4JzgmBJ36FeG8AHsgx2B9oApv3uj8JN4VvKJV/rM318wbsax9RyKhuk4iTSFy52fvt02uxqxGM30AsDdGJgs66ODvoxFunYT74L9N4yYCthB3gQm3mbS0M8bYNvxXEaaA2iwmzjYjDi2m7eCbohoYteyMwhHftYNllW3rls3bJJWnOb/ZRjSUAodGj9kHTplkOQf89AOMr4+K/kmx/7zSxvvZ7z/nmiGdvAK89xIeeEIDmY555OVB5lt3BDxz7PtvtDPDW4nUdzKtmks1x5TXKeQPLeD6f82aqrKXOej4bzItLcyaaCcNI89wQOyi2+TxdwxEhDZeLgvYKZy49JUp712er304NjTDrpIFPLFl4aA/w+biiPTtTtqFsnA6XfjDuvvJQOMg3wAwcQtx1ykYjDcaWcNE5q5OoAII4JXv6ST7xJP4j80AhJubz1pt96W4tD6wzglX11GHY1Hjd6Eh/ZSyacXDHmBP2+d9GJ1Zl1aVuGRnn8UTbKER5es1MaJAiw+wbg1i/Bzzacv/ymHBem/duR6pUAoxzZPpooI317NxRe9pFvy40Oq9ALW3x1oxzcf7RdLdumjifx6Otb2YTbbtIe9rVNmeXp5JaHwUOYZenYr8vYQpr2F4YdYi6dhhNYLNs+59Kn7s5l8HRp/+tfySD17yNK0yQNcNrOjjmMTXpzsFBW4VxEDp50uDvtgCJtZVU32tEFRT1KU3r2aRgLo3Bh9jkkoalDoJcb5KrHvcDi1PHkKE5w63vWEjBpnYBxBXWL758Y+4dFTiy3s888FlfnIhDEf1J6xwcTv7aL8xfn8vj4jok8OCu34nWuXc66Oo1fPtEZ4RG2UMOttMEBWWqHycBZMeAWW/w6fTX3EVeyyp5KecMvbYJBlkTYBZNGQ7bSX0swVsurYeDdEwi7rgfEp8ZgLvZKZVmDMwEOHB6UfgtHrkhbw8Knt4+OQb7CKRcOXMdO8vjypez/xs/AnyPPvDqJ18Q2AkjHfjNt26Th7sEAQFlQJ/F05jmYOT7uPnrV1Kl0UnAG7T15tYcOKW0nHVv0/UfuSf9QiPjqoycVLodehjb1R1AYo7uSDujorpxc6HYYdMBrPWkbZYdmGFMHQXjPspQ8oRNlVKfiq1N5OgblEt+BzXScICbxbHPsjYd8HhetOwG11cIAsNGhONKVluM0XVxuWuAqk2XyQrahb73A0yWTO1F9WFnl45jBa1truwU+dbCrhFaqL6HHI/eym+L4is57l6D8jg/9jqfZaUlXmDLKW7ksK6+59UMSIz4EerlBGuZFnNcB+WWgB+9hMnOb7gptG7fxMeohV9354WTF5LOu8pbsGEh9G+6EZVLXDoEExbtb6InjvQDn0F51dCwV7+QBJ4tVansn5V/i+Q0+AkeZhBkIDAji6RgaB/yYq2QVqyNrFB8XKe+kw0yJslkWX0fSlsivjc06SUMck3QcazfwoYzSQI6Ip4ObxJWIuDoOsihvkGX85q9l37+kpLv1TpZN0gCnaTVddETfOD4mXeQn3px0HMel3LYVBfL+dpt0JhxVXbJzCs7Xv1CsfPbHuYf3NOKpN2V2HOpT21nXfv6hl8GANLgobBs7yVfYlEnTgQAHj9/N4LjSP+wi362dBBodOMAP9u+VFL6y72QZnKijVGJd/2KS+KWqPvJhr16dWWHtM6iH9qYlwPGpa8vSMJeOeAYPy3O7+nG82sXyjCtPfKCuvDZ1Ncc1dpFxFyRtA4H4C3TZspKDG+vayLHVFBeIDnTayYSexzM8jiYoD/yuf/MBfaUDJ3dO7i7RabShMqmDWSblekuCw1sg342qkRu+9a53p268hVXtAheDDwPhvXcqva3GMfqfkKhAlNfPpycmHCg+Xx+sIl7e9S26EVw4SumdBPhxFVKxKhnFVOEYOuTObqJzalCTRplzDWhZQ8jLNp0E5ffOAmUPf/YbPtEZNJ58dXD72s8+wqQjjuU5F8fUbTS40pFF2cyDjDqCckvHsjx0Ah1RmHUnBiuM4y8nm/1mGuIw3pgsS1d826W7zfh1EuGdiFjQb4ea5Ww4shAMO6gqr7Sg4w153fL+uDINf6vPsUPbwFTuuKzbX3wd83mOdP4K1LPs4qDjH2IN7gY6ACg7sKy2ecqyl4Jf1Lt8kLX84RFoxySeE7F1hszC5KPsjofdoPpIkHtuCy90WNDqNnGls2Dy1dT8nFStK1ADLPaPL3hoK3XSQYg+7oZsmnGkNSfH60Tf8KijJ1IuLi5U+lv3gybv2KeQU9qW5WOyjv7GBR53s+v1T631Y3dXwz9ZJ+CPR+7hTuzpFOOK47I/tPcf+lL2v/bphCARF5gNnKa3vae3Qb4bAI4C9b7vSdzOHz+Zuum2xL8I9BuDKLLOEUFZpWMUNLptH0Whp1NE1ZodTSd3sjPYXiGYmEOn0xgTCl5tJThU6ViMsVcCVjEvlTxT9631lz+Z/S/fnV4RwI00MYLn7fHU12NuVPYIEo0LTmlQ8g4+8I5nbAODRjXB69vvoqjVzTxDcq4VRxlNys94Ix1QYlthotWRZLFionmmpj96qONXxhWrn1bYh8erueYadjRX2zPd18kwESgdB/po2cNLmEm65imAvqGtHAa6WQad0bIOby6+cklTPHjUzrHUNTfHgOvjP/UzuAsYTzyUXlnt50rl7sCA7+7gZQK9X+x6HL2yzfUYVf0UAHkd89bRxBVeXgsmnHyVTVrKax2Rh/4gnHKU0eBouYfkx2ZM9kPWSItxF0egYtIUflUF3qatvPWXv0cAE02x3f7qwuTkNFkWblmeE7KbhJmE2VfapsVmHO5ulHmiLo5l/cmk/P7QrAHOunrGB8tJblmfNknXvtqARWlwj+XRbB8/7YtrxlDHTsXyPk/HMston7ek6S31725VZZw5lzhRT58hZ+LqCCtzJoEK0uFNKsQ/LkK5PdlR1HoiMrkYhZd20/l3rX+z7/ztCRMnKMYnAOttEs4hPbe80vOOwK8S+6WfCzwtYKVyZdt/9J7sP8E57Dkeb+lwKH1oRA2kkzg5KZcGVn5Xsd0TCXL1ZNYxlTWFVL43eW1yedvP/iblsT47kV10LCeIfWwTZtrg77sCv/46F6o3JfC3qRNDbOPT5yCwdQMfNSXSpRjpmoMXx2ZZ+YUvFmu8aZnIb6K+IijVlP5GIvpwJ+bOodB3aBtcgvXqbn93ZU52v8QlTb/foT1NHtvOXpv4NIcA2HcIBI8OHBc7Lbwi/16B4W9Q397pldsj3tAu8lrgI9pZ3alHJkcsQzuOzXE1LcbuOJdb8ULUI5R/ANZ8nXzyxp/MDnQjfftLTx2oiyX8pJdK09fWzQfFi6/M5vYRx6SMO8eSHgty0DUyMqA4udGnd1gGVIN87K8NnBOMzd2Qx4rsnkzfNylTy7NKQbtYlAo/ngjKdcU1yd7JlLpuGUR+e0KKtwMvO0QB/UVab//96zeV4Yrh14OZjLHuRFIR7AJiGQWXDo8CanYIJzVGKCfhcitBKUHhxZFC5U0Eg+n8uzPd9F4mzO2ps9cnBhLxHLT94T/YQvn14A4uOtjGifw5aw1UyiG+DuOFmLxW20AwPnLFskbdyNmG1NBzcrw6z+xEOlRVGk+4cjRusobRtlgljKPHpEy2w8exuRWPu6kP/DuJtMILUfhcv8VXnm6rNUx+lsyVR1mdGOrdvhOuMbfNeNIQZhuwmhYJk55icmQ3pR12jyfm7ND8Pkfd8O7E/zK0u5f4NODc9dGJ647vS73nw6kb7yRQvz99pNDOBmD/IlO7K4/6kM+B7AinHDI9Ak3y2sgTx0E99vGYo68U47WvOmWC9YSDRLThciuxzZ2JfVKMBztKp2mCaDCQn0kdNX3wzMUzN3V/C/SRTuuRBUn6yiC9FfzkJcy6eHM/SHpXEXDdjZR6pJwUkxiZXCwSdHw0vgq/LXYtddP7Mt1wBztAFk+e0tTeSZqLYSKH8jpu+c58aH3re3or4LtSd7DuAE6eXkc3V2Vh/uENyhych8aTbBtx5lqukhUrkTjTIqUxHbj4q+2043H2igogIBhNvb2uY1w0gh+itcpux1ksM/mc/+SZ1O5JVgXuH3DmSEulm2ZDr7ZQNJGVSOvKI41e7YLCdSbaYy5fnHn/q5/K/m//q+x//jd6S6YckZaOyM4h8lDZiyWf0LAt5MJ1fgOMMBMYEa78jteci7KgjzARphvfm+kP/3h0isYTf07w8jKvjqFb5ZOObTqFZekrs2dr6dlmXec32W7AEVfHxbeiXoVZF3+J3rePUkJ++GUL+yBjnTyb2jsV/8XXdMsHUte/O9PZG1J+lXrvVGpnb+2sS3RrmcDhbm59VHspfQRTX/KSv3Ipj8kdxgL7cyQM/RN4K494FGPZJG5NieXwsj7TE1ZTpvN3fFt36HW4fe7Avx+32evxVtL4tZa5+VCG5MG74KMc0td3vKdSpzPPBbZGL40vrvRMlknl4mXwUn9bO2m+Hi/tv72TYpzDeyh3pd4B4au18buyjzKJu1wlzIX+rQdgdYoAQd58D/mYDoFdfpCCX3Vtimf5Okqu4Fwr7PyNiT8sysVGMfmCIpx8YZCFQjI7hWd7Jp7bo0IxUdkaQwWTWlFM/j6rYpSaFolKh07nOGD5J7ieD9lKeZQwKGSxSsFTmkXUjd8O5GxbOLwGK7fozSsYjNnhxMX4w9tmv8b8OI9tfv2XMn79p/u83EZ1XOB0UOjJRN+DNzQsS3MznogvzFQ43YTsG7mbj5NE2Go7sd3JEV7SVj/kxaVU9k4BpD+fb37D06BDsE1spy4d9BPz8FIGV8LYTt23/HTU5sGNtDB03fYB1hdX3kMI11Y4d7Eri2XlJXmGHfd+liD5WDxatE3li8zev3RAUKfyVgZpmQw0yiwM26UnAA3Ki/gxp9pvy9JbbqWDZgP5kKZtE2PiHWQPMkXbegG5vZOwavfkUt+U13RFlgk0QlkaFu1rsq4uF0x4k7y1tzDltbGL2KYAABAASURBVI/46IhBJ8JqImfXYN9u29DvtkpJB/m9/B4e/bQ59ay21t+gfO7xGDhLOdWFbdJBT/ppXDStXyLB/RItlxOsQVSS0VdFqiDPjirHc6MXSk5uZdq06zRWdbrRq9gb8digovppAo+VetKJNGmQVbJcpXRcaSyATSYmlfXVNm3rFcwv75S7gxNnYnDotHsyKr2Ocp5b4VD22T6aviD0SKBTYvA+QmCI6cM/kulH/tPUn/zz8U+J/ZLIcFIsVkpE0tBFzltajpViv0s47eKrC/XTDXzYJg14a2BX+T6Tt3PZDxzfyqSzOEncBTSPi9rFkbbbxZmPdR3PJKq8pMu4YhB1hbPfay8n9vHczbh1wIiDXMWOq7x085ErZ/K+/feiCzyDtN2jvXDQOObjpzMMeBzBvLEvJxu2LnTfE0SfkHfLxkRxskpLQvY3b3mnpBQ6b37Z1v3RJ3SbpngL7G5/E00HnfCDHGGHor70D+1urg2EKZ/1wEs63mEomwSaF5e98rMNf4tJnzPvdgKmupLWAv9r/oxr7i8teVkXhz7uPKOO/EKYcPRs1rplhzy8WNUWTn77KBv6LQOZY5GmHS6R0NwlWi4neGsz+YiY4ykeDV54gZv4C4kOfMXZxC8AMZAqFK8CN9vUPrf3N7BeXuMD98w+PFOyO4jKQInxhVLaUaFj9cAZdGxpbhSv4mrv5NoxNVwj86FhkXPogBrEycMq5UVjBx7pbu2k2LGUq+5yO1ltZ7ruttSH/0iiseevPCuTPBlvoBFpK0cxPp1cuRcEC/Fst81yeDUODgyvyIvVdfQjtm/QyFs5pC0N2iOejmE/mg/e0uuxvAIIvny2TsznJA7bUY80+1/7TCI+wXX/vs/G7wX0byy4NWUC98WjQcdxMsHqOAF09wRPca5IOfmUwTFJ2zJyFvqcrrklkztAj3DbBFXb5Wv7zl4MDC0XvN05dIBHr/E4eLFeLupnkaWVrEi8lUma6kQ9OPnYEcYEn+ah3pVLmPoTbq6N7GOCVKQh301by2RZfJN+ZN3g5cSML6KM5W6jrDzyalq0KxvgWLdt5iU9dNY7WXyu7Wz73om4qw3+XhyHpjs+nDrLrtm28NKfTPKYaQG+1Hu6VMNlhTuhvsCjORWFsePKf+bq9YRiRahrb+2A0H+ph1LaaCrIpPPYx625kQ/B/fZfT0wclmqiIkyZX2jcoKCBNZhllRacRkVuHV07Lg4xTBivVysnpIrVaJKCpg5eTjblEvbWBP50PWfOm+5MsbsI9V4dZrzCBPDoKvQ618kszG22zzyF67A68nIrYeLU7vG0M6oPdeFYnEC0xTHlotdMx3E7HulIT96muV2dYJf9+z+f+MdZ0haG/P4q74RNiknuF1V0yFoR9JRXnaOvwLfPpMqiblbIKn1oRjzoRLhySJf+RVBou7Hi9e5CnmE6I6dHA//ZxuB+KIWdPPYwCWJfzAlWGu54Qnt42d82xySfi+votG/g4dVBZlokTdeVnCRd+wi3v7yshxd9Oxixey2PWrY7ZnN5BP7iOk7hTGB6rYOoxw/1LW4DW8DYJfNLOQTYH/7adrz8fNpvsG/hb33RzYVrneBRMUetbhNfftI5wo5V/1AOxyLsEmm6BPxi8Hkqv0L6IukLpL9K8s1NU36RwtdI5h46KSp9/gaFe0ifJX0v6Tu/HTS3nXH19DKQ1b88owtjFSmVNlNQyRqEARfOP/FIrzyvs/rErZpwgoGXUVE59tPZzGmLqUXEbYjWOlc7a8MwCEqP/OjrhYp3A8WEqtXWelVzYqncwtDSPEj01bAmYRe3L5ap7R2h6S3xtEyk4VnNvHGhZ985aTwnkFtnV9g5MLSckLKPyd0Kq32Zi6t+qEe64ooD+pve4khTXuLMjTUljh2n6f//+MJTibuyd30w0+3fl6CTaCO3mOihjmFyA2nrl/Gru4KGciB/KQe0epLRHMe9IljYR96Or/sUElR/NTbSmhbUsU/vnL6VWixJa1hcBZ2E0hBLfuZz6iADPekLY6wemdyxhbKgzqEZdbYG8LnpI8yJJB11U8LdrjMA/W7m6ziUU/yWZ7PNtwy1fotjf2wxCGTrY1u38AE95ZGXfIB0BjuLnexrko/jkb8LJEGldb91NIF21EHZEZroPYsl3SnbZ6I8TSiTOtDD3rQeBn4TjNHlvwXyHtIPkv4KyfJfJ/9l0m0kc+sU86N8CDP9Zcp/k/Sd356zb7h9jWOkRJG1xxncAbrCT4tUMUgGP/ymlBd0boEDjIHWaW4/dU4GXCfYhnqxw6oSFdKK/lZif5XlZEIp852COB1k5nbopZOGTwJvPjdKrHXeuJRDalwUbC5tkbts4aIknULd5myx1ysYPJSx6W1w577CHL8Tiegfz+BOqEaDr7zFkaaOKF1hBM1Y1xFsb/zNR9NGVumh4x7nLLN9RSM47D/81Yz7v9TfU/dLQN7oR3q2iy8dExPWXUHx6M9n7ZkWCbBOzeP1xDGgbxSXOOkdrzj2n8B3ohgMhTPpa2cv2nDWT+3sJraT+tuJu/iF47K/ucm+rMpxd6CM1qVdU3qM6k2YOpzlR4bm40o+MVHsZ5IusvekdcLjc7nwHPdNHJt4chBv/KUHTgd09ei47KssS45xjtdxy185qDsuF5w4kcU1yUt5Ogk4PBUr/8STlf7GLAtjB7SmzfjmvvI2yd9ce+r7knR8DbPy9iSVt0PfDHmM6qdJvl/i40uka0k/Tvp7JN/mf9oCSfjfJ8fb8nFyrJaryb/z+7EHki9+KmEnYJRz619VKZVYlZgICNPVN2Y6/y621lfGM6lO1rkGE5fLqGikbF4aX4MZiVWKyjP6CodmGSxwsNjXLq5iM34b12HAX2cVRxgTJeJY19gY2a7tcG0U+mhgUzfwIS71/Ye/lv2vfCreXbQTNT70QekiOBazwDGli4xRXp1HJ1buRvBj008j49RRxi1WhwWOmHVb1ToXu5P0heks0pe2SebStlxT6s4fSF17S5x4cYzqznb7S8jcxK6gTl+T6RxnUumtthLoO4k8w5ri5CENnpo47k7qMLykYULv/l5AWATKJzRcLPYkjfKjT2iCnSBbHN+GT/pFu7nytaxUpKnMFIux+s3Q9hPqDjXiOlbrAgo+6s8xQMM+bWPleuGZRL76CTugLLCNZWHSUf9Ff8WYCGzw6zsLxhLtZht96hibZ+nnrS/6iiNYGuYXJ/mwyBlIptu+F/9/dyJM3ZR9s37ZV7/sgMja3Tg0LZCJ7FLv6VINl4Bj6XwPbZ8gnSU9RvL9OB/WyXItHzzU53P95qavYevatz/dJXyS6iefeuppzp1PcgF4RaLjXXFNCqXRRiRntbTAgEoF6+Q6AO11+lzamBc4L2lwlS6OyQitIxgQbCuVRbJNQ5A3Dx1KQ0I/Jnh5BusJqpPYBqzb6NO59LoMPdtMtSl3H2QWR+fqHARps6p7URiOMP54ad8ztJzgczQBK5Gu8jW9SteZaGlaWBmnbLz5Qzzx1YnJ/oVZgVfVjLXJ6W+wlKfJdi/Y7KOedCCC4nT1TTEQ1xWYUoe2tzTN1aljar1Az7r83YFIzzbo1c6x1Kmz61UdB/aMP9y9ce8z2MmNxx+Iz+B7VYOvdy/lnYk84FV+xwA/iBNTHsIvTk4udS2/ME5lMKmn11ir5rO+faAxcX72AjLIlsazgdRl+kvHwKR8PHLrwLsgmDLBy6Mptgu6SaFbadA19p31wxi6jl92XyeicimPuAUP+xX9lXuGmcvbXQzqtLruQuXicdvfvkuCLONJ02rs9UfjjvjEIPqIPLT1mtga5xKfSHSJlreD9wD9U9JfI71IuviNxP8a3C7ukfwtqhw0831XnuK285rzqZvfk2IF8Ms9tCUqtBSxEgduFFZhvaqPlIaxXUNgoOlKaHg/gCiDlacDhPiNg/LMN8os8DMRIXVmJwB9YptKFr7AAawH3uYmhbJNnG6fgAzS5i0v6WyqvTPQOKaGgUvf6dxNybGTKZ1IQxU87NfG2xxdxBcujsHNSSt9c3cjts+pkEN5TPYxzW1z3n15jOpYbVdntrndlZ66dmw686wT+4hzkJBfmA4mDcc114WZdH5z25lAc9faPZE6ySXWaosAw9gJEHHC+Yir7x4I5Ni3eKoQx/H/MfcnsbZlZ57Y91/n3PtuvHjvRR9ksGeSzKayTymzXKVy2YXMKliyZZUMSIIMw66BAA2kgQEZsOShPLImlj2VXQMNDFiAbKAKggYlSCVI1WRX2Wcyk0ky2QYj2AS7YJvMt/3/fefsyxsR9zELsBShg/Odtda3vvX1q9l7n3sufQA+QBwOjReG9PMIlL/Yw0c7jf6OnxyiH1rjeqRO+c9iaowJb8zQdNccv/5ZNj9RR6/2b/vJqzGbcWwVKrRKOumjZ2UOjVjgS4+BEpIPtOljPLnaeEzZj5LebBbz/Td6gPfIOHc1JFJnoHz52YKakVeGxQUYex7y+qLZ83rUre3OiFgA/l/t/f8WvF/uxzsK3spu5ar5bD/fU9jf724FrsUj3nXuem/vCdg9OjlNjrlml0wcfNmbSZwt2A3OycC6vMljsjN89VoyaECNXuXjSDoT8djjG+8KAOCQVdNbbpLeGP1tp/glWUySVSfuKk9f25wr4MrpK87Ya4BsZNCr7jDt0hpX3od3196RWwI6tAi+oummlMlUv8yPgZiouy4S2HUpOmPI1XfoBBk7B5m1KutUzSyGFs76JXiCGV+a6hKTFT19Lq5ON+jws0Dt/jJm6j21zNgyN6ZF9vbYWNu16ancccOvk63H6PXgmT75eZBUVi7vpMrOArGuevP02Fjhi36HxgTNQPrS32Le9GKXhsVSH/q2H37st/LwH//nVY9ORQxtdTgcTjbSkU2+hdeTgycT/pAs1WNdNuf8HBoaICZlMTqQ4SSira/8Tk+syCmwGV/265s2v3WAseyCA9r0bSjae3qrX+PbQKcHTnkT2j1NOSRezV1PrGJhJ7+4OW2xfQjf+HF4I+oNGGL+drHuBfxfW+7vv9vK3yp4K/+OSgH+f9fSODcS+9A/+2VD0be9S3peAMJgxnIixdV34HgO48QaOMnkNOAoeuw6VYNn1SPi4ur0mE9S4akPfsbXbDwb6HGYiaCtH+CPDggiOHaSaQ9U36FvwNG/Btr3mva5gR4fuljcOuHsNJu7vUh2viYkEESJZ7fTt9PQbXxzU3Zl4p2WpVvrVHrqMYvpniD8SX5pxs/T1iiQgS+/dhLM0b20W3fFzqISnN/FncZWPjvA4M5JfiabYvqK7ySdPyr63J/0ns+r81ea2ysvZevEW27kOr2JY2MWug+/8lcHmFnE8FPnA/FWguo8R3D9JmXjuSwuX/li1g//TDK2VQ980a+Vdf+pRL27vcuT+WUp/n71671M+eosEstXnNHdvZ/xAR3wkFPygc/XOZfg1Us5NuAN+FjeKgEai5X6+LvKn+aHAAAQAElEQVQDqs+M0TewRlxaRB8+u6xAdoy3PtD4egISeuHZnJnvbcDTmU/4xphboBbcgn0t6q+0+b8t/GLht87wP2/5fyn8jYJHhH+9pXaLdOnNx1vxiPD/0fLfKvzgd4M2BjCiEzOHY5b6HmgO5shVB3BGTwNzjfmVl2O3Xz1aLonUVXBzGdAyaEEn2wgvzyk5aRxSXqvmA/zRAglVJw7t8ZgYt0qXlQje0jMfiT5gnKBO1+pnAQ60NW8ywDT6sQ5ZXfjSm51tZVbrCZgv/XQC0NukwJ/Or+HfEQLbImSAnGXCFSwAM1mbCEG7y67cgIo4TZxefuDP7lUew4du92KRWvw9/XufsgK8h76VnXer89Y2rkd2P4f18OVPna5Vq4uJv9lhuwikNi2xn0H9MKaFGTD/pddNXrzIOfaEUPrpZs/4qrv6mWfEXVwtoMb03tHhn/mlLJde+MIBdfbzK74tl3sR97so8Pm7e6n28qdPl5r75oLefZnSji/JoQh9uMP9HDh6ja/aKVfUjUVX1LzJRGsMG9DQS6c+MPV+qBtPhjqe6u2at/sIeDV2S86Xn5uuDz/X+y1//JvxIyyrfpu+ljPmlo/DLbjXo/5BEUT/dMufPYOJ3lum+aW2PQq0CLzSurf0+rdb+WDhpwpu/rX4c94cwYnI1C0ADFdvoAO0BaYBXk+/0DvX7ztNpK7mE5yu5DOxOM44DhposuzOhq/TJGAG1x0C3x3qyIcf/91c31whd6CTc8ZWQd4wWQaYC1ekBGs1ysW1xU2JBugs7LLa538EpMknWJsfOZ2dt+N23mRKvtKMzh0+732hmkY/8GzhPQuACjt3G4kHcHiOiOqINxh5HbTr3gVqfCn5u5OPr0ZGB05ZWuXQF9fm6Ie3esFutH2jN+lMgqse9V2Xi18nwOr9gVm42WUMGn7uuGj3lGCBn4VKu74aHXwZie1nudtsDrWDLsayj83qvjdi4qjrN4YcbbnGH+RXL/cinCzduF0/9BcS+vKLceiPXYR6iak6f3JMLoDAk+4ArrrHJZzc04dm58MWbXLxpAP/woHprz/RT73Iqbc06dXbzczgzQ4bp8WUj5x4QZ+yzRe5yAAd/qh3vfeorjcTX6v2wCkLc7yhAiNBd5Vx/rVj6z1BcuxjvOMzRwiUwHMQT3HI9RgMC+U/iwYaPIqadum2PsaaAOI5cjv57S4SCJ3AwNt5Br5xXjC6o+qfINWtSm2Al0lmLNB3E+ggKTrxfPtuFiC6o52+Xuoo8aKzsRJHHe4WWKs+pSdQb3PI8Lw5ji+0a/v03ywtxJBNojlhGUuPHdh1DRUwcpTsP8wCfXjbu/v4sIu1o7Wjfydcyte3OrGeib3Lp+vos2UmJVpE+vnjcIyvis+jPrTtW8djd+3HkstC+4vqQWJL5INJQ2dIJehGEROVrvJEXMBFfWzi33sq67n3JPrTl3IH/OuLmXyTD+TYRA6Bs+jNUyWTEp1xJYk62XQe//JRecO3CJt7XyI2M3EFdEQLjO0QpJl6G32HXwbaQ1Z12nrqSsevH+2jxPd1MZNX5JbkUe9q/6iuNxm/O6QKbzUijGWgYNa40QaOUyQehDpg6FxT9ibTjGlghl89xcHX44s/91tkNruu/spMTwDpDrP18RUnBg4PvI1Jee3y53Kk140N2tabdJtHX8bbCehj4Smv0J2eQJCAOj7KayjvylpNwnXviR6dv5DNYkTurjtadtOXDCUd38AL4Rlu9klGE2nK9ivxh2sz+NHvcEyU8OwQi/pgVb/NoueLTiYS24xHC7K/asuuM16OqRe9P8O2J57NevD0CZ54JuSYONs3vnb6F25kjW09uaUvOpFTP088ym89/iCrpaOucSnvXF4FL7/qZBEV27GHDXimr2PtapHaMn18p4+N6PgKoKH/t7+ZfPc7ndx1FPwOxy4WFicybThisth80UXvvtGnMceLU4kXQIN2fFYysltEu/Inj77R22ds3unlUHNt8rFqIB+gS/00OSLnKt4N5O2LLyavfi1+3GXdezJh69DWn8oZ/MaPwxtRbwGmRiwr8Thpi/riYKrYheEBQwTNqUAQJQhcnTjHRg50V51jgH7j6rDgc2xgzuCG4HLDx3i84Buo9fy7Mz9w0foki5Ie+AmcwJTXevK50251vzvHvSfjNw+3L3wmm/sUX3ulk/jLxfWUQCcydj5KkBqN79SnkjS5sxqSJtrcpSbPWPqxAdnQrGQV6MT2vPa11mpudcHThx6PQ+nVW5x81cQwjDxgknRc9CuNmQQtEfl3O/m6S6aJZaF0ybT5GXF9aEuWKbdT8mvjQ+9DbSLjDH4STpKuLtyrcfZs2w+2+N3GuZG588GjNlooZoeFx2vu//TyQizQ4Fs/z+bRfotEOm4Wjmv9alhVu47psblQWyLv7Lq7rWRY0LXLM8prKAM2kUcu2+SYOt+SpQ9fsasuQa8f8DEceeiMVzbe68nnuzg+m9Arq9SF4k30hx/+5d6s7NW23K9uc5/lD3+1N1mbX05AVWv8c3U3690fzNwUJZfe+NfP0S7X296Nzm3oNxtXgynLQRJXHQS+MMa0FDB4QEUB4xjOF3Q7lJJz4dAM1Et44HfojsDROw/OgdNX2tWFYXVi22U2KzN+xWdoWrm6l1zdTS7sPofk2GSqk1d3ubkWd737+P0si0Tx29e+1MXg1Q7smyxAb3YWlet6daR39STfj6O4g562Y4xkU98TMyuRaMYDvM4weqDXfzgmxq/qqqyYmQjGaAM8lekLnh7sNlZMJDU8HrXdtwjna6zd1QNPVn2/9WRlR5ubdOP/6mh82Z50WMnUqwvefNdE9w3B9F7B5joaoME3xl9kXT2eHC4SctrnEiBdPALf9ujQcvAdt/XksOEzOiTbN76SWRBWichlB3t3OFSfvV6SXPREiQYtX/B7+eo6QZ3IPwO9XBw/l4dxFiZja1dMdmPZYeDwaoU8gCedlNp0sFCIh7w24T/Xe+wf/u1sv/73M78lQOarXz09Un3bexM6liXfpz5Zz7wwtlo45V7Ix680j3pX80d1vcn4VVU4aRfLIYAR48TVngJnMRw95+lnpNLEUl63S2/hEBA4cM2r7LQlCjnG4ll0it/cwQYSyl1qN6QumxyH8mwOoEEaupDZY9u6uJPVJxXpjcscmrRdBEzoCBwYfTsYfWVMgIZJP6avuzd+x4vuCj0uFx14JX7G7PqrS7i9H81N2PFkqaMH7CQDTLv2sH/3PVxtCZ+RSR7cofFhOxluuHXS5qIL4fC7iAm5+BrtOmTjN5cPTeSTDWc5+JB3OCZTHjKnMpcHvYZ3M8tXxqP/WL4gfWmvQ9Jy+jvx1t377Tj7k778Tj6Zr34lp8uCnnhmQehkXR1vknXU9bv8Yqy+HTn18p1FpyX/AbZe+7OxgmMPfFZiHNBuM/PaKy0PtXnHGYt/7chqH7yx8GTQyaR+7t3Jj/ae/HNv62pWXWrj6hMPjy+D36pN6EF9nsvGBN6i3MvUh5/4vcyfgbdNxG1QDreh32QcAwSP84jWZhyDcnYQPJrrZG1w0elHd+nGUJOmdFsn9iQK53JIcfO+Dlhb4+w6FQ1Z6CScxC9uEqwr7uZRy4sf627ytUTAOjTDpxWTpQvEJLxTg0liIkg0UJK5w61sv58nH+gxeuu9B4/L5mZnAzSPCK3+7FsNC33Kb2hqT1kkx16Pjo7tV4LxQXvZ0+L6zVf07clk3Kof8BfdxobVxGoy46Ndu1NZmwXr8k5S+YGnV10VY3PjRQZweYZ3+awm7owpr9W4zImqd8s3CwLa3b72Z+fH573OXl0Ilt+OGLreaGVbdeHfqBtzOM7JwJ38dNG95pG+9B8vegp7Pqke8yvSvodxyZbjydYuNKX8/pveHKQEw6O0Fx1TX8zvN6KGpzufoqMPfGFrnsQmwU9tR78SNLYVnFSvAf40Vrv+Cb7osuZzxoqz5jrEZD/8xF/O4cf/ctY7P5gcqhseO71R9deq/1KbU/zmRPaR30z6qDMf+3C2X/tvEwthbn8dbke/yViGVeTGwTUiHMNRWRmjtdsfuBock09AdhynC4D+8pJ8i6MEEU1xWWdT0aKDX8tnJ/d3M9fJ5EtoMnqDLvr7qCXffPVEZ4cxXstuSEZ3+zRR52QwCVaeZBlbOSc9mtAzRmK13iC5/jVmFiz2fPWLmb8yw5N8PPHpJJ6FpLzGfiXb8U9locV72ipnQGey01d9ypnJydRLxwY0M7a8iqLTcswmW1ufBRYPk4XMHU9XvuUD/m8fe/CY37qvDcul0b3epOoN1Ief/kj8Hn74sX1xklGvDXMaePBMTwXd3eufh1/6XB7692WNySQ4OeU/upO/A/12GB3PdnRSzKLS08IyOdiDx9h7HoxejtTHozO/VpeTjBWTaerG8hk5ePCDXZcN2ld34/htAY3JzS9EDH3zzg1G/jERZ0xxh05mNBZAOu2bBxuvx6MrXDZv0A2+MaTLPn54lFf7xc33K7bPfjSxmD779uRdfTLzoz+Z+GtMtLdAJdyCfStQF3dOCSChWg8jOY7hnHmtU52gDXacYHKMUhCBPjQCqy44q+ZO0HvXVzDg93EC2/Fbr+MmoO1bbkA902OYL/Q0MYvKLBaliwlPz+roWf/sTP7WXTDJ329QdgKt3tEOPSpLfT37jqS8V5PTIjHjey23Lu8k7AbdJchf93vjkQ/oDfDWXrVFCTe61y+j4PkDj6FpgvDDDnb3ISl99YmkG3t6IkhfswutBK7NzLhW8GID+cp9bLuuk18dvjanPtvUm5wprKdfaHwfT176VLb63gnHJNtedb3eo3ppIkb8R6ZHZt1F+Wfw5NOpY0eeozT+u8zSBhzql9qw3MjsfZmI0cVVHy32JMdXeNR0wyKGFiGnlOFbPaajH10gLUwRkzbHH2zffU2fY09mh+PpZOLyiE6p7+hPhrL985VisqZ+kTTHghYP8WA7WkD/kVGh+tgI4PAuenRhR0WFTnv/5WNhr/tJB7/iDH70F3L4Z3+p+Opq7C1wuAX31qAYb0Xk9AYtxzqLUxgJOEH72hH1MuMPx+rLGy28Oba0LgdmB+Vs49GC9mXGIC5MXyeAss1xqiChbRBWb/iZiBFw8tHZOSTOJF31pCuAt6ujYU8ncoxZdXOTe25cqVfO1CXonU4MpRuOSokqIdHh2XGxMB7Y2YHedNv5oteGfz3cHDP09RPbgDF14SmhpnIazf8mBpqUHtBF1eRn24kywZNfBuqHizszIfjQ5F1d5EIH9rR0Q3H9yM9m1SYTbPq7iA4ffNW7888RnF2rfsP7ptzSudZ302sWETdeXZI1HvNkIX1VVvhfabIAi7h4sbskCYO61hU3i375xotN+1jt8UMr8NxkMqvvtuFHzqquwElSHrBZyY4OnzeRx/rJCQif+iHG6MRHuRC1MoWPgr4dr06euUKfkkZ77NnGt7Egobe4kMGe4ckbhAAAEABJREFU6Uf8Rqjmb0S+6RiGCfRWyeqUHmjiw6+qCZpk2Q2esgPQm9iM7vDpR6feI+gki6S+DjJedezQt2xQLBhpsDyO2XozcB63GGM3x+fu/eTyzunI1wC6fn/oH2w4EkowgH+Pe3N3fB0SehsLKmPhcexqXFqnjVx21TaGHmydsvYqSz86CBw7ARy+eKizG+D/eoCvPeGX7mijy3UyVzf88NrHkam+63zVhYlucPrIMwZIbhNVHxjdWyGzRS7Y2LjgP/xaR6MPrx7T+dpCEe36YeM3/nTvgN/RmkCdoOOH+gwKbGT3GnzrM/H59aOP/162F3sHvZN80Y/ddERMvrHVbbm84w967fqUZl3dzTKhWx+dTM7SB6A1Hh9145oyQcMn+siyeFWuxWR75eXID5eIU9oU6IxWDOQUu5tHaIidONHt1EjYsRonYw6r3fXh9LWEp0eKhxtalcI5Zkv+08v43Y52P+pdSY/qehPxnHItroZyOscx5BrfCjwHoGfg3m5XtBnMKXXQQieJmkxT12+VRsOR5zGTVA3gQzf//vi3k89/NpNg19fox8yv2zRZZkj52akWOcOz9xN0dEdfvoNOJ1+o0QePjjyTd/Tesi57B1ddv6SnE0B36E5R/bMnGX4APzbNuCaAcuARIUQvKSSd+sAWrHPoeG03s9iTvsivH0IWIryN3/FK8p3SdrzdCN0k99kPeJS3XXom1eGYsEssy3vVLo8wTZjU1uV+QfHxarz0z0++v/8v9Jn3DyelzwGPleE37dYtNqWPPDnUB2j0rdb3CbVKVxlR+vqzExXdyYLjh/bP4l8+To7bVz/f5++vJl1UZgHC14TlJ7bRtfaNCDzIm3JlTje+Z0JOddGOuPPdTmegSWqMewVdAH3RZ/yONzx6dNrVa+zmY22666fD0PQeExwQm8qZkxLanY7e6mhuAR67Bf0moxh+bKAZxujzyjqO0Xdon1I/g9SB4NfoZPVdUzg8Xlvstr6aapdJAx086oituzcnjWPbXg2WvtVryDz/zuSqE9S3xerQdXU3sYOsw+wW0yaXHqBJ6EtCMZEF5OpeJqnL1w9m7DJmgSqP2QGpB9hZGZEQ2viCwyGR4Gwqn+BLFhowOJUzSOrX4/AhD95Y7aPFpWMkh52MH/UX5Vp6di0TtcfqSHp47YFeK+MD+JF+13Lrezi+bzXlueF92evw+jrAbtiY8n3KY5Xe7ruVN9zmSQmZJhr7q+vqacSlWA7Vm/4dR6W1VnfabyYmBcTVY30a8FzW/aeTjhuf891ACVwO8jF96VWZo5M2PxwOidOJGOpDezgmrVscwh9wexzQ821Zh258oZ/9xu1l7b1eRGw+wLjqH6Uxl3cSY1aZrX6wkY67btqr+uFZkpkPcPXx1OEO7TcW6Juyi331nziyCz+0j4ByeETPW4Wm8O4IOoxRvWZXr5HXO4xkFuib/eqCXrzd1vfW3SRJEzKcfbxMJApeO3TMJJwV/B0fyHrfj2d+VutBk6oLwBIoOq266nDMEjxjHSGH37F5Xf1M6mt8E7e025deTOy2AtJyJgcaCSV5Kjt7EJXVOwB+ZK6uAQ3oOsmOl7rxEgFUTtDruwlw46MzUnuH6uOLJw9/67/Jwz/45dNd+E/2UdKrfbbeR2rbV79Qvb91ko2HcWc2qUqhO/t32XSnC6jeFtZVn697TyXVd+MbeOMuusier1mXcWt14XyQfO2VeA0tIb1MCP5slchyorRz6Yaw9el/9oUEP/oYRwa+xqERo46dvFF25x376IpPgZ7rqpdArVsQY1z1D56rvq/umYWsj6X1HRbKhBw6Tlk6PMW5tHPSWcV1MdgqM1mJcfKPjvjsvsXD2IZ6FjcLHJnw6NKXkhw824y2MehsWp0b0V/cond5bB5Ln33fJDXqVqiWt+LfXCQDKMuww0Wddfy+/Bp1veoVuzgwq7W+0Tews+JyRpM7+jhDEHsEnJ151cxj+V7cyVrnsdogfZFfh0uEAQvAnatI5BQ/iVc5Eum0O3wjk3hOCvRroGcHwkd7t6H985z8669093p1ThOhW/VI+Vby7W88JPGUJTGG3sawEx4Mvv36Wly/9Un+VbvV6aNTvYlnEmwf9UPQyXr+XVkvvL+LX4/f7O5d/Vw+lvBf7XFqmlMCXuTgcXGV8J12+qJHaWeiHBo79qFrFz7jx47nv0nGTmqT/fRItPTkvfq1zKLJPuNA+c9kguv4yJHWl/sc9OvEXc++c47hyeqi1cWYXHRTfjcPP/kH2b7Rxa0L8vzj1vSFl3461x/FNJ73e6J4Pi5F0rgFb5PpeFG+nZ2O+NrkGGBsc2JyEw/1xmzuCXzhs4m/h3i1coufy4LxUfmgJV+JB/61M6C2BR3+Tg49acZlyY5Hc6idaNTB+LubmzGVNXzqz+XJSG2Y/+T05ZczeqK5BQ634N58VH0zE5nRu8ESCTAUSOQaF7hdwwmkwWcEpwK0xwbv2ASbsXUcvqCka7XdMnXaKRn7yNA4+Bl3mUWOOieXdq4XewNq87favTFV1OldusXZF5enNp067oS7k9ileqmxJFYXqUl8CZDqQN6Mat049VYn2dc5NPDob5gZ4856ZS+N3eFmPxyeO58uWPN3CU88nfWBn0iq+6JvIcfL0HtZDIzjr45bbJOMc3+hikjQfaJ1x5nvBHRi56KLw2VtPhwT9tY3OV4kJk/9MAsyn4tzS3YuvNG+swuRxQgt2Y2HS6ol4S/KE652Lf2e2Dx4KsuXi9o/C0X7RpZyaOu/w0X8gtO6+6B29dLupU9mnqGTj26V5njMjLOw1P4c2s5KVvtqewCZ5UXfWexdRqSv6hgnT/E51s7qaRHxe4a5rM5OAGDoukB1SLpQDPAtnvr4VV9tCdn8W14nH1720qT5yc/xqm5optq6MWgBXS8ag25gqV/nhPP027N6yg37jLkFaukt2LcCxZEcwqkSRBAEiMGrxnIeI9HsMLizc+EE0Lgm+jhaHeBxaJD0W9Gb+FGvAyUZuDZ5ZHW0IOFJF3UEdWzOQV2C3KcP8TRB/+jWCbKPqW6rgVmVtfYkogf+aNipjS/z9lKw8ZNUgJ76ym9W8xlfOcbQrTKm2wcdlACdEi90/KvdhShuSD33zuTYBKPLoYkPjDfuwFeFi6ucdG8/n/aoO7u9SYSPid+jb72V8Kt4VbWZOOThTT6+ZJdfLjo54Cpv3b2fVBYZh3d8sJP6ubaPOW0IvRyZMaXv+I281XStzuN7pcXKae9YXUePDrA4lXdr5VV6J5vqtnwvwz+AefYd8y28oKGv8lC6GVDlx1e92Ub3u08kYsf3qwR8Qw5fqLORLe2KWOKD/qI6N+7zPxJ6r8OfP2/ujfRR5ukmYPkbzybxxrs2Dg+80xebBhqjNsfHVe9UPec8HuRC0mPVjpnsZaiPPnS5vCpFcf287d1Rt6HfAhynE9ukCOM5nmMYAs9IDmIoA3d69cMxgeeQ0o/DJQMa45SHOoGDLhsggQKXjr0FModu93JdPsfHT8fReY5kgojPM2/LeteHTvIqc477jn2dGOTO0VOiSJCcX+xpIqYBWV1Iti99Lh5vxaSiMzK2ghnbJKFP+af2ZFV3fejA3qbP6/H6dzAWTLu2dZw78/itYyeO3b0+9YWd0Z2N/Eb2jOnHaorwL1+ZxJ180Y8OlGcG3xiYQE36jjq99RmvpCd9a/+631PIvScTPrHrmQx46kdXnUZHE2n8uGUWaniLJ5rjMaHTqm8kOZxJRleAF9vhq82cFtx4FHeyjCt+3mQA/WxSR0O38/hZ2Cx67GFn4z1+QEuWfHVC0C6NS4DlBPLEc1mPP8j28icz/5uB/nZ+fOlpHL74qVOIj/UDvik/6GZl310AtrZ2/ZXkk8teurU7dFGm/rlJP7jXfhxe23yLWgw5NinBRVc+zhEEBnEQYCQc4BygX5uhxoKasCTXuT7BM5bjBdk4MGOaSByOFk6A8FPvNV38afBnPzYBxGc9aPL6cYyrHi0rJxaV6jsLQa+7ts9/Or5ivFYdr58d6ofaBlXaXHQRatC2T32kN+V+JRFku8FZ7ux4xtJPUhh/Mwn0jT29Yy+h9dMX/vVwrFw44wcoUcRldaCLsn6Z7zaUx0IvkUxkeo0/ejOsfWGLPiUbgMkH6EknOuvXrph5008FDzaiq/386T/ynHz3+cy9Fv2lm3swysadP9xLGDo3LbtwuTRbYkwf/Mm8ejzpqSDaA+fUHt9+rxOxu7obvb0siZiPrE6o6e+iy152W2joWz23r3/5FJ/qAjU+aN09klk09wWbvOLDX2zTJoOP6HnnsUzuyBty+WfRr7Pz0BxUN6b2jl/UK3/+0QnBE5fSWaAs1MNDLAsjlx3NB/4oyxi762HzK9nwxesWoMkt6DcZxWiOSLUdoxoUE1xAGEMdhqPTryxOsmx1zNYAbo7p6NEJxgS3zqljt699cYIpeA/9A1OO3APBSQImGGSWV1knTZg88UzSa6pp370/x9XVgIae1Xc16Q7v7BOFXnMJckysY58W9G6tRA1d6MoGwdnH4fn29yRdRLYvv5TtlT5FIBcdPfDJjVfdksobEOhVhF3KDqx+g3SqfKRijFISqTc5Ft6tz4LF7l4/ruNFFvzxotSr+VJl8dV/KI5e9GMPv9Fx9DiUvu/yHVtb7eCcFrYmJT2AfuP0A+OrwySreiewrxHrSvmutfqI93vxfQz3bdJd0oQEjtPLwmOCVc2cfZqOyao+jffosMurj8O29q2eQMLGncbd869/qXJ6zU2Gbx/2VBf2rpV1/6mMfDZUrzh5HDoZ0w3ZZaDvksgtfgHoKicD6zT2nJOrN+qWuPPp0LW/Y9z3GHnwYME3b8WXroBMY+Q1Gjyb9zOOrmJjgalegyvfoOcf5c5T/y1Qr92CfStQHMc4wEA6MCB1Cie0LQnmMVuTaj/WFp1JQIabxALc/uyrNKeVyJHXEe3QCZtDE9upwELRvhlPvsRCfzjE/zI8vOuHM/+I44d+KquJGqu6sfQpTTi3dUm57j7omPdEsKPvm19LBAh/dkxdVIroQuKvwyTFXC+6t1A+30+46nc8lrC29/P6vc7hYiOe5KQ09LgmulEZfPv5k3zQRPZfbA8f/Oms3mBLeW49xTycn6X6bvhiXVwm9MFqrWRV7t4mm6/jVXv4XJs+UMfqftGThjHaO+gXWzqo49ddefV0lcs7WXfvZxZO9PtY9lmwO+lX72Esf5vBL118Y5LjR/6hOqKFI9vEx4ccpaOxOsC7/k/rNpHUN/NLyJUzNy7Z0jp86IhvTx/pgpGZhBfNhdNJcP5K8ctfyGs2oN2+Tkx/LPXww78aC5zLke2bX8/DFz8aG9HWReShf8DymT/O6STWiU/Xgfr1otfx4sCf9Ci/NHaj02o8Vm0u2ZBry0slPCQ9+EN98nwnhngtlNtrEW9Ji+M5mOKMZfixicggQdBuOYvAS38Sj63WWkzRWm4AABAASURBVFmrcHGZVQhHnZWfheJ4kcF1nAQL3mhM5sqbI+aX+iiHg+DRgzOPqDf5Uj2WMeqVl/I7QSfpOrsPng6lTYMhmWYx0C9JreoSyxdPzovTauKnk4A4i0GGtrunxBa8mzG7rrdSfnOyubrXoSs50GG1fvNduiZ5HdS50uTiU2ACK02Uuw+S6rBMwqsmdU9S88Unsg+1DTs8piwP+HXIZtKYFPXhTJR1QzYfo88K/4asnUfrjvTZ2/ihrb/s9ClvzZTvVl9ZmMLn+tdZRv21HjwbNMPbmLHfyNKg68kmlZ8dL770sniU9yy0yuLW3QezELp7Lsaby40uyLM70686p6+t5WnB6CJJ/zuP5/DOD/Wx6o9l+Ws9/b10eNinRzPB3ZtonGKxefx+sg6Jm7HwlZG+/G7Cqq4n2fX/qv78Xr1Cf/LTF1x9HiUbVnmhnbL9DXXMHby78WyF+ZIQ+XSVxy5zjCn5be9yvA39JuMcxXoNvu3GMpDRo0ado4TjBIZJWOXxMrm4kyh3I0s3f5xzkMirIwtoruromYBN6AYNzfwcGKdxvPEdm5vj4LRNcHUgQOuQSE74Cyt2ddCGr0THXI8CnT7cWJzE+Porefjb/+C0C9DfROppZPWSY/nG2qE8jcWDTIGVrE41U/YSSb26zzG5Ezijj0E3gF80p28l+LFdQlrMusi4eTl/ykyP+vzgRmeTdfUG1viTfD4Bkgngu1ZW+cxNOm396Wt0bzaS1ab3IrP0GRp9HdvdPrVl5LcMHiVePZEsl1/uT/Tx69ZjeTp5Fz3ar65YV73u38c5DahLfhPMpCEPofqU/dhxZKnLhaLpMU8h+KMT/+FnuyN//lOJm7Zthy3G1PbVOG/dfJJ1WoDY1D6+8D8O5/cO/QKQmDafNt9N6EJ26JOIeUR52fwAjbObyi4h+Xw90ycVfWoROo0Pk8ijFuOb5sc8jaqOWauy68e9bi6gK1oxp6jOg8mllmOfXOEbfsqZEPHr4Jx5r8O+2U1KNiHXZSdUZTtG+bvoVk9vyVDDHOWtnGl9jBQMY0u1OJKjClsT6LQadmeVEA2oBHL0nh3kULObRIcP/ezpGCqRyiMdqxhA00DH+EH0Q/+hi0v5hU+1BUO7wZkfDOn1/XwpRUKYCN29InlNgBfel/lnqpLh8SeznntXlp24O/TmuFkb5gRxWT90sqXJF7wXYU2A2mpxCRzd2F+13vhGf8au1vlLU/3O47X5QVIec6JiZxJfusmxp6dJnG+Hn2ZH5ptVHoBMNJePdUBxlf/wxY91YftIZueev5monnx2qJ9yflm8AHu6uA2tLjx34ND60mlv1VeH+ir80etoPll36VyZ+HYHDXoTy4kID/zh0hc9tZtTkyedyNGHvixyqJ0X9fH4oLZ2woa/0Zm4z78n87ro5C3M5mRhgGwMUrvHP5WzqqecXL10nNKNYzpfddMRx45xiljNgfXgmbgkjctKukxZPboQxyXL6Fa/HZqfZIBjdWVz+Uwukq9e2an+A7VtXVRX4wBb1uqJmW3fKHUZ49Xabe9Kuw39JuM4w07Q4EeSdldKj1dhfI0JgyXWxVVWnbvuP5VZMPQD6t5wzmqybRJAQhu783Di8E8vZlLUMRIFoNuTHT+OVKJbdVEnaSSIxaWJvrmZZ9Ja9b/Qx4hf/HQnwh8lPeoJ9CxWXeEF3Bc2DhKkN6UsAJkJVJ6CdtnANYDsW465Ep1M9pB7bAJI+NqcJlFaLriWuegpiG1oARtvluoCz5ZOPDIG4PGu/IUnOwH76outyT4LEhwo/Sw8LTMy6jd1UD6jjxtkv/crcfIJWfyZJmF5IQsdKi/4HS6y2FhZo4/Fs09VNmPWmuO1k0H46aI2FpfymrHqeE27Pkxfx04aPmlsZ5IUNXzFTB34rsDcJ1haJetpkJ7NqWVB7mO8uQf0gZ/Kwa/3yEe+Ax0h10zyDkzokNNr1SY3h1fjsXqKArHo0zuVJSfZXNs2Cw1+q3qLm7LyJ68ur4I8cOwzZoehLS/tnF/nWGUVX97BVz/anqZOPLtQI8dbn9zVvgWq0S3YNxslkJV5/auz9zrJZzWukRKmfRFk19aBu0gYd2ySKMd5TQbGAkkBr85BxsO5sXRocr7yuVjJJazgrO7KKY9J4p12VY56x89RS0Dhymc1qZZASwIL0oNnInnc7EuTKnan6a9+gso+uihBdQi8oOFbHpkFoQIFeD8GWsiuj3PtO9buLiZOEFmHZJ11TF947dDmvPXbmO0yKa22xCMTwWWTT8Kzg/z2L/ydTsprkVcc0sz4ykxf7Yt2bbL7HX7k57L+2b+W1YUv9Cq/rHV6LFf/BX1pT2PKo3fKs9uf0nX3NaGGrnGeRYeOxqWv8prEnh2zE7ioDN9W0OgHfSoTyW5ikEcGXSojFh2+5dMuPDEO6BMrtvZ0GO30ZTyerWZkbdmMxbu8NrzwIcOYjncvYfuH/3m2D/96Hn6u965682/70ouZ63++PjYf8JoxDQxd+b1jA+DJPDSXR6fSa+MP6KuPb1zn24QKGZoqioe6/i5yy4JEJjx+Jbnt3Yjchn6TcTXO3VJf6XQ9uLqyhuLgUIfUsK13Vl17zWpMvVXVj+1DAxgpoR2FDhexeqd8M4njevrPeop4POvJ57sA/GmPry8lpbdTh/MFh0M50JjuYturr2T7yhfi+9eTRPo41Y7dsbnsanvn8QSOzvhU16wq2Bj3MzkcW6xk8C3TF71cLtgd7t5PVm1JXyY/2a1mxpVJTx5zXSgBySeDvFVe6zwO/W3QZB10Sac0Hg5vgIeS/4Zn+Q3PDuAPdTuLnf4rL2euofGgg7H6ja8fFn+wyzilfkLJM2H2dsdMfFvqDn4XPRHpv+yiJHGn4/yBF9APhR7UNZrXIO7Gk88WMpXGoS9sXfz9JPzkBZvRWxSHSW1WdvL4/wWbXCC3k95xfn4dqI8P56lUxyzj6R3jqgz+XYS2lzvpP/nx5Hd+OdtHfzcub+YeDlq86Vfy0UG9Y8YHYr/HmM5k04efjs0hYtT5m6/V0VTu8LrogqGPXkr9Ax04fY0tfrfAo3tuIf7vDVVjDq6P+xhoHCKADGAQI1tfrrP6eG8CQpHiol952STiGI4eB3a3KM9cO71eR2dcAz/Xv12FZ4I3yCHvPHazeneCzvG09Ot+TyVPPJtwpCOmFZhO7YsgmhB4SHY4u+5M5Mrse3jTaeCAoutYdxW8qkt2vewq+DXBhq+SXvrZJxEkDFmrgZ3kO7Erw73y2hLdkFYunUdHSpUM3xazuHX3HZn8yR6+7MSO8fXhnNB+71fz8Ff/XpP6leTQpDQW7Spv9RlbvPaMawym/F42T0XYQgc2Hi4yvPXjIVbGmQROPvWFOMyiM30rIZMMY8aOJCu9697r3sYr6PAa3tXJoixmZKLXb4ERn9X+GVwG8ABvZVlG/VBb1EFjZQMyqRcZxuKNhj7ahXWv93meKNzt/QCXtPLg7r14CpDGbaMnnIWdP4wnS50cbYuBDcjN0Y7JgY46z1DfpPqEH41li9w1li7XUBvh2L7jzixeX5Ty9ai3oM35DFHWCRtHCZ6JIPk5XnlxdTpiWuE5h6p20955n7vd45wi8WE4Ok4CHNaucIwkdw+i9wG23sib1boOXw+eSSQPusK66i5PLxNiH6ek38jqhOJk+pX++k0W+Y3f4AR51wmiOi9yLq8SdGyVnAKLDj8Ar+yCFXiJZ5Kgy+tf1WVQStCGMar0xcf9hSXkW8K3+nx1mX4ln92O7uQaW1tXr5dnAf6JX4h/bbVcKqSGoaP78OtgZekDX5/4YlZqp7vncyorSXa+9Mff+E5aT1A2MSzOdwEcY50It+7cQTvjuqgcjl3vWuJVFRQD+lXwY5c6PYwtz3Qhm++NmISTNzUczoRCs5f4XzQmjbdr/Uz+rKzmweoGtX74Z7L16UH4kgxjlWQ1NrNh/E/+l1l/5Z/P+pm/nPVT/1zH3u0i+I3M5UMXufkJtOrp3gv/DDT3hic7CpsvIPWe2PaNr9Te6kpeCyfT+W5BLzHCrubPcvl51nNw9Cn/VJ9ZQLQP/KZyO8iI23veTCwjOfLu/Uwi2pnqjEh4E6BJNTuWYKkru1hEcjfRUmcMMH526u8lq6Yde0QaZ9QJJi2expRmVdZ6+/t7Hfv2uBG19aaeQAn+JC3HrZVJIEEyznjOH/yfnY/HlQWnb3Tqs2T1Bu0UlPLQLwEdMZsIsbA0sXLsjpi+2Ch56QyKmjcaEw4/Jbl8RZ8heP0HoTdw6PdEhabHob4YqH/g+Mi18J0ueDdl08fY6rr8CGovo5ZrfmO/9bXE7s4neFhE6Ih+2n+aVb/PvZSr7opk0Jk+ZNAD3Q4dt9xYs8BcdBIeLhqXt/VS7It5+OJHW36+cai/jd3lMBW4DDAR8MZPfswEb1xmYS1R9fMdBY+Egz8+dKjcOampG8dm4eri40+Q57Kg+Ie//l8mvSSaPwgib88l48hVkt36nAacaj3+q03Qc7/oWJucFJxG2Ff/6OMjcMqVYsp/3e/p85nmZe/PFNN3baj/5luenRtbb0pvFoL2xClRTrBFmy7sqy6RM/prQ9iW21/nTLi9883EugZbdYy/bZ/jZ++6p5M1NX6A4xvMSAKJWFr4+YILI6evu0SNP30766vZupJuPVrhM442rs461S8yvNpmpwRfnC5wgtCkj+S6hj6iuns/g7vbegMaJbj3VCK4OzSQs5hVF7wjSBaqq8c7vmPRHS8ygbdwnHXIajjQCqSFYTUjMZj+JgK8wO6TT98b4DwGHj0eeGqr85u6a32+pBd9TVb9/Mjn+siCQ2OMxbf9J593UtIL3Uy6P0XRhbGTj5137mbVLxZYHZvFeqfHk26gdRMnx8sMoBF3fMX8ld6L4Be6YASMk9ROhx0fvoIDY+s6+Za+cOUlv/zJ89bLvTkV4K0P74LHpfIJ24ll+W7uB/mxk6ef6wngpS5sd7LuP5XJn/KkymxO7JeDdOy4sGHaOW0wI2dlZPBD+kJXv9pwlpic6SO2FipgHNvEqvRzIusjyFw+lm1i1HxHYyy6i/qwrGt83+3rmIBjc23wt380627veFOxdej22T5v9vfeX27Qu1taCB5qOyYyRJKaPN2ZZoLV+LnGMrbH+kmgKm0BcJwc51oFO3Zwxtd5KSw8JBrnmMR37ye94x/t8p3A3izLN9pAvTxzsKPWfXt9tT44+ItEUl+6cVi4Lu1y7cdDsCVE9Z9AwclAARVgSWqBGPzKJAf55A3uUR9dLG52GTPt8sBbgrJzJks7tOmgPFS3yn346T/Mw899Itu+EOunG5tKsyyUTg6H2lkWkbC7Xu2HGn8Z10UjlSUmWfXRqh6vByeRTgiLspj6nwOuwdNdL2IuNuXRzO679uHLLrzZRKA2SPnTFV6/haB6L4u5fOgxe/LKo2J+Lq/NzuoxZfPOcLSHd30oTkBybb37h7Pe9cGBQNgPAAAQAElEQVSE3s2dZbNgJ954nOVY6DxhYkMsDOjJtsimr/LfnDgb90386Xju25ys8BGH6lRDO6DvPhHz/ZMUZ7HczI/WD56e7YvgmNxJP/bXP0q8leTQM4jK75Z3o3IL9s1GNTnmWvDB06cbPTVyVOjkZrRJPG0OqlPSJwXhMEiJUqeebiI9zFo1tokcQWpyrpbrqjvwqqkC5luDxybvXRP/XqKOL354AU4TxL2ubawSb5Nzv0mHhnz9AI2xe6mOP5v070APMvXr28E4uu5Jzx5JrYS/6GqvZDuc8jaQADteSQf0TcocOtnxcY9AWx9djGlSrh5lc1hx/HzYxTlsvjgvYKt+3H1mHL3xtSDgq46Pkly6ZyXGrZbGaqcvdC0Cr786zeItNmLm8oM+Fgi80RqDfvxTftr0UOofea3IE77tpE1lrubWev9PZCb0k89lPd3LjU6U7dUvlzhZlTP3ldKXycUvHbt6IpwTDV0qY3OSSOVednG3eBlHv9L7FmpqQ1qfyS5POqYcEzqQe++JU47D03vn1bzw5MIly5QuHdl55/Gs+mPmAB5Pvz2HLkqxOHa+z2I7AvpRHtM2rrbNHBGfdhGjuA0a0dvQbzKuynuW6ld+53EKI6hQZyrS/ri+a6JuXcndONlcYx+azIzscclxb3CSR0JxsEQRFIlhcintYhx46EJgLHz5Bv2M49lK5cQWgeNBJcATn7X0ngAfYNXdSwkwC8S3MpOou0DoDE+ekRJhl2OcdgOtK2Tqo5+6PnId++J11lP19TC0N5D8RHdj+ZIOeAJ2A+TwXdAk3aFPYg4//pdyeM+PJBKdveh6I5Gvs8vgD31KPABZcOJ3cSezQGuzkUw0eAE24sWdaDqhZuK5Eff8uyr/R5PiYpzxxuDPh2xJX3wGj1ebqb2TJy4lpn1ISmOir/tPZblzX54zadehk6ybwVUvX556e0IHfNhZX2Re9TUdD8e5HJh8JA8uayhi3PFyFpNF1t3yRGMhwm9oS1q61YXAYjd+EdOiTz9H1ktYf77+8T+IkzC0xThdbOiuve72crK6j7yz6NSGVGYOx/raZVr1FY+B5vk6GPpI+MG9jxz233FHdV5d4fb/TjsJduexzBGsE5ZDNs/su2pP3ULgd+d7c2Se2/o2mAkHzokxK6ekkSyc4AtBwOQXHJNLmXpyFZTd/WLRQC9onIhGvzqzu+AE7bEO32nQk4tuBzodGgCBmSR4mHnRCcDjTQ/9eCDQR2f1PUHUh76OklQ7Lfn6wM06HQZ3lqlevnPH3kL07a9njtqOoHac3jexwz38zB+dkk+SmbwSa5fV8RMXbX147lB9Tbqwh292vfkM/a4bG/a+Hae9n4rwo3vHrR7f172nEjrwT+Vb5N28HRzfXnaBKW3IJAevM63j8/a7v5y5+1635dB4gU7UAGNazhOhnnLkX8aulbTvdFz/s8zx/uVPxlE/Xodj5p6AXKvdc2yvbrrGfj6gE95yt4v/8Kifh2d5B6DBC943UN14XOfpeLe7v0uO8sjup6u7neC974J/+iIbjL9qm3Joa6w6/iULeov/9EG8Ec5S39hxA/NY679a+O3C7xf+/YL3D/XjVwofLfwnhUakn0nPjdGG1//+wf6gDxP+be/NevZdWT0yhcECXKcc7Aic9eLHs336I6fkxaur9Cp+3b2vldTZs7JyTCeyu/zp+Fg5rx4/OVCyATt2fTUDOQmdBkctSdCGSV7+rUVCzdFKg3NNXLT6B+pG5T52+JWPRcUYeEkLtI2lp+QxTkkPOIsJGgmNDyATD0B37aHpB14tXvOGG+giQFcTw87WhfNhd5qHL386m5umroXrx0nSj/9u/PFMyNiZXfPozT66gerL70OiH286q5+QyXW9CPrfaQKzD167tpnQc4Nuxj7MtCUrfqnvOnR87lKkR3v62oFXcyV0RDJlK32neuV4XnTr59VjfN7x3jz86G+eYk93fiYP7+qQJW4FdX3K6evH4Zglj5waHjydOTXUhvmz48/8cR6+9InhO3qzC3RYUmUqP6tlCl1Y5lK3C4I8mpuDFvKdvnKdgucR5Ns7B+R77z+sJ59LHZmMP5qso+txZOITvKtjvOSEU1z1S+UF3snZnOhCP76rHKS3AQ/chr+J+04bv1j4mcLPFv75wl8q/AeF/7DwoYILq3+jpbdSG14/OvhHA4dRvEFwN9kjFd/lXld3Y0efZ6udlOsdH8jhvT+W+cusPkKZ66Kzcb5qypkPP/+ZzPNlyS9hBF/gx5mPUGF41NG6ORJwYvWBCv2mUhoTcFboQZw+4Jow43wY48HwKGIPuAABtsKtul+5t8m77JqrrY9ckCYTOqDv2GSHK+tMfyt72epr3nTdEXzY5Fr+SUrpN19IwVOC+kr1Zddx9PwBryyge/jHv5GHH/n1bHatTkynCsm1vfyJ4n9j8DNp+dvYHTp+F3+ta2MhRk4Pc7KjR095s4j7Is0+YPx60kkuLLsj/+y8U78MdMBU+9F3Dv3owuNyZj37zszlWMfYwe3oYCZXfdCRpzd/q9HNn5j3dJQ73Twar2UTaf+M7w3EOOXJr/JclZP2RUwuuv+VPqvyA7YsY/m0oL6aJ+zmq4ef+IP5VeLla9Nsq/w52fa0OYuLyY1X5czCWt2MK1kXhy7MTnVOJDY2NDqOzQ36NOdnce8N0O03/uvk1a/qvRWahbfibyK3Nl4teF/2A8BZGP7Ttr3/4378ywXvv9kP7RbR/0ut8EiLR7xNGE7trjTGchzn1qGrR3iBXL1GXVblOnG49LiYu/ezrNJPPn8qm8yrAdq+9c08/OJnG/w+s+dEyaQUGOW0y4VTtYF6V04JHwlQJ06icK7JjMZ4wBo8pq/XYGU1bxNgvtvQAHWizE4HN511GTsFqAkxSXO86KOnF08TSN+hKz1asrTxRw+nj48uOyn0w/1Tw5atts0lgMTi18oOu/Aov/X0C1kv/FCvl3vN2TY0mMXVzcHKX8+9O6df9qkO9BMvC20X5NPd/zpm7K2teABMlHd6GqjcqJfXobI8AZi/7OSP4ibB2Ts7ZU8xdCUHXHSC0ZlP+AFfeIAngJuyeqg3V/z/w5Btga0P6AlyURvIIjelNw407nPPo7nlyUDoBrr4rPJZH/ip8dPBHxrJAboah5fTlv/ZMAtffUAHQGd61jduGMbmVjkW4/VUc5esQ2Mv7z7cBdUpo5cJ8QRreFc/+pduFgn6ytfeKwj/l9+U9Bw5f9p4fzMTb/Pkvb2vc9XNhS63wD/NImBYNcxvJfl84b8ofKzwlUKzvZ/JZ/r5roK38tMqBf2WoGdbf/S7TuJ4j4Yc+SYZOKCOSp2zCulRcStM/zoEbh276j3WpDX5ObN3fMNojihNlKSWv4LvsurQvT3IfrS99Wjsjz7SSbw1WBMAE7nHrPmzZk4v6bzx1gYdG7BPKATwTWA8Z1Gxu8FJDmCnqu5s3nfCWflT3fDedVSy/Vj3G0OONrrX26aP7GtoEpKp3b7ZfYzFq3w3z8D1VY/R/7KTwqM4tHYYEw104uTJ57J6g9A/cplJdXEnrtfX296X9fx7c/BXkl2ksdssDOUxPJWQ4DX1TvDi1ju66PT6d3PN/YXPdjF8OTGxxJ2NdKNz5aU6mwdTwmVlZJRP1Mf/xanzDT+LI9puDGm53BS+Ou3uwW/gEH0nHtWrY+cHQ+49ecLTYZ6iNAaXV7X7ySy+MuEA3co7fTm1uunXakL22Nw4lKe8nbxq56oOqwtU7j7o8/5e5+9xsquzHz2/n/mOnXg1p+ZSwMIjVuzKShYbChxUmom1GD7oZUxhnibc6SKc219G3t7zWqztzqVAt4L8xXb9WOH/3/e/WQa/Dr7wSq8eavCq4+fobwEQRCAROUzy9vGMncN11XWywR+7GKBpkGb17pi16pwyDwcDbQDXuCjC4T16pYsL2Yf9J6nv9YZUAxSrbHXYmqCzq88ggwvYC5bgdHwERj+e8K3jmQZr80gTjvzaGQnbYK3KOPjX0X0mfXpy8O0mdhORvmwS4MqfJIAjq3znjddUbnzo3wH9dSIma1VhSZa+uuOMTa2ui07o2ml3VA/9jGsfX/sx0PXEM1l2neKmf5K/B0I6sld5p5OrNlVQJ0ATGw8yjWG7EtALfh3C/nQBT+VPeb9+v7hKLrtr7XzZk+peekXOY8Mv+E1/K+hbhKyGJ9psQQ+/Dgk90dNh6EqorV+7i8/mh0XwPnTS73g0QPsg16rj3g/XfLNpLBPt4s7Y79LhpMv3ZVg8Vp8MhC7GV+a66uRcq1xKd1GfvtAp9t3vxgmsyISu0z+tiNPYbpEY6I7/ze6zYgvEgP7lu7rYhCxwGn7rZz1zK/5RSLv/32/nXy40YqlHWkuqeXr+nrry/KsM0/9ksV8qvP79HxXx8+D5Z5tkDdDqcWdxxLFsL+poybbqoD0AksSqzMjL9uvrTj1OqfFWYr/2azfPZYNRJ0cyWCjQ4mMCClrpHW0jGPrJTGWtuqTF8DS5K+fwnj6mOjZA5Fo08Bh+JmzXR3IkkCOc6zP8rcqlWeRXxujWsvY2sN/rrvdSoo9cf3q8Dqc/zsGr4yLZ0KsDO+yBbmtYhK658UKzww10jCnPSarqONeGkqX3ANa97kRsWuVrMkrg0q9eXuXqXlb9vXoJsO41hGziMzL4ERgL1Mm8vDolqdgNLxOpyU1udZiE7qno+iuv5bV6cpv7PPXxyGEzX+OHb2lyqM19c2nYDZe+9LeYBdpkARWHBDrs0oDf9Rw7vjO/6zf3Nb7Ym6Qv/cnEY7PJ+JKUEyB9d/7sNl5s4VeVoef0r7lJ6MS3sXMWv0OWhU0/eWhnYas/1ClHt8mlUw5NfOCffC55rAtDx83JgTx0eKmjqU3yaWT2stfN3vHpzrs5tSxILYf8ety03vBxeAPmjYjnizLhW6Ta5W+08uGCxeBfaen9t/rxdwref7cf2i2i/79qRWhaPOpdp1J4oJNNEnA0wxsQwUqdNouERCvsxyt94wwTsLB1lxspeAgIEESO1FHnPuzd3XDYZReKip7kNDEEGg1YZ9esEjh20Y0+FoyinB6QBQ5N+Vnp0wANbi/LZ929l7npRRdj0faYFpMlfaF58EwrfUvY9reWKAH+EEO/kr2dW170mdlSl9+0x+LatkTPOsTuvn3s907/A9CElShdAK45rsqBtxhZIPTDIVDSc6CLoJJM/hwdKxt9/T6XRC3HJx33/b8CLf+2U10GjE9x+N+sswfsMhq/OTU5edWeiR2Z5Gkr8VjltS8e5MsHeaOsTe72L+3Kd3x2Mtp+/9eSb38ra3Usmde8DknpYux6XV91XY2lm9LuJZmcQZvS5fzi10MXgB2nvlYvLZ4oQX1VPy++K35ddYrdvZ9U1rKQGMOusX+Vvu/yQ7d6qlgerfsiExu/1Ue/h8rpCWFzQ9C3C0v+571r3Z9HkneUwoT3z+vqpbgn8J8V9+8WuVCXsAAAEABJREFU/p2CR4Gu+f92695KbXj9/x7kD4Q6JJdXGWCENjCoDpqg2wkFuw7ZfJVYXxeInOkcV9f9pzNtjpT0+3FIQPHlyF5qnHb2i+7ITeDGYMag4cjyPyXs4dQP50RAjuCiR0u2PolicqcBanKF3GMXMvKaIHhN4huLTrnz0h+vMi29G5oWteCNL110423c1G/5oM+OVmcnWSbMeey628SyG+lH23sf8dNY7qOg07aT6Qcju3qh7fXlxlZ2adPfYthkTPU+Qf2lDxzq29H/e9c74ly+lefqgrKefiFZ6OszJXmjZ9t8ot1J7uuy4w+yO3YmfPu26jmTTSnx+wgxXvRpv+qJf2t8ednFvtWQoX9Vzp1evlTW6qnn8EM/GbB+7q/Ov2abePGhsehzfrEJD3LwqI6p/qt5tzze60K+5PEq/4HayD9iQf/qO7E1Hp8zjftBTgIzqe8/Fd+XWVddDHZ/V88A9FShGx+rF7fuPZn1XG/FHet3G1YXj+H5qT/siacLw+vtMO4GVMsbrdurJv/PteunCz9Z+D8XvD/eD/cHPAr8V1v3KLFFemEbbXj96OB/MNSYcNi1o2vQPqLJy9FhYBeF1ZVvoMkED2Kc8Z2E6+795LKLCufDHTspG5esQ+LatjSn4/736tsex1Y7AR7GCHxRQQdvknA8feC7IG1f+2Lcmxg+aIDxgkvmBBp7C00nk35BEkz8gcTAE+hre+6YT9CqF1r8KnsmkZ0NrbH6poQ4w7Qrix7gcBHD48UW/us9ivl/Cr3OP7gXwSddGMcWSaqN3lhj6NRj8LKgsgnoZw9apTZwmTRy6yQTF652rau7WR03Nqz2ta6r3jkVjWlKNw020GN8sGXRQQdZLem59abm1kd1fDUnrOrYrrLbMveEWrTRdyv4tTjlx0rwO9YvJrAj853ef6h+6U3D9eTbsl54f+jrEmPryfI0abu7jl0td90PrRMKX5tm8sOxpW1dYLMrdxENefAjuzmx61y7Fh2cRA0w/rK5W30yNFW+NBFI49mj1HdROjbgiebO4/Fa9586/VS+7xvce+pkszE6b4HDLbi3DtVkS5Nn+3afSE6960qNXV1hwzmcSTt1zlA3Gc7O953rpW63OfbxG/om+CRKfZlDk4AzynOGotXWkBycrxRo9PCgOk0yCDi5dbjVN8YLjnLvo48x8IVVXVd1AZOIxhcfMsbG8020Lj6O6Ks785KUS2iqL14KJRh9byoHeQPwH5oOquxotxvP1evv5ZqzOHoFHT30o2UHnEnYa/e5t1L/LQtAF+KkPDt2dmQTvovTmFv0XB7xq37+wmdsSGIRvmjCmtg72L1nvMWuNOhbhB/ri7S97j+dXHbc8KnN+NPtC30Y9dKnOsk7tnrbRWfc9NeflKIfPsduAPDlh/3AoRMYT/LZrz1wqK5dIMoznVzrbp88GUAndu2QBZuZpPgYWznyz43U7DgTvzm45NQ+xkhybSzFbd1QslZcMnqun+q86m8nJqQhE3861HdOQJtvzH7tS5l5Uj5zyeXmYOthd/mluq/5i8Oegi4Kw+z2j1p9e8ebjq3x41SG1NipU74GeUS3+fEP1/ulcxPEN7fmMsGNwSbGHBsd2+/enxtaOTaYNYLDWmQWAA7iVJCVWXB8SYU8RBJCAAeKKN9ZQFqNIEgmQC+BunM3UT80qZoEkbDq+KBTlwCgdkTw8QLGVQdfvrHrpGNWj6ZL4h+buKNjE5/cFoZkHZJVvVOY/iQ3y72uH13JMvWO6yQ+fSnlqbgeTuXFiyy60FUdTpst6vBA/ZpfK6NXJ6EJd61f8fhaBPYxxjVmCovQ3OxqY+KCx+oYUFz2kmzjuwBNHqDju8Zj++KLyao99ztBleU9u7A6QGtXNQH5Qz7B5XWvo/ygeOWLFUC32mYDXnbo+m304ht4NHhW7lw2aGPdcVtvKj78k9/P6Gx8xy6LLltKMxP4qz1BsoNuxtKDbaURe4uCJwtbnyhtPYnMI2Q52g1Dzm+/8vey/dp/me23/ttsf/Tr2Xozc+TRrzKCpzwXF22xSG2qfpq3Qb15G/otwFVZAZ4kqWO2Gi5Rth6nwmF2sULGWU8lnVgPX/5ENiuiGyB12Hrmhcz15jmJ193zgrAOM+EjqRq8cRon2Y26sGyvfK43hL6R+eMlTmQ+mcYBtJU7esDrh6+ekRh4SowZW4dPf0v9DbDgh07V2UofCbqqk4WkN3bSAA0NffZk3HmRV95zZDQm5Vv6AHIeBcZNn0QvoJcod3pkBIdOAjQgZ57H4tDRAY5tcGiauKO70xScPrT66KpOXu2N/sFXLj78p4/+8OW/HnSXr13QMX7wFpWzLodjNov6vkAP/y2Hd34ghx/7hRw+1CtUN8Zmova0gBf/iUX5x0IAR0B5BagPn1bQjG6tw5EF6LHj2xV2Knf61biNvg8zMdEH2r/e8f6kOWdHt3FZ3OXv1t3+4e//o2y//Q9iodh+5x9mvubeeLiXFTbgy2/Vc/MVeb9j4H7HVTea4l36mA/rx38h65/7F7L+4l/P+uGf6w3e3n6rzrMQVofJcX8b0kVkZJx1UzwKatGjut5EfI3Yeo2dPv5bj/cmx/1nsmZXfCqrE389eLblk8lFjzV1Uu7c7W7/dA5uhghSTwPr/lNJLwPmmtBkQ3e8SJSSw0oqMSQzZxVOz8F7fOyTg63Htkzfwxre5JUYxla3IhLlOfhtDGo+JD28cqDXezqMbUJKhkWfdSh2JSafOlkue6pHOzJBfKy7GxskheDXHzHWzlg/hE5DvPoJFOey1ev3Tkfn6pAusDOBydIH8KWj+qG6sWEYlB/99oXqePahtglZXw2ZD/YaD8jCH53xeKMBh/LApzIddXPZ6/COtZNa7Ec/vEeH+t6Y8ljVy9fAA89fF42/ezr80fr4rLLtmA8/9/E8/MPujH7+i//Q3OmCR1b5nGJW2+iJH12PPcHtCxQ8uaA8M2M0CqN7bbjoCW3VV5Ud9pGx2sarPNdTb896W5+OV/7qGMf0iVkne3ofK8+9kDlZPvFUd/AvnOpk4dHxFot0wVj+fuDp57Oe6OPCbm7pPZBc3snh/T+e+NZsaVP5q/pss0k2Z4/VD6/i5fXDFz82G2S1T0a/s18H8dqPWvBaxFvSagDWg058f8d+FJhqwagWaV8kliRQrzM4JHVA7j7ILBZPPZ+smlIHxAvdasC1AScUL6miDmZB6D0HtG6YoTOGnCZo8KOLgKsbs8ozoMyMa3H9ljSCg07fTL7vZpL+eJngD1ZHrENvKvb+KXxPA+nCF5OfHsbO2N60dMfe5NDGt0PnjWZP3kHc+Bgd9zZhrcPxJ3ltpvIVWe0fXi31kTO7ZxMGnj0I+cQYIBY3/ZOOpRvQD+iG98hscmrjhac6Ge2feNQnbvZNXPQDi1b5ORb745tZwOhxKC/9ZHT81t3OCWr+488//HvJR/8gc6pjB3v4E1SG4dfQTSP0xgukr/KbDURZ2aHnjOOLTrKhax1++jvGGx6gbU7a2dfd+8nV45Gfu+7L0wMLQW/Irp7+/Pgo+2ZR6MSfR9s2Ijl978msLiRbJ7/dP1fd9Do/UruX/vJe5JFrTO8RDB92o/EdEPcDru4m8ofv6foI6Mx5RM+biTaBLk+7QxzJ7NwCXkfEJKxx82OUjkf0qqHhBOMEpHXJMEfAmwavJqiJXMdFUnSs715v+O2Jjb4y12V3mfanfdEn0TkZ7vIqowcex4uM7BnXiUr+Tnc4nvqMods+Dp4uh6UnjomrgYxkwQ925PZUMnKLQCuB8UAjcc+Tp71//ps8VOuQ0Ptw1m3wTWby6I6GLUNX2/TDozdR6IMGD7FQ3xeCspnJwn7jjAF74sEDfPBXB/iw6+Iqq+Xq5AkdXK71xEbExABdx5nswReN8QgqzwKxGtv1/p/I4a/9S8kLfUw2J6bafFhVrQqiN87CAtiNF9A3vNAXpt1x5T33b7TXGa/ePAlbdv+gk19o0hcacce7ODf31lUnYrtmkZtx9XHzej37jqR0Tgu+JbuaDzZCpHPPy4mm8XYqiA2itFnVhU8uO1fKI43Jut8T8JPPddhK9LWWzp119/7p9Fya0AvouwUOt+DefNSqATU4hyaqyVgj5i6roDUxJgkagHWsA1dVFtS2AyRpjR9nlzaChB+jx+l4XiWcAeALy5hecuR+nVie7jDP0WpW+q789JEweICdZ8dOQJU5vw6VUR5BY7y+A11Xsus8faV3AoHzqA5O22pORlYiefFg+27foTa7NLAQ4F0212/tHa6R58pqeaxuLSYR2IR2JmknCPlk6Tex9dEb0PHQscbUV7NL4gWHHu8Z2wrbjUFrEg9fRKByhnd9Kj76yBlbyx/vjp/FuTbP7thhm93xlZeSyYfDaUIX38p8xvhjT1hJVnmsngYPP/9Lme+AkMFXe/xcwqjTT98O7Knsiac8QiMOu37VZ/p2+p2WbDFBJ0bf/WaP9t0QtPcNBJ/01Qm7usgBj2bnRGBXf+x+5tRg18eLDL5tudzbskg4Ofjrv95MnH9tx4+jY2WRU/bB/+Yi0fEBdNEP8J9YabwR6t03It98TBNJQCWJBGUsJ2q3XPeeiCDnspOZMQxEYzHgOEbe6Yo7QWqyMUCfsuMV45jSCgZI6+m4JQhP9p5DHWk1nsliwO5IfDheiRdYddtFExBI0uN5wtNr78M/tQsOPyBh4K3i2vtxn03aeEs89RnLFpOo5aEy8EIz/bd9lBaNLqXEHuh9irFBf3ntOirxA7tcdtcvUcKnNiiNpz/exuEP6I4eXuz4Yo8F3NC0YnFoEfziVV0U6CVyfTK7V3fEOdq2b9p2+nu9hpb09GCPWJCrxJf8LgTu68yJsTd652kR2tG5ssp/8oc+9LcAuIuOBxz78OcH7cHXV3hoD58qhcZiIna9Xt++8ZWksoM/EF80/Ffy4CNv65PVU8pqmWNjqW+Hw3kxLB4N9EaP8t7IsgFA8h1++KvDsf26rJ101b4J7L3Zfl398Lr2W9NsnhG8+SagRGKgpFdy5m6YuqAIyAStQRJMeI4seOS2eWzSAM3lAX6cVgfHpBUEQbno8Z9z8D52QjcRs+M5Vh+llOUbdNdy6rapn0t0dN1lzPgi0dBPu/EZHhIF3k6lPFb2QVLUCeg6bHYfJZ7kCrz26FGb1fVNefOjPPCEUoIZW+EWTW3j8EGDN/mjd/0BB9DxsbFo+Q+tkv/105VvtAe60FzzqR74zESt7Mqcm4ATi+5iOx/96PCiB1niUpzJsjxBIAt0rLvu7ephAM/WSr+5bv78p4t72Bthr2T75B/FU6a4YVaSsJte7CEXL3aZxBYWkw0eDXvopI2GTnC7fejh8UDXfFl3HyTid1Ypo7/GSoyt7dclukNzBo+cX2TBr9IfmwfsLAS+OXl4+/uzeq/s8MIPJfrFwVB8lKN/cwJ+YK+3tIDQEx09pnzjRzV6I/ItwXCMXX3166cAABAASURBVIDjOGA3gGGMBxOMGiewlDQGjgN3pyhLu/lVV0fti54eLBjo0SkPXXmVgqxuDJnXuAYDLV2U5Rd1uqyFKpmydfLTFx4txufogHZKA+k+x2UnmnH02hNqaJo0Tj2Cj548eunDp93N8kxi7Hrquw2GvgPIGWiImyizs8zY9u3j6LzTqI8/O5n3fjZbxCyefLXrxWZyjEGrBPrh4ficPPjKWF18lwVQHzkAnx20yWN3J9LWR7fBY/Brngb5Qk3KC4tZUFP8s++cr8a6jFgdF3fPe6rLVU+GfE6f2p/hU1/gCfABdKQDOm3M6VHeM0bs0NCLfeBOb/p1AQjQNuYm4GUcfsYptemAL/7ij686H8HjUfq5T9LLhbGh7eCHZi93HL4AH7wBvuZOcXwy9zbwRae8BeqVW7BvNopxVXIJXMswBnAQECR4UONGPXhBl6TGo2nHckPk/lO9KdIVmkNWkcfutsYC9MpxaheUqXdR4NiSRrDg1NHseCXQZx6NzE4YctX3PuP1G09X/a5JTQBjZwHoDUB1/eh2GFx3SuPpTb4+viBDvwTWJmcAwQ1AszfxGdrMdXMuuyBK2mtdc3rxpRoZN0t1+sPjo6QTwJusyy5s7DDR0HrsaUFDc+hiqs9YupKLp3LH4bHj1CVw+0347as3/vhUX+O99fo4NgG6tJxEPza+xc/jxh659S8LFxpy9ANtssgYqK/Zjrdc0VcZgaP/Xh5rB/31D05w2mBvi9ObQ0BbZJrUaI0jtzaFL1bH6uevkmaXB3fzdLiPU6LDozq75Il6wX2TuXTCE2/6kKPdMWutXNPsfIp//ft/OIsA5UEVz0BVGyfeUBlesw6YySpQ6vBAoPE4X+utB88mOw90Ob9WAxHQNnrJykkCsdMpd+BcfTfHiTc8nADoL7vTu51wJqzSAkCOOp7GKOkgWendnTJoVu1ucu+BDhsxRb/aJ1nVgfH66D7l6z7OJubYJMaHPlVtqByP8QB4OoWMfl0YEdDx0MVRqb8JGDaiwQtvYwF6ODQ9wsa4+sb18vx13arekr24TF8XT+O08SQD33O5femzmS/HuGGK9047YztxB0fPlVW5q/7dXvpE8oUXk95QPPjVH/LK2w3fmXz4tz3y8eHzq54W0K2VlAe2Ias8T3TVe4H2y5Gpt43QGO29bpw6m/AnSxzV0e39fIlGvMXFpkQeenHUR9eJVW00rmNM5lnwtPm5NMt4vOnS9syJ6f9e2O0pWPDFc487HV8HZ4teh32zm7sRlGUUx42BnH9M1AVNOZOmSW0CMBi9Oh6H0l50t+NM9WPb8NoDNcwY9Nr72KInUThefca0ohQgoA6MAw1MyFh1IeBk+lvh9ZHhWCq5BMI1qomHFh9jL7uLDm88VjJ9rRsrqPTZJ6c2PpIxfY0dhIK259364DXKb4ryI0vdeCVeN+XyqVPCMgaUCB9VNr0eP9fTPc3QzclmdCoxuoLdav5xSX3h7yFCPhnKsp7EXNXLJJl29e7kzcg8ZD3xbFbvjs/jMb6Ep3NhPfX2TKzGlo6TE30ysD7401kf/Mkc+rgwrtM7Zht/Vy88qleAk4pJxPd0OLSf/vroiC/Q5iP6gaFDWzAuLeHQguqW2ju6yUF6oake0Q/wlMd8zRdDU+ZDU1vw3fEtPT0IXEnmeb/vA6iXfi6XjF/VA03pXfJZKOZpGn1Kl+IzNAbeDofb0W8FtsbsRqX1geohEPDK+ikM0laaJCWZ6x51NCYonOs2wUWrLSEctyS1gHAQPFGuHQUQHt8UqUSjxAMvdWPsUGjVgbqEVl50Yru3sd/RxZduQ1cDJKD6quvbVCVuSvLwYMcEsTuBpAEI9n71XRf1gZ3ZNBL9ZOCV84sejup4pzYOWllAj7+JMPjy6zvw5N/kQ0c88Ocb9GNXj59uyjZZlz+EevBMYkIYSzY/8yN+eKiTyXdOEPiQx4d4N14zkek8elVPNPo7duvCun3hM9le/lTSZF8eqYk/nseLLFD8TEIL1jokYjOyFk7fh9W2/o6ZfNKDD9CnndJos509FkB1MiwqdDweM/LkmXHAGGPx1wbDbxw8tew4fuEfwG/sMe6ym1tlbH/463n4R/8kHtnObl8dTPyQwUa56YRTO1b1WceLzMJE1EnSGz7rlTfg3hoERzKWMQznDJpwtnJ3EucCdACtJILDAy0wCccBnUgCZTxQtyCMrPapZyXkzfjW8YTDh/OMg0NrV7G7AzhtY8mC8wUfetGHLDR4kacuuCYGnvrxRHttZ0Ni4cADrUSw49DNdwuU+uj250KVJwfs49SbHMGTqXgoS6r6fSiy74z8JnYnXdgITCJJeSwemNwdOH/gYgHozpyre4nJysZOVsf0sMeEVl42qY9NUImLhm/Udz8Ut33i9zN/7ERefbh1F/eXevPFsLWyjO/EWM+8PW6mbV/6XMDcUKw+af98G3EdMhNBrOA7RjExH//3EsN9G3FAu1ZmV0ekPmV50FG9i9PIEMc7vaQ41A9iYjx+eKCTF+ypLTFWG14b7GN2vdB65IluFtUSo6sO7Iv8evVryR//fvyzkrFpfPutbMaSzbfVZ02Mz3rt+pTdbW+W3YZ/a3CM55gaEVDjo8255+v8cT46Gh6bRPokD2fBT9Iyq4GEAzsvtOPcZjxafYKjXOcx0+7ioH9kN0H8yzFOxvuiO70JYaIaJ6HsLmSgB3TTNzRnXuTCoTtUN7apk6sOjAPwI6dBbPJDhWy8V/WUNOrTcf7Q3uGMmkSG0zaOv5TaEkbJ3in7MX3VjUz2o6EXPJ3pMFAaOsJ3J7Jzbj0B2Jnnu/MmOLn09CfJaMveBHWtH7zb71m+o6tHesZOUpcu7Qtdu7MPPR2KXyZceS86wNVH6+kXehP4ieRQX/nmXC8loq/xwn/GdJPw+Jl839ak72lSyoPCqk+NoS/An47ySin3ym/+wAzOBDMh0fGfvKLzlI13dR0d4PBGpy4f8M9K4Ph3Jn11KJ6+YceqPrVt/ICWDuU530D82b+aPPf2bH73ko8um49yS46qg9KOjcYVrk8K8LdApd2CfStQVfYktg7hhFnROsk5g8NWe48N9BjZBrxgcJqxJhgnW6WVDfw4UXAFp8NTOtdN1w6q4ycpig8Z4EyHdpJS8PXjDwQFXZMxAL3vJPhKswkhSVzf4i1BjJUAx97BBiaTMfTCZwcBfT1OX01FHjxU4MigC4C/CWjIxYt/6s6Tva2Mr1rSbexqnW+Mx8s449V34MvR+awIWjSAHuUjebdXXs6692C+857VtPItOjzs4pW3ObZ3oYiTUseMb/sYcE4PfCeR0dMR1FfzK7nuq6Bnd/295qhbX9bHG6gOTgZ0WHzYk8jEtDLXPlHpjE9lT/w7hvpZtUl8ptEPbf6wu7KhqMz9j+9k9OXPfcHffYV32SANnDY7IIbfn8UTjU2OsBEOoNM+28oGQ0YnJyt9gzh/aHfM8vTr538x610frLjGr91bFwD+ndMW2aXbvvHVng4qu/XZDOhW2tvejdZt6DcZR9GzkZPs2hKP0wFHCcqhi0KTI9Oujqvq16GbFfXS8bKLRNFjNGcwHC9J1ODOiigBLBBNEglhrNKwEzSi+BtDJzLsQFc99qV9HTenkfIbOfh3oF1m82fNrsmqUxwV6YvHsXrhCY8HMG50NLjB7DtkwU8/fHeVVZlwe7JW7kYG21oPvH7tgY4zXqHUD0/WrgN6+MHVh0o09G0Cbv7lmwlWGFstrOjpB+yM576ZiK7J6x839FLeW4/t2Rfp4VsZo8/5Yyb0Y1lPv/30z2R6N3/xMVvpokTaWA9P9GzVVx3FcevjwzlB+Gpx/e5HY7fGbJs/QX8lm++JGFN9fSV5dvHWl3zCx+LWdiojYurEQiY7tSdP6v9DY8eWY3NPjIxFs9OSIf9qd/g7fd2kaXM9eDrr7oP4wtTIwttlUfWNXCyse32sXUjHXi8IHRu+GN5t0Lf6rC5Ey2NweQUnPs2Jbf/iVOsp3ciqP2JRo2NZ3PZ+XXRuI3kTcQym/M2gSyKOVoLrANCrUekYX/0dozlLkO0A6eTZx/XItX3ti3MDyY61NWlm4ncsp89/o63zYwzZQHJITHgJIPEFDn/9FqkpmyRX97Le9t6sXrMvtMahO7aPDuRUndmR2TBQxIxvCPb+ouJFJpCorlX1s43t3c0W+/BFCz/8NHYG5zpfrvJnFx7q17jS7DImGZvwTf5NwjjRwJFX3CSTSS+5THDQxW3j0xc/Hneuly/p0KX0o18n6ywg+HQSrWd6bHdc72QIfdJX8eEnOqkr8dihMqKOvrrOo8NXv5K1aud8lfy5rLv34ybZyJfw33y11/O9hKN7d8iT7t9K2ET/rNMO2pwIGjEQs0MnOfkAfz7VX7nsi1jA8TubTKrRrXbAw6HVxHPvc29q8uHO6ZREfmkm//AXE1BcFUsurrKcWnbc6NJObXX6AWPJoJfYfOnzycf+IPnI72bzQ7qNQ9A7iXV45KvyFjjcgntrUAyjtJJxgCaM5FyT0IRQhx+jGlB1iSQQxoCc8QLWRNi+0ZspQCL4UklxJv8aWU1+Rz5BJN/Yri0SKxx/bHJwODmd7DEGrLoOkKEfzhdV0Iwu5WuM8Xiu6iQ51OFH/1boiw8gl30CaMFpd4xLx+rXVrdA0XfaP+Bj5LXfYkQ/euEHrxzfdsLMZKu+xa36cj3zjviOhWS0e/Hf1qN7qtfWiTRHTTfhuvPMRL/fne7BM5kd9+rxxIQeWYcK75uPelJbFoLjReZmnUnIVnYN1Ebj6Fk9xGezWH+9u/orL+bhZz8afyc/OKeAxjEmYuktXJs6Pl0kty5Mm/+aRFd+UlogSmuisWUmoQWPntUpZIoFqMrDs+MiDrue+uoDfgi+8ADeePz5VomnhYVOZJTnvM82zo0+cYSUPwMSYKt/vl1bv3YCOpT3nH7qj/TUELSVsTnt+Mr0i59Mughs/+TXsv3B7/WmoR8X/W5CduPJZ+Gf3P46R+n2zjcdy5nX0KTkYAm0miAcOQ6oowbfUvKqp/0MHrpqDWd17HXppuS07hjLTuQHG9SblKkjIyhP9FGW1XrVHWV1+hZW6ybqsYsAB+KBr7IiJhB7XeDpjW5oqhsaupMxepUxur1OZ2N2YF/1nevZ8tgkGVo66cMPrfrlne52DTL5cEC/voFpnD46KeYEgg9d6KCUgE2QTHl1pi1fkxjtmc+6utsF4enksjTHXosfjtNez787h3f/SA4f+Kkc3v6epLouY9sfMlJ705cxePFFm6m/ZwKUfvSiu7rJZlHq2FloPv+p+DHR6O/OuOhRmZ4EpPZbUMI2kxJfk6W88c/Xv5p8tYvHq1/p04KXsrmJhnf5IJ1JTE/+s7GsQ3JsnOVX5QefwzERB+P0GyjfjNFWihH9tIGxh/Jhj3rHzwnE5tPLrLFl53HmPzg8ABn81E1qboia9PjCd8Ha/IIWnpW9vdpq0iKsAAAQAElEQVRr/pf+5PwFqe9k+/a3860/+mz+7OUvZfuNX832j/+L2v2ZzCn3srFjBz63QK2/BftWoBhf48KBgFMYTBeB3o3Y8ZwJJ4iSDH4f14Ta/ONMN6ua6Ot+r7cc1fvs+uDY3vYe6KXfDn6U4CuzYuJFLhgdOqnxFthWQ099g+sY5b7b6hsaHyWSKAA+pd0XCrqTYyxokKPt+NagLUf+Dg/blGgkBJq97lpQHxzY6/sY8iQb3fhrbKkO7ACSvfYHHM/JO7zRtH3R5OGXwjLBS+N0kEP78Da+fU4LoRtZq2PZODrUB3jDAzT6jVOnT2M1k627msV36w7vuf/mBp/+Tm6+mC8P8Qk74Xvjy29Mrl5vH97+vtOu+aL/jlcnPPv25OlnM6c5tHyvrKytC0P4vmSp7vMn63RlE51A+1b1HrktczhPE3rbLBqfqBt/6GLBJjLwVdbskaHevs0pSg6Udk4g6rXDNTybK+70hnOTtAsGu+Z/cHbxS30th+dGKZlpVlggxB/UtvXBH83jf+tfy8Vf/GeSp55K/Abji5/Iw7/3/0k+94mTLzrutvfZutu63mwcz61a1xMAp9dhqfFFtCi+zsyqunVU9K/i1Dm6Tsj+gj/XNxNrJtVjiSQWOGOHd4mOTWZBFWgTpSgJ6WfOgg+6HfY+Jbk5y3eZIukHVxsEqV2jN1q6Ofo6kdgR7DZKOIsbOcai2/VTd/PIeH34SxzJutOjRcd+dDfBGLQ7Dq0JZKGVqBIH4KmND6CX9kDviNMRdPKErgAPNqC3sBRW+c/JBR3Z09fLDHW8lPThS3X9ha385iZY47B6jZ/V+ILu8Ov+k0np3fWf4+xuS3GpvFmsV+kPjaFSv5MeO5/oyc4lisW9vPxDEXHd7J6dkLPA7P41ln+d+viyOl3rUZ6jHxyb6S7uxWetRC4pB18k3dTxaXN8VjstoI7zM6aL3MNPfjg2qdBtH2/cmXY90XsdXdzGTnzIkVeH2nrmffB/HP3G4F/4+eSn/0dZP/KzWT/1l5Jf+GtZ/+P/WfKeD8QiuH20l1Ef+6OmY3MTr1ugXrwF+5agVmIyHmqooEhQenAsUK+TxpHr0Fbp+zm7p0QDErQ4DncDcF3eSfDk7MvuatpKiYLHBLeLjjp5eEiwnHnDCxKAO/OP9jkYESBQuVM/Dx291iEhy0LDBvJMqk6c0QtO8PG7qK7w9ChuJhWe+tqeo7NTDx2HpnqzzUKHDqBTgqkL/FmhY/1qV6EPH5AHR4eURpLpU+oD2nTfF1LjZkx5ka2ur3WJbqLZnadkO170Vx851cdkYmfLxW94mpCH8qy82QHLcyaqm3wXV/M14pBVXqv06+79+IGOWeTxqD+c8JwIXKasq7uhw/zdgp8mf6nH4ld7newx3ac/mhiDHz8B+vDB4Zisxgw0vts3O2aPefoqLtU7lTfxWCvBSyk39Vns+L4wMWw5u30Xn3KIb/n5V3Aueda900IX443DS0m30WUlq/pU3tZNZOsN2Ye9B/Dwo7+VrXmw+N3ptieh9eCZXqaBp+PUlHs9DTz1XA7/01/sTdFeOppTuf1VCbd3vCXY3WEcSoFjE4MT1HdAs+ocDrvpKPUzOLKud34g893znYcA3uQh8HjjVYfOpEWLL1pOQ6MPjboAAYkBZzye6salejXPow3gJHeKbyCjra6PjfTd7bm8wqnXdt+IgK/RpUlJ1vT4wLwl3Cwo326jb3X64dXm9Xva5zGQ2mxTpwsZTaRYHJXax8rURzcw7eLovJoucDtow7MJzle1O5Gjzj4LntOByUHnkX++8eUk0oVmVaaEDnp6rcrwpIG/nukjxLe9O7EQ6QOlT/Vb1XfZ+Yvjr5mwtW0WlvudAMde3vHJd+qj930oudsblq98IamtM/nWoZd+f5p0zExo8kfvnmA6butlyCxElRW0YKc5XsQuG/bIE+Wx8tCoVyfv+e7/RRf36m+SWgzW8+/qrv1zvY/yvqSLXeTHWomxgA45v1bx2jtP/S6TTHD6yc0z6fiAvy2AfNtFY3x6917WO3vPpnafSd9QHN6AecsQTVaB52gT7XBWrQGZlZdeHMIx6kB9oLSOc+oC1ERcT70tufsggeNESejoXjGDEzQyJAGai3MQ05d2i3lzvAoegA5gx+sbaMCUCnTk4U0vYJIL+p3uUn5Y1FGVrsagp8tjDVgTe5L77hPtKTO66Dsem7BVnlxtyUVnj6C055TQFZ/Mjrx+47038LoJ+oB+5Q7aO12qA/7kDo6vqwsfXENx01da9Gjpx1YLA34WAvbWB6txWS7PjC+dRbvGJZK68de33vGBHN7zowkeM/7PEnzxMK7xwydefNs8MWmdAqHWE88kV/X18+/M+sBPxs+Brw/99EzA1d1zNUfQDU/8LKTs3CelyT0E/eCX8s9FJzRadEXP4qHupCkO4lG9dFkg/NJ0OhnnkgZ/HeW16EXOtHuiU7JNCa9eOk0LR44Xma9PF7He9xe6gLw3IQtNYS5ZXMqZ/H3S5b7K3GBuLuX5dyTv+2BHNnf6edv7cBvyrcFJoCq6lNXAJLIo1Mi2miP6qq52E2UWhj3htU0CgdMvEIeL0xh8LCr4CpjJNPXjsM2hJbyxe6Cmp/KU+vcSbzTkjWw04KwzOvLQ4bnO+goOHNkSZsZ3HD2AcfrRA3X8h65JMu3Sjz/aRm/cbqOJd9kEhZcMM6702mAfr44/m6asfqNn9cdPP18B8o0bXD8sZGhKSlzUZ2x5qA+0DgemjdjYxsIE4huTiezLnnyUdGmSR2lcSxN57gk4RbhUKIuI6Sp/oE03Ora+TOguoNHnur/X3R5jzhinio6dTaELwzIBLSyHxp2fgHr5mLiKmdy9kTx1/qSXBpl8Q87Ui1TeHD8x7oZCt15+eBxKP5cxc4MQzm5eufoin8JPe7yUoLy7s3tCYnFrK1mlq7yxjcyO3fqYdvtSn4B88cVsL38y20d+M/l8L3+++Pk+IflilkuFd/9wYtHI7a/D7eg3G1ujOS01koOVnM1RTQJHHc6af1D59S+dJvfQ3dCTgyQqVB2V4dfGXrbagX13Epnw8JLSOPIqOpJR+9AEEXgnB3hj0dNpnFmkscDupW8HtHjQQQJ1Jxhd8BydO1ZfbYsSvVIb4GeywwN9eLe+NehzxGt9xrK3rot+QGe24EE2fvADJRxe55It+LAB0Nl4OgJ8hqb06B4FNee1XRAFPK55ntt8AJwKdhvppE7XHbSN7+SNmBDABvoo0cEdGqeWWydWvtZHgr1jPnW2W3jrr9XFxwTMoQtReW4T+9pEt0sLEd1ApwI/kEc/1/C93zLfkWgZ/uj4KfFAa0ED/E3eoTzQ4M2u+70+t+AUt7m/UHkm9NZHfWK5qr8Fb04M+O3j0tdev+zifl6QFl50qX3Lwleyif0XOukrY06Qz/QE7JFtbwx6uoAklZNV3abxxo9H97yR9r8/TGMSTtsl7EqvBqe402r3Yvzl1HKMFKhz34xDD6e8mSQdK28UQW9SczaacQrBeltqAwlGF7ym3n5thUAb33oEvknmuDc3wwQH3cjpQiOJ1AWuwTck5KrQVTn8S4snWrg9qehS/o6S86y5E2NZgMhAp19pITAWD/rR+9iEL5/Nd/UlH3zbs4CQOVC55XnCtb7jrvnX9yOjJTlpSQ7clOe2vrrv5Oe9spc6C+hbRGk8HbV9VbePw0JfkzTleejEBrV9/MVno1P72KiOlr77Tulfcv3uLyef6SNCNJedOCayL4ihV6+CFgMQeqDDhyy86KOkXyqLvyp7zUmi/uxiEr4un9ELvUUKD7xKC/X9vo45b2AmeixU1WU9/fb4I6u1VpwE5otNfZR9Glu/lWZiIjb1ixPMInsI+lG9tvb5m4v0serW43+ee2cO7/3RuSG4uuvPzVGPwp96Puxds2DUpg6/7f0/jEVgNKsDOFjdiio4dRQHuPMbfx3GGJOq+IyzmrwC4QiGHm6CUV5Wa/yubW9FkIem/UNXYYIOWu0xYT6jr44+fVusN4pO2ITcrsLxpR46Gtdr3NDBGH3GNYEn8A1YyKsuvvI6iUAHSVMc9aKUpOjwv+ju1ODvMk4BTILvoYklIcidwcWndimUBxPoHNKrx7N632F+ffeLn8n29Vcyi5XFa3ToNTaedKG7BVL5Gqif6DT8Wydj6rvMNvRfN1V2aB+bhn/Hoivq9C4NXcWyPOeYXJ+F3Yfa0HLzrUAL2GlAYjygcxcOO+nDFz+W7Tf+m2wf+0i2L/Wmn8WObSZVTwZxieBaPX3xGd/JoTZnovE7n2rTle3qYnvvqU7W9/bJRB/X4UP2+Ohsi7ZF2eWdMTO+fTfKuQFpIfjcx5Nehiz0Sjo0Z9wLOXzoZzPP/8nEp/rP6eOrtad1qFQvXx6yIWw2G0f/P/zNbL/zjxMn49Jtvv9Q4nW8yNw/aPn9fK5edXm7b32fM+bWvjcXKUi7AydxOsHhJEUdtNxMctdXuzZNEOucWZ2VJgX6XevD2Wo4AH88ZpIpdY8vZZDT+vAynvy1j2upPVCiOnpVj62PaUIHyVhcirNYzKTHw8Q/B3jbJ1xp1tMvlEl5Wii6A+KzfeFTVaR2Ss5dbqmyGhY4cpSd0JE42vrZSy9JSQclfOWMLXQ0qZp0joRzZ7r0k0R+xvrVL8cf2qQJOvTtiwnBH9cy6mRt/NmF/5TFT1lbAtqxWvJ3ix0VFXiAP0hf2qDVoKGjSZa6Qkx6H4CfVx9vFZW5PlfhV3aP7CK+/c1OgK+0f+ti1wXv6rFeA385+ZOPZP7e/mN/mDiN1W/zZSbxIpc99c1WmIV15zu8y9e7PjBBl3zr+MyE0lHY7UAPipr3obmlAgeuZXUT+cbX51eQH77YxcDihId+JR8Avp52n56Iz7e+mc0GMbgylgNONu4n4P/EU9k+/Ynks5/MPHJ0LwQPfIdfF3lj0XZ44HL7q9l2e8dbgqX0BHn7vvgxqk1OFhCJDpo8ERw3BA8NgBUdrQkxfDpGKfh2CAmvXtj6eCWSqCQhb8Q1g00+MPzKkwztJqbVON25ljv7EgnNHPNXux5mXfQIWt6TWHi2vfxiLDp6KIsLnWdcJbuR45tvgndTb+PJPVSH0bEfZN4MKJ7dEdMjcRXIxFjS9B7E/EUjG9mNjt6uTx88m1lMm1COicGfjRZH9Y6dv7bDB4zMvPGFJx0Hzt2DO9evCz49wzWulaEdp7dx7m9sx1+Vefpy0Mpc4/Ihn9HvcHGi7+dchvkewWElj/UpwOWdLmxfz8Nf+Uf53q/9Rh7+zu8mn/p4fF9ErE+Tvo8ETf51yNjfMpV3ilmZ7npN2fbk08OEbH5axTXGbszN6YV/+Un/OiTomWXxJ4e+957IfPlM7HrDbu4HvNIbee5flNfEjh/l9IwvAzybcxbDZknfD7vQPch8Zfru/YS82rve8/7kqWeTXrKsew9K17F0L6/FZ+kLLSCjzdve1fw2lY4CkwAAEABJREFU9FuAEwxOWDdU0uY8k4RKDESnXUNjUglOVns54GGmisc+qdBxwky80nUxWB2zer0UeA7HEwietuBYXMi5qYM2OuOatNF3PGbde6qJ2OD0+B1Jqz99KdEAetB3sW9ltc/14eamjssLO3GHNJKZ3Y/d7B2oXfrW8lk426qvrUmk2jULQk8haeKt40VCZuVMaexeR3P5WLKqCx5l10Zy57FsThF4jfzKtVOOL0qENivzUt99zC/a03Hzo2M0V8cAdXBd1w8gC/DVy6nJv+aaeyEd2p7MRKVL/W+HnGPxt78Vf0IM/HFRPvvZfO8rPSF0wJd/o3fK//APkk9/dP6ePyYlPS+6WAP5UHtDb/7gCyX72G5xHX1Kr69yLZBzmuqNvXgCgaanuozPvn2Km8m286z/Vxdc8cjde5nFyo79hc+e7uRbDPha3inJaIzWg95Q7KId8vEqWMQevtRdn+zjMfH474d/KuvdHzwtls29Jeal5as5/dBbe6BOecS7WfCInjcTfTPQo/A5MRiRdnIGBwmO0oQRUA6n5+B6/FEHJrE+x0t0hzOPrp5x9NydhR/exzq1AUsDEEGdFf5PTxNCf3fSDU87rzGSiJ76jDGWvFV34k0HfRWrGjakL3oMfeU1OTy+8Uc4we94cUoiySrZyQPksEE50IlZVrODKe02+DeJ5pKk+s2OKsn1vwbqV/T0pQe5dKa7RO6lylorw0eC73p0V5oFZk9W/lHndzrRkw5Tbxzg8XyN7DbKO6DV5No5ecOrOi0+x2fk1Gbjahta17zLPaK3vythh5PAt7og/Omf5s7f/Bdz8a/9r/PM/+qv5sv/4MM9Mv9J5tQwA1eyGiNg3GqbL8iRU/IgfdXfM4laDVoxqW/cxd8c6Wv//Gcgx/biQy8+QNexWWe+aVkeTjTLpoNXx84fOJHpOh6Pxq5kiXHpC0+61J9b61tvAFp05jsDTzyTucTricDJYPnLTIuGWLKJPeSUzeilhN95a78O6pHXYd6SZp1VR87qLxgcRA+KmxyMYJyE4Ow6x2oXN0nqwNP17XeNSNBPbSVNpNkBtI3BD59pN7EOR7XT5LOrnWWfdsNvZ46MKZ/CuuyOcFGwiOBxU0dtMIlvotWt08a+4/sO+UD90A960g8/E5YuE7xz39SNP4OxgFyJpg7INFnR9zg/TwTgDINjc/XPQG68qudOp48edsbqtar7TILxdf3EbrQWAzIbq5M97ROTmzjy6GisPvXprzwlDdAAcrXBzT7t9i/+IVNc4OzUdGnpewTrPT+SPPNc4ij8ne9k/fV/IXnHe5P7T2b9+E8bkT/91d9KPtd7Ly6PyKAPfkqnvsueiLTxNQK+sVj1Q+gP2MLH53zLy5/u/YZvJKUbWI03/0xc6pOR0xJf/PAe/14ll3cSJ5gv91F371/4HkC6GMwmUzmzAItD5U7deDc3u/PPF6je/SOZie8LT3jSYeRXebQt5i1GU+lHfdnPR74Pj+x5Y4cZ85tF/2cF7x/qx68UPlr4Twq1rp9JLY02vP5euAz+B35IurVWTsl1I2EEY58knMo4hnOY6yqPXroQDHNOKH5ueEkewUDv+t/Opuwd560JsbnBAmcMGrxnlzxm9XIhHHt1L7PjSgB9gnPsjq3eiTK6TuCr7ywi51Jyk00XvCm32NZKSfrZdyt4gLay07FNG6gDYyfJepMJT3X9+xj9+EgKCUd3erFNudOjqxqGhn5AA854dpkU5TGTwKUNH7C7+PneO574D68ONE4dHi8wuKbW4DsZ6ExX8gCaayiP6/qNCjrja7/dcHrwUCku1XXR6209DRwbsxfekTzdR2L+sOaF98XPjz/9r/+NfOwf9bLgE310eNG0PFQnfOkK3NnXPl4m4tqJNyee3V9koTscEz6538u+e0/2BmSftLzcZ/MWBb4Y+pUcmxt0BnTtycAxfnx92enRy7S5P/DUM4m/8vOXjpUhF+dXkroYrPJYlbF6cliN5wDZtXW1DHmH6gOMrW/5x4IBZnOs7KFFg56No2MH3PI+3IJ7FOp/344PF/b3f9DKf1j4UKG3ZfNvtPRWasPrRwf/A2CrbWdVKLxWxnHqDKljYmJKyB6jp95dYj3ZoHPUvQbmekyHdnLPzSWTFw/O68TcvvGVeVS2feoPs/1Rbx798W9l6+Obzc05C4mFA59Dg1n+5ZTASQRBZAF+49DqiBZuYEsa9Fk0GoTYZUzAmzQdUjXKtrQWDbzQoFfXz17ypzz7BA/BBDuthNYm29gmw8huskSdLoDu+tGBih46NAO9WUZXE8DlDnqTosfN8PuxCWd8y1Xfn5K6ExvuJtCxNKETIAtYXPmQf/Hex+hbDFYp7HX9bc5bnS+MA/jSaTr7cahu1Skm84/9TJwM6Dj3VHrsXj//V/O2t93Nd37ld7pzfz2RB+DQ+Mon9zr4yCZDVvWcZ/fdJIJ3RUxMm098Ol/46b2A2clf7nV97ze4b2EDi7jQER+2HCujPJZSW70LqVOK5/ouBdd7u6u/7T2ZewCO9BYZ9PJrHSq9/jG2tUy7wSNj4va9bBOz784vFq3GfdUOuFkU0IFVHnTD4xFA0iO6XoN+d1v/i8L/s+BdzvnFVv7Tgvd/3I9/ueD9N/uh3SL6f6kV9C0e8a5t6eyYX6bhAI7M615wNTJ15vQcmwCOSTU+F13lGQsOK5wh0a/vkktEjvCIpddYbiTluReynn9Xr3+/Oz++MF++sGisuqR8ti4YsyuQ23bIXae+wNFT22QchVY/awhZgqRfEEzy9sy73dADEHTSGH4QhUP5sA3UJyG7aPZMIpqw+KZ0dDK2MIlIn9LOZVXLGSPJ2TV69XqdTDrRe8Z3QqPB0wThT34987q2FT8TR1l5w9sY9Wsdy0v/dbvytI+dEC039x32McYVl6GtLepg2irfBwm+edxnDN+ygd+q4+rRP3bYu7073r6hI+Pqbtaz78iz//7/Iet4yPZi7w2YzETxLR900ofNKdKE4g9ilcfqrKysrYvC9vVXMv/l6OtfzdbHdxGH9vlDorU63jhylfgB48t/FQZdueveU1m9ro9Flt7avkBkAUBfvWYiiwm+bFKfsvepRsY5kSp/3bk7rOej41djtLowKtN2SjMwBLd/NKtv73gd9v/W9v+xcI5y+lwifUibnk/j1bNRei5TnbIXTVPX/9XW0Ld4zfvfbOvXwRde6cGhSbkKk8wC3I4IOiNW1eSQHa8Ox9H8Ab/j6sRwek8I6VjHqdSBknZu5uDbILi+Wr2+Orzw/qzn3plc9hFTHzltn+/1I0ef+Qu+sZl2B+867Tt5UfOePJiPaeYgiQ7JKo6OxrUaQF8Ah0/Or12GMQPFK1t4m9x8FOOMP5T/qaOni4amtPrX8SJodcXCeexxV0Kgr0+ivs5jEcFJNLv18K6S5VUmGdvR0BONOtlKNNdlx/CbxUYM8CQDnGlWE3R+xAMdHmiAfo7Bb4fBcVwr9O2kc2MuxuEJ164oG7fR1US24DWWYXN5222v/u1/K+lpwZdwgsY4thy6kYDW566/habjZhPhB/pqd1KFH92B/8BP9H7DzyXveHfW+34sQ4uHnAP0r9zRk03H5gEcm9F1cQqw2JZ+ja5oDgk6kL6+1kVHPLR72TF56BRS2HqjcOYJHfVX3txT4BsyQBqPKctr4tHyEe9KfkTP99H/YqufL/yTwn+X7/+ozH4ePP/s05lgHi+zOJ4B7RhHMrRGTj/covJqrQnCSE40Bh1HH+vQOtkXZNbz70nQo2sgV/m7rl1dgVfb8Xr8QeZuukXDd7R7LJP4JpOJtPWRTg7lycGL3A4anvSoDuQWlSbp6Et38g6lFejDmQ6Nccp9TIcHHb7gZh8+O27qhyy2AfaSUXu33hNxLbgkqXZPOpMwTSA7ytxRJndVH3yMU991kCDaFz1Ndfw87lLC7ePY1sllR1zrzGdKChd2Xq3OW7xu6onPLhst/gNduMjn2xnYD/0tTm+yOClZ95/KvPBCw74+/dle7PV+nw6sxnz6xVGcTSJf0nnl5czR278n4ze7P5bkl25iVtxck3/8d7O98rlhc/3BX42jHfzwrj6Oe+5dWT/0E0kXg3lMx058+INe+BqsDqcOp03HwqoeS97qx59NN+ksRvrmj4OqT2OajpsTT3N3LlG7MMyliA2u49fiqzLZSz7VN/6FLzzifXgE/ib6r7TxLxU+Ufh/F1wG/N9biorZ0Wre3Y/PFryVnX2q0d8L9vRW6LQf8VEDKMxRNSi7IQyQUF2p06DPMd5KvjtVCYw1jkPxgMOjwQtndMUdwfrLa54xww+vh7226iXBl17Kurzq9dXdXiJ8JzleZAmWO8+H7hijS7PHhOj1Zsgka6DJfCwNOXbCyoidMyuhR1rGq+O1Z2Eo7lC47tNfwI8s/Mmadg9UeLJx6Duu/WMHmiaNCRoLlrGdCMsiV1mzEBhb0aehHVt8RofKm3dx2k1m15PpU4axj3/Yip4eq+lyvOi8qb3aw7AMpr4LOLeNdfyunsWc3uhcF2vRUwwAvBIeTFvlBlS/sQm/5oSFz8RN7V/v7D1qk6MTa9HPpDGZu0is55ua9YdjO27zfQL+oPvZrtlFjXHM7+Sadhe90KNyT2XjW/+kuUCP1SN8jGcHGswH6kv4VV8p9SvlhrGFISvv0bVlqs/Y0xONexLDt7bMybVlbFQ99i/5jA/eYl6Im93N94lby9FVyU8EkQeER/sWqKa3YF+L+j+1WU/m/Un+9cJ/VfjfFP5+4V8peP+tfvydgvff7Yd2i+hH/wNUQFagKGh1DJEUDbYghyMb7NS/GVwnheR0jSnZ9KPn7Ok/X4tyRJ2XTuZ08HqyVyXouztY8f3pZXq9l76W62DOm8nTa8jynwkk8DO+RPsbneDRiTxBkXz0p0uDOjsweriZ7G2gtzjQE844esPhZ2z1LOWNiTatZPg0EUeX7bRQ0UOyIpHEJgI+3/1Ott7slGRL0szC1IWtNl37E51xdKHDtBum1ZSgfyfQ/N2B77Br185JQv5Aa9wO+Ax0vBJ+1wtvOAAP4OiOD5vLO+pg+hHfAHhNso2tjnRZLuU+9DNJj+np5E3jvdk9LQA90R3e9xdec4JYdlNxJg8fPNX5ltz2zTN4PiZLX3niizRoppKMb43L+VWdpsbXbFKe/ZaszAZjsQBikr6MHz9t5dfYOokWnUMX2stuSOjuPx2LTtZKSo9PaodT6tJfnbMaM/Usowtbslo/FN8xk4sjJ7e+SnUr/p8G+e+W6N8peBTY2ZW/3bq3Uhte/78H+ecCZTn9mrBGMI4zJUGv6eYbWz3+umG3uXEHv4MJJmCMx0NbILXxPZSfBQH98Zi5XOiz1u1rX0xMmGdeyLbvgDNZehOmTw5WV+FwpqSRuGUTuuJLN3LUySSHjIurTuIGYsZ019QHyEYjSa7r6No5PFrf+4uaQGqj1aZHddgkfHVOH144txIAABAASURBVHPOCYAOhZkY1XfdvZd015j/TPOVl+MG6Sykxu+J2SOwHWgSfDUNyMk6JZwFrfKGz+WduOQYuiZm6GmStN9l00zeqdfOXU/8hhZfNoEb/ehBbVEMH3U64EHGdJw/brb5Hm1jO5MAvUWvi/nmG3XtW0+/kPkSFh1Kb+KsXefSj89aDndlYfWYnyf66M5kER9lNww77PbKS5mJVLoGdk6Oyhw7WS/utFr75qTaE6XcEXc+yMrYRv+hbV4cjiM2+huLubaHO1xklde6ejwuV9N6GsMlZkagx68+cp9r3b2f6b9ofHoiWMeLBJ9Vn6NXb7k1px9+qZcUVbHNW9/nEbf23Yb8r4t0j6BFPt6Pv1jwKPBfbdmtpp/Jt/upDa8fXVE/4M25oE6ZpFqrxLvWrWvbLXeHCG6dLbm3z30s2xc/nfnCUBNhdvbvfKOJ27u4XSjsZvlmHw914mxf+fzcmfXnlvEM3DGxu4gFIY6pHNckmqOjo3VlpE6eCdRJNhNBgtCjwaiSpyBbfIrffG/B6YS+EoHOQ1cbjDkeE+0mV0DHFBGxDftVrsd20qQv+rTI8RxkNHjAFSSOr6Quf3CDxvjDsQl1mXQCp3W8HTdLnnThkhg5lB8+h0OGZrU0Fhw7FpRmEm4WtuLo+xo9yxGPHdqcNx78Rh/ytYFOvsJD346DHx6NuT7t676ldYb2q+kz6fi4Pk/tPLzwQ7Hz53iZ9XgnCP58hVZdWd4mmRwxuUNm8SaaibdsCn7D709+Lw8/8Qd5+JIr4GR8m74qc3630Fd325w3/7FJ485jWdUllRP+FDsytJVrt6WlevUie+j1g8FfJkq8GoMcjo1bT7f4nWNA3zg5kH/VS1h9Xbi2fQ61vXVxcOJdxufRr0b+0Z1vak+VTgMYRo3gOmrKfnAO47qqjXPWIeOEJ5/LHIueeC5+X33rY5yk4/5/7J15rO3Xdde/63fOuffd9+7zs5/t2M/zEE9x5oQ06UgHWjrRgloBQgUBUv4AJBCVmP4CpErwD5OEkJgESBUF0SIQVC2ItipDS5Kb2bETx44d2/EYz87U5P74fNY5v+vznu9zM9jvPtN79Ft377322muvtfbaa+/f/v3OuQNGCx9WynCftevhEQNR0AeDlVHUgRMgy+bRxDaWHRi2YK4K/qZ+dGbxDoq84WOT1LBsYzsRDo79mZdGXXRSy1X8BTo1u8qrk+30bdvs0cNb2u7XvEAbmgbHKOVFLp223x4jkLWcyNf3s9pSWmQ0wPmoDEPFHZTBrg9C5zjawpWJYCDtOtj3DLwpPGO+6xHUsWg5kcd6QdkF+219CGDS6cDIEPHWy0P6Lksz8aPCeqF5U/aS1lQZTK0XzEPXK7r5gfG2H3WSt/SWbT8B9op6KBeT1WbR/mbES48d+wxhgJ+LALvOMnDblnYju6/Rd0yo6xUcXCZ57Mfxsq1gne2mvHTWG/yZrL2zoCyfUZz0ytJ0v5PQd2yLnqLDvNDXM9FRV/Knsic57XzE3nn08ezDRWmiycQH+jMvvOtM1AGUibAqGYTv3lGohVZhwftdK2aLtJIYL4UT8rik/C1BV3TrjrOdc9WyPQMVBrujOOnuw59Znvy6uuOo7hA8Ra+pT4zsit+rpH0NOMLARDBfk5lWTqujKVeQYdUufgnIe3LoNf5ysKyHj7JKJ72yQZPmSb35BvMrsK7BMpXKYtuiLCBzbXMuuziSzNmOzpRzWdf6SEObsk/SQNMTX3r5wrKvSY9JJpG2NRVnW3mIw2baJ+LNq/+UZ3cRaQR5Oj7unNYdT7zgBIC/j+va1vIQwEWe0piKE8Svgzjr1cOdnxOfXV4HGnD+O7gY3JRlrx22cSypT+vEmLzwLLd/X0zrZB39OuE7aF59M4//bkkICu4YGvwO/yc/iL3nqZOXJcoR+NLOCd26GFS0Taes3PZfQ2Kfymx5No+B2skf8lUlFiAtaMlFHLc4rZP8bUtdqeuA7FPf4u1vZeeyjvEaWYy8hSvGveWUTr5ngVWvZ6k9V2gmeW+zDAb2qRFUVANg0J7ArvJM5szmfX82crjXj0ykpX0/LnnioYzPPp7dxx/MyK1AD87TT8QdQB2/KNniceDJyxMMFQMH/TnAqZUZXGU1HH2WBrd/5dDIbWyEq0oPTuMpm+LYTvyWidWin4XDo+mcEBMf87YfGMgZYB/KAssM/BFI4JpII22tZOsyeW8xzC8IAMgb86lkNk/nTQu6Af7m7RP5oiOY961AO2D16e0iB4DxfMB6dRGsn8AyMKLP3i2FdeAimBdsrxytT/UYtf7iJz2QayQ4tM1pW05W264D+J6Y2nwPb/BdwR6OzObRnqg99j6JsB/1lof9QrJ3WSdQX5tsn9VZv9Ee4h13iF1tq5DfMfPLPQ9xu+nqf9+die/7f5m7Xuvlr12xaU9odbNfcO5Qljqy25GPYJ1t7B+gq4Q2KfoSrANGbl29bY3+ia3iB3zb2nazRaKN4Tk6hvSfGmIAC3TeInu7U9JCI04WSeVsn+FsFecUz6B0fwo+CYtCewpoWO/DVErjLI5wn3ZpH2J5z9rOhiHCrqCc6Dy+Ga64MSGSh8nfOCa/wcBAEAa8egIxcTB6dCAdQiH2Ag1PIArD2aeGbnlwxJYPvLSn4UQA8vF2YoC3uwNXq349lS2evNTRAKBTTLzsx7wT3IGXr6ur9D0Z7Bfe5jtQ0L+OoM62lZ5JGnlOIDnQE1c+0khrG/PUlbpSHgmw/ZVmJ4S28LYLmxsc2qGffzo+j/cfXbri9Ys10skH6ElgkCS/nMAwVw6cNOIoRr3pv2bYRfCgV7z1Ld+kYyMT26tvg7gJoLNOWHA7Y3vPABwjZZBX244J2H3i4vTbracyE2nw0SFtxy++kLAYRBr9isA8ygs/6xfK/KFO/Cr+ZLngvzfzvzAzrv1rP9rKcwl2mD3x4B31kzdb+t3HPpsOCPK3TkGGWdoOnZ+nVmOprWNwOnZh3On1wWwYa6H1Yndhqm/Rh+2EVMUxGDnAbNnlS/8mDfQX2XThpX+w0EuR5xzDpIyHHCjWfaNUO41GA1dM6H7VUuV1LOs92FM5G2hEjQOMbIX6a5ebxzg3wJjHLkzkL9he4+AsRtE2MtvqNp5PCRjYDgjyrSFZHEm3tb+GAefEueRhvxMwcONdbBWZON5/L7febNNtD6+Rw0IfR47yR8bowMjgTiXystwpvOXZZZxdGWgf08mxDRRUIQiX9IyuNNpKO9i+wNkGfTvYidMLGk+dAUN+9iPOoDVfRKfefejT2cXJdx++L7ufuzejt1GP3p9+B+G+T6bvidlp9T0rfNuOs3li360bMplaFuwXuthPYT9wRV9BZu9hTVNDOlgpzzrY7kzoevqYggN82t6O77pe9CPfJVQ6Dal42oSxKb+OTLn7noKaNtvYSrTn1naKpy0uJP1ikF9dvoSdJD7oOwrta+R7ESL4Nx/tij49yQ3ogvYwsFgXPsNsyb8qth2hGTnEM4AWTzbK4AZZX/oFurpDWR5MEwjECfTTNPAeOcRsmkas/lhvX6Yr1H4Jo7If+hzjMEY7hsbqrjGOAwbeonXl4Z+DLE4DSOtguZqx4nsvWJtbqeMX9RtiUXkbS4sR4wAwSYPBw8DLMwtWEujKk3UiuS8jjd5fEt13ubXogGBbHU9e8pCfMrh6MPnl66O4+Naaq8uR48l8IXUyIyXfDqG8ys+AtQzybMChOyAwuNbJ2z726sBbXnLkb0eApOvJT3W2q2HZ54CTKbd90iLiTbUpfTlxfXMSJtEOylcn2Fn5zTXh2AWpY8dT2LX7kY8rt1/T1U5PPZ5+k1KexSqELdpuymJfgnUDwWEGmLdOIN99K6M6WO8EBq88ywS9lN/6CZYVy7/q4DhSKttq48XyUdnIbWJPRvlT3xcyqnqDCMvWzzdTBMDCb7qN46Ou1Bd+VYVuK1y/dXjNranrbmv/MoCU473YiO8W+MWgIh/HnHZ2IzTOsnIqgPpMfkQAGR1z7cKuIcgR8zZUf1IDZdtLOsptI2UU8GNRBu0MjHkx/rS3jfjYrxlwJmcDWp2t6hzjBw5MXClbYJzAlMGOilEXFRanEUuxodEQlgVfmjAoLDaXE2FlxDaE9TpNG5J23R79cN5isO3DwWhH9sCILWL5zBjnerE9twf2R7OksutjpLs+kN2HWS0fujtZ4AzH2HUMlf7UKu0+wRCcXGnb2XQCUJFGnupl2rgh8mpwYJVdyIqfTimgRsQL3Y56+WknJ5Y6mpfHBNqEvt1C9j2keOlW/RscZBXL8sU2BtVMsqmb34V//lkmz4mEtoVzl3ZiJQSR/kiPg3e7Uq4B30VgeE427sAzI0AoA1Bsv0N9t/ePeeXYy9O+8wRN9TdYa1tpkCOzBUHreHpF9VBNe3WdjQCbN08yymcd6CjfwARCD4vRZtJZwJfUz6xQTNLSxwySPE70CVUt9Df0KHYz7WPc9jUxOst7G5/QNvK0T2U3jwz6XI+F9pO3vIK9epy+xgEiC4A7BHwyLExu+fdsRH/uHDoAwKsfa9u/fU8gXrC/CbdPiqT7YA8IVRijt1gOrjI4IA6QoNKCda7orZwOgdFdnbzvbmUxIlc0pk4Lz9iuRK6Atu3w4tgWhrRcAZmo5ZeJHBBXwckxHBR5G5TCx/59+vDwgwkrT0zlyb11r/LSuW0HB/XyUocZztZnG8jNZLTfnijyVs4ZzqSjWG6ZGZ5OlRs2OoLOryOJ2rMPdFQnINGl0/AZ4DfHSe1bPHLpSELkC8nUv1vJUgYnI7L3IyZurZavrnJbpPNb98C98Yc7yq10rfpjAoY639UYORgdlVPdtZPBwP7pS6fv/rBvbKvTW2d+xiKAfJAtL20wQWOYvOtlbYmtmqe6KDtylMEbfLSvdpomBqIm/WcvIJHhgm/44FdtF2VQJspRB/jW5tE4Wb237yBuPX3FdIFtpIOFV6/alKWrre0UgTS0b17KBbTM0KSQBx7dr/xkoK/Rd/fVvkIgWGzEF+WavlZjTfvdBz+V6A/waL/r9mf8kd76M9DrxRXHddRB5RkMJl1xyOPjozZaMJIDj8JdxoCMWoyAHRGtEzfVT2krvmqrOjoMg9nRUsNTX5Q1dGzvZHFS6zjkHfQ4eA6ITmw/tnPS4SQ+CYj/4eXCixJXHbfKTIJYz+7CLruvlfHbIWbzDJdfn2yxWnGrsfsguwdpiyEQ7IPbi/Fzn46nuy2XsqmTdTj0rm/EPf3YcrXDXFEm1Iz1IcPVzqAetlV+oemoRB5XrkL3WC9v62bzFJCCpnmhgfUeFBpc1U976Khv+/YU2+LAKxMtTuv5Rm1fmCI41NETsZ/Ic7IJtE4k+yjPf+iieZgKNaTrlXeCQh7rJoBHZ6Ft3sqjDsrJuIS+6tgJ/INVtFdfgq162E572bjzFGyn3JZTS3kpjwRyg1gGArZ14KIc843lhDa/xrvf9ZeX/TBGPXZxK1jSAAAQAElEQVRu7VmYerLbp2A96Uu26ra1D+1bAxSri/a1uZWINwhsEojsGx31J3ei0TelUU7BpvCoqoQ06tBAOUL2/az1um/9OUQiZCEOA1tst1TUU+joEGXdCpikacVmic7u4LeBGVhTjapxWM0Cr6h849jOQ5KiD+k0mlHUOvoYHUANblmjdzucyHKWH6N8y/WF55Mrr02+wMmy//BSehzDxzO7HKSFg8DYjn7Gpx5JR2snhIMtnafJzzzBdg+ZFqzUsHfy7/IoKuxGYkBp+b7AYR3taWe/ZT/oNNK2+dPOa2yn+1I6ALj6NhJlaRf1kpf6FDYcsJuyaEfwBkL1kl+vSMq9fYKt9TbA2cBxJja7osI2Tt4+MW+ZK9rM9kHPOnZhsoHT2j/BLFPfyKLsAtnEldn+u7D2Bx6WRsdOWbuADqaC48w4mY16mLENOrSOlqN+jO/WdhpnnXh1ktZUkA9pT3btIz8CY2H38iDQHZABWjn1F2i1T+DvAiGN+oz6D3R9JiQN+WhfdZQnthiffzqNE0/7IFMHO+0fPoW8yNZBmNR+DB4jMkRbyAufyWID4kR7j3d/iAy2QV75dYX9zWapqkSetUoH0rz8BwlenuCc1RLhui+Fx2CF06ERz/2fZLX9IlUoo+Goy0QbcBpO0EkwMITRkKdB4zFaDz4TDwf1/ryccNbBs/Ouevbv2YSDap0MwY1ucT/94Yycnsdtmsa98fbUzW9JXX9b8sJz6RN0ZBl1LNsKW8eTGnrwdh+5L6FdHyi5YlZRt4R+T4IDt9bbdvaPE5ZvOTLpOgC0vLu92sY+kLdfenrgUxzU4WysiDpJ677i0U8kwkeb2R/yteOQ70mv7tZB0pd2RN4YRJUBmxe3SlEOoKC1DydB2dYJt2BLjMNHp3VMbA//7kc50KN5+8dxNRWsm8C+bMcKaFXkY51jNkGXk0iX1Qd9lGd5iAuOumJC7/UNKhMvFw3lTOJEazuRb1p0iYCtwyLUTz+c1PDPBLZfydnBwH7U2SAMn94FaSMeUVNc+gM8W57ZPAF6HIcZ1fojiboxjuZSRQIU05IJPRpkOgBsppBLmcd7P55Yr9337EEbZKkizeojzbBWtp9V1ZkJvZ2JOqCyzjd13QNVbL+2WI3YPnNQ11twB0BIMYoYEYfMbJHgqBkw7GlGqOVqwIRPG4vyKtWBe7suHyZOOwMD3o8M5cFgxbQwj3kH2m0/z4jz5GPx12KLgR78l08nr0h8jnzydYnbXOWzne11GgZxfIHn7Bwi9o7A6A1OJ9u9/85M93r901icPO/6WI6DxpFA086tXjqhOiKLB1+uEv4S0vjk5zI+9kCyYJUwcGk/+1Je2yBDcfod5Wn7YgNptANQtCucKzNsON9I6UjqoPPhhKE+yNpb2KItbbRlsQUtgxv01kc9lc/ywDgI9DMqB/kOFptbYJLuL/ACn+lje+w/Gth67BnbqW7V54tF6pRFhHWmQI+p72XIV33l51jIT/7aw36tI1UOV/6gd+QnLwFeTvAQrMYvPJfmCy6zBfmvJLaXn341m6cMzI6/bcWpcxJ9qfrw8ERsq90cz5Hbzt2H7om7Ph+37t77sYSxs6/4qYryFP7Vbya6K9N2yD8S7EPqK+1RjvAp6BmrqspynIZkcAyKyvXrzPKLdbR4sXCguQFRhCKdbyYoxUxPNDSHPX2LwP1aHGgHoYWtaLD4wYHGVUS2GB1A+PILCat4NJ7lYYYj4vAYOWxf3Qp3xGXQs3mULnEyHVomg/yRB1nGx/zFIeo8Hb/0VMofLIFXkKUYJA8UHTRfUtLBetuLLt4i5GPvW052tsk+wpJ1DyS7h/HpRxMmaN9HKxOnweOD9/B8ngM4t/3oFZ5h972n+j3LzshzASaqvHqnoIOyfdw1IDDpy8mIbtGO6qLueysBOllGpyj/bJ5od/PzjWSxCZByCxCgdGRwtXkUx2ZXsziCvNxz95uGX162rSE9DugRP/KzD5w71okDeudRlVg/I/CYd/Kgo3VtN/qKOOj7Mi90Ye1PrfoUtaofnYBO+gnn14qxZ+9QlEewzn5NbSduKk84y9il39wz+It3gmsj89pAGnH4VGHvwn+8LRj1NWmUD3oPXP1FpH4Zy/Gkri6+PP3/CH0RyXMidx7Ys3eD8K2qhLbBRjVjfJBz1wBAX73ggIdN2ub2Pcww2RiDbbfLGZ/SVmfg1orUrpUONFvL3lG4M0W5hScNgOLldwPA7d53R0YCQk8MBt1dwu7H/0/GT7y/HbTbazDbyY8BwkqN7j8YrcsEFFeDBiZPxGt0D8Lsn1Vw91M7cXXudhtMDuueeCSuxMrRdfQ16nDPsSVnUIJj9cDjEOVXVI+zGjxL3f33JJ9h9Ye+DBynrkvQy0O1MBEi3kBA6vbbZ9NxEqNHD7AT0ffar76FCbndtwXFKjRcdk3KX9ll215OZGE2S5RVwQfypgQs+2g9tUtP2qIGsE+BFTToXosNdmHILS9pdXiDGDp10JJ/DYl10MMktgu6B1qDa9ARgggjQasWBBjqEvoLH2ntE/kcg1BfW+z8mob6vWvcy3XGPjuzz5+pLQGs9eeevH2F/l3Vhdhe2WcEIkF51nWArffd4y/9fP/jkl7B5aus+FuU23aCtNjMINb64j8jNhrdRQChX0jSQZ9bhWDXLqNz9BXtaJ4dhWc97hKUseAjBLn6C3AsBM3Dhcn+wdu+arkDqMKmgsylMT0NqD+t/GKBUXyxcKC5AVFQPKYtCEJrnAbqxAs4ysDp9Ojz+d/+1ew+8MmMn9zhUd0TCSuBA96OLg/b4lRx0DWcEw1H7jIGGx0g0pT8mSjSwUMnT+ifwfU7+/0G4kPczz/2cNI/F31Bxgc43ffxIDwNQnma/inv3vFb2fXs4MP/M3124GoYPgW/q29IvfP7WAWYtEzeuvhU2imU08lGWjyirDd/Z0/wKEOYQjigK4qTqLY5gJOXzsQk78NTykWgK4JEVnyyaktrsvStbln/MLG0JzuEPldQV3RvZ9bZ5aPj6fSWBZorQ2yHrKHftqW8tS80OvDoJHDVk8a6qZ304ih3uyDXXt4MYL8kkZ8p8gUeytXb3cbxZ6qvgQIXNJnyVdxKHkkIBJ6JjPfdmfFjLBL/+5f7TMcA3YFXHnuAPWAzXePHP5QHf+Uj6UfAnlPoK6S92rMjGz38pZ/YpyAfxklZM2P1Zjx6bBcbyYBvWSfzqmjDol7IpC80vavj0Hi88wMZ8RvtuHvPR9O/HmQA8ZzGg0L5zGapKrpbyV0rO1gnnWBePHRxzCzvA2st96k9p6hKSnFIs/pYnoDJ1lgHG4OFyOkbfrn3rsQvdiwWybHtvkc2EPT23TY4dg84g7D7id/O7j0MrIzgU76FSFBZng+AdCCL/l0hAR06zzwV/6ddOJeI/+ji+MWpm96WuurGxN+3v5gzAZzDqOxZQfyJKuVTFr95xtYdzn070FtAzwRmi8Tt+uax9CuvTcAfJlFSSweGx/j4AzwOfC4tv5M0fJQRB8rmVjLZxnSG4wmuLg64dO0IRRxYOQq8Y539oF8HTZwtfMq29Fnw7VWZPOgX2xZ8GrH6g/3wwES8efk136+hE3pxC9fB2Dr1Va7wMe2+GGtlsR/r5UM1Hbb+HoKZF2UA6L7kJUIo2ptOoL7m5SMd9epULgIES8dmfJQzlF8nELz/1+JtmhPNXcseb3dK+MzI7qGue32ueDePdJ38E1/qXa1Hb7u8TVBf+gltesVHr1I/dbINaTHO2rM2j8Y6oYOZbZVZec1Lr5wsDuHp0/hRgtaHWEj0rbYlYyjdSrfQb/OhXdUZYwPutEufy9lpzrDkaU3PXcGeVFBjmqoUBoxOYp7Ve+RApQdL2kJswYnvYZ0T7/Mc2FmH0fo9aumn9itew23vynDDmxMGJJtMIgdMB5wxgTSSBpaHMtjn59n24zg9+d/4rtRbvyu99YbeV0X9Ekodu2DJj/u8XH5Vcuq61BU3JKxCYUDr5KnkYg4Nb35TypVf/uqkTOZbBvq3LMC7Jz2OOPrije/p44h1jK35YjOZb2ZvJfEJg/3IR/lNld3Jbx+Wp7EX76oqHXVOMlcab2Pq+EWJdhhmcRfU99ZOaoMNjuouRJzgxO6tvvzavkMCv/ghLfVhbDzj6PHy4FW7CvZB3ZK+aAHIY4b+IQ+mr4nOgu1MBWQxCf106p8JJx15ZXP73ja0nvGpGxlz/2/frYzB9a9nbI71SusuzwWjJzH6jJ6rYO++f7/sqsx+/CeTY5yDcFvYCwX2L/zGMe2fOlcOQFzo252ftwH+UpVlg1DLql8rizSkVeja8jKxKceFyjK+6+9i5MhW+p+U+F0FdwA+PXBHZnvbzmaRf4PtBfHa1rww0IdlbFmOY4+9FS8FRvClyAPDaAg7n1LzOskwX22PQaBUcJrhdWyp3/49qe/8keR1TDS2SeNdnLR+9tOJgUFDQd6X/FxJNcqAAXVwUw1HdI/1Glhidgwe1nnPX5dembrhFhxhO4NfYjp+cXoFt61ySU/b0tEcrM2jPDn4fK8yrvrDZVfH3zWsUzdk4ElCPFCSZr5IbC+k5JJO5mwdw/iiS5zgr7uareAL8e29YAOqEmW2vbTawnL84FDqKOgAogTka/3KoaYvnN2JLOi8dfLyRD7DDGp4UF/YtyeRdjpynLOBC1JbpMouHTRui2mQlid8Wo5K7KdIoaut7STk5Wcf4id5wkebY29lQet0ap/iASd0aFODskO/foHvov11hj/I1U8rmLQdCJQBmcvVGFvWTW9NvQOfuf3b4m1XqHcFH52ktsWuhV3LHR7jVW98d+q6N+RF+9GH7xFsMknJGjBbZttsc5umju6sKKeQGR3caYyOZ2EH+xPM075X8tUPhTYfgn2csP5ewcWXJdpPHgL0keeMcZrK4n4XKOXVpi9Dh6QvU3tOq3BA+1PBCSwbHXuAmCA60BTRMFaduHQ5mB68XXGN1BkfZ0ewwWrJpO3Bc0X35NVoKx/BQZeXebd1Thzz4uSy2ExYHWvzaOrmtyUO+p5MyFkMaASIHdT5BhkuaSh7oOcjovSgzWOQyDDHmXYlIoVHO79lULXiZf/yUBZkdsXPNqt0T2raWD/Ryntg+Exx3shfOeg/7gR0vOa11gcBz1scnbKY1Fm/HbFPnGVErlFb0Xb0vteVHHzkCw5p0ecEj8ZOph0XenGZ5JJGOU2VaYMJYxAYkFVC6QTr7bNx1HUbdBQnz+lU33pBetN1KNqtl+VhWVnRwZ1Oy2Xf8qXfYlLUJuO6YIy3jiVuwTm/kLbxHMwW2+dC5tKe0LkT6tVa3vCI/qOMk0zaR1l4nBeDgeMhbcuDTrYRpKPdyNgYAOyjf3tCPshrk9rEXke3ExcMZRas78qVnzi+XR5QD5z62r84of2FjPJbp/6BDtR+17Af8kBwGkhlVUZQCI1oXmV68mNQB8BJizF1Qp+b7/7iL3BQ5c4JcgAAEABJREFU95nU628jct+YYMSqiquBDt2DqnHlJV8mgyuAz+p7xZOXfWGskacO4WBLsiCPE7hvIYzyDshqsKI8beBZQl2vNjqPtwAEqGwcbRauBHEAkKfz6inYn/zCxzqSPVkGeC42+wmIMpbl1vl3os6SdjrxmPiYqiMHeiOHV7G+iVd/7BeavS8PrdCxDTYxQITVyPrR9AjOOBC87H+GTNJhk1hWfxy124ib+ipcqioRJ52g/nv11jGOyLGng3JYL5AftT9jru0dPycM6ETeK5r4KXiZCq0bAU8axjGCk40T+uWOArngGeURaFuOk0FW33jh2Yx+Hx/btVzyFPCNKvpRfwMD4xL4jOAn6HFTX+nhE4EgPnKONCJDlBn5DCYj7QK/KniCd5cnNA/lkse0/W8boZO4Qn7B/DTJzU848+vA4tkLEeOa0FfO/oHz2StflZr9mGKMRrfSX+MQ7UvpgWjD4jCs5tExmAgeyugkDR7QcJpaN9+U+Isv7ADi6T2G2fWJgY7sQGtcnXmmQ6OyZZ2YwYxg5654BJg+MPIs4O4PcYj40TSfGe3mi8R2Dp4gP+VWRsHVxZN9t3KW5W87abtMJ+Zxhli2rTTmJ0eBJNAU7QrHHN2lcGvj82NP8Nsm2kg629O2D6pYyXZ5StLfR1AHfyYc3bsf+xCgbd4Eqrg6y0ewTkfBOcuJ48tC6OaqKH3ECdRHOgJe41KJsmrf8FEeebWNsLF0MwIHVS1HgTNvny+Br1LDOMOv+4BXHTuRIEfIN9heHRqgpUVf3V91tumst6SdTW3vFp1bBFdwg0oHY9tpZ/rsvrS3992cC4zYzuDWE9a22kz6FbSdzLdMK1nsh3Z2WX413Z0WgcAXgaJMQlcOmG0p76hP2yd8xlXbDnjaWRtJPwz+fRGmXQCYKvg0rNEYIAwinhXBN8olr6l/2p15rbU+s+ocltElCqnQDEzmbK81sgooxmzer8V2ZH30/vSrk9xLjS88HV+sKQ98buPwhwPCuu72lFs6f3OerV8bd3IIDdY87VDGpI1bRVvpNNjn7k+efjL9GrAntU4qJlesV05pujnt3Rk4kA6Wqz/8u0/SqM+cbacTwrxgO0F6+I3q4+/kB16CExR9JSknJLuaPPFIfBLSjml/8tY+gn0boJ56NOFpxO6j92GfO9IHTAZPZbVf25iXsRPaCatO08q3QE74FRBlK+SZdLUdsto0tuughc3kI7110ir/kiixzWp+RF626xS+XUf79XFeyaftioAa+dKmFviCE3jiWyuXlV6cPCeceeVQHnWQxrLQfSIQO6Tx8zwlYLL3eGprxqc81/EQlwk/+rjXl7K0j7oiSyFr2wY+/bSCvos+yvZT/44D8o4c6rb+tIs4U+inqyc6BR8tF/0VAaiQoXcD6qrc1LfdbDuwCKmbOMFAYJ/WmYqbAHn95mdtc0Zhm65Hb20w0ZyRrix6BvZcFxUU47bhSDXOaASeHJT6ntjep3PAE6KmNP62fN36jtSt70zd9JbEgzju8+oSDvQ8qGOV0sij97ZGV/iEwQwDM3LyvvuR30zvLJxYDILbtVb9K19hEn2BHQkpgxrbCbTLwIBofBw0pjPKDtrkeGyha2s7PYDi7U8eA6YuJoDpbLlC9mu/TN6Rx4jjM347kMeB7Haabw0EvmcSn3pA31taHYTg5xuEsX/6rkuuijqW/xrr1HXp15BPnMxoQPBbh8qFTQ2yOqfQdlY25QkyhQ8Tur+9qXzWgQoyNK08xM8JFPIy8EAvzxTthckWtpkcTptLH2jkp52dWNJj75gK0I+siq7SZQDQztIjh7ilDOwQ5d14AghtzDbIQ/ksOD72oa3sXzplaKAdPhFXSfC7j342vSuwnSAfxq7czW1uxUPGEV+LvNWPNpM8BoBg/9YBfGroR5txvGkzPvlooh6LTaoGue+Bbfu2kwnbSGTT90Z9Xhtp767gD3wz4C+1xoPVvsRR3WNg/wJlD2zrGAEA2yXYXboBHzWf/T9rnPcnOCdYBdYpNIZbKIzoNmr3iYfiO/StKIYZWZGNoh7WDT6Go01xT1dsver4yfi/4uJqXCiv4Bpg82jq6In0YDrBvvxCxmefyHj3h4E7Mt7xvg4EbqX9DT23jDl+QbJ9HCcgCPDozy+GZKYhYeogzzcTnclBNuXeOA6SA2HKwO+VadJ5aXUmB0MadaZd+eooIP/xc/fGl438nbmRe9k8fF/iwRW3OcWjqvKnp7YvTDvi3iQcEu2wtZ1SRlc4byOefHzplFXEC5wf20rXq439D7OeAL51aYBpB9zE8cVbbzvbKL/BuCcVE3HADg30a2q9epvaRjAvMGY9dgYs5RW3ZwPkkj+8HZvCPmX/C2xr/7aBvijXcQ5HpZV3A31TF21oKr1ymxfW8xONMsrDusVGsnU8RX++jju6SIBvGZSD+mIXGW5JDAgG2djvbN5tbJc5PGhjdzG1Hih2b+WjYCZq4F+FngFqSKG7YCDucwBwbXv9nSCYKSjIVNuZFm1NBXUwpV0m/KQfeO0ovjygVFeDoGnbkt0ANPtdw37IVwz3jTDSkBqWA41ccJKJyyCxrQ+KGwgcqJHVrR8NGulwfBXuVWLqR4O4SpmqvIakfRxYJsnu5+5Jv833wd9MeBZbN92e3hJ+6qPJJ3aSj38geYhbAd8MZDWtW96a4XJWV/uyD/kykP0MV1mF2TxxnGZMKu1sv9LZ7zRQDoL6NR+InBDU1cnL+90Bg1S5LbyIpx08lnSSjw/dHeUODhl3ONtEdwefoGPAy4wzCvVz1RPM67g6AOcI2TySkR3G3qS3LTJ1W+VRTmQvVsUydVLAu5UZ0EV6+xjQT/yCyam+2DLaoIbEsv1Ko87ypI/moY6dT9KrmwEEvtKiu+M2GlioVvfM4S9PyssLo0rXMtDO/tVzWbn8K3/7tSRty0U75Resk8btcwMyKKN10hNcDPB+kUffivTK0DIOqaqU+orrPobEttZbFmbYp8DbNiUmsSywsnvr4CofP7TtAMAZTr93IM52Ttb1ACBekIdgXj1Mh0pVpWW1rXnwfX7B7bFBiyIXfsbf2G6NTtSZgPRnog6grCICRgpO305Bvja2Uiev4Fk7k4P88p+B4Pzrik1Ggj4z6gYcZqp3wHVAVhvfyXar7DP7egO3ENfy/Pd1VyaXXp6cYKW5hOeyfjdAfq9/Q+qGN6X8DTmdQD6aRRkF8zrwtGuxDyO5h4v2rTPqHDq2ZQfY4GbeiWOdPBwcVwHxTiYnJLuCctKRj7sAgtHgl5U2j9GCgbUv+3ZCuLNxQgM6ge3q8utj8Molp5JjBA77kz+tI985K5g6inOiai8nmHqKb/3ox3SGLRtwdFN8L8ps37bTeSdd5S9oK+rdYYTUyR772tOZXQnlkQlSBUN2Q5GXfOQtyOcMKGm0ofynOmktw69R0shHKFy7y+jAxIkgkfbrNuhomaBZ2Nzbwt273p+RM4PYXntMtpJOWbs/5G+9SLWfddILjgM0BvFiIYvjT31ZR/uRx56jL7FtHgXLpdwNK1lA7V22sdD19AXf1MCFPqRWEQ066YCCT5RPptj1Jtg1fkhnjJ089nDiT4fh9OIBlVTQrhHWlQlN05DVp1AGA2dQIQymYkIPMipMadPRxlSwDQPuNqkWGzGI1IlLEla90Kb7cqJxoGiA8MciaR3TcmK0XPQNbcwP9CXfIrV/U3ceHMD1AHN/37cVj3wmnjmMROYYHNhu9jv+OEFPim4LX5zJyTJKw4SqjS26B4/zDb7nwHayJ7L01HTb1umr3N5wZqFuDL6ylU6LnDpcXXBxhuvf2G839mpLPzYv9cbGmc0T+kj3R4166CTqN6NuwNFMW1fkweS9Y+pg9uXlKmQ9/cd22GC0DwOZZfgU9d5zj/6oirbrPmQUPhXrY9CuSgRpwoe2XSYb2xT11BnkstgQezqoj3JA0xUDspuxnXl5mIoTpDWY2K4BmY4ci1/lDjYcP/G+7D58b+IEty24lkfd1JPA27LIxz6lk28qrvrLdpUi4BaHuj5uDXz6UJdzgv7Ht9K7M7G9MlhWb9MzYepHHWboBq8mqeqkA4C8qC+eTjE4XKugIYVyU4dwlvaFYV/suUbiyCOn5Esnp/PJMCrK5Gi8BnMCTHWQtWOqpPkJmo6CqQbUOX2MyGFh5jpRpTaPLg2lM4jz9+QvYDfgm4dHjiR3fTi7bsd7gHESB0hgoOG8vGzHQFsYeR4cVpiO8jqKPw6C7LWgP1LPMXSOkWAQnKhB+WhcBhtllLeDBX3I6zRhl1CcSWTGxFRv9el2lcbhEDXgGNYL5oNq6mUZ3oXc7ZzQxnpwncqnGH5x0MTUNp0HD59Io4OhU5TRVDlcvQ1cTYPDkdoPSWL7WrUH4Um7gS62oxx5Oo7KMeHEq7cydNtKLIePNIJ9zxYpba4dpJPGFLJIYyqId8J0HlmkESwLtm85KNhOYLK7Swy3XnmQ20YeMe8FMMiwanocpWUHOHJmswx83GI49tpHvuhQhfwRaEjZQDw+/lCywB9ARR57gH/pwwbYSSZp5CGNcsMj7GSqVjytF1Z1o7sqDzMt67N77YbENsplH9n/A9X+Fd8w9ltpoKBun6KSwoqZA69hVE4QbVmlnEyT4aWblNcA0phC72Rycpq2I9sWJywmca/Ud30k4f65XzX2q746GRHcCbi8l0Me+cFLR3AyNx/7U+7Zomv8U5ddk4EDy4HHk2FCjTqHctK+CDxCn+wT9AIu6isPZJF+CfBDxvHxBxN417Raw6uDYfgw0Tp4DLPEtqBaJnlqJ/HKJx4e9tU7Ee2Ez8V+ZwSWniiVWMbJoizyyOpj3iCsLeHXNkSPsPNpWnBtD/uzie07HRLkKG25dSxN0/IvAwaV2fvIuwvIUYB9Mj4Rjx1aZ1P6KPQO9cWEbXy3W/tjG4v0bRLp5WlhSs1LpzzwshgnoJMEmuIcqq69lUPhL3Fo/P74hbNddnbLfjei30SbMvHaRxhf/aSqUrN5WsaBcRFS6fc4/Nk4dpxVlNXFwGqqHPY75RVmksm0tGOJTTpPOXxqhZvRD4fAtUAudjPtA/Ki3zQNdKQGoSAbLfe9Vlz3rTt3SAa1dPYBpXQADQMuw5x5p9cCXbZ+JVYb8Gtpx1Rxy204FDcVB5/mi4FGf4PApw1PP5qRbXn/UKO/EuR5gIeB3hIMtJX9qWviu//9FWLv8w02Oop18OxbByeH+QUDcMwXWzClDsEqPEI/sorHSUJZZ7FpnLA6kHhoUK7RJd5BtqQepOX93XW3JQN81aXxlRTl+WaircD5tVh/TGSXQ9NR/Vih2gG0QeF0BJzxno9m/DTg82v1cRIrO/VRZyGVCAX/7POBX80YD2TR5qOTqNszJujTjqZO0LVeyu39tmcbq3bN1Tad4Y94EieYSdCn2ypbA+NLP+5kyp2D9LZXdxt0X2TWZW4e4LyaFn2sFyacqW3XaYIRKZ4AABAASURBVLuMn5niL3XNzcmFJzko5gnNZ+7M7n2fQDSCGH33m3jHLoiLi6yqsLPtLAjYyCC163jce0eCDYpx753EegDQp9bb2fZMUG7Gp4rxEay3jXhto38RuHpXvGeflc49l9ip4ANxPGy7D0C9D/Zco557Orsf/o1ouBQiYei0oijuBDFA6KDiMGasFwfUFBwGHLSgb9kZTMvQdZTm1N2vAo9syUZ/zedOngI8/rl47x9vA67iCYBfEy76dgCZJE3rD4U4UPKd4ezyVgadnQjc8irXjL6ls54+A+i0DcdxJPDjdCtgnknTPy/FxKXIhbyu0vI1BVPsjPqAVHnsQzuoK3VxQJUDPhHPvWZw6PJXgGyH08VJYzv5Ce5u0MEAmJny/g6ctNcK5KmeYKOjIlKciPYjHx1KnjqUMtm39fK2PGCfqb08hBoyetCmo9peOsE8dZI0NM4csnR/di4khayl3s2f8bFdVbRtB+OsPuLN2l5+ppahjTDlO4WPQXwaM3GCdNhRW2a2SF15Y3Lq6viiVh7+bHb9iW/11bewe3kbCZ38qypRhiqa76Z/T9LfnLjkcm5hCNrytT9lm/rekxF5bJu1D3wy4UwF6eUjGemID/o0oAZsTznWS2d9IU+QhVvh9FmQyP2B3vevOKfY7QviN7y6T4UXVEoDY+ygTNpJEXdKi/wM5b0/1QjdBsfREIDb3/4+vj/tDR+3eMXjt7By58KLE7905KO0AWNhzD5gOcrWlefx7Vy+pedqrhOHTw8gK4EObH+Ccll2QrRzzNIHQe4IuGcemdQjaYo+Xng2viDSb/RxgFgeULJF7OfERnR5qDOyR57yV0fTGZOWupEtaPNzIkqzsZXaPJrhlndkOHVDcmQ7caLa34qPh5/F6bf99Qss8gryzBYotbom+lWbxu4561cRB70nWbqSP/KhnYdk7gxive1N5W97dScAjAZTAlW/56Hs1gmw6XbdxrGjH3ETiJ9gwtmH/NWfZ/LLQDxVniVd95l1EmWQn/UT3v6wdYSq9BMiz4ocn89+Ort3f7gPZcvA5Dsq3bZWrUea7WZ84JPJZz+VXMqTLXYVgWfvAuQprKhTU7sJsUrlSZuuxz+roLOdsMLrW71QMP7daoWPqUEKvcYXnkmob1m1VxO+9M/wUtTXgXmlSWoWnbWVdnVRWfvQGKa9heVUWkVcUZlcopt+opkG1LQwGod1PvZpI8zmy8eMF16aMJn9vn9dd3vC47e88HziT39hvPHuO5dv6Inj8WF5b79xJHEiKlPLhrPCL0zgrPruSQCNq5NbV2WrTSaok1JZpNMZmBDFyT2ekuBE5ZafNAaNBz4Vt/Xe143PPcVW86m0fuHjI05OrNVHaMevIZ0y2FGeYZaYR78QVKK8qWRAdx91Hr8IG1ySInD0uwPacgJtZlvbmBZ9ym/qQ3tbVk5oDTxVEJEPePWugVXftgZDoO1gmXr7G9n1jK5KBlYn1Kpt5CNI27AKBIV+4idApFjfMlugfxMXCewaZZ/aiHesTCdoPvIEJpwyaCtprZ/w8jFvf+ANonGnKN3nuZ381IcyEtRL3aB1t6keI7b3nYM8wnnOFewuHfPmg07KZ34C7DVlT0vpT16B7wQdQNaJkNtdYvleSGEHebUPzBPz1HcAIHWsopypdQ6n5dcschr+HBeYWIUorQipxtfgCu7WSWnE4TwaWqfqQRePogHfoKGlE6/TX3MrKySDIV/pwPdjFJ7VjqzG/dLPMVbPa29KHn+E3chtyWVXpt70nni4V9sXpra2l5NL+TSwK6gpvGKKgYvtlitt6KfAGdCU091ImEBdzz1kkCnDLB0IdD4BJy5XlKtvzuAr0Za36LOwA3qNrJyuoAVuUB/o4sAzITsIMOH2tu3qaMCc7GCqnMqljPYvThvBt7e55jF/27NTGwD6TOs6W76hCA+DXZUVmITxUbZCn6ygijr5KYeTHf1qsRHf/mxZ3XEpn/SbR5NCx9CmANvFD/lOSMWb36uzAN5EO1Nfph4++qUZdZMneEliO8ECdJnwlidQVsbIcdrzK/mIN7U97frJATvWtjU7SB8ljs8+0Vyqit3BF+PvEuYhzhA4UwoBoGopa0/ivsXCwMrXrV7mjzS2ZRcgVRV8xGk37ek4sjiNnP84JtJEWZkrjok74CB3HeOsirZNQ7np9vnjKOyDfgkKzfIxsB8GuKHmb+LN7n8ndzdgehGpFxLnH5H5NPBR4O3Ay184VJ/A4jRRUQHhg1JdXmwmbv02t2IE7FVGjpNhcdC4otpGoE7nK43lYDrIOEG3e/qxjH5hx7cD70d0JlcBuYhbBKJ3+Xz++afT0V3DDfO0DJNM8Fk6UyWF+QQGJDo1A5+t4wnlIq3j8KRd/0gJq7syxU/RltXLf9sV+2AAa4GO5Hu7T30RGMIkrA10vuTq1MkrYjmpZJhl+cGpzNA+6jkFBOu1SSGf9YJym4rTVtKww5j6Xy6w8JMXcjQe+/e2U9loV3MmtABNyc8+5GnftpEnjNrpsUG0Ce2yRVBjlfSA1B1Byyq9bSdA5ykb26iniCr/EnWQzbxAHwb98bknWZGfie/L9/fybYds3UD5OrP2R5w0okybFwXbCOqxB/TX/sUqLs6d3xUsKP6alboQ0EYODA0E4zOfz8juIL5pesW1CQG/aiU37CNvYcqb7ge2UUbtqHzrNNYtNnoBad/Cv7K5Fb9qPurT7LJGwF83in6DDJFX4QPcjrV91vmt5aFYK7189nupfivwTsDrr/HnfwAsozG1TDE/zB9xwnvJ/xPg5S+EHXyOv2AiEBCi4CjiQHfk1WHEOyjgy222E9vBKYwtffdgHhiYJNBlcAID0rCqxpd3pNvAeN7ncWgTDNv32nd/om9JOnoSPPyJMjwvGSYT4RRcjStw9qFc8pO/OMvS6CSrQXdXUCe4DYHeZ+Y9AVyFcarxmSdw4OfTOqoLYJBrGvJxkjnppkkrTr3tb0BHJ4q6CNCO6ugEab2RUTrlk076xtNuxXMv0Ck3E777lb8gL3cbtpe/edtZdizQt8TTX0968fKhLwOEsBe4T1ySeDBpkPdbmU89ll511cd2grIK5psPhuwUBKnBqFdrZNPZxycfSe9kmIy90yBolkFnkpFmmfgpr2VhwnV+ZSN0sdjg2Olnq/GLeSuQoQxm+gz57vt5znnu+uAyAPhv6fx5OZ+IrPXRtpGHbSae6/1NtFPqOHV/BB/SqkrEef7lxAfX48R4VVX01+LwubbZtfqbmdxiBtr2aYODgfL5p8Mw2XJfwAr74l9Enj33E1T9a8DL9CfNAOL/DSmjmN8mvRA4BZz9Qpm4cjjhNBQKtpP0ysYjDhx8OaCw1HEWG0khunQ6tm00spqKD5/GLQ3ZtBiyMFKdvDzDNbew5f/21FU3ZWDld6s3fM+PpfweeGFYTtfr4lMc5HFfvudAlay2Zx3ZlWMCJ4yyWKbrvpRDGVIJwc1bgIl/10NbDioHj96/eY/p9k5HN3UQ48EazXvQcf62CXpE3psEMm1WEFjGRh1A7M8OdGb7F2wj3lQQB01pb+SIsms/gXL3zROSwLt52rfttC9tO3hQ58R0QroatU2o61R55A9NtraX+nsoy5MLg4G3Yr7G3f3YJujQQKO+GOdO+YM8ylfoF2ToSaWc27iVwYVJF/1BOvyl5viGQNPTrr1xBFtDImTtM5UdY2FGsDQVJFNO+/VMx92AOIPal76UPP9c4k5S/SY+1C9lxQdtS7mvqb7UGYw8p7zjsVe/ktGysiyOpLBBB3rbCAUPcJHGsv0UOPw3puw2w21ZeSaED9Lbvhc97Ys/E+mo/DeQO8B7Aa/L+PMw4EVYjmXzV/LnAWC6OCWJuKm8T4rgYp1Mpq0Up6wqMTmoSgU6U43vwM8WUifibIOTRNAgDrqOoWEsh490Gm2+2bcVxYqfGshvL98LCPybtoiwFwInlit1FY25rBOM7Hu8V4MszjonykwHAmjSIVi8cgxzeMKXYBRlRweDQ5zQ1pOOHGg6cP17ADpF24BAqB10bmiiDvK23lTx0COCdU5g5VBG6+Vt2nRktLO3AvJr2RheacCP2LY2CDCbxyCkgTsAecmX+mDXKvDSW6d83I973+m23HvS0K8TQKhhllJmbpXKIKvetnn8wf72prQdOOQn2Bc9R7ngYzbYLfYPlLsieClHlEN+ltG9b/ewk312nY2lGQZz6TbmxHUKnnZ7tOL2A8dWPPLVbJ5+smQZvX30bGALB8muwKLPCvYFjzRoc0BidTUdZtmTheDTerBjDPjy3AO5S11sX8iu7oyJgaF1B299A2PoQuYZmLuFPb556QdOL0Xug/lOcN7bu9X/8+S/G1i/1EZYx/1ueYOJ5wsf2Pnox788nHr9TsMVN+0MwtVv2Jm9/h07A+lw6TU7w6XX7gyXXbczXH7DEl63youz7ZU37wxX3rLTba+6lXa37QzX3L6Ea9+4TC3LT1r7kM66UzfudFvzV9POeoHy7Ma30+/1AP3Zp3DZdfcPl4Ezr1ymyqFsE34qK5t9KZu8zZPO3vAdO7M3fvfOcO2bdmbXv2Wny/Q1u/XdO7O3/cDO7PbvQoc3IBd6yUO5Tbuvtb6n/rSR/auTIK19XnHT/W0z5bGtYB39ts7qKb20ynXDW+kXG8iLctvQvi1Lh02G6968lPvmd+3M3v6DO7O3fO/O7Kbft9Oyg7O+dUKvQXr60o6zN/3+nfl3//TO/If+9M78R9+7M3/3j+8M8tQmwpW33L+UiXEUP42XciifgCz6RfcF/xnyNm9TYKCvgT5bHmUSkKnpte0Et71nZyY4DtjasVC+fUH9kL3r3vr9S9l/5m/szP/M37x//t6f25n/0Z/dmb/nJ3bm7/zhnfk7fmhpE+xivnHf9mM76tog3bf/4Z35d/yRnbaF9hC+66d2moe0Arxm+oH93o4vqJf2MG3749PaiHzbYE/3N+1of20wSIu9Buy387E7lqeY+8zKrzcIPLRqy81c/iP5dwGPAqcAL1PrzEt7tZkVXEUqjuS0659S8nxB+Pha3vL5Dhr0fJdxku9Q1mSyxSudvpZseylzbN/r9CCwL0mOgebIm7/p/A+Sc9L+Z9I/BXiZ/iczgPg/ScqeMe8mfQaYbhvIHl6HFji0wPlkga8nCHiv/78Q+iPA+4D/CvwK8HeAPwDwnC0/QGqZJL/Mn3sBHxH+M9I/BxxehxY4tMB5aoGvJwg4od+C/MLtpD8HeH2eP98P+CjQIPAkeS/PBjw3uJHCmwDv+0le9vLW4GUJzrPK15K8h7K+es7zWrLtWa3w9QSBszZ+BStea8Z8Lcl7KOsr6KhnsHot2fYM0S0u4XwJAktpDv8eWuDQAufcAudDEPiDaP1JwDOE6a1Digd2/Ut69kmHh59k+zrJX1+N9vzD9Jt/RRpGr+DlU5hfh98ngDuAvwh4na/yHkE4z5U8X1Lev0XZ63of7ay/AAADyElEQVT+/F9AH/h3pBuA1yZ/LIu3/jrK5/ri4X0+RKf/BfA6n2VVvm8YDjoIaOB/jNS+f/AG0j8OmJIc2PWv6NnARLJ3GZx8NdrzD1PLViq3OMH3Hn73V6Rt9crBV2H1s4A280mMZzHmlU85lcvUMmTfxCvdtnrlwK+Cfh/sPF/yFXTtrNx/F9zfB14PPAX8WcDL1LJ466UTfy7BwHrnWofKoCzKpGzKaLWpZfHWSyf+vIeDDgK+b2CU9/DxK1jrFwBfOyY5sOs36Xk65CTblzL5arQF02/+FWk5vHLgo9cPrtg9R6qz+nbm+Sqvh8bPI6fXgj+COAPDf6DsdaZ9LYu33oNoHz1bPhfgOy4/Skf/HPCy7/NVVuV7GTh71UEHAR32G3zF+OzKvIo1PiZ1wtnFt/iKtCxeFXCr/DY4u20+n+V19+e3Ub3l8tbqHmR+GnBXQ5L118zX/cN63zm5WKJzBP+Afv4KsAt42ff5KqvyfVNw0EHgmxL6gBu5cgkHLMZp3W9T+kXgLwHPAuuXsgrruIPMf43OvRVwlXUneCvl8/H6MYQyUPl9GbL//14HHQR8ndjDrcnCOoa4qXy+pN/qK9Kvph5uqQ0AP08nvwR4nc/yKp/giuqh5nsoXAjMAa91H9AXJv+w/gQEvp9C8qpf30EPfwjwtzS8TfU24B9SPh9lRaxv/jroIPB+RPfwyhNXT4T/GGVfOyY5ry5l8tVohTI9X16R9h71XyCUZwF/j3S6zld5fX/dSaScW/zxjVNlNxj8FGWvM+1rWbz1v0bmXO1q/jp9GZC8zdIv7ftPgDsfZUWs9esbyx90EPA+7y8g8q8COsO/J/XREcmBXf+Wnn8LuAXw/tRTX1+J1mF9ROjbkZapPvBXpF2tfgZBXKW8zxZ+hLLynY/y+kUzJ5G/OOUC4JmAj97+KjL/ZcBDYu+7DWwUY2pZvPXTUw7rDgpeS7J+XTY66CCgkH7X4GYyvmY8vZJM8cAuH1PqrG6zXQl0RLegnky7azEITE8PXJV8LKfsX+8r0q+kYn6nw93Am2HqfbagPc9XeZ38Hl4q7xuR+W8DXj4d8nzAx2s/DcJHiST5En8si7deOlDn/PoNevSMgCTKoCzKpGznm6zK+A3B+RAEviGBD4kPLXBogVfWAodB4JW15yG3QwucYwt8690dBoFv3YaHHA4t8Jq2wGEQeE0P36Hwhxb41i1wGAS+dRsecji0wGvaAodB4DU9fIfC/96ywKuj7WEQeHXsesj10AKvGQscBoHXzFAdCnpogVfHAv8PAAD//zaPvu4AAAAGSURBVAMARsmGdkLcKoQAAAAASUVORK5CYII=" width="257" height="252" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><em><span class="cf0"><strong>Note</strong>: </span><code><span class="cf0" style="color: #339966;">cmap</span></code><span class="cf0"> stands for ‘colour map’. What happens if you remove this argument? </span><code><span class="cf0" style="color: #339966;">plt.imshow</span></code><span class="cf0"> will then plot all the <code><span style="color: #339966;">red</span></code> data values in the default colour scheme, which is a purple</span><span class="cf1">‑</span><span class="cf0">to</span><span class="cf1">‑</span><span class="cf0">yellow sequential colour map known as </span><code><span class="cf0" style="color: #339966;">viridis</span></code><span class="cf0">. This is because matplotlib does not know the variable name red is associated with the colour <code><span style="color: #339966;">red</span> </code></span><span class="cf2">— it is just a name. You can find out more about matplotlib colourmaps through this matplotlib tutorial.</span></em></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p class="pf0"><span class="cf0">We stated above that </span><code><span class="cf0" style="color: #339966;">xarray</span></code><span class="cf0"> uses </span><span class="cf0">numpy</span><span class="cf0"> arrays in the backend. You can access these </span><span class="cf0">numpy</span><span class="cf0"> arrays by adding <code><span style="color: #339966;">.values</span></code> after a </span><code><span class="cf0" style="color: #339966;">DataArray</span></code><span class="cf0"> name. In the example below, </span><span class="cf0">guinea_bissau.red</span><span class="cf0"> is the </span><span class="cf0">DataArray</span><span class="cf0"> name.</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"><span class="cf0"><span id="docs-internal-guid-c703d45a-7fff-6a0f-68db-adcef8288122"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">guinea_bissau.red.values<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></span></p> <p class="pf0"><span class="cf0"><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">-------------------------------------------------------------------------------------------------------------------------------------------</span></span></span></span></p> <p class="pf0"><span class="cf0">______________________________________________________________<span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">array([[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1007</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1007</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1069</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">...,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">489</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">476</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">422</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.],</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">       </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">988</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">991</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1048</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">...,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">456</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">459</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">444</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.],</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">       </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">976</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1023</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1062</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">...,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">453</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">454</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">448</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.],</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">       </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">...,</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">       </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">518</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">518</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">546</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">...,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">551</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">577</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">553</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.],</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">       </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">517</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">527</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">523</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">...,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">530</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">572</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">570</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.],</span></p> <p class="pf0"><span class="cf0"><span id="docs-internal-guid-99bc5231-7fff-0812-c6a3-b6427c4820e5"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">       </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">[</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">502</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">490</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">473</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">...,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">545</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">576</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">.,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">  </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">580</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">.]])</span></span></span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"></p> <p class="pf0"><strong>Indexing data</strong></p> <p class="pf0"><span class="cf0">It is possible to index </span><code><span class="cf0" style="color: #339966;">xarray.DataArrays</span></code><span class="cf0"> by position using the </span><span class="cf0">numpy</span><span class="cf0"><code><span style="color: #339966;"> [:,:]</span></code> syntax we introduced in previous lessons, without converting to </span><span class="cf0">numpy</span><span class="cf0"> arrays. However, we can also use the </span><span class="cf0">xarray</span><span class="cf0"> syntaxes, which explicitly label coordinates instead of relying on knowing the order of dimensions.</span></p> <p class="pf0"><span class="cf0">Each method is demonstrated below.</span></p> <ul> <ul> <li><span class="cf0"><code><span style="color: #339966;">[:,:]</span></code>: </span><span class="cf0">numpy</span><span class="cf0"> syntax </span><span class="cf1">— requires knowing order of dimensions and positional indexes</span></li> <li><code><span style="color: #339966;"><span class="cf1">isel</span><span class="cf1">(</span><span class="cf1">coordinate_name</span><span class="cf1"> = </span><span class="cf1">coordinate_index</span></span></code><span class="cf1"><code><span style="color: #339966;">)</span></code>: <strong>index selection</strong> — </span><span class="cf1">xarray</span><span class="cf1"> syntax for selecting data based on its positional index (similar to </span><span class="cf1">numpy</span><span class="cf1">)</span></li> <li><code><span style="color: #339966;"><span class="cf1">sel</span><span class="cf1">(</span><span class="cf1">coordinate_name</span><span class="cf1"> = </span><span class="cf1">coordinate_value</span></span></code><span class="cf1"><code><span style="color: #339966;">)</span></code>: <strong>value selection</strong> — </span><span class="cf1">xarray</span><span class="cf1"> syntax for selecting data based on its value in that dimension</span></li> </ul> </ul> <p class="pf0">For example, we can call out the value of <span style="color: #339966;">green</span> in the top leftmost pixel of the image dataset.</p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Using numpy syntax</span></p> <p class="pf0"><span class="cf1"><span id="docs-internal-guid-aa4e0571-7fff-ca80-a118-be6b7def5246"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">guinea_bissau.green[</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">]<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></span></p> <p class="pf0"></p> <p class="pf0"><span class="cf1"><span class="cf0">In this case, our positional indices for <code><span style="color: #339966;">x</span></code> and <code><span style="color: #339966;">y</span></code> are the same, but it is important to note <code><span style="color: #339966;">y</span></code> is the first dimension, and <code><span style="color: #339966;">x</span> </code>is the second. This is not immediately obvious and can be confusing. For this reason, it is recommended to use one of the </span><span class="cf0">xarray</span><span class="cf0"> syntaxes shown below. They explicitly call on the dimension names.</span></span></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Using index selection, isel()</span><span class="cf1"><span class="cf0"><span id="docs-internal-guid-0addac18-7fff-21a8-557d-cd6759d8f285"><br /><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">guinea_bissau.green.isel(y=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">x=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">)<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></span></span></p> <p class="pf0"><span class="cf1"><span class="cf0"><span id="docs-internal-guid-583d8b33-7fff-69b1-08cb-4801649ae760"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 602px; height: 325px;"><img 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" width="602" height="325" style="margin-left: 0px; margin-top: 0px;" /></span></span></span><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></span></span></span></p> <p class="pf0"></p> <p class="pf0"><span class="cf0">As before, the measurement for <code><span style="color: #339966;">green</span> </code>in the top leftmost pixel is <code><span style="color: #339966;">730</span></code>. In this example, the <code><span style="color: #339966;">values</span> </code>of <code><span style="color: #339966;">x</span> </code>and <code><span style="color: #339966;">y</span> </code>are latitude and longitude values, but their positional indexes are <code><span style="color: #339966;">0</span></code>.</span></p> <p class="pf0"><span class="cf0">We can call out the value by using the index, as shown below.</span></p> <p class="pf0"><em><span class="cf0">Note: The CRS we are using has units of metres. This means the x and y values are measured in metres.</span></em></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># The value of x at the pixel located at index (0,0)</span></p> <p class="pf0"><span id="docs-internal-guid-20b42fc2-7fff-9cad-d38f-d70dc412c650"><br /><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">guinea_bissau.green.x[</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">0</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">].values</span></span><em><span class="cf0"></span></em></p> <p class="pf0"><span id="docs-internal-guid-91aa9b0a-7fff-c858-4554-6db11f8eeffd"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">array(</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">388020</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">.)<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></p> <p class="pf0"><span class="cf0"><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">-------------------------------------------------------------------------------------------------------------------------------------------</span></span></span></span></p> <p class="pf0">______________________________________________________________<span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># The value of y at the pixel located at index (0,0)</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; background-color: transparent; font-size: 8pt; color: #37474f; vertical-align: baseline;">guinea_bissau.green.y[</span><span style="font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; background-color: transparent; font-size: 8pt; color: #c5221f; vertical-align: baseline;">0</span><span style="font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; background-color: transparent; font-size: 8pt; color: #37474f; vertical-align: baseline;">].values<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; background-color: transparent; font-size: 8pt; color: #37474f; vertical-align: baseline;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span class="cf0"><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">-------------------------------------------------------------------------------------------------------------------------------------------</span></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; background-color: transparent; font-size: 8pt; color: #37474f; vertical-align: baseline;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span id="docs-internal-guid-f25ddc73-7fff-979d-57d7-2ca7e304bc51"><span style="font-size: 8pt; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;">array(</span><span style="font-size: 8pt; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;">1338000</span><span style="font-size: 8pt; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline;">.)</span></span><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p class="pf0"><span class="cf0">The interpretation of the cell above is:</span></p> <p class="pf0"><em><span class="cf0">Output the value of y in the <strong>1st position</strong> of the <code><span style="color: #339966;">green</span> </code>variable from the dataset called </span><code><span class="cf0" style="color: #339966;">guineau_bissau</span></code><span class="cf0">.</span></em></p> <p class="pf0"><span class="cf0">We see the first element (index of <code><span style="color: #339966;">0</span></code>) in <code><span style="color: #339966;">x</span></code> has a value of 388020 metres, and the first value of <code><span style="color: #339966;">y</span> </code>is 1338000 metres.</span></p> <p class="pf0"><span class="cf0">How about the second method, </span><code><span class="cf0" style="color: #339966;">sel</span></code><span class="cf0"><code><span style="color: #339966;">()</span></code>? This method was not available in the </span><span class="cf0">numpy</span><span class="cf0"> arrays we used in previous lessons, and is one of the strengths of </span><span class="cf0">xarray</span><span class="cf0"> as you can use the value of the dimension without knowing its positional index.</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p class="pf0"><span class="cf0">If we are given <code><span style="color: #339966;">(y, x)</span><span style="color: #339966;"> = (1338000, 388020)</span></code>, we can find the <code><span style="color: #339966;">green</span> </code>measurement at that point using </span><code><span class="cf0" style="color: #339966;">sel</span></code><span class="cf0"><code><span style="color: #339966;">()</span></code>.</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"><span id="docs-internal-guid-608f9273-7fff-4821-27a8-48eaa24213f6"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">guinea_bissau.green.sel(y=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">1338000</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">x=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">388020</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">)<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></p> <p class="pf0"><span id="docs-internal-guid-acb81018-7fff-4c60-343b-0b94c5b13ab5"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 602px; height: 325px;"><img 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" width="602" height="325" style="margin-left: 0px; margin-top: 0px;" /></span></span></span><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></span></p> <p class="pf0"></p> <p class="pf0"><span class="cf0">Finally, we can select ranges of </span><code><span class="cf0" style="color: #339966;">DataArrays</span></code><span class="cf0"> with the </span><span class="cf0">xarray</span><span class="cf0"> syntaxes using <code><span style="color: #339966;">slice</span></code>. The three cells below all extract the same extent from the </span><code><span style="color: #339966;"><span class="cf0">guinea_bissau.green</span><span class="cf0"> </span><span class="cf0">DataArray</span></span></code><span style="background-color: initial; font-family: monospace, serif; font-size: 1em;">.</span></p> <p class="pf0"><span class="cf0">The </span><span class="cf0">xarray</span><span class="cf0"> syntaxes for ranges using slice are:</span></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">dataarray_name.isel(dimension_name</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1967d2; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">(index_start,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">index_end))</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">dataarray_name.sel(dimension_name</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1967d2; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">(value_start,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">value_end))</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"></p> <p class="pf0"><span class="cf0">As before, it is easier to call upon the dimensions by name rather than using the implicit </span><span class="cf0">numpy</span><span class="cf0"> square bracket syntax, although it still works.</span></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Numpy syntax - dimensions are not named (valid but not recommended)</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.green[:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">250</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">250</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">]</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"><span id="docs-internal-guid-2fe6d9d0-7fff-b30d-882e-456b0ea561c9"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 602px; height: 424px;"><img 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" width="602" height="424" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></p> <p class="pf0"></p> <p class="pf0">______________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Index selection slice</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.green.isel(x=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">250</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">),</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">250</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">))</span></p> <p class="pf0">______________________________________________</p> <p class="pf0"><span id="docs-internal-guid-cbaddc0b-7fff-3738-28c1-62d93761b956"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; 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" width="602" height="419" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></p> <p class="pf0"></p> <p class="pf0">___________________________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Value selection slice</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 10pt; margin-bottom: 0pt;"><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.green.sel(x=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">388020</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">395500</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">),</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y=</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1338000</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1330530</span><span style="font-size: 9pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">))</span></p> <p class="pf0">___________________________________________________________________________</p> <p class="pf0"><span id="docs-internal-guid-8bbd8219-7fff-c047-6db0-343bbe70de00"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 602px; height: 419px;"><img 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" width="602" height="419" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></p> <p class="pf0"><strong>Plotting data</strong></p> <p class="pf0"><span class="cf0">We can plot the selected area using matplotlib </span><code><span class="cf0" style="color: #339966;">plt.imshow</span></code><span class="cf0">. We can also use the </span><span class="cf0">xarray</span><span class="cf0"><code><span style="color: #339966;"> .</span><span style="color: #339966;">plot()</span></code> function. Plotting is a good way to check the selection is showing the top left section of the image as expected.</span></p> <p class="pf0"><span class="cf0">The syntax of </span><code><span style="color: #339966;"><span class="cf0">plt</span><span class="cf0">.</span><span class="cf0">imshow</span></span></code><span class="cf0"><code><span style="color: #339966;">()</span></code> is:</span></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span id="docs-internal-guid-5bde31cc-7fff-beb7-3a82-7e5d7a983dfe"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">plt.imshow(data)<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"></p> <p class="pf0"><span class="cf0">Therefore, we copy the code into the brackets of </span><code><span class="cf0" style="color: #339966;">plt.imshow</span></code><span class="cf0"><code><span style="color: #339966;">()</span></code>.</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"><span class="cf0"><span id="docs-internal-guid-a399bc24-7fff-9e50-1d3f-9d3f54ebc43d"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">plt.imshow(guinea_bissau.green.sel(x=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1967d2; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">388020</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">395500</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">),</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">y=</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1967d2; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">1338000</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">1330530</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">)))<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></span></p> <p class="pf0"><span class="cf0"><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">-------------------------------------------------------------------------------------------------------------------------------------------</span></span></span></span></p> <p class="pf0"><span class="cf0">______________________________________________________________<span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;"></span></span></span></span></p> <p class="pf0"><span class="cf0"><span id="docs-internal-guid-7ae4192a-7fff-c97f-e06e-e6d2e15ca96d"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">&lt;matplotlib.image.AxesImage</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">at</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #c5221f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">0x7f6fb0af2470</span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">&gt;<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></span></p> <p class="pf0"><span id="docs-internal-guid-c5d8d325-7fff-0008-91ba-9fd66ed1c414"><span style="font-size: 11pt; font-family: Inter, 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" width="257" height="252" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></p> <p class="pf0"><em><span class="cf0"><strong>Note</strong>: We did not specify a colourmap </span><code><span class="cf0" style="color: #339966;">cmap</span></code><span class="cf0">, so you can see it takes on the default colour scheme.</span></em></p> <p class="pf0"><span class="cf0">The syntax of the </span><span class="cf0">xarray</span><span class="cf0"> plot function is:</span></p> <p class="pf0" style="font-size: 16px;">______________________________________________________________</p> <p class="pf0"><span class="cf0"><span id="docs-internal-guid-52811317-7fff-b8bb-1b8f-61bb465b7ea2"><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;">data.plot()<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></span></span></p> <p></p> <p class="pf0"><span class="cf0">Therefore, we copy the code before we type <code><span style="color: #339966;">.plot()</span></code>.</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.green.sel(x=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">388020</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">395500</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">),</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y=</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1967d2; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">slice</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1338000</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1330530</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)).plot()</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"><span class="cf0"><span><span style="font-size: 8pt; font-family: 'Roboto Mono', monospace; color: #37474f; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">-------------------------------------------------------------------------------------------------------------------------------------------</span></span></span></span></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">&lt;matplotlib.collections.QuadMesh</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">at</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #1c1c1c; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #c5221f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0x7f6fb0a0cba8</span><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">&gt;<br /><span style="color: #3c3c3c; font-family: 'Open Sans', Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span class="cf0"><span id="docs-internal-guid-800c7d26-7fff-d66b-cf91-f2c12f50bcd7"><span style="font-size: 12pt; font-family: Inter, sans-serif; color: #1c1c1c; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-variant-position: normal; font-variant-emoji: normal; vertical-align: baseline; white-space-collapse: preserve;"><span style="border: none; display: inline-block; overflow: hidden; width: 405px; height: 278px;"><img 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" width="405" height="278" style="margin-left: 0px; margin-top: 0px;" /></span></span></span></span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span class="cf0">The advantage of using </span><span class="cf0">xarray’s</span><span class="cf0"><code><span style="color: #339966;"> .plot()</span></code> is that it automatically shows the <code><span style="color: #339966;">x</span> </code>and <code><span style="color: #339966;">y</span> </code>axes using coordinate values, not their positional index.</span></p> </div> </div> </div> <script type="text/javascript"> (function (require) { require(['/static/js/dateutil_factory.be68acdff619.js?raw'], function () { require(['js/dateutil_factory'], function (DateUtilFactory) { DateUtilFactory.transform('.localized-datetime'); }); }); }).call(this, require || RequireJS.require); </script> <script> function emit_event(message) { parent.postMessage(message, '*'); } </script> </div>

<div class="xblock xblock-public_view xblock-public_view-vertical" data-course-id="course-v1:digitalearthafrica+DEA101+2021" data-init="VerticalStudentView" data-runtime-class="LmsRuntime" data-runtime-version="1" data-block-type="vertical" data-usage-id="block-v1:digitalearthafrica+DEA101+2021+type@vertical+block@0517c26f889a4e80967ea332c3ed449b" data-request-token="92d11a484d0311f1b4d66b8c55c4de7e" data-graded="False" data-has-score="False"> <div class="vert-mod"> <div class="vert vert-0" data-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@aef212ad4606455ea379c08ee057c2c4"> <div class="xblock xblock-public_view xblock-public_view-html xmodule_display xmodule_HtmlBlock" data-course-id="course-v1:digitalearthafrica+DEA101+2021" data-init="XBlockToXModuleShim" data-runtime-class="LmsRuntime" data-runtime-version="1" data-block-type="html" data-usage-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@aef212ad4606455ea379c08ee057c2c4" data-request-token="92d11a484d0311f1b4d66b8c55c4de7e" data-graded="False" data-has-score="False"> <script type="json/xblock-args" class="xblock-json-init-args"> {"xmodule-type": "HTMLModule"} </script> <p class="pf0" style="padding-left: 30px;"><span class="cf0">5.1 Can you access the </span><span class="cf0">crs</span><span class="cf0"> value in the attributes of the </span><code><span style="color: #339966;"><span class="cf0">guinea_bissau</span><span class="cf0"> </span><span class="cf0">xarray.Dataset</span></span></code><span class="cf0">?</span></p> <p class="pf0"><em><span class="cf0"><strong>Hint</strong>: You can call upon <code><span style="color: #339966;">attributes</span> </code>in the same way you would select a <code><span style="color: #339966;">variable</span> </code>or <code><span style="color: #339966;">coordinate</span></code>.</span></em></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Replace the ? with the attribute name</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #37474f; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">guinea_bissau.?<br /><span style="color: rgb(60, 60, 60); font-family: &quot;Open Sans&quot;, Verdana, Arial, Helvetica, sans-serif; font-size: 16px; white-space-collapse: collapse;">______________________________________________________________</span></span></p> <p class="pf0"></p> <p class="pf0" style="padding-left: 30px;"><span class="cf0">5.2 Select the region of the <code><span style="color: #339966;">blue</span> </code>variable delimited by these coordinates:</span></p> <ul> <ul> <ul> <ul> <li><span class="cf0">latitude of range <code><span style="color: #339966;">[1335000, 1329030]</span></code></span></li> <li><span class="cf0">longitude of range <code><span style="color: #339966;">[389520, 395490]</span></code></span></li> </ul> </ul> </ul> </ul> <p class="pf0"><em><span class="cf0"><strong>Hint</strong>: Do we want to use </span><code><span class="cf0" style="color: #339966;">sel</span></code><span class="cf0"><code><span style="color: #339966;">()</span></code> or </span><code><span class="cf0" style="color: #339966;">isel</span></code><span class="cf0"><code><span style="color: #339966;">()</span></code>? Which coordinate is <code><span style="color: #339966;">x</span> </code>and which is <code><span style="color: #339966;">y</span></code>?</span></em></p> <p class="pf0"><em><span class="cf0"></span></em></p> <p class="pf0" style="padding-left: 30px;"><span class="cf0">5.3 Plot the selected region using </span><code><span class="cf0" style="color: #339966;">imshow</span></code><span class="cf0">, then plot the region using <code><span style="color: #339966;">.plot()</span></code>.</span></p> <p class="pf0">______________________________________________________________</p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Plot using plt.imshow</span></p> <p dir="ltr" style="line-height: 1.7999999999999998; margin-top: 0pt; margin-bottom: 0pt;"><span style="font-size: 8pt; font-family: 'Roboto Mono',monospace; color: #b80672; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"># Plot using .plot()</span></p> <p class="pf0">______________________________________________________________</p> <p class="pf0"></p> <p class="pf0" style="padding-left: 30px;"><span class="cf0">5.4 Can you change the colour map to <code><span style="color: #339966;">'Blues'</span></code>?</span></p> </div> </div> </div> <script type="text/javascript"> (function (require) { require(['/static/js/dateutil_factory.be68acdff619.js?raw'], function () { require(['js/dateutil_factory'], function (DateUtilFactory) { DateUtilFactory.transform('.localized-datetime'); }); }); }).call(this, require || RequireJS.require); </script> <script> function emit_event(message) { parent.postMessage(message, '*'); } </script> </div>

<div class="xblock xblock-public_view xblock-public_view-vertical" data-course-id="course-v1:digitalearthafrica+DEA101+2021" data-init="VerticalStudentView" data-runtime-class="LmsRuntime" data-runtime-version="1" data-block-type="vertical" data-usage-id="block-v1:digitalearthafrica+DEA101+2021+type@vertical+block@555c8b2f0d084491acd28ef2890488e8" data-request-token="92d11a484d0311f1b4d66b8c55c4de7e" data-graded="False" data-has-score="False"> <div class="vert-mod"> <div class="vert vert-0" data-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@daed129dbe314bbdb5aca98a67c0e8cd"> <div class="xblock xblock-public_view xblock-public_view-html xmodule_display xmodule_HtmlBlock" data-course-id="course-v1:digitalearthafrica+DEA101+2021" data-init="XBlockToXModuleShim" data-runtime-class="LmsRuntime" data-runtime-version="1" data-block-type="html" data-usage-id="block-v1:digitalearthafrica+DEA101+2021+type@html+block@daed129dbe314bbdb5aca98a67c0e8cd" data-request-token="92d11a484d0311f1b4d66b8c55c4de7e" data-graded="False" data-has-score="False"> <script type="json/xblock-args" class="xblock-json-init-args"> {"xmodule-type": "HTMLModule"} </script> <p class="pf0"><span class="cf0">Xarray</span><span class="cf0"> is an important tool when dealing with Earth observation data in Python. Its flexible and intuitive interface allows multiple methods of selecting data and performing analysis.</span></p> </div> </div> </div> <script type="text/javascript"> (function (require) { require(['/static/js/dateutil_factory.be68acdff619.js?raw'], function () { require(['js/dateutil_factory'], function (DateUtilFactory) { DateUtilFactory.transform('.localized-datetime'); }); }); }).call(this, require || RequireJS.require); </script> <script> function emit_event(message) { parent.postMessage(message, '*'); } </script> </div>