diff --git a/CHANGES.rst b/CHANGES.rst
index c62fac31..92e074b9 100644
--- a/CHANGES.rst
+++ b/CHANGES.rst
@@ -3,6 +3,7 @@ What's new
 
 0.9.0 (unreleased)
 ------------------
+* Added ``Regridder`` option ``post_mask_source`` to mask contributions of specified source grid cells, with a special setting for masking domain edge cells to avoid extrapolation with ``nearest_s2d`` when remapping to a larger domain (``post_mask_source = 'domain_edge'``, :pull:`444`). By `Martin Schupfner <https://github.com/sol1105>`_.
 * Added support for target masks when regridding ``LocStream`` to ``Grid`` with ``nearest_s2d`` (:pull:`445`). By `Martin Schupfner <https://github.com/sol1105>`_.
 * ``xesmf.util.cf_grid_2d`` returns bounds as coordinates, as ``grid_2d`` does and as usually expected. (:pull:`453`). `By `Pascal Bourgault <https://github.com/aulemahal>`_.
 
@@ -37,7 +38,7 @@ What's new
 0.8.4 (2024-02-26)
 ------------------
 * Fix regression from :pull:`332` that made ``Regridder`` fail with rectilinear datasets and ``parallel=True``. (:issue:`343`, :pull:`344`).
-* Allow Python 3.12 (and higher) again. (:pull:`345).
+* Allow Python 3.12 (and higher) again. (:pull:`345`).
 
 0.8.3 (2024-02-20)
 ------------------
diff --git a/doc/notebooks/Curvilinear_grid.ipynb b/doc/notebooks/Curvilinear_grid.ipynb
index 9a2ef056..2fd574a8 100644
--- a/doc/notebooks/Curvilinear_grid.ipynb
+++ b/doc/notebooks/Curvilinear_grid.ipynb
@@ -54,13 +54,11 @@
        "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
        "<defs>\n",
        "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide data repr</title>\n",
        "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
        "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "</symbol>\n",
        "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide attributes</title>\n",
        "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
        "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
        "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
@@ -73,21 +71,89 @@
        " */\n",
        "\n",
        ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
        "}\n",
        "\n",
        ".xr-wrap {\n",
+       "  display: block !important;\n",
        "  min-width: 300px;\n",
        "  max-width: 700px;\n",
        "}\n",
        "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
        ".xr-header {\n",
        "  padding-top: 6px;\n",
        "  padding-bottom: 6px;\n",
@@ -115,7 +181,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -123,11 +189,14 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
        "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
        "}\n",
        "\n",
        ".xr-section-item input:enabled + label {\n",
@@ -135,6 +204,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -156,7 +229,7 @@
        "\n",
        ".xr-section-summary-in + label:before {\n",
        "  display: inline-block;\n",
-       "  content: '►';\n",
+       "  content: \"►\";\n",
        "  font-size: 11px;\n",
        "  width: 15px;\n",
        "  text-align: center;\n",
@@ -167,7 +240,7 @@
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
+       "  content: \"▼\";\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label > span {\n",
@@ -239,15 +312,15 @@
        "}\n",
        "\n",
        ".xr-dim-list:before {\n",
-       "  content: '(';\n",
+       "  content: \"(\";\n",
        "}\n",
        "\n",
        ".xr-dim-list:after {\n",
-       "  content: ')';\n",
+       "  content: \")\";\n",
        "}\n",
        "\n",
        ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
+       "  content: \",\";\n",
        "  padding-right: 5px;\n",
        "}\n",
        "\n",
@@ -264,7 +337,9 @@
        ".xr-var-item label,\n",
        ".xr-var-item > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
        "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\n",
        "}\n",
        "\n",
        ".xr-var-item > .xr-var-name:hover span {\n",
@@ -275,6 +350,7 @@
        ".xr-var-list > li:nth-child(odd) > label,\n",
        ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-odd);\n",
+       "  border-color: var(--xr-background-color-row-even);\n",
        "}\n",
        "\n",
        ".xr-var-name {\n",
@@ -295,6 +371,11 @@
        "  grid-column: 4;\n",
        "}\n",
        "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
        ".xr-var-name,\n",
        ".xr-var-dims,\n",
        ".xr-var-dtype,\n",
@@ -316,14 +397,23 @@
        "}\n",
        "\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
        "}\n",
        "\n",
        ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
        "  display: block;\n",
        "}\n",
        "\n",
@@ -331,15 +421,24 @@
        "  float: right;\n",
        "}\n",
        "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
        ".xr-var-name span,\n",
        ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
        ".xr-attrs {\n",
        "  padding-left: 25px !important;\n",
        "}\n",
        "\n",
        ".xr-attrs,\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  grid-column: 1 / -1;\n",
        "}\n",
        "\n",
@@ -350,7 +449,8 @@
        "  grid-template-columns: 125px auto;\n",
        "}\n",
        "\n",
-       ".xr-attrs dt, dd {\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
        "  padding: 0;\n",
        "  margin: 0;\n",
        "  float: left;\n",
@@ -376,7 +476,8 @@
        "}\n",
        "\n",
        ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
        "  display: inline-block;\n",
        "  vertical-align: middle;\n",
        "  width: 1em;\n",
@@ -385,73 +486,97 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-3affa76d-055b-4574-b4c6-766e5ac9a392' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3affa76d-055b-4574-b4c6-766e5ac9a392' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>x</span>: 275</li><li><span>y</span>: 205</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-43b018ac-40df-4c67-954f-339960b155ed' class='xr-section-summary-in' type='checkbox'  checked><label for='section-43b018ac-40df-4c67-954f-339960b155ed' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-17 00:00:00</div><input id='attrs-d9380283-e36f-4649-b776-b056df9f13f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9380283-e36f-4649-b776-b056df9f13f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b10b2df8-9c09-4e73-b2e6-ab42bb26aeec' class='xr-var-data-in' type='checkbox'><label for='data-b10b2df8-9c09-4e73-b2e6-ab42bb26aeec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>type_preferred :</span></dt><dd>int</dd></dl></div><pre class='xr-var-data'>array([cftime.DatetimeNoLeap(1980-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-08-17 00:00:00)], dtype=object)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>xc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ab8fa961-a68c-4ced-9429-6a678f48d41c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab8fa961-a68c-4ced-9429-6a678f48d41c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28c93c82-2d2e-4d15-a0a8-7ea0f2b32586' class='xr-var-data-in' type='checkbox'><label for='data-28c93c82-2d2e-4d15-a0a8-7ea0f2b32586' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>xv</dd></dl></div><pre class='xr-var-data'>array([[189.222932, 189.389909, 189.558366, ..., 293.779061, 294.027924,\n",
-       "        294.274399],\n",
-       "       [188.96837 , 189.134706, 189.302537, ..., 294.05584 , 294.304444,\n",
-       "        294.55066 ],\n",
-       "       [188.712343, 188.878007, 189.045152, ..., 294.335053, 294.583375,\n",
-       "        294.829293],\n",
-       "       ...,\n",
-       "       [124.04724 , 123.88362 , 123.71852 , ...,  16.831718,  16.58437 ,\n",
-       "         16.339496],\n",
-       "       [123.786864, 123.622542, 123.456725, ...,  17.118145,  16.870437,\n",
-       "         16.625183],\n",
-       "       [123.527984, 123.36296 , 123.196441, ...,  17.402099,  17.154053,\n",
-       "         16.908451]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>yc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d5e40ca4-1f34-4df4-b11b-84bf781228b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5e40ca4-1f34-4df4-b11b-84bf781228b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb7ee89c-4381-4922-b98e-0a4509fedf55' class='xr-var-data-in' type='checkbox'><label for='data-eb7ee89c-4381-4922-b98e-0a4509fedf55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>yv</dd></dl></div><pre class='xr-var-data'>array([[16.534986, 16.778456, 17.022224, ..., 27.363016, 27.11811 , 26.87289 ],\n",
-       "       [16.693973, 16.938654, 17.183645, ..., 27.584772, 27.338218, 27.091366],\n",
-       "       [16.852192, 17.098089, 17.344309, ..., 27.805843, 27.557646, 27.309156],\n",
-       "       ...,\n",
-       "       [17.31179 , 17.561247, 17.811046, ..., 28.450248, 28.197183, 27.943847],\n",
-       "       [17.155897, 17.40414 , 17.652723, ..., 28.231296, 27.979893, 27.728216],\n",
-       "       [16.999195, 17.246229, 17.493587, ..., 28.0116  , 27.761856, 27.511827]])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-a25949a3-8699-4494-8944-2a3a903161e9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a25949a3-8699-4494-8944-2a3a903161e9' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>Tair</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0eab5399-1b23-49fd-9bf0-3af747be440e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0eab5399-1b23-49fd-9bf0-3af747be440e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bcbd37b6-4357-42ca-928d-0ff86e1afaa3' class='xr-var-data-in' type='checkbox'><label for='data-bcbd37b6-4357-42ca-928d-0ff86e1afaa3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>C</dd><dt><span>long_name :</span></dt><dd>Surface air temperature</dd><dt><span>type_preferred :</span></dt><dd>double</dd><dt><span>time_rep :</span></dt><dd>instantaneous</dd></dl></div><pre class='xr-var-data'>[2029500 values with dtype=float64]</pre></li></ul></div></li><li class='xr-section-item'><input id='section-7aa5ce8e-7177-40e1-adab-840b02b1c81d' class='xr-section-summary-in' type='checkbox'  ><label for='section-7aa5ce8e-7177-40e1-adab-840b02b1c81d' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>/workspace/jhamman/processed/R1002RBRxaaa01a/lnd/temp/R1002RBRxaaa01a.vic.ha.1979-09-01.nc</dd><dt><span>institution :</span></dt><dd>U.W.</dd><dt><span>source :</span></dt><dd>RACM R1002RBRxaaa01a</dd><dt><span>output_frequency :</span></dt><dd>daily</dd><dt><span>output_mode :</span></dt><dd>averaged</dd><dt><span>convention :</span></dt><dd>CF-1.4</dd><dt><span>references :</span></dt><dd>Based on the initial model of Liang et al., 1994, JGR, 99, 14,415- 14,429.</dd><dt><span>comment :</span></dt><dd>Output from the Variable Infiltration Capacity (VIC) model.</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd><dt><span>NCO :</span></dt><dd>&quot;4.6.0&quot;</dd><dt><span>history :</span></dt><dd>Tue Dec 27 14:15:22 2016: ncatted -a dimensions,,d,, rasm.nc rasm.nc\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 17MB\n",
+       "Dimensions:  (time: 36, y: 205, x: 275)\n",
+       "Coordinates:\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    xc       (y, x) float64 451kB ...\n",
+       "    yc       (y, x) float64 451kB ...\n",
+       "Dimensions without coordinates: y, x\n",
+       "Data variables:\n",
+       "    Tair     (time, y, x) float64 16MB ...\n",
+       "Attributes:\n",
+       "    title:                     /workspace/jhamman/processed/R1002RBRxaaa01a/l...\n",
+       "    institution:               U.W.\n",
+       "    source:                    RACM R1002RBRxaaa01a\n",
+       "    output_frequency:          daily\n",
+       "    output_mode:               averaged\n",
+       "    convention:                CF-1.4\n",
+       "    references:                Based on the initial model of Liang et al., 19...\n",
+       "    comment:                   Output from the Variable Infiltration Capacity...\n",
+       "    nco_openmp_thread_number:  1\n",
+       "    NCO:                       netCDF Operators version 4.7.9 (Homepage = htt...\n",
+       "    history:                   Fri Aug  7 17:57:38 2020: ncatted -a bounds,,d...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a52067d3-75a0-42c3-96e3-06c42c60ef7a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a52067d3-75a0-42c3-96e3-06c42c60ef7a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>y</span>: 205</li><li><span>x</span>: 275</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cd71f539-01a3-4f49-9fc8-60f1c9b54e37' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cd71f539-01a3-4f49-9fc8-60f1c9b54e37' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-...</div><input id='attrs-6cb23a94-4c50-4ed5-916e-d675212ec6ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cb23a94-4c50-4ed5-916e-d675212ec6ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04f0391c-fee8-4ce9-b0f4-f391759dd874' class='xr-var-data-in' type='checkbox'><label for='data-04f0391c-fee8-4ce9-b0f4-f391759dd874' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>type_preferred :</span></dt><dd>int</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 8, 17, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>xc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9e624362-1a21-48b5-bc21-cbde65bd72de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9e624362-1a21-48b5-bc21-cbde65bd72de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccab5462-9e4a-4951-b7f2-3bc1ae38f505' class='xr-var-data-in' type='checkbox'><label for='data-ccab5462-9e4a-4951-b7f2-3bc1ae38f505' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>[56375 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>yc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-22666c0c-5094-46a1-8822-ad59a5b8d603' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-22666c0c-5094-46a1-8822-ad59a5b8d603' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14a8166a-a2e2-49f9-a4c8-b5e8296b44c8' class='xr-var-data-in' type='checkbox'><label for='data-14a8166a-a2e2-49f9-a4c8-b5e8296b44c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>[56375 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-09264256-3ec9-4d89-bd61-753f15404f70' class='xr-section-summary-in' type='checkbox'  checked><label for='section-09264256-3ec9-4d89-bd61-753f15404f70' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>Tair</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-23e875ee-c06a-49e1-bd62-6335bafcb0f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23e875ee-c06a-49e1-bd62-6335bafcb0f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0aedc708-db45-4f0d-8c59-4ab6121c5c3c' class='xr-var-data-in' type='checkbox'><label for='data-0aedc708-db45-4f0d-8c59-4ab6121c5c3c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>C</dd><dt><span>long_name :</span></dt><dd>Surface air temperature</dd><dt><span>type_preferred :</span></dt><dd>double</dd><dt><span>time_rep :</span></dt><dd>instantaneous</dd></dl></div><div class='xr-var-data'><pre>[2029500 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e5450448-713f-4610-bb3f-f57c9450944d' class='xr-section-summary-in' type='checkbox'  ><label for='section-e5450448-713f-4610-bb3f-f57c9450944d' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2d15e1d5-86b4-4b86-8af4-7ee9a83f015a' class='xr-index-data-in' type='checkbox'/><label for='index-2d15e1d5-86b4-4b86-8af4-7ee9a83f015a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-09-16 12:00:00, 1980-10-17 00:00:00, 1980-11-16 12:00:00,\n",
+       "             1980-12-17 00:00:00, 1981-01-17 00:00:00, 1981-02-15 12:00:00,\n",
+       "             1981-03-17 00:00:00, 1981-04-16 12:00:00, 1981-05-17 00:00:00,\n",
+       "             1981-06-16 12:00:00, 1981-07-17 00:00:00, 1981-08-17 00:00:00,\n",
+       "             1981-09-16 12:00:00, 1981-10-17 00:00:00, 1981-11-16 12:00:00,\n",
+       "             1981-12-17 00:00:00, 1982-01-17 00:00:00, 1982-02-15 12:00:00,\n",
+       "             1982-03-17 00:00:00, 1982-04-16 12:00:00, 1982-05-17 00:00:00,\n",
+       "             1982-06-16 12:00:00, 1982-07-17 00:00:00, 1982-08-17 00:00:00,\n",
+       "             1982-09-16 12:00:00, 1982-10-17 00:00:00, 1982-11-16 12:00:00,\n",
+       "             1982-12-17 00:00:00, 1983-01-17 00:00:00, 1983-02-15 12:00:00,\n",
+       "             1983-03-17 00:00:00, 1983-04-16 12:00:00, 1983-05-17 00:00:00,\n",
+       "             1983-06-16 12:00:00, 1983-07-17 00:00:00, 1983-08-17 00:00:00],\n",
+       "            dtype=&#x27;object&#x27;, length=36, calendar=&#x27;noleap&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1a8cbc06-4106-44b2-809f-2a441b7b7eb7' class='xr-section-summary-in' type='checkbox'  ><label for='section-1a8cbc06-4106-44b2-809f-2a441b7b7eb7' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>/workspace/jhamman/processed/R1002RBRxaaa01a/lnd/temp/R1002RBRxaaa01a.vic.ha.1979-09-01.nc</dd><dt><span>institution :</span></dt><dd>U.W.</dd><dt><span>source :</span></dt><dd>RACM R1002RBRxaaa01a</dd><dt><span>output_frequency :</span></dt><dd>daily</dd><dt><span>output_mode :</span></dt><dd>averaged</dd><dt><span>convention :</span></dt><dd>CF-1.4</dd><dt><span>references :</span></dt><dd>Based on the initial model of Liang et al., 1994, JGR, 99, 14,415- 14,429.</dd><dt><span>comment :</span></dt><dd>Output from the Variable Infiltration Capacity (VIC) model.</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.7.9 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>history :</span></dt><dd>Fri Aug  7 17:57:38 2020: ncatted -a bounds,,d,, rasm.nc\n",
+       "Tue Dec 27 14:15:22 2016: ncatted -a dimensions,,d,, rasm.nc rasm.nc\n",
        "Tue Dec 27 13:38:40 2016: ncks -3 rasm.nc rasm.nc\n",
        "history deleted for brevity</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:  (time: 36, x: 275, y: 205)\n",
+       "<xarray.Dataset> Size: 17MB\n",
+       "Dimensions:  (time: 36, y: 205, x: 275)\n",
        "Coordinates:\n",
-       "  * time     (time) object 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
-       "    xc       (y, x) float64 ...\n",
-       "    yc       (y, x) float64 ...\n",
-       "Dimensions without coordinates: x, y\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    xc       (y, x) float64 451kB ...\n",
+       "    yc       (y, x) float64 451kB ...\n",
+       "Dimensions without coordinates: y, x\n",
        "Data variables:\n",
-       "    Tair     (time, y, x) float64 ...\n",
+       "    Tair     (time, y, x) float64 16MB ...\n",
        "Attributes:\n",
        "    title:                     /workspace/jhamman/processed/R1002RBRxaaa01a/l...\n",
        "    institution:               U.W.\n",
@@ -462,8 +587,8 @@
        "    references:                Based on the initial model of Liang et al., 19...\n",
        "    comment:                   Output from the Variable Infiltration Capacity...\n",
        "    nco_openmp_thread_number:  1\n",
-       "    NCO:                       \"4.6.0\"\n",
-       "    history:                   Tue Dec 27 14:15:22 2016: ncatted -a dimension..."
+       "    NCO:                       netCDF Operators version 4.7.9 (Homepage = htt...\n",
+       "    history:                   Fri Aug  7 17:57:38 2020: ncatted -a bounds,,d..."
       ]
      },
      "execution_count": 2,
@@ -496,13 +621,11 @@
        "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
        "<defs>\n",
        "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide data repr</title>\n",
        "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
        "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "</symbol>\n",
        "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide attributes</title>\n",
        "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
        "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
        "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
@@ -515,21 +638,89 @@
        " */\n",
        "\n",
        ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
        "}\n",
        "\n",
        ".xr-wrap {\n",
+       "  display: block !important;\n",
        "  min-width: 300px;\n",
        "  max-width: 700px;\n",
        "}\n",
        "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
        ".xr-header {\n",
        "  padding-top: 6px;\n",
        "  padding-bottom: 6px;\n",
@@ -557,7 +748,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -565,11 +756,14 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
        "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
        "}\n",
        "\n",
        ".xr-section-item input:enabled + label {\n",
@@ -577,6 +771,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -598,7 +796,7 @@
        "\n",
        ".xr-section-summary-in + label:before {\n",
        "  display: inline-block;\n",
-       "  content: '►';\n",
+       "  content: \"►\";\n",
        "  font-size: 11px;\n",
        "  width: 15px;\n",
        "  text-align: center;\n",
@@ -609,7 +807,7 @@
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
+       "  content: \"▼\";\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label > span {\n",
@@ -681,15 +879,15 @@
        "}\n",
        "\n",
        ".xr-dim-list:before {\n",
-       "  content: '(';\n",
+       "  content: \"(\";\n",
        "}\n",
        "\n",
        ".xr-dim-list:after {\n",
-       "  content: ')';\n",
+       "  content: \")\";\n",
        "}\n",
        "\n",
        ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
+       "  content: \",\";\n",
        "  padding-right: 5px;\n",
        "}\n",
        "\n",
@@ -706,7 +904,9 @@
        ".xr-var-item label,\n",
        ".xr-var-item > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
        "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\n",
        "}\n",
        "\n",
        ".xr-var-item > .xr-var-name:hover span {\n",
@@ -717,6 +917,7 @@
        ".xr-var-list > li:nth-child(odd) > label,\n",
        ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-odd);\n",
+       "  border-color: var(--xr-background-color-row-even);\n",
        "}\n",
        "\n",
        ".xr-var-name {\n",
@@ -737,6 +938,11 @@
        "  grid-column: 4;\n",
        "}\n",
        "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
        ".xr-var-name,\n",
        ".xr-var-dims,\n",
        ".xr-var-dtype,\n",
@@ -758,14 +964,23 @@
        "}\n",
        "\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
        "}\n",
        "\n",
        ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
        "  display: block;\n",
        "}\n",
        "\n",
@@ -773,15 +988,24 @@
        "  float: right;\n",
        "}\n",
        "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
        ".xr-var-name span,\n",
        ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
        ".xr-attrs {\n",
        "  padding-left: 25px !important;\n",
        "}\n",
        "\n",
        ".xr-attrs,\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  grid-column: 1 / -1;\n",
        "}\n",
        "\n",
@@ -792,7 +1016,8 @@
        "  grid-template-columns: 125px auto;\n",
        "}\n",
        "\n",
-       ".xr-attrs dt, dd {\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
        "  padding: 0;\n",
        "  margin: 0;\n",
        "  float: left;\n",
@@ -818,7 +1043,8 @@
        "}\n",
        "\n",
        ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
        "  display: inline-block;\n",
        "  vertical-align: middle;\n",
        "  width: 1em;\n",
@@ -827,68 +1053,82 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Tair'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>y</span>: 205</li><li><span>x</span>: 275</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-96b8f8b2-1047-4e54-817e-4ac524d81e82' class='xr-array-in' type='checkbox' ><label for='section-96b8f8b2-1047-4e54-817e-4ac524d81e82' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><pre class='xr-array-data'>[2029500 values with dtype=float64]</pre></div></li><li class='xr-section-item'><input id='section-0e9ab8fa-7cd5-4534-977c-ac1109871709' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0e9ab8fa-7cd5-4534-977c-ac1109871709' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-17 00:00:00</div><input id='attrs-df93a07e-a8bb-44b4-8eba-bd0dcb99515b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-df93a07e-a8bb-44b4-8eba-bd0dcb99515b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51812bbc-6b24-44bc-a466-7c3bc20ce836' class='xr-var-data-in' type='checkbox'><label for='data-51812bbc-6b24-44bc-a466-7c3bc20ce836' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>type_preferred :</span></dt><dd>int</dd></dl></div><pre class='xr-var-data'>array([cftime.DatetimeNoLeap(1980-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-08-17 00:00:00)], dtype=object)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>xc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>189.2 189.4 189.6 ... 17.15 16.91</div><input id='attrs-ca3daf5d-c1f7-469d-9be8-66efa4029136' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ca3daf5d-c1f7-469d-9be8-66efa4029136' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68e76b8f-53be-4f3a-b52d-5041854793c6' class='xr-var-data-in' type='checkbox'><label for='data-68e76b8f-53be-4f3a-b52d-5041854793c6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>xv</dd></dl></div><pre class='xr-var-data'>array([[189.222932, 189.389909, 189.558366, ..., 293.779061, 294.027924,\n",
-       "        294.274399],\n",
-       "       [188.96837 , 189.134706, 189.302537, ..., 294.05584 , 294.304444,\n",
-       "        294.55066 ],\n",
-       "       [188.712343, 188.878007, 189.045152, ..., 294.335053, 294.583375,\n",
-       "        294.829293],\n",
-       "       ...,\n",
-       "       [124.04724 , 123.88362 , 123.71852 , ...,  16.831718,  16.58437 ,\n",
-       "         16.339496],\n",
-       "       [123.786864, 123.622542, 123.456725, ...,  17.118145,  16.870437,\n",
-       "         16.625183],\n",
-       "       [123.527984, 123.36296 , 123.196441, ...,  17.402099,  17.154053,\n",
-       "         16.908451]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>yc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>16.53 16.78 17.02 ... 27.76 27.51</div><input id='attrs-197b8a21-691e-4b45-8d34-55d9c61ff0ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-197b8a21-691e-4b45-8d34-55d9c61ff0ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e11f9a82-8eba-4e02-9430-15e856139233' class='xr-var-data-in' type='checkbox'><label for='data-e11f9a82-8eba-4e02-9430-15e856139233' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>yv</dd></dl></div><pre class='xr-var-data'>array([[16.534986, 16.778456, 17.022224, ..., 27.363016, 27.11811 , 26.87289 ],\n",
-       "       [16.693973, 16.938654, 17.183645, ..., 27.584772, 27.338218, 27.091366],\n",
-       "       [16.852192, 17.098089, 17.344309, ..., 27.805843, 27.557646, 27.309156],\n",
-       "       ...,\n",
-       "       [17.31179 , 17.561247, 17.811046, ..., 28.450248, 28.197183, 27.943847],\n",
-       "       [17.155897, 17.40414 , 17.652723, ..., 28.231296, 27.979893, 27.728216],\n",
-       "       [16.999195, 17.246229, 17.493587, ..., 28.0116  , 27.761856, 27.511827]])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-2668caa6-2297-4e76-8d79-8636de680a2e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2668caa6-2297-4e76-8d79-8636de680a2e' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>C</dd><dt><span>long_name :</span></dt><dd>Surface air temperature</dd><dt><span>type_preferred :</span></dt><dd>double</dd><dt><span>time_rep :</span></dt><dd>instantaneous</dd></dl></div></li></ul></div></div>"
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;Tair&#x27; (time: 36, y: 205, x: 275)&gt; Size: 16MB\n",
+       "[2029500 values with dtype=float64]\n",
+       "Coordinates:\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    xc       (y, x) float64 451kB ...\n",
+       "    yc       (y, x) float64 451kB ...\n",
+       "Dimensions without coordinates: y, x\n",
+       "Attributes:\n",
+       "    units:           C\n",
+       "    long_name:       Surface air temperature\n",
+       "    type_preferred:  double\n",
+       "    time_rep:        instantaneous</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Tair'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>y</span>: 205</li><li><span>x</span>: 275</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5a7ea297-2ca4-4575-a70e-2262e6a1ddc5' class='xr-array-in' type='checkbox' checked><label for='section-5a7ea297-2ca4-4575-a70e-2262e6a1ddc5' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[2029500 values with dtype=float64]</pre></div></div></li><li class='xr-section-item'><input id='section-21fa50b6-29aa-4532-9bff-4ddd4dff6d6d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-21fa50b6-29aa-4532-9bff-4ddd4dff6d6d' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-...</div><input id='attrs-3351f6a5-82da-44a8-ad7e-647a51b23981' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3351f6a5-82da-44a8-ad7e-647a51b23981' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaeef40f-294a-453c-bf89-d65f4c9c2685' class='xr-var-data-in' type='checkbox'><label for='data-aaeef40f-294a-453c-bf89-d65f4c9c2685' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>type_preferred :</span></dt><dd>int</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 8, 17, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>xc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-83542414-2742-41a4-bc67-333c84671a38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83542414-2742-41a4-bc67-333c84671a38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2270829-b41a-487d-8fae-ad70f57e7c86' class='xr-var-data-in' type='checkbox'><label for='data-b2270829-b41a-487d-8fae-ad70f57e7c86' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>[56375 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>yc</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6a84fec2-ff7f-47c9-b399-db8ac36770f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a84fec2-ff7f-47c9-b399-db8ac36770f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1629cd5a-c91c-489d-abac-82d7790fffed' class='xr-var-data-in' type='checkbox'><label for='data-1629cd5a-c91c-489d-abac-82d7790fffed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>[56375 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c4c070e7-ac37-49e6-b19b-ea0c286de98f' class='xr-section-summary-in' type='checkbox'  ><label for='section-c4c070e7-ac37-49e6-b19b-ea0c286de98f' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-9940edde-53ca-4ff6-be6b-8f1ecf90cb47' class='xr-index-data-in' type='checkbox'/><label for='index-9940edde-53ca-4ff6-be6b-8f1ecf90cb47' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-09-16 12:00:00, 1980-10-17 00:00:00, 1980-11-16 12:00:00,\n",
+       "             1980-12-17 00:00:00, 1981-01-17 00:00:00, 1981-02-15 12:00:00,\n",
+       "             1981-03-17 00:00:00, 1981-04-16 12:00:00, 1981-05-17 00:00:00,\n",
+       "             1981-06-16 12:00:00, 1981-07-17 00:00:00, 1981-08-17 00:00:00,\n",
+       "             1981-09-16 12:00:00, 1981-10-17 00:00:00, 1981-11-16 12:00:00,\n",
+       "             1981-12-17 00:00:00, 1982-01-17 00:00:00, 1982-02-15 12:00:00,\n",
+       "             1982-03-17 00:00:00, 1982-04-16 12:00:00, 1982-05-17 00:00:00,\n",
+       "             1982-06-16 12:00:00, 1982-07-17 00:00:00, 1982-08-17 00:00:00,\n",
+       "             1982-09-16 12:00:00, 1982-10-17 00:00:00, 1982-11-16 12:00:00,\n",
+       "             1982-12-17 00:00:00, 1983-01-17 00:00:00, 1983-02-15 12:00:00,\n",
+       "             1983-03-17 00:00:00, 1983-04-16 12:00:00, 1983-05-17 00:00:00,\n",
+       "             1983-06-16 12:00:00, 1983-07-17 00:00:00, 1983-08-17 00:00:00],\n",
+       "            dtype=&#x27;object&#x27;, length=36, calendar=&#x27;noleap&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ca4b6778-b16d-4ee2-8549-c7d458ce4e9e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ca4b6778-b16d-4ee2-8549-c7d458ce4e9e' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>C</dd><dt><span>long_name :</span></dt><dd>Surface air temperature</dd><dt><span>type_preferred :</span></dt><dd>double</dd><dt><span>time_rep :</span></dt><dd>instantaneous</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.DataArray 'Tair' (time: 36, y: 205, x: 275)>\n",
+       "<xarray.DataArray 'Tair' (time: 36, y: 205, x: 275)> Size: 16MB\n",
        "[2029500 values with dtype=float64]\n",
        "Coordinates:\n",
-       "  * time     (time) object 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
-       "    xc       (y, x) float64 189.2 189.4 189.6 189.7 ... 17.65 17.4 17.15 16.91\n",
-       "    yc       (y, x) float64 16.53 16.78 17.02 17.27 ... 28.26 28.01 27.76 27.51\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    xc       (y, x) float64 451kB ...\n",
+       "    yc       (y, x) float64 451kB ...\n",
        "Dimensions without coordinates: y, x\n",
        "Attributes:\n",
        "    units:           C\n",
@@ -914,14 +1154,22 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 864x144 with 2 Axes>"
+       "<cartopy.mpl.feature_artist.FeatureArtist at 0x775e01b9deb0>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x200 with 2 Axes>"
+      ]
      },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -966,14 +1214,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAGwCAYAAACpYG+ZAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjUsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvWftoOwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs/WuMHGd6Hgxf1dNd1d1V1efTnEnOjMiZkSiRohSvJFLrdSytE+/68wmIvRsgsAME8JsXsD/kiOSHkSAx4gROAG+A/IgD+PWugbzrtbO7CXa1tnaX1GG9kkjqwBlSnBmSc+zzuaq7q7qn6vvxHLqqD8PRHqT1p3kAYnp6OD1V9Tz3c1/3dV/3/Qi2bds4GSfjZJyMk3EyTsbJ+BgMz0d9ASfjZJyMk3EyTsbJOBkf1jgBPifjZJyMk3EyTsbJ+NiME+BzMk7GyTgZJ+NknIyPzTgBPifjZJyMk3EyTsbJ+NiME+BzMk7GyTgZJ+NknIyPzTgBPifjZJyMk3EyTsbJ+NiME+BzMk7GyTgZJ+NknIyPzfB+1BfwkzYsy8LBwQFUVYUgCB/15ZyMk3EyTsbJOBkn4xjDtm00m01MTU3B4xnP65wAn4FxcHCA2dnZj/oyTsbJOBkn42ScjJPxA4zd3V3MzMyM/fkJ8BkYqqoCIA8uFAr9WP/Wg7KOpCyiqJs4FZcf+v9t28Z2pYX5WPDHwkb9uD//hxnsWeWbHeQaBn7qdOxIRP9Rj5+0ufqga+1H8Td/nOOHvZYf5Hl8GPf/k/SMHzbulzQY3UNIvgkIgvBDr68f5/hJs0c2fhi7/ElaKz8p19JoNDA7O8v9+LghnBxZ4R6NRgPhcBj1ev3HCnxs28b9kg4AOJ2Qj7VY7pd0pBQRBc3E6cQP7rwelFs4FR9eoD/o5x/1mT+qwf7GTlmDLE6g1bVw5ZHUj+VvDf7NH+S+xj3LH9Wz+qBz9YOst+P+zR/3/I/6/B/WFizLwmtbZTy7ED82gP5R2B8b457ZD/M3HjYPP+p52io0ca+k40xCxpmk8kN/9o/z+n/S7JH97R/GJkf9zY/CFsddy0cxjuu/f3JD5v8/Hw/KLaRVCYIgHHuBnooHUdBMnIoHudEcF7ey/88W6INy68jPH/y9o/7Og3Jr7GeO+owPeu0AIAgCTidkTEcCuJ3TMBX2H/t3f9Bredh9jftMYPSzHPzMH3QObdse+/njBltnaVU69jwNjh/HPY0bzs8ZNQ/Huf+jrmW70sbF2Qi2K+1j/97g3/xh5m/c2vpBbRB4+Hod/PmPaq6Avn0edy8b9bc/6PUf93OBh69dtjf+IHN51OcfNY7yAceZm1F/86OwxXHX8kHu5cMeJ8DnIxrzsQBu7NYwHwu43j9qkTg3lw9qsOz/A/hABnrUZsOudT4WOPIzBz/jhzFOj8eDi3MRHNQ7PxKHc9T9HRdojvoMQRBwKh7k9zjqMz8osHKC1qMczVGbf75pwLbtY9+H87PG/c1R9/RBHclR9zpqUx28lg/qSI96FuN+b/Bv/qA2OO6ejvN7g+ODgOHBn/84nOTDxlEB2HGvfz4W+EC2eBQLwj4TwA9si8B44DfuubJ1l28aI+/3YbY47m8O2mJS9uHVzdIPNK/HtUXntQD4wID2oxgnwOcjGuMizuNGZU6DfdjidhrZ6YQ81mGMi6wf5iC2K23+mc7PGweMfhhHeToho6ybiAd9nCY+ati2jVc3S0jKvpGGO2ozHUVBjzPeozawUY7F+ZnH2cgBspG0jS5s2x656QyukaMc9yjW5ygAe5z16NyAP8i6HBzOuQL6AP04TuVhrNAopzGOATsus/OD2uDgPR33PkatE+f/H+d8Rq29wfv8YQHrw8agEwWGA7BRwcIo4L1daX8gWzwK4LHPPJ2QjwwK2OePWp+j7vNhtjiK7XkYiD0OUB20xZt7dTwxHfrAdjhurkbZ4g9jhx/VOAE+H9EYZHzGOZ9xG5LTYG/u1XFhJjw2Inx1s4SUIo6kVEdFoc4N9ihn+bBNxgmMnBvaD+MoBUHAdCSAg4Zx5P9zGu+FmTBu7tVHOhx2387N9IM4n8ENbNzmNY4VOp2Q8aDcQtvoHg3k6OePAq2D0edRjnIU0zgIYAGM3YAf5iAH1+VxN122Tp+YDuHmXn0IoA/O6+AmOwqsOKP8Uc9/nA0CGMnsDDqcH6cNOp0Eu55Bh38cGzzO9f+wgPWoMc6JOuf3KMf5QYIxpy0Co9fww4KClCKOvfcH5RbfS457/eNs8Sg7ZCB2EAR+UKAqCAKeW0zg7f3GB7ZDJ7gbZYs/Sjv8KMYJ8PmIxiDjMw4kDFKxowDQswtx3Nyrj0ybOZ3JKN2AE2iNi6hGbTTH2WSOY6g/qKM8agwab1Hv4rnFxJGAYdx1P8z5DG5goyLw47A7NoC9amv4ffq93zfhEjCOi8jGgTk2BtfdKOf5sBTRUeuRDeem+/iUij+7vgfLssbO1ysbRUQDPtzcq7vmaty8Ds7ZoKMY5YAG1/A4GxwECA9LH7B7LWjmSMbgfklHLOjDjd3aQ23QOQbvYdRaGwW652MB173+pNjhOMAzzg6da/NhwdjgOh63ho+yw1PxIG7s1hAbwSazzy9o5tBeMmpNss8HRu8bH9QOBwHED2KHx5nT+yUdsYAXN3ZrRwYfP0o7/CjGCfD5iMY4Ax/cnNjCOp2Qx+aityttXJgJ47Wt8lAEdGEmjLf3G9xYBzebUWkqthE7jde50Rx3kxl1v+z6R228HzQ6GTUexhyM2oxHGazzGR7lfJwb2OBzGRVdb1faQ47zdEJGpdXFxdnI0DO8X9LRMXv8GTmviV3/6YTMr33QiQxuMkc5T/b3nI540FGy63Wux3EMAZvTl24XcXkxiq/c2B85p/dLOjrdQxzUO5iJunUYtm3jXlHDvaI2lr1jnzHKgY5bw4PP4oM4zlHsDrvmTvdwJHMnAK57c65Dpw0ORs/O+Rt0luNA93alze/VuYccx2F+GHZ4FHB32uH9ks7X5nECDuc6HjeXR9mhIAhkjkbcD1ujzrlmf9e5Jp3vH+XwPwo7vLlXR9Q/gVc2iiPn1LIsvPWgAhsYskP2TI9i0dl1f1A7/CjGCfD5EIfTETrHOKMFMBIADTozHqkEvK5Ndz4WwM29Op5diPMNZ5TTHweGnJuN01CPu8k8DMCNi5x/0E3Xudk6wZ7z2TuNlm0cgNtgX9sqH8v5jHKWzgh8VHQ9Ku8+jrWzbZuwQAP3yP7mKMDD5pXNEwDXJvOw6x+X4nOuxcGNlwGB+yWdgxTnnP7yxWlc26hgOaOMBAXs/0pez1Cp8aubJbSNLnc6TvbuKAfKxnGBxMPWNFurAI5kd2zLcjF3nLETvS7GbpCJHcfAOp3EB1mLx5m3H8YObdvGfq2NqZA00kEeZYfjWCAAY+fzh7HDUSzPOP3LqXgQ5VZ3iJnbq7ZgOxhL53wV9S6eXYiPtcNRDv+jsMOZaBAHDQOdrjXSDl/dLOF0IoD1bHPIDu8VNbyyURzJoo+zQ7YHDbLPg+mwj2KcAJ8PcYwDBaOMlg0nAGIRy2AumkcqA/1IHpRbiAd9rny50+mPcpqDFDn7/kG5xQ31YSAo1+jwqGZwcwXchjq48fww4IfRtIPpksHNlhkt+51Bg33mTAw3dmuYi/qHwIPzmTgjUvZ3nLT8uPtn9+dkDUaxduyZV1pdnE7I/D6cWpFB9meQJh81p84okq01Bm4HN9ejAKtlWXhQbuHZhTiKehcA0DYPsUXZGTY8Hg+enI8iO0KXxRzodNiP2dgwI/LEdAjlVpen+k7Fg3xjH6UbOWpNs/XlnEv2LEataedzcbI84/QgpxMyKu2ei7kbxRQMMrEAhtgf9rvOtJXz+o/aN5ys5XEd5jg7vLlXH5n6uV/SEZdFlOnaHPxZLDicthzHArHfGQdg2f4D9O3wOIHYqHTTD2WH7Z7LDp3zxRz74LU793znNf8o7ZD5gOcWE307NLpDdng6IUPyevgzcg6yPwAVvYcn56NDc9Y2e4jTOT3uvI0LOti1jEpnf1jjBPh8iMO58Nlr27bHsj3s/UGWZ1S0cioeRFl3bxaDbIGTAQIwkv3Zr7WHQFZalWDbNr92Fq2wDXZw8z2od1wsgzM94Nx4xwEc16Y7wGKNG+x+wUDgMTbbcRUa7P5ev1c50nk6n4lz8x2lkXLOF7t3J2swirUbZOyc+fdRKVJgGPCwMYpadq5Bp77M+bujNl42l69tlZGUfXhtq8x/VtYNTKrikF5JEARMhSTs19qu98c5UKfzvLyUxJmkwufMyQA9DPAM3v+4NhKj1jQAfn8M3DlB7XGYOwbsnAyQbfe1Iuye2Ppkn+9kX51g7Tj7xiBrydbgOAB0lB3ORIMA20sc82bbNg7qHUxHAkOpyb1qC7DtsXboBHzHcZzsXticHjcQY3bI/sbgnLF7H2mHDrA30g4dmq3j2OHgNTuf1+DcfVA7dAYC3A5bXUyG/K554wHyCLxxv6QjIfsQECe4rbmCD91EQPLxeRtkgJx2yPYF9v449vmjHCfA50McTnqTvQbgMtqUImK/1h5CyM4IExiOVgYjlVFswWtbZVyYCXNqfzA37XyPbcBzUT9u7NYAYGijGbf5PrsQd0UlTsfB3hu8j1Gb7nGqt9i4X9IRD/pQ1t1dTI/abEfdv3MDfnYhfqTzZM/E6SyZXmSU43TO1yBrAGCItRtk7ABA8HiIMwJc7I8z4hy8ZvYeY6mYQzzOGhwVebK5ZE7e6UguLyVR7Rziwkx4iA0pt7qIy6ILyI5yoKOc5ygGaFSa9mH373Q+o1hX5++w58JsxskajJpTPmeyu7/LdNjvuodBxo6xP88uxF1Og12zk/Vh1z84Z85rzjU6mAr7h9hiYHQJPjDeDsfN27gxCsiOs8NxgccgaJgK+5FrdB46pz+oHQJ9bdYonc/gnAJ9zRa7jx/UDl/bKvM9lIGuo+xwcM7Yntoxe2ibPbcdtrtDdigIAqbC/qEAxLZtHDQMlx06GfSh4GOAAXIGHkftqz8JwmbgBPh8qIM5zLmonxulIAguo3VutE7HOCpacUaXg4zBUWwB2xSYcx9E6NORvuG9fq+Ci7MRCILw0M2XGSobTqbDyQqMirrGgZ9RRjpqPMxwR222zHkP3j9zqM4oBRjeaNn9OwHgdqU95DjZ/TNAOI7lGcXa7dNGjez+mcMfZAnYemIUsvOa2XCyVMdZg0c5Sye97pw7Np+DKRIOZI/ReHLQeQ46zstLSZxOyHhtqzzE/jhZy1H375xHBurZ/LHhBEAz0eBYpmfUnA4yPE7NyDimwGmHT0yHOKhm1+Bkfdj8AMOgm/3/g3oHmZB/6H4G2bnj2OG4ebNtG7kR7x0FWAdBj5OFHWQKnPOWCfk5izxqTtkzGbRDJ3A4as4AtzZrUOfjnFNuh6L3R2KHnzgddTHpLHgdTK+ytTTInLPr9YtelDSD7yXjWPPj9kEbxaCPYoCeXYjjfkkfYn+cPmTU/X/UrM8J8PkQhzOFMojyWboB6NODzDicBjuO5QHcjME4tmA6EuDUMdsgnAidOQ32t585E+M05sM2X+YwnSkQ5zU7GYNRznJw0x1npLZtI9/ob7psY5qikTV7z2m4wPjNdrDc/0G5hU73kFdTjdu02P0LguCaM2ekDYBvVoNg9mFzxpwOA67seticOVkCNp/s3gcj5MFrZmuQjcFrHmTsnM4yLotoG92xQOeoFMnDxijnOagZcc6lk/1hz3DUeh41jwzUAxgJgNgzZOLMUWuapS2cjMG0Yx0OMUAYzxSw63bOwyBIY/M37poHGddRzn+czY2aS4Csw0lVwvXtKm9JsF9rIxLwuQKde0UNbfMQJb3r0oCMm7txQGhw3saxr4Nrmj0TBuqdAH46Ehhrh6fiQZc26yjWzqnZ+lHY4ffuV8cGHdORwJHMOWN5Xtsq43RCxmxMBgSB29wo1nzUe6P2z0EG/cjgw8H+PMzm2D0Oppo/7HECfD7EwSJnJp51ovz9Whs3dmvckTop03HRCmOQRjEG49gCACOZn+cWE/xabuzWsF8jr3eqHU5jOjdfds2DDpNR08cx4LGbriNqmY4EsF/vYLfSd6D7tTbC/v6me6+ooWP2UNIMl5FemAnzVN849ocZ8iDzI3k9KNLnDBy90Q6WpLLBngF7LmzOnA5oPhZwszyAO/LUCaBy6rXYZzxzJuYCbvOxAHemLEIed80M0LJ7c14z+3/Oe2AR5lTYD79vAuVW1zV3g0Dng6ZI2BjF9jiB0OC8jUubsIiTrWc2RkXbg8+GgYmDemck4/raVhnPnIm5tTyUMZiPBThbwK6dVQMxJoHN0yimAMDIax4EaeOuGeiLm0cxHQ8DOgy02paNtx5UYFkWTidkrOeaOJOQ+e9NRwKod7qYjvQd2F61BbNnASBOl5dHWw+fu0E7dDJfbJ8cnL/BZ8C+d2rznAAQGG2Hg/N5FMPD5vMoto6lspx6x+PaIQNoLBB2gla2n7K/LfkmUNZNPp+n4kFUWu701nFY81EgZ5DtOWr/LOsm/KIXU2H/kQA23zS4Xxl1Rt6HOU6Az4c4GMPz+r2KaxEzZ8MW/WDEAoxmDV7bKhNGYARjMI4tEARhJPMDYOTm68xHs+t2gjQ22PdOSvqoqHPcRjwTDcIG+KbLrs3o9UswpyMB1Nr9TXev2oLR6xv1KxtFRP0TLiMdx/6M22wFQUBSlWDQ6M5ptOx+gf5Gm5R92Ku2RrI97LmwOXMyBuyZMlaF9fO5X9K5Jos5vQp1qM73ByNOdg9MFzHumgd7wQwyjs57YN8zFuyg3hliC1jUzDZdNk9HpbZ4pElLoseBnAszYVTaPVdqwXnPbYMArHFsAbuXcdG289mw9c10MuMY16F5o4yB8/17RY2DuIfNGwOrF2cjI1kfptlhacnB+WTf27bN58nJdDzM5mDb2K0QkeypeBC38xquLMXwlRv7AIAn56Oo6H19hiAISIfcDCsASF4KnGwbX7mxjytLMdzOk88cbFLptMObe3UXWHU+A/Z8HgZ4WDqezdu4/elhdghgLMPDqruYPbD3x7F1x7FD9kzZ/Dr32FHBY8fs8b5XzmDxQbk1FDweJ7U1KBN4GBByzhsDsAf1DjrdQ8SDvrF7Krtntk4/CBP8ox5/Y4BPr9fDv/7X/xqnT59GIBDAmTNn8G/+zb9xdYO1bRu/+7u/i6mpKQQCAXzyk5/E2traR3jVw+NBuYUnpkP4xlqeR2lscwKGIxYGeAB3tMKYHtu2R7I8o9iCo5gfJ1MwuPk6I+RvrOVxYSbsikyc98AiJ2a8R4Ed9r2zsdapeJD2kQjQvhLDJZiCICDjEIwCAkQvEf2SjcrCQcPgG/CfXd/DE9MhDhzGgZ7BjWuQ9bkwE8Y31vJ8ngAMPRc22EY7EyUs36ATZc+JsX9s42LPw7IsPj/s/7JeIbGAF9d3qpgK+4ciTnYPLNpkG83gxsuAzsPA7IWZMGdxJK+HMz3OuYtRsD2KPXBWcg1+P8jujPremSZ5UG7x7533zNJdzohz1GbLngFLTbJnz+bW+QycAH4UM8Dnjd47exbO9/eqLZ7aYtfunE8nY8fA6jjWh2l2bNvG9Z3q0Bpkv7NXbaHYNCBRGx/HGo8CrXFZwlZRw4Nya6j30pmkAr/oRUKRRjrQ+yUdCUWCX/TiTJL8znJGwbWNCn7pwhRe2yojFvAi2+iMTD07r5U5ePYMHgYeAOD6TpXbaSbkH9qfjm2HQR/ZUx2sHVuvTqZ1v9Z2MT/OeXMC8OPYYcfswej1/Zgz4HUCd26Hvgmu53lQbpHnSVNcoOtt3PfHARtHAaGj9k/G/IwDsLZtc4D7Uet8/sYAn//wH/4D/tt/+2/4whe+gNu3b+P3f//38R//43/EH/7hH/L/8/u///v4gz/4A3zhC1/Am2++iUwmg5/92Z9Fs9n8CK+cDLbRz0X9+OZ6AZ9eSQE4OtJ0sj2D0Qpjeg7qHXekQhcrY39e2ypztgDAWObnqM2XGev37lfx6ZUUvrleADB6431tq4ypsP9YYMdpuKyx1oNyi0aXPTAbHVeCCQyXYfYjTw9OxYP4yo19XF6M4qXbRZeRjgM9TofjZH1s2x45b4w5YM/FyZyMEtYyUMgAx+v3KiNZu71qi28+25W2W/vj8QAQOBs1GHE6Hca4uQSIs5gMSWM3Wna9cVkcyfSwdchSXGyu2PcstcPSXYPpL9t2V3Q5vwcwxP6w751r1hVxmj3O/LB7cG62g9HmYJrZGWCMssGR80bnl+lCtittznRNhf0uB8rec36Gc96cTnJU4GHbNoyehYQsDtkdu4eEIiHpYHEH72Ec+JkK+1HWTd6KQBAEV++lh4nTR82dAODSqRi2K23Egj6UW12coQzCKxvFIbtzAoZxz2UUeACAhCzC6FkuVsi5px7HDqfCRES9X+vvqc57ZXPM91QH87NfI2yQc195fErFN9by+MTpKF+Do4KnomagSIPaQaaYjRu7NcSDPleHcwZmBlNcLOhlLM9xBc2jxiDbwwKvweCD3d8otnVw72GBB0vvfxTjbwzw+d73vodf+IVfwN/9u38Xp06dwq/8yq/ghRdewFtvvQWATNB/+S//Bf/qX/0r/NIv/RIeffRR/PEf/zFarRb+9E//9CO++n5J3+v3Ki7w8LBIc3Azvr5TdTE9zy7Ej2R/JkOSO0qBu1Pufq09kim4MBPGN9cLLmP9xOnokaDNaZzs+seBn+lIABAE7FZ0ziZMhUnfidMJGQFxAgn54YbqjE4Aov+ZjvgxGyOHfy6n+1Hnq5slngIbB3oGo0+/bwKSbwL7tTY+vZLCzb36SPBwc6+OT6+khuaSRWqjHOvgXDrnDRBcgGC/3uHsJmfAMNwHZJTDGDWXAJBQJJg9C9ORAL65XhhirC7MhGHbQEkzUKJagkGmB4ArxeUEO4yiZ87yB63sYlEmS3kBGMn8lHQTJcrQjQJ6bHM2uofoUDDrZDDZM3iYDTLGYL/W5syKZVkuZmuaOlH2HNh7+zUCAq7vjAamjMWbiQZHOvpi00BR6//OIGiTvB6UdHPIiR4FfmJBEfdKOmaiAcr8iCMZu+OOwbljgHU2Rgok7pV0xIIi3t5vYDoS4GD1KJtkzMzgGmbPQPR6UBrxXAbt8PpODXFZ5MGZk+lhjTRnooGh9wBwfY/zdxnz43yPgZ4vvrGHT6+kXCnVUftnUpGQoHKAo4IQv+jlmp79Whtl3eQAbVQw6WR9jtsahKefHak+J9vDQNBg8DEdCZB5paBoFIB1BpWn4sNHYnyY428M8Hnuuefw8ssv4+7duwCAd955B6+++ir+zt/5OwCA+/fvI5fL4YUXXuC/I0kSnn/+ebz++utjP9cwDDQaDde/H8dwCpudi59tvINU7CDbs19r8wjfyfTwSKVhYK86XMm1X2u7mJ+ybnJUPhhdsoU5GZLwjbU8v0Z2vYOMz+DGa9s2SnoXJc0Yu9Ey4wSASquLeNBHN90gKi2TX7/TUI9b1j7KSAUPiVxfv1dBLCgi2zRdRjsK9Dj1TQB43v044OGJ6RCA8azBUXPpjDCnI36eqmQb0X6NsBr7tTaenDt6Llk69ZkzMby938DPraZdcwm4negoxurmXh0JRURCJgyCcy4Z07Nfaw+lvAbBjrMiyLb7ZdDO15Zl4fp2FZOqNMT+DKa49mvtIebn5l4dgiAgIfuQUKShuXSBBxphO+/b+ZqlLtlcOhlXJyBic8kifgYSmMCZrVkOWClIIlQmYW8YU+AEq2wwUMTmEgCSqoSkQv7PKNCWbRj8ukYxVk6bHGR6SNAQGMvYHXcMzt0gCJpURZR1kwc6o+aSzd3NvTqmwn6ujxpcw+wZjLvvfpBBAA9gQwCG908HQ3c6IQ+xdrZtIy6LKOld1+9enI2g3HK/98R0CF98Yw+ff3qGXz/T74zaP5lImek8xwUhbH7GAVkWTPK5G8PyCIKAyZDbJlmV7MOAzoWZMM8eOJmf/VobkyE/X/eDaczBoPKknP2Y45//83+OX/u1X8O5c+fg8/lw4cIF/PZv/zZ+7dd+DQCQy+UAAOl02vV76XSa/2zU+L3f+z2Ew2H+b3Z29sdy/U5h84vLyaHNljm4QaqTASLbBiyqZ5G8JEXFGAO+YUHgGh8WXbP3GCsxFfYjHvRxjcgopsDoHmJ1KszZDcZ0sKiGOdFB55CQRSSUvpN8mHGyTWUy5O/fgyNKYY7jKCN2Dif7w1JGZZ1ETbGAF2XdwOl4ENe3q3h8Sh0LethrJhIdTHOx14Ig8AibzeUX39gbYg0YE8ae31TYTyu0xs/lQd0YAqwAYXmcnzNqLtnG++mVFE+9MHG2c+0lVQkJmTi8QcaKzR2r4Bqcy/1am78/KuXFwM58LOCqCHKWQTtfv7pZwhlaPTQfC3AQBAynuC7MhFFudYfYSvY+07CNArP7tTYSsogk/exvrhfw4nKSP4OfW01zgP/FN/aGgOwgYzAV9vOqrTIVpr+2VUZcJmCUsTwMHD05F0WZOg4nUzAV9iMui7i+U8NetcXB7IWZMJ9LYDRYdb52auzYfI17PYrpYfcxirE7yu4Y8AMwJFgfBkE9CAJJuycUaexccjukKUw2f07mla3nh4HVfKMD26JMt2+C2pyb1ck2DLdsIOwndkhthPET7FoYW2Tbbsbuxm4dV5YSuLlHgmi2DzCGcRC0sb2asSHjgpBYwIt7JZ2Dn3jQx1+zYJLtk4PBI/v7e9X2kI7SWSVrWRZfj6P2UFfwMQSITAiCwEXOo+aSgfiTcvZjjv/5P/8nvvjFL+JP//RPcePGDfzxH/8x/tN/+k/44z/+Y9f/G6TPGAgYN/7lv/yXqNfr/N/u7u6P5fqBvrDZuZExJ8oihT/5/q5rs2X3kJB9WM828eRcnzFgjp5FbTPRAAcLrEx6OkJoWsb87NfaXE9iOHLTzoW5lm1C8gr8e8Z0DJZlOh39dCSAkm7i1n7dtfmMdJjUOAeZHqBvuM7Xo4z4YcP5bJiRzkSDuLlbx5WlGF66XSQ0OzVQ9tqZvitpBoqaib1qa+RmOx8LcOfEHOfnn57BN9byLu1MvmEAgsD/70G9g7JuHjmXU2FpCLAmZB9KmuH6HAge5BuGK63ljDaPcqIshXWUk2RA7MYucfh803W8ZimvcquLWFDEXrWNtWwDZ2ifj4tzEdzJNzEV9rvKoJ2vp8J+3Mk3cXGOAIczCRlr2Sb2qi3EgiIHCzHnfMkibuy6N1emMxgHZi/MhGlKrA8e2Bp2sq5sLgeBbL7RAagzZ++X9C4SisR/b5IyPwzYszXomktFcrEHB3XyuflGZ4h5ZXO5X2tTDc9o0PbplZRLYzdqXm/sEsDD0quDTM8g6wPgoekuZ2oLgIvhcQIiBmABxp6YkLwe5OqdI9lXZwrTuR851/PDwOrKpIr1XBNPzkWJzdGyeyYkHARDTOA8FR6cS8ml1YoHfUgofV0Z6c8GCHDP5V61hY7Zw+pUaGgfsW0bRveQA6zBIOSJ6RBydJ0NBonjXvMAhDI7bO6MHtFRXpyL4E5O5zZZa5N1emOnhnNpFfu1NnYrLew7dFtsf+LBB2WcB+eO7CtdnnJ2+hZnQPZRjr8xwOef/tN/in/xL/4F/t7f+3t47LHH8Pf//t/H7/zO7+D3fu/3AACZTAYAhtidQqEwxAI5hyRJCIVCrn8/rjEfIzTm556adkVqzFGO2mxTikgWLoCUKvGowgaQb5BNmkUqzKFemAnjz28ecAp4KuxHvmHCBsn1ljQDtt1nD1jUwhbmz62m+Wc6HeU31vKIB30uA/380zN9BkGRsDoVdm0+o8APMWJzpBGztB1w/Lw04M5NA3Ckh9quqGU5reDq3TIuzIZdNC7TP+XpffPUCU31jDLeUWD17f0GVqfCPJV1Y7eGlYyKkmZwZsfJ/kyGJJemhzE9LEpm3/cBq8BZHjKXHaxkVM763Nyr4+//rVm8vd/g1+vUZznXHtEdCEORsnO+mLA53zBgUx3LKCfZZ6o6MHqHSIf8vPwZAC99dpZBj3rN5rKiG0iHiGCVPQtniou9Zk6UAaBBgfOoaLN/73A9k2HWtYErS3Hc2K27HGhJ73In6Uyf7NfaLqaHaXwGv++zBzZneUjg0MXKpMrvxejZWJ1UXXO5dlCH5JvgaZNBW2PzNTiXN3br/FqzjQ7iQR8EASi3hpmeca+d6TynTQ4Km0eluQDwVBH9JVcg4kz/DM4dS2HGZWkoaPz80zN4e7/BJQSfe2p6DFgF0iGJV8Zah32WbhAMkbkcnDtjgMXrIBb0oaiZPG3nnMtyq4ufW0271t6tgwZKtMcU21sZcBW9HqwdNEba4TfXC7iyFEOhaaDSMnlAwvb6/VobJc1wBYyxgBd71RbWDho4nSDr2lkd66yMZa/3a2QvYawSqzSzbZswsHTuGfMzKlh82L7JQPxJOfsxR6vVgmfg9PGJiQmePz99+jQymQz+8i//kv/cNE1cvXoVzzzzzId6rePGdoXQtF96c99lvCuTIe4o395vuFiD6ztVrGRUrGebSKp+7hRLmoHVydEO9RtreZxLyQ7n2P+/B3Wy6SVVwiyw7xOKRAxsMT422nxxOYm1bBO39uuc5XnpdpEbL8lVG7iyGHflqUcbsYmybgyxO07A8kGEeIMAh71m4In9H8FDjPy+g8ZlDMF6tomVjOoyZFaiCfSNlzlKJ5hwOiDJK2At28QT0yHkGwYET/+wV8b+7Nc6/H6BvqaHMT2DzI/zewIG4dIJMdbHWcbrBGksIv7Sm/t8vkgVkIiVjDoSrDJhc1EzsDIZwnpO62+6NM21X2ujpJuc6REniEufiQZ4+fN+rXMka+BMlTBWwy96eTWXOCFw5qekd/l8MYfqBEBFzS1wHtx4VzIKEorE0yYvLie5PQ4C2XyjAwGAIIA7UAZYWAWRUwfC1thxvmcCZNsizECfKQDyjY4L5Div/9MrKRzUO64gysW6aiZujXCgLNVj2zbECQ9KepcDoVEgluleyNoMcDDDQNBe9eiInVcDjQCqjO1iz//aRgUpVUIsOMzgsXu/ddDA2kFjaD/65noBU2G/a2/93FPTLtb10yspXNsscw1QQpGwlm0+hKUb/71z7gpNg6fUGGM3WNXE5m51MuRKsTrnLtsw8HOr6SE7fGI6BNu2cfVuhfsMN6Ct0T1UgA3g+naVB49Gz6YBSA/9YokxtkcDxmzTcJ3OLk4IuLFTw5WlGNazTQCCK1hkHziKLWesjxP0MBD/Uet8/sYAn8985jP4d//u3+H//J//gwcPHuAv/uIv8Ad/8Af4xV/8RQAkxfXbv/3b+Pf//t/jL/7iL3Dr1i38g3/wDxAMBvHrv/7rH/HVkzGO8Vk7qLs2KydrQBwlYXtKWgdFB7L3TPRTVgBxgEQ34eWsCfsZ+7/xoA9FzUBJ63CWh6W20iE/IBDWg+l8nNEmMV4Vq1Nh1/UzYyVOnOze6ZB/yEBjAS9SqoSrd8tYyajkoQwwPdORwLFBEBNzOwHOIC3LHBMDRiTFIWAy5EdJ77poduf9D6ZOnKCHOUonmBi3ib24nMTaQYNXcTH2ByCaLcbajWN6Rn0/FQ4g3zBAJAuCi/VhrEM8KLoiLAZkRznKtWxjCLw5hc2FpgnYFtKUlXRturIIQOBMj7OiiT3/6Yj/SIe5V21zZsApKmXRtSCAMz+DDA8TlwLgjmhQ4Oycu7VscyjqdjpKJ+v66ZUUvyYn2wMA1qGFfIMAunHMzqjvp0ISbu7WEZdJymo918TKpMqrvNayTa7xWJ0KuVKUzjli1aFs7TF7TCgSorLoCjxu7NZ5qieh+GEeWsRfUZvqg6Cj2R1WZHBjpwbr8HCkSH3UnALDbA+bx5t7DWRoGveg3uHpocG5W50M4VFaQeR8fyWjotMlXbPZ3H3pzX2sZFTe1NTJ3DHA0gd8RzM7zu/53AV9SKps7kJDc/eNtTzissQBOpu79VwT4oTgAtzj1h6zw2+uF/D8I3EIAnizRW57FPDQycR6tokrSzHc2KlBpPv9TDTAK2TH2h7dQ2eibt0NwTQCVjIqrm1UcGE2DKPb4/uXcz8dBECM9YkHfUOg5ydB5/M3Bvj84R/+IX7lV34Fv/Vbv4Xl5WX8k3/yT/CP/tE/wr/9t/+W/59/9s/+GX77t38bv/Vbv4VLly5hf38f3/rWt6Cq6kd45f0xjvFZnQpjdbIfdZNIm4AcJ9vDnBApYybR+FTYP8AI+GFDQK1ljvzZfr2DfMOgQmTC8qxOqrQqKIxrG2XO7Ph9pCmg03jXsk2sHdRd2gJmrLGAF3FZxLWNMi7MDEacBg4aBhIKPc2dGhWjaJ1R5igQtFvReeUBq0I4POwL8ZwdZAdZoEHjTMg+lHUDhaYxQLOHcG2jzPU8ABE4xwI+F+gZBSac77P04ZXFOF66XXSBWMEjACDU/dpBgzNxAAFC/XntMz0kNWm7gM7qpIq1gzoS9JgGxvoQpqCBEmXeuGC9Z2Elow45yqQqYXUy5AJv/TXoZnucfZsY4LEtG7l6Gz66k4wCOR+kBwybx0EwBAA+D4iDtYZTXBdnIxxEOFmfQcC6OqkORd3EUSpDjpKJU1OK6GJ7GGOwOhVyASFS1WiOZHr2qm1e9bgyqaLYJOnelCoCNmF5nKmtdEiCbZFqN+caG8U2Olm8kmZgKiS5QCpL9aRUEWsHdWQoI8G0SU7Wpw9W3eyObZNAY69KBOlr2eaQSH230nKI0m1X0DHI9tCJ5/NY0ruo6iaWM/1Un5MpqLT7onU3kG24dIWMMXe+3587AgzXc038nUczFJTZA3M3zPSwxn9k7kI8vXVhNoyDehu5epsGiiHH3FlDczcoIeivPZWnldj1MztMhyRc2+izPaMAD9tDU6rIg0pic+79dKztDRzuPIoFujgXwc3dOmKyxFNfJHAzcHE2TJl2wSUXKGkG1nPaEOj5SdD5CPZHmWj7CRyNRgPhcBj1ev1HrvexLAtfubGPF84l8K07JVyciyCtknRWvmHwKODKUgICbKxlyUZe0kwIAhM5E8NdnQoDttXfgDUDSUVCUSONAAWQDp9J1Y9is+P6GWwbks9Dqy6AhCKirHchCP3uxKuTKk/xXN+u9q9tMQYIHlzbKLkWNOtbsTql4uJsxIXybdtGLODDeq6JdEhCQpawlm3g0SnSeyWhSChpJgAbCSp6TCgSEV+GJHz/QRUe24YaEBGi1QuNdg8PShpOJRSo/gkIggdG7xDihICkItFKKxJ1lDSDf67zvXhQxK2DOgTBg59bJVH2SkZFmVYnkMikAMB2Rdds7oyeBevQwrXNMj731DReul1EOiTh4mwE31jLj5y7cotcQ1z2Ye2giUenQyhpJgFCWRJBZusk50/mzoB5aGFSFbGe0whQ0k0kFD9u7dexOhWim46NeFAceK5+rB3UaRTqvg8C0hoArS8b3IyvLMUhAOSaMgqP3NlcJWQfSrqJXL2DhaSCraKOR6dU7ujvl1vweQQkFdH1nlcAejZwhh5iea+k8/dOx4M89VrUTHQt2/XerYMGFpIKNosaBACrkyGUW+71Ew+KxD4mVdgQ+DolKWU2H8RhOO+ZAcGfW03zYICtw1v7DaxOqSjr3THPWcLaQQMrGQUHDROSV+D2xuzP6B7ChgC/z8N/ZvRsTIXIvDrXinM+riwlANvCtc0Knxum4WJpuUHgnW8Y+PRKitoeEKeFESuTIRzU26hR/ck31vJ8vQ/aCqm2lPDX96uYifjRtQDAhs9Dq0RV0hrip07HAAB/fb+CCQFYSqnYKupIh0SYhyRVklRH2/fgnLHnV2uZ/eubJM99Jjqaeb2yGAcEYWg/igd9fP6ZbaZoFWNJN+DxkL5hRs/iAQgED9YO6nTuu0iqEp87QIDE5850/cy2wXVXZO7INV5ZjEPwCGRtTIZ4scmNnZqL8SH7hh8XZ8M8TR0P+rCe0zj7x35OnkkIZZ0ESwkKGo0euUZxQhiyG2ZLPg+ZCxYEj7NHZrej9su1bAOAgOcfieErN7J4finB90vmO5xrKh70otzq8v2U+YV3Dpp4bjHxI+/lc1z//TeG8fmbPmzbxmtbZb7gWYTm7O/ADIGlvkj+u4yEIvVTDgNpr+W0wlMpjCGotUzYEFxMz16NRG2SV+BVXWbPIhFQtomE3BfcplSJ54s7Zg8rDkZgPaehrBtDlOxLt4v45YuTKDRN3Nyru3Q+hO3pICpLtGM0YT1YSTfZbH2u6KOkGeiYPbz1oIKw3wfBQ46lAL2vWruL1UkVtXaX6F24EI+wTJZl8SqoQban/x5Q1rt4/pEY31xYqotT7FMhFyPC2DpWyr6ea/Yjt8kQ4kERf/L93ZFzN8j2rGTY3BHdzoXZMNYO6rBs26XpsSwCgi/MhnkKb+2gTn/fzfqQ50oALWPmGCAdZHbiss/Vo+fKUgIv3S7i80/PYD3bHGJ7mMAZINFxXCbrpKx1kA6J9L0+0zMTPb4mBHCzPIx2Z++V9C7SIQllzUCpaeD5R+JYz5GO7Ewn42R9Ck0DV+8W8bmnpnkUDhs8FcaEsk4miAnzGePpTIuMY3tsmi65MBvGek7DpCq6mB/G9IjeCQgCXBqRSVXEWrbJWZ9C00BC8fP0wOeemsZ6toFyq8tTOOPYxv6cSljJKNw2ncLesm5yNoilv5jWxVnhVNRMtM1DXN+u4VxGRqFpcO0WQNLYHo9nSJieViXcyZP7MQ9ZCqyN/Rph+kaxPex5rkwS0Cx5PVzgzeYs3yD9q2I0feu857Us0f4MpnDLLdJP7MoSZV0nVSQUCdc2y0jIEuKyhBs7NdiWjZRK1m6x2cFyRsFatulifqqtLi8EYXPHxNGidwIQBOQbHZpiFamOMcGr0VKqxPU/RvcQK5Pq0H4C2LzIgMgbPEiHJK6JzDc6tFBCwXq2we3RsoFcvQ1xwkOLWDqYDI1memaifQb9KHtk+7Btu/dLpo9cnVTx3fdLiCsiGJXGUlzOPTQuizhoGK79lAG9ZxfiJw0MPw7DWcruNFKWjvnGWt6VGokGfVxsXNI6uHXQwHJaISCFNs0TBAHZpomVjIKbtPLkoN5BlGqAGOInKQbAZBqMCKnyyoSIA2VA58ZOjQudWcqLiArrA0aKIVFvSpXwlRtZvLic5LqkdIikfJbTCjYLGiZDEhjQIamaBnfaZPMwkVFFoiGwLBg9GzaAWruLS/NRnqver7VJRYLHgwylYwESXRaaJs6lVeQaxkgAxKjYi7NEzHxlMY7vvl+ivThCXODM5qOkdbCWbeDyQswl/mZ0MNM4XV6IUWq36YrAy7rJ546ltBjgO2iQVGZ/7gwODp2aHgFA1KHvublbJ8xQk9HLfaDz6ZUkrm2UuGiZA9ZsE+WWyR0oe4+Vs+cbhkvHszIZcr13Y7eGlUmiB4vLEnJ1cnZSNCii1u4hqfph2+CCWKZ9YWvyuJV5zt9hZdDs95OqH7V2D88/ksDVuxWkVBFxue84nc5yPdvEL1+cxEu3iwAIg3Jtk6QxS7qJdapr6jvQpmudExG0n//OOCBk9GzAJvqj1akQbuc1JGQRna6F/VqHOjuiqZkO+136ntt5DZEg0VHxNF2zg7VsE5cX4/jmehGrUyHe1O7yYj/9ZvRsrGQUlwP99UtTuHq3iJLe5YHJi8tJXNsscxBUbvWo0+zQhWjz/jZFzUSnayFX7yAmewHYuFdsY3UqRE30aEflrMwDgGrLRJRqh1jqaxAA9fU2fBVwsMPmrL8PueeMANYQVqf6gP4ba3nsVYm2ptA0eIqPtTC4vBjDWraBYrPT1z3JEoyeDUEAsvUOIgGfS+MTpcHBQd0gR4bQdFlC8fPS9UjAx1OsDOj09WYiv4+1bBNlveuywy++sYd4UMQKlTuQoIl0Kk+p4sC+6unbY0bBtY0Snn8kjkLTQFk3eArcCW6YNuuotNdgx2ZujyMAEAsYP/lInAue+ymuvlygpHWwkdfwwrnEkD7ypJz9YzJO0cM6Ly/EXIJKy7K5I2RsztpBHZNh0nyQVQRFgz7s1zv855mQnzM4Jd10MT9OjY+T6WEOsqQZ3Gh4JDQG6LBI2G2kPhcL9MU39pCQfXj+kT6bxXQ+jO1ZTKm4nWvi4myYAyMn61NsdhAJePHd94s4nQggVzdQa3cxGQ7g4lyEl+UzQxwcbE9enVSxVdQgCALOpkj0xpo69pkWlUcngkcYyfqw+Sg0TaxOhZFt9o0+3zC49udPvr+LhaSMLGXuVidV4qQoUJqO+BGVJf77Tran1jJR0p2sHcmfVynTs1cjgFX0EsaKMT0MRFV1g7M+5qGFlYyCl24XcXkhxnU+bL0RwCq4dCHsvW+s5amDrPQZunqbiBod78EmUe5+rY1IUEStZWI6TJuzWUTsO6mKEAQMsT8fZDhZHkEgzRD7DehseAQBmbAE89CmgvphZ/n5p2dwbaOCdEgaqsYD4GJYR63ztWwTtw7quEyDEaYBYulIwgoQxyd6J1zMDwNJgI2U4uP9ZNayTSxn3PqeqZBEGLW5CAQQ1md1KoxsndyXbdm4sVPjKVBnxVdJ7+LKEgFIV5bi+NKb+5R1NbhOif2MpM0Yc9Bne1anQpz1yTfcgOfR6TDSIYmf1/VBBqtiFAQBPg+xmQzVSg2yPewajJ6FWFDkYJOwHeQeorI4xJR8/ukZlFtuELuSURGXHawrZXgSih+FpoFsvYPVKaJ7OqhTljVL0vGESe5hMiS5ND/EJg3KvlpYO6jjwmwY+7UWZ/MGWR83YGsOsTtOO+wzV03XewwQLaUVmoZnDK8IxmLHZR+++z7R9dg2kG0S4MWKW9gaZTqgcfZ4lMh5EACtHTRwZTGOq3fLSKkS4kEv31dZwHhzr45C08QvX5zkKcnBwPGknP1jMATaQC/bNLCQlElFwmQICdlHEXI/NbI6qeKVTfLe2gHJ00+GA9gqkkZh0aAPt3Nu5uegYZBqLhpxR0cwPQB5DZCqp8WkjJJuYu2gzh11NOjD6lSYO9BBIDQqOmYpsJLWcS3wb6zlOdszFfZzBmglo/K8OmN9cvUOzEMbCVVCRe9B8Ai4MBuGx+NxGO3R5Y/E8A2kQxIenQzh+/crWEoqbAZw0DCQUgkIcQIhJ+vzxLTqmg9WlVXVTdd7t/YbuHVQx0KS5MarNO0xyObc2CGtAUb9fHUyhEKTtBSI0K7NhUb/db7ehtHtUZYu6GJ6uIOkrM9kyI+1rEY2Pcr6CYKAbMPAYiKIP/n+LuKyz8UCsXTX4HsvnEtgI68RgfRSgusKmNPfLDQxFRKRoQLQ1akwdWBh7kQZ++PsGkuEydZwNZDjPfZ/neyA0zk6BcWTqoTNQtNxbSq+sVZwCZMHNSErGWUozUUcaJfYwWI/NWL2LBzU2kQUnG1SBspGtt7GymQIN3fr/aqzLgF++zXCGBSaBm0M10M6RHqkhAM+ZOttWqVG9C638xpWJkO06WMTLy4nsZ5tQPJN4OdW032m4KCOaqvLU5dsXToZk5VJxcEO9Bmdh/3MKfDdKrY+EOBxtiIYRQgJgoB808BCUsHVzRLClBkBBtkeG5OqhGsbRc5sMfYOsJFRRHz17QP8+qWpAYH+gEwg62aGGDi6tV/HckaF6J3A2kED4QBjxd2MzuoUSe0aPQtts4cbOzXABiJBH38dDYq8fN2kTJEAG2G/l/fqubwY59Voq1PqSHbHCeJWMiqiMmP5YzR4iuLaZgmTjEUT2Bl9/SquT55NEI0fBV6TIQLwJkN9wJOQRWKPA12c8w1y/h/76qyEnQxJKDTNkQxQSpWQ00ykQ34SfNA+ZM6AkWlWv3Iji5VJdehnJ+XsH6NxKh5EjYpEF5Iybh3UsJZ1o/y1g7rrveWMCrN3iNu5Jv7+35rFtY0SJsOBIeanqhtc1+PU+Ay9pql8ibII+QahR0mEIGAyHODpr/16B91Dy8XujIqOGcuzdtAEce19I8g2DVxZSuKVTcIA5eodHDQ6HICwv2MD8E2Qv+/3efDoZIiDImfEcZzBANDqVAiCxwOfh9xnRiVam8mQxBs6MlaNsT4sbeXSf4zQ+axOhRCVJRSaBjYLGlanQkjQirZPryRRa3WxliU6rVc2y1iZJPM4iu3ZKGiYpE0mk6pI+38ISIUk3kl4kOlxv5YJezelIiGL2CzqmAwHyLpokftcTARxa7/BS9f766059N4Xrj7AL13IYD2rcZaHfT2oE/ZuPadxgJNl80m/Dqa2bBtYzzZwNh3Ea1sVnE0HcYMezRAJ+LCWayAS8CHX6IwEQClVRLZh8K8MEK3nNCymFF7m7nTmawcNXFmi80md0DjQTrrngqQ4HEDniZkQNos6ErKI1SnCJK1MhqjzrONcWuHMT75pIKX4ANj89UG9g0hQ5PqOqZBE9CID+p79ags7lRZn7FYmSVWdkxVglZ/smv/wu/fxi0+k8dV3c7xPTVIN4HnK/DC2g/0sofgpc1AcYntWp0K4tlnGYkoFbHwghsfNzpFz2QpNw/UVto2yZsC2bMQVH2FGRgBa53w62btPr6Twtffy+M3n5vClN/f5fDJ2x63VIqmvL76xh+c46xpAVPYh2yCsbJSm16u6Qc+qImlyxtqlQ2TOblNRcq3dRaFp8tc2XZuidwI2SNFKtdWlKWmRpszaWEgEsZZ1A6FR7M6vX5rCV9/JIsPOaaMAJ9vs8r3z0yspXNso8a+sv8933y/jymKci7KdX52Axwlw8o0Oco0Own4f1nMNhP0+5BqETdwp6+iYPVI4QStO2dlebO/s76EGJkMSNgsa1yuyYHYlQ5jvpbQ6FNy/uJw8KWf/OI3tShs/t5rGZkFDoWkgGhBdmxkTyDJ9z+WFGK7eLXKgwzqVvrJZHsH8HNKIk/Txcb7O1du4sVPD6qSKfNNwMUARv5f38RlMf20VdTw+E8HVu0U8txAd6TycQOGXLmTw1XdyjgVOmQPKBH1jLY8IbZdfaBI9z3q2CcuyEJMl1NtdJBXycwaKPgjgGT1s6gSj+Orb2SEDZV8vL8bwZ9cPsDKpYr/ewWJSdmis3NodAhgaqOgk6iMbjxtUrEyqI+bRj1Fsz1JKodoiwo6lVAnTET9qrS4BhpQtIBU7Hc70MNbnnf0GFhNBVxk70/msToawVWrBBtC13CXtxKES0TMDCN9cL+Cz5zP4o1d38LmnpnFtk5TSXt0oYzmjcrYHcKe3iJNzf80oItYOGrAsC4spFW8+qOEXnpjCmw9qWM6oyDU6ECcEJGQJ4oSAsmbibCqI1zbLyCjikANlX51pr6mQH5sFkkK6yhwDrbIj0SZxpIxlHQXal9MKdiqk2Z4T6LyyWaEiVcIGLSSCnLGJBEW8s0dSUDd2akirEmrtHjnaJURSJqwceKOgcZF4JOCD0bPJ6yDpt7RZ1PHETGgICC2nlbEB0f91ZR7/+eX7+L+uzA8URfT1QSxNdHkxjmsbRV5mTnTMFg7qBEwe1A3Egl6UNQOMeXE96yPs72Hs3Fq2iUenw6i1e/jk2SS2ii2HONgNVp3zeS6tuCrW/vHzp/DnN3NYmVRxUCOg4tZBfUj3s5btM7Hv7Df4/Eyqkgvo1NtdrE6GsFttc4G20bOQr7c5U3cuoxIh8VwEKVXkrwvNDoyexZmevSqxyVqn91AgNIoF+sLVB/iNZ2fxNQZi6Tqu6gbZm7i+sP/1T76/izPJIAAbOaorYmkuZ7prHNABbFIgkiFgDhAQ9vuwlq3D6NmwbAtv79dhWX1mfHDPXJ0kz2cxpeKgMcz6AAIyqoivvpNzMXU/CTqfE+DzIQ7WwPDKYhywbVRa5hDjwxgd5iCfX0pwoBMJeLkj/e77BdgQeCUQINDD8AQUtK7rtW0T8V1JNyFOeGDbgGXZlA0CT4sc0LQIS299/ukZvLpVwZXFOL79fgmXF2JDFTALSRkHDSIU/PObOfzj509xMMQ0B+tZDRD6+sWqbmJ1kqSUfulCBm/erwLAjwToEArX4JGJZdlYSsr4yo0snjoVHWugB3UDYSo03SrqmKIHvNog7IGz/JQBm54lIBXy45WtCmeFvvjGHp47Ex0COs8vJXBto4zltDzA9jS5EDzbMBAK9Gn3qEzmkOhriKOPBHyc6TmXknFrvw7fhOCaR5beYgzP55+ewVaphfNTIXz1naxrE1o7IFqWhUQQBzVCPeeaBn7h8UkeXX9zvYDFpIy39+qc7RlMbzm/3qI9Xq5uFPG3TsexWdTg8QhEMK2RyPnt3RoiAR9q7R4em4lwx/it9QJeXE3ztMitbGPIkY5iCci1ydzhv3S7hKU0EShvFjQAjGUdZnyubpSQUkRsFHXaA6b/TJxARwBQbXVhWYQ29U2QNGw44EOhSZzfzd06YNuI0HSIABuq34tsvY10SCRHJtDKuKmQhKsbJVxejOOVzQpWp8KcsXtiJoSrGyU8R4OKQcbnv17bxu/8zGn812vbrqCpa1lDDBhh6RQ6b+TZRWURtmXRdJmFmEKA26PTYdczjsosUDkaCI1j55xfc02TzoOKr75zwFOU7G+tTBLm6cpiAu/sN7CQlDlw+9Kb+3h+KYGk6sdmUYcAwDy0R6aMTFrh6fP0bfeVrQpWMip2qcYlHZJw66CBlCpxtiff6CAV6guaC5rJ01oMxLBjhPL1Dgc4j1PNVTrkB2wChFYmQ9gstbheqKKTQOXyYtzF+HzxjT185tEU/sdru/jHz58aupf+fGIo1VXWuoAguNJb7Cthd2ys55o4m1JR1gzUWiYHOplQwFUgkgn5RwKhbJ00hkwqoiMYJQw92zunwsTGltMyrt4t8cD30ytJfO3dXJ+pczDp7IiYj2qcAJ8PcbAGhtc2y4AgIBbsMz6/fmkKf/jd+/jcU9Nc31Nrka66zy1EOfMDkD4a4QBJAd3YqSHsJ429JNpFLqWIqLZou/SZMDSD6HryDQOPThHWZ6/awupUGPVODzYEFxAaTG9d2yzjXFrhkTRxDDWub9ks6EgqIhc3O8HQV24ccLFtNEjPNRI8sGEjrpCGW0+fjgGw+xRq84OLKRngsSwb0WA/Qqm1TAgTEzztVdGIFopRuSz1tFnQ8Ph0CNc2CcAjUVcSX30ni198Is3npg9Qi0jKPmwWSIOutYN+pPn2foMDnZWMwsve2c+cbE8oIPJ7qOgk9111iCo38uT6JN8ERK+HVk90ONPTtSw8OhVyzSNLbzkZns8/PYOvv5fHbzw7iy9cfeACcN1DspVuFlt4cTnJ9T2LSZmDocmQhO2SjkmVVuE5UmBEz9NGUhFxc7cGyzqEeWgjJot4v9DkDdVc8wUi5B10jM8sxHG3qCMW9KJ7SBr43dytI6n4+P87qBuwbculDSHX1mc0nLqQzz01ja2iDrBnMpC2vLIYx528hivUwTLnyYCObROQsllqcedZaHbw6HSEN8djIGg5o2KDAi1WCp1WJVSoLunCTBibRR3LGRXXNst4/pEk3tkjtlTSDF7R9cpmpf8zxm5kHc7ysbTLWf76pSl89e0DnJ9UsVnQ+D7z4nISb96vDLE9gIDNooZfvjiJN+5XAAgjwYogCKi2TA5OIkER+foHi9RtKjxnaa/b2TpmooFhgFZrk+egm6i3iA0Mvr9OgfxGUUdKEXFto+hKGf2vd7J4fFqlfaXCrrTXVZoi2ixoiAdF2sGaaGM63UPYlkWLQojt1dsGL2Nn68C2bUg+LyAI2K22sToVxp2CjqgsIU5B6+PTIa5VYuLqqCzCBvDKZtnF+FxejOE7G2V89vFJ/OlbB3x+nztD9D2PT4cJY5jpp7GubZTwyxen8OaDKlYz7vTW6qSKW/s1mD0LuXobi0kF379fxiMpFSmVpM5ZGwLn4Gd3OYBQtWWirHfxSFLG61tlLhWwbRvRoDjE+ry9X8diSuHB+Rff2HMzdY0+83rC+HyMxlGMzxeuPsBvPDMz4JRC6B5aeHuPOdISljMyNgsanpiNYItuoHfyOl/MZu8QuQbR5iQUCbdzTSylFOQaHRfrk1Qk3NonlU3sXJ0VmhYZTG89v5RAQTOx5EgXRAMi17f0o2Q3GErIPoT8Pl7RxCKDlYyCq3dLWEiSs5gEj4ezQAwg2bY9FgCx6KzfxbkPeGotE4LHwzVEpLyW/J+psIRKq4do0IfNgs71SPv1DpaSMl7ZLOPKUhJv09QRM9z/8douPvNYyqUluLyYcDvLSZU2eQM5cDDbcFV7RYLkec1GA1jLNnAuJWOj0ERKlVBrkQ66XYuc77NKhbOwbYQCIv+MmOyn4mfC+vi8ApKyiFsHzX60WSPVWFulFh6fDnOwOio9wp3llIrNUguff3rGpe+ZCvuxUdCxMhnCK1sV/MPL8/jau3lHpE7YgWjQB/vQwmubZTySCqCsd1Frk3YJozbZowYric6EyInRZc0YSn/Zto2oLHKW4Gvv5vAPL8+TqH4yxFNeX3MAvc8/PYOtoo7zk6pLJPvrl6bw1Xdz+OlH4nhlq+JynpulFk37krL2y4txXN0oIa1KmIkGsXZQR9hP0sqkDQFJaah+LwTKtLB5Nw8tLmZeTCl4e5fYSlk34ZvwQIAD0FKws5Zt8J+Zjs7blxdi+M7dEj57PsOdJUuXfP1WgZeyM6bkN5+bw9fezfF5i8pEwxKXRVzdqOCp01EAGMnqsOqsbMNAUvHhdraBpOzDrf0asrV2X5g+IFAndgqalrQQCYo87SV6J5AJB7BRaLhE8xsFDdNhP29F8LV38/j0SgqbRR1TYcnFvDKwenkx4UoZ/eazs/j6e4V+92ZH2uv5Rwjzw+aRgaDltILb2QYEj8fB2gFhv5N9FalMwKZnt4mwLRu3DmpIqRImVZGDnVe2KpS1qvN5lLwTyIT8jhRdkwZQZZxLyXhls8RBz2IiiHf2G1zfs5SUOetj0+anV+9W8PR8hKcZDxr9NJcNwlA22iY8Hg8J+iY8qLa6RAbxEOBq2zYFSBIeSal4aS2PF1ZSuHqXyCCq9DxEJ+szGZKwU27xliWkkpdo1pjOZ7NAgo/FlIKbe3WcigePvS/8qMcJ8PmQhrOB4SDjQyK4FP5ogO68tlHC4zMR7kgXE6SyZyml4HauSUsKiziXVlBrd3kpe6PdRVKReNklBPIe0Gd9CpqJ7qGFOE3tMLBzeTGGVzbLeH4pgbf3yN9czzUxGw2goJmEvck2UWmZXN/CqmW6tOX/VlEjrMlmGY/PhDnYYZHBfr0NCECpadIybQkQBC56FgQBVZ3QzJZl4dZBHdlaq5+vrneoIK+DW3t1dMweKloHBZrrZn52FAt0ZTGOb67l8cJKElfvljjbYwOkyk0z0Ox0Ydk2FhNBfOnNffzCE1N4Z7/JwRBh5UouFszJAD06FebC54pmkuuut3njt0hQxMt3ClD95ITsdMiPW/s1JGUfPUCynwZLKSIq9PiFyZCEhtHlrM+jUxHaldVCPOij0WbYxVo5RZWD6ZFRzvIzj6Ud+p4yYX2q5JTtq3fLuDQfwUGtxVmelCpB8HiwUdTw4moGf7lexFJSQUrpR4cf3FYYGyRhKa3y9Ne1zTJWp0KUzRSoTqWDS6ciuLpRQVz2cXbADVrTvGPs128VXKzXoLMcdp79tNfbuzUCagTA4xF49Va93cUUT2kQhqdKu1UDRE+SUghATakipsN+1NtdDnYenSa6EVIVVHeBnVWaMnl8WsX/omnKQQb2i2/s4bPnM/iLt/P4vz95up+CrnewMqngz2/m8CR1kkxH8+aDKp5/JI5S04AgeFysDktvMQDEqu9yDdKl+83tGiSfF9lamx9dwb7mGh3kam0OhiJBEdVWFx6PwNk6lqxRJR+/poNam6fjLi/G8Uevbrvm7Wvv5l3MK3sGTsAwyIINpb1oMPL2Ht1D8zquLMVxbbNEKr4mBMraKTwoYWXsnAGyCQtZa/eQCfnR7REAOQrs+DxkHiMBoqmptki6KypLWKWd7peSMoo6ETEz0MMKPdYOGvz7zaKOF5eT+H/+egdXlkjPMHgImIkGfbAti+jqVNLkU/R6kFD7PZVIQEEYn3EW6Qw2o0HCPAseD55djONOXkdc9tG9m6TanKzPtY0SXlgl+iS2p07RVD/T+XzuqWmednYekfFRjBPg8yENZwNDJ+Nziy7ud/ab+P9QXQVjWpjGZnUyRJkcA81Oj+tPWMor3zR4+TqAse/lGh1EaMml6PUcCXZItElKUVcyCndE1zZJ+qZ3aHN9C6lKyOH8dAhbRQ0LSQXvHPQjloWkwvPCtm3jzftV/NITGVzfrlGq1s3yADahZZsG7uaa8HsnkK0bWM82iTBPAM1Dk/L8vEYo2X5lENl4nSwQ6PEcgkfAIxmVpB4EYK/WxlJSJlFlJID1bBO/dGES13fqvBpq7aBBdAD0exJNuxkf5/dO4XMk6MNejWgHaq0uB0ExRUQm5MdmgbQo6FrE2cfkvk4nRFm1Lm3CSNi7EGF9/F6u73GCnVc2y7i8mMC375awmJTx7btFrrcaZHyc33/xjT0sJIJ496DB9T0LiSAEAG9s1/D8IzGUdXJu1kZBRyTg5ZvtpEr6ilR04hiFgQ05/wH7wOTrbUSCPlRbJGJ9ZiGO9ws6osEJ7NdYHxggKpOUriB4eDfnNx8QvdhiSsZLt0t46nSU60VGgaHBZ/KPnz+F//H6nst5Gt1DDnAuzIa5ziffIE77k2dTeGWrwtMnhaaBSFDEfq2DQtOA6vcOsT5LaRX5xvHAzueemsbX3yvgNylgc6bmGMjJNgysTqn45nrRwbpqSCh+hAJeCILQL/3PNfHkfARfuZnFYor8X9g2Fzuz9FYkKCJXb2PtgFTdwQYaRg/PLMSgdbrweQSsTKqod8j5Y4yhC/knkK21UWmZ8HiIwyVaNTcYSof82Cg0eHpwOkzY2Wy9g9kYYT0WhpjXNN9DnYwPZ8H4HtpPbW0VdbKHdg+Rr7fRaJvUKds4qHUQ8vtQ1LsUgBr8vUGNT9gvUplAX8ycVCVc3SjguYWYC+x0D22sToWwUdT5OWws3VXRDawdNHF5MYZc04BvwoOybmIxSUDOVqmFVarXYqCHzfWvXCSFB0tJmev+IHhQ0U1EAl5cvVvE06ej2CxoiI5gdwRBQGqMVivf6CAa8BHAw5tR9tmfrkW6RJs9CxXd0YxVABKqRDVHwH69jYWkwuUCX3s3x4ONK4uk2eJHPU6Az4c0nCezOxmfaJCAFN+EwFmdt/cafKE/txDFd98n/SogwJXy2siTqKTZ6fXLl3UCUBr0KAdWup4O+dFod5FrGDC6PUSDIk+D3dytc7DDdCTdQwvRgA8QBFLRk+6zTNc2K3h8JowtKgblzMG7OSwkFdi2jUa7h5JG6E6AbMIRKgJ9+nQMf34zh0vzEby9X3ezPAEf32zDfi8S9P7SKmkMVm2xFIrEjVOcII0DSU7ahCJOIFfvoKobEGhr/Tztj7N20MBqRsWb2zUOvmyAVlaR6q7//so2PnM+jc2iTrUyNq2O0pFvGhRguBmfVzbL+NRZKqKkwuekKuGtBxWcnyKag5VJog+xAUheLySfh7J2BSRlH+od06EpMJFSRNQ7Jk9npVQJU2E/GkYXuUYH5uEhVidDRIC+lOTVXdc2ijSVpuFTjyTxylYZz52J4gtXH7gYH84AXX3AQY7PQ9N09PuNoo7Pns/gv7+yjcuL5JiIpZRCflYgqdb/9fYBnj4Vw1apRUShzQ5tDknp9aCPgoSjB0uNpFRyHhIX6FPQ3aMbr8E3XoGDoMWkTFiC8xlsFTVMhfywqf6o0WaiWhlfenMfnz2fwXfuEqDoZMF+/dIUvnD1AQc9zHkyDconz6bw6lYVKxmVVIGBNC8s6yZPn6QUEXUKygHSwFCAMJb1yTcNcsAlBTtM1Hx5MY6vv5vnYMcJ0JyMz+WFGAqNDjYLpKO2eUj0fFtFjVdzPT7VD0gO6h2Umgbiig+2ZXO2x8nyAAJSiojbWdInSPV7sVVoIkN7cXk8hE1IqBI/usJDj8FZTCp4d6+BxbRKPq/eGWJ/2FlpjPUhwnSFnllGUl5PzISwXdIB28YCY14fn8S7B00sJIK4tlnGTz8Sx9eGWLDimNRWkSS2PR48/wjRPxHARezK58EQ2zOo8WHvJRURtw5oA1QAIXoPDOwQ0Ep0PotJGZZto6IbqOpdZFQJPSrKvrZRhgBgdSrEgchWqYXPPTWNr76Txfkp0k5hKSnzRp3V1iGWMiqmokFsFDREAyS42CpqiAYl2LaF93NkrynS88acICdNA7BRKS8WeKZpDyDADYZSqoSdSgvn0jRwdLI+GRXXt2v4xcfTePl2kcwbDTb+70+exl+8ncdnH0vjla0ynqAnFpw0MPwYDOfJ7FcWyQGQoteDaqt3JAi6uVtHOOBDSpUg+SaG3s83DZ76YmXt69kmVIk06mIN8CAIRBANG5VWDzaNJmwATVqG2T20uINPKBI2qYBwKSnj6obb0X/t3ZyrKuGPXt3BpfkIAOD6ds2lE2Gbrm3b2Cm3MRkmm2ahSQ5WdbI8t7MNWJaNkN+HraKGTMiPR2ci8Pu8iFEdhSAIyNWJQQbECaxOR/j5Y0sJGe/t1XEmqdBzdSzeMKugkT5G+/UOnp6PkEqv+QhJnVBG6KBuYD4h4+29BmeCzk+p+Oo7WTy3QA9EpKyKM+rmqSVauv74dAjXt2v4jWfn8PV3c/T9AmyLiGYfnXILnAtNA2E/+bpfI9qQ29kGQhLRVZiHh4gHfZSZS5Fzv2zg6kYRz52JYu2gwau7QgFyr4+kFBcD9Nnzaa5X+pPv7/L0yGcfJ91+N4o6VqdCXOy8UdSxSJ3IfJxUONk2AEFAtd3FEq2mmo0F8Pq9Eu1KbCAp+0glGmykaaXJcTY5zvS0u0ipfq7jYsxOSvVjp6zjXEZGmTbBiwRFbBaagCBgLk5ZgqTCe+7cyTdxZSnJxc0LSRnXHKDVCSi4zu6797GQCOKdvRoWkzIEjwDfxAQtNHCDoT5L0IYiTeB2rglF8roaGEIAFMmL27kmjN4h4kGSGvnk2RSpG7Thqu66spTAt+8W8ZnzGc5y/FcHaHUyPiyIem4hzsXNnHWlZ+a9slXBQpIFIEQ8/a21Ig9K6KT2AZBl4dWNEs4kZDQ6JE21PBmi8zh+/mzbRlEz8exiHPVOb4j9YYCHVb0x1qfeNkidkk0aRi4mZQL6npvDmzt1CABPH3k9RAd3ZSmBr79H05bfvY/FlIKi3sViUkWh0YHXY7tSWyG/jwdJg+8ztiff6ODmbp3MVbYJVfIhT1uBrGRI53nGBLEUF6nAC6PRNpFURFzdKHCdz+WFOG7nm/AIAnoOBigp+3Btg1Qf2gAJZNMK7hQIWHWWty8lZdgA3tqu4ZcuTHJB83q2gaUU+dmbD6r428sJvLSW64uYmwZS6jDIOU7Ki81lvklAXoGCoaJm4Kn5GL5/v4zFhOxifQ4aHVyaj+C/vHwfv/0zp/HWdo3b2zfXC1idCtHmvQo/juOkgeHHYDiPrLi2WeKLc3VS5Wkvkn4REA340D20YNk2dittwq5Q+pOlvBrtLmd7piKkz8+t/RoAcrxFtd2jQMp0sT7NTo9TyxG/F7dzDVxZSrhEzQsJmTqMBGc5llIKFzj/4Xfv9x1EUsa72SaeOh1DQTOxWWjiM4+lCUOwEOO6HgB460EVL9CzpKJBEakQAUWRgA+WRcSxpxMymh3SuXl5MkSb+dmcteEbLxfg9aMT2DYKehfPLSVwr6QhJBEdgtk7JODGthEJeEnqy0NOp48pRPBs2zaiAS+v7tqttGDZpBSeUbVffzdHgCBlh1hlzuXFOL59t4SFpIxv3y0RZ7NZxmfOpzkgfHu/gaWUShoqej24dVDvC5wps2PbNlI0L19odBCVRVT0LhWjukGOOEEE3KGASKJNi4HWFpKKiEany1NzjAF6ZbOCzz4+ie/cJdod0odGxXq2CRvA5cUYFzsz0APbxnaJVKqwFBdoVZANoN4yIQA4l1ZQaJokpdfuuVgeAUBKFnHroI6Dagu2ZaHYNFCkh57mam1k6+R5F5oG0qpE0nk03cWYHUEQ8NSpGP6SljhvFsghpeR0eA2PTzlYgiQRjP70ImEFSGWXhkKjg8WEzIGDk/ViGpEn58K8Uqva7gI2SZka3UO8fKcARZpAJiRB9E6QeaRNKAUIiAa8hB0YaGBYbXURDXg5yGGpEdFLPkv1e4ngORHEtY0SzqYUvLpFqn2+s1FygSAn48PS5l97J0vW6Ht5DnJ8XgFrWQ1nEkEUGh1UWyYUycvBarFpuM7Tsi3C0NwtNPHYTBg3dqpYnQohEw6g2u4eu6KLaTcY+7OQUlFqdijr6htifUKSD+tZ0k2ZPEfgybkw/sdrO/js+Qw2HOXrUfo8X9kscdD684+lONhhQUwsKHF9T6NN2IqtojaU8npiJgyfB7h1UOeVslXdREz2cRFvJODDeo70ioINzvo4Qc7zS0kUdZOzP4SVKuFcWkWj08P5aSKqv7wYw52CjsuLCc74PLcQw9fezeGnKZvPAsmn5sI81cW0d0/NhfsNQgXCqM7FAriTa2ExrXDdTyTgRaHRQTokDTE/tm2j1CTMn2VZyNZauHVQR0ohLRuAPtNTa3WRCvldIEjwCIjKIrYKOmzbQiRAtI0QBPzMuSRfp1tFoucxexbiQS828hov6T8pZ/+YDHLsQADvHDSwmCQMzXJaIdEjBTs9y0JS9uGt7RrOT4dxfafOkf/lxRhPedmwSe8QzeSpL6N7CKPbg20DmkHAjWb0YFs2OmaX6CzQ1/8wzU8sKLp0PlcW47ida+JsSsHXHCxHtdXlmp/PPJqiG04ahaYBL9UEEIej4DubZVw6FcU7Bw1YFKlUdQPzsSDWs01yqi+AWsvEYpLohzbyGs5Ph7FV1JBQJUrJktTXw9IkTMTMUmaCICAui4AgoNkhG3ZZ7/JyTiKMJeLlb97K4bmFKBc494HOHNf5PDUXxh+9ukPTXxpnyvJNg4IcwiBsFjTqkAgIemevgfmEDAjkZPlKy6BOlGh6WMTJmB3B44HkJSaZVCU0jS6WJ1U0DVJKq0pevHynwFNcW6UWiTaNLpKyiKsbRSwkggS0LhIwm2saWEoR2nspKbvSYJZNNqXuoYWMKuFr7+a581xMyhAAvLlTx28+N+d6b6Ogo9PtId/oIBQg183ADktzMeYnR1mbjaIGkXbQXss10O0domfZWMs1YPQs5OrkQMkyFXKzcvdBEFRoGpiNBfD2HonMqy0ThUYHCwkZX6fdffvRpuIq4b+8mAAEARtFbYjx+fnH0vjORglPzkdQ1LuE/ZoMcee5UdCQViXYsIk2iwYiDAzJIjl9vWmQ07erFExPhSQ0Oj2sTKpoGoeU/ZnA27s1l57niZkQiYBtkloqNg0sJOSRIGghKQ8xPp85nyH38SgBAcTJh2EeWriTbSAd8qOsmTiXkbFdJuwXqwQk+iwD2XobYT9JgT0ot/CJM0yPQSq7xjF3PEWpiGBRiJP9uV/WoUpEE7bOzjGzSU8q/lwp6F1Mytgo6vAIAtf5sPcen1bx5v0KUoqIhYTMWbCvv5vnYKd7SJhjFlBsFTVcWUzgTq6JM/HgUMrr1XtVNxjqmFieDKFhdLE8GUK9Y9JnJcEveiF4PFAlH2WEvBzkrGUb8AokRdhok2Ag5CfHczAG6zeencVX38nhXFrB7ZyG55cSsAF8nQZWjOF5Z7+/b7BUl/M9luKCbaOsE7G0ZnQRC/q47qeg9cFOSvWjqpvomD2s7ddo1S/RR67nGsjWDfi9HmzQPTBXbxMtImV6Cs0+CIIgYDEh80ov1ox3MUm60Rc0kzCvBw0ekJyfDuGr7xAfxkDrSTn7x2wkFQkbRdKZ9OpGCUtJGSmFUKYJRcL1nRo3gs+cT+O/v7qDp+bDPLWVVETsVTt4fCbsqvbK1tuEuaCgiIEbGzbu5IkWY6uoEYfa6eGJ2Qjp72MDIb+X63yubpCUBUnT9FmOntXX/Hz9vTzdcHLUkXu52HmrqONsioAA69CijoOk185NhrBbafN+Pux8maQiUsGyiclwALFgXyfysM6xAJCjZ13VKAvmBEEJ1Y+KbiBEnSRsGxH/BI9QBtNao4BOQTPx1KkovnOXCLXv5JrkWQA87XU710SIVvmw3jwNg+g6Ngsk0uySx42NQqOv6aGpnIre7bckOLRRaHQQDhBnEw5IgIAh9oeJma8sJnEnr2EppaKgGYgHRQK+EkHCJuomvBMCcnSDulPQuU7nbp5cy92Cxjs2M8aD6Xv+6NUdXJwLo6CZqLa7UP1eRIJe7FBHTY5qEFBodFxgp9LqIlttwehZiCsSdNOC12NjJUOOffBNACuZEJqdLmKyDw3DxJmEjNc2S0jKPpSbBnKNNmVHydwRwaXgSnmlQ37czjY4S8B0PgBwaT5C3nssjWubRHuwlFSGGJ///V6OrNuiBtu2sEjTu2lVQrll4vlHktgq6VjOEN0F0/TABmd5bNvma2BQyEzWBXFMTs2PU8/zD2lq52EgqA+wy1hMKUipEv43s8n38jz19b9u7sOyLCxPhrBJNT9/uV7CU6diSIf82CyS7tEAUKJpiHf361hKk6Mgap3esVgexuSwc8k4CAIBr+fSCgRBwE6lhTPJAMxD0vivoJlYSMrYLLXwM+eSfD0xoOPU+bjSX9s1FDQTP/9YGv/55fv4zPk0AKDS6jM7TrBzbbOEqCySVFhKpWweHKlLCoYEgaSbNdP1dbCMnTFCjP1h8x2TRdwp6LiylOR9huot8nN2rZ89n6bVpyLWsg0IQP8+Hksh2+hgu0w0Qgz0WLY99J4N4G6egK+KbiKuSJwBIqysjVqri7B/ArcP6rBhI980YXQPAdjwegT4vBNYzYTgFYBG5xBxevYjY5TKTVLJl2SHywqkMq/QNLCYVlCmGYoUPYaE/dy2bQKuaSD8dc6Y55EK+bGQVE6OrPi4jaJmYCmpEkeVlJFvGtgq6biylMCdfBNPzkVcYEeVvLCsfsrLyQJFAz4Y3R6v9lrOqGh2elzczFJh59LKUAqLdWSutEwkVQm7lTYsuw+anpon18Gcf0KRSGM228Zn+IaToTnmGq/oWkwpKGpkk69QQdxmQcNzZ6J4aS2Hp06RniGbNNVGfr+CuUgQEMi5WTmmJTnucKS9mIi5xlIUAR+anR7CtHdPUhFxO6dhMSkToKSI2CnrPK21WdQJIIoH8e33SyRtIAgcrDKns1FsAraNywsxfO2dLM7S6ph6x+Rg58piErdzpAye6XsAuw9o/CRC1owefmY5xau+LMvin8O+NjoD7I+fikIdqawK7QlDSvMJqwgI6FGWibA1Tc74EFG3yoHQd+6WMBcLwCMILn3PXDyI93MaBzhpVcK7uw1cmo8Q9qPYQjjgpdqfHrLVNkKBCWwVNCh+H3arOjIhoutKqEwc238dV4hIdnUyjOs7VTw2HcZbO1XIfh8Oqh3eOoHpfwQAl+aj/ZRXUcPyZAh3ck3MxgJc57NV1FzaH1X0AoCD8Sk50lsRFJsGQn4iRr7tSPWeS5Ny3YWEjCKt0np7twZFcrM8jU4PaVUaK2ROq4T9cWp+GPtDQBvRXXEQtF3jn8dAwvsFYmN38hoWaAprs6DxVNilU1GkVAlffzeHF5ZTqOomNos60fzsNzAXJ2XEW0UNZxIyCo0OKjq5p3qri8WUTITllA1iOqujzY+mKENkXTMQBEHgrwWPB5fmo9itdvjvpBQRd7JNLCZlvLpVxYuraby5XYMAPBzo2Db+93s5zvikaYPGomYSvdO7OZxNE2ZsMalwsDOYCnt7rw7VT4BCvWNyAfPgV1bGXm11yT5rkHL2sJ9UatmWjbuFBhdYLyZlAnpTKmzAAUwLSCsidistmJSdYj/72rt5VPUuXlhJu/Q91ynr+rV3c1hMBJFvGqi2uugdEqC9W2khFuizPXnaJiSlivjrB1XMx4Moawa8AuDzTiATCiAZkpCkrSjY60zIj0bbREKW0DR6UPw+ZGsd/sycrE8sSNqgXJoL4eU7RaRUCZGAD1tFHYIg4Px0BG9tkwrLS/MREkg+lsZmoYlC08DKZOiE8fk4DNIksI2ELHInukE35ucWiA7hHN3Qnp6PoNA0sVtt45mFOL5ztzySBRrH8oz76kxtPbcQHWJ33tquIUlBU0Ez8dR8hLMcbMMdZHwqmoEXllOuiq6dMuniG1MkvsF++24JszHSC4iluG5nyQna8zEZ90oaxAkPog7AdFQDQ5YSGfFDKpYWeGoroUrYKmh4dErBy3eKOJtReMor3zTw2DQx3j740WDZNmJBYsgpRUQ4QK4nFKBl5UkVEASu/7mxS0SYS0mVg51rG0XEgj7kNcICpUJ+7FbaOD9FqoISVEdwZZEA0ZVJFXu1zhDbM/iVnbRR75jINTpQqRPtWpYL4CynFTQ6XbLmCs0hoCPYwBv3K/jppTg2izrvAH63oLn0PbZlYTmjYLPYItoBzcR8gvQfqba7xBFnm0gpPpQ1AwspBe/tNfDkfBR71TY+cTp2rJ4+giBgIangXknHQlKG1ulB9XuxSasXnazPEMgp6Vimh3tulzQebW4Wm0gqEuptE+zYlHCQRPOq5MV37hZ5eqveJpVk9Y45BHYUaYKXtDMwItCUaZ/p8/Hy9du5JjrdQ3S6Fq5tlvHJsykeEDg1P4z9KWgmZqJ+vLNX5yDoyfkIWUt0LjYLmovxYSB9ISnj2+8XMRvrg5rPnM/gW7cLiMoiVGmir9WiFV5nEjLuZMmRDRu5JqJBCQ2jR45JsW2u6alohoN5JSnIbL2NYqODYtOEbVkoNelr23aBIAD9wgVFRFEzaV8bLw6qLdrBmqS6Y0Ev7mSbmIn6uaaHMXiX5iOwB4AOBAE//1iGA6HbuSaiASLM/vq7Wfzms7N4a5ucyL5RbPZTYT0LtmXhbqFBK/DIXjGO7XGyPnvVDqLBYVan2emScu8eufeQRNuJBHx480EFaVV0aZbuFjTYto3Dw0OXfufp+QjOpmX82Y19fOaxFHJNw/XzS7Mh3M5pSIX8qLRIl/PXNsu4NBfmYCgS8KKiEaH1a5slXJiJ4NZ+HUtJhTczHCdSJwy5BMEjYHUyjJ2KDkWaQEkjndJzDlYn3+ggroh4fauKZxcSHOQsJBU0Oia2ChqenIvw4GM+IeOdgwZUek5YWTdOGhh+HMaDcgsJRSKbn5+WkicVwLbx9XezHHgQQyXR+KW5CF5az+NzT09zsPP2XgPzsQDyDXMsyzPua7PTc6W2BtmdS/MR3Mk3OcDZLOqc5WAbLmN8/uCv7uHSfARnMyr+7OYB1/u89aCK33h2Fte3a5SqJ87AssABDUtxnc2o2Cm3YMPG8lSYsz0xReL6nopu0vLROgqNNkpNUh6rSBPYKmqwLAulpoEibWyYUiVUNNPN+vi9EH0TuFds4fJSHPcofR7xT6DZ6WGroOO5xRjeoqXtqp8AEqb52SxqlHUh+f5zaQVvbldgWxY+cz5NNSIZzl6dTTkiTY8HjQ5hAMizmcOX3tjDzy4ncX2nhnMZFdc2S/R8r35Zu5PtGcX+2LaNkF8cSoFtFBrUGdNNO+Ajc5pUhhifkmbgxdUU1+94PKSfCGE9iL7nhZU0qq3ekNjZtizOAOUbHcQUEdV2D7Lkxb2SjmcXyeGeCykF9c4hIkEfr8QaNZhOJENLhGOyhMmIH7vVFh6bDmOTzVnAxxmeQZCzVdIhCMD5mX60qYpevM/uX/Cg0TE5ELIB/nksBXY710RI8nFmByB6l7QqoaybvCdPKOBDOiRiu9LG49MqHpR0XsrORM4V3UTecUq31+PhrA/T/AgeAYspBZUWAV0Pyi0IAGaifryf1+haqyGliFD9Xryf7zM+TkAUo32wNguag90JoqoT9uat7RrXajHQcy6j4q9uF/DodAj3Shricl9PxzQ9MVlEpWWi0+1hM98EbJJaLmoGuoeHWMs20bWA7iHpGF9qkt5FOXqmFbHFPgN0JiHjlY0yFlIyFGkCmyXybKNBEduVFmKyCEWa4DqfmWgAd3JExP7kXGQsEGIsrA3g4iwFTKeiKGhkPTOww1JaRFtHKrcexvY4y9hHsTpXlpJ4c7uOZxdifB002iaqrS5eWMngjQc1FDUTT85H8Z2NEpZSCsq6iVq7h8WkjO9slPHUqSjymokbuw38zt8+g6+9m+epTjaXd/I6ztEjSZ47E8O31vP4mbMJ3MnrSLEO9U0TUdmHtx5UsTql4MZODc8uJlDQTcQUkVd5lY/opcM6Nz+7EMdutYWQRNbWVqGJiN/LWZ9owAfR50GtRTrSbxbJPIUok01YSgWbrICDFkKkFOkjbV4InACfD23MxwIoaUQIDNtGLChygMPTW6cihFXw+1DRTOSbBuZjAXz7/TLmon7kGyYabVIRMYrlCfm9vJTd+TXk97o0P6yTMwNF+aZJwFTTQCxI0jS2ZfPfCzHn6WB8fvXCFO7kNFzfruF3/vYZfP3dHGzLwiWqj7k0H+GgZafcQlzxYXmSRJssxfXWdhWPTYVQ1U0X0EmH/LAB3NqvwbKBjTxpYni/qJNjIQRgt9LGbJSIpc1DC4VGm5TN6gYXHhM9CLBO6fSpaBC1Nind5ymvRBCS6OXVERv0dPSYLPHKLtXfZ3kEQcBb2zW8sJxBpdXF19/Nc41IWTPwwkoKN3brOMciTdvmLNClefJsPnU2gde2KpiPy1wTNCh0HvuVXkelRdN0lTbOZhQ0jR4FairJvdtAnXagPpdS8NZ2lTBaKRW38xpCfh+WJ1V8+UaWgNaGge2SjnMZFYDNNT/fWs8jEvQi5CcO4q/uFPHolAqP4OEpropmIq2I2Mw30e1ZiAV9nOFhnakfVtJebho8lRVTiE5LAPDsQgL3GNCi7Q4WEjIHOY9NR/DynQIHP41OF1tFEm1uFskBsGeTMt56UEVKERGSfBwIVfUuqpR9ZKLnGNW8MPbnzQc1/MPn5nB9p4ZokDE07p996c0DvLiawV8/qEKWSF+fhtHj6a9800DHPIR5aHEGZxC4nEureGu7xlNcAq3OHHwvQisPGeNjgwQyEIBqu4uFpIx8o4MHJQ0p2YcYLblmqbCLc2HcyTawPBnCW9s1PLsYx4NyG74JYSTDA0FAqWkg1zARFCfQ6HQRk0V4BQHihAcrkyp8HlIBV9YMqJIPpWYHB9UWnUvRxfq8n9PwqXNJvLffgADCVjkZnlc2ykirEtf5CCCNKhvtLop6F5fmo7iTa6KimUOMT8hPdHfvF3Rcmo+i0Ohgu0SClrLeJSXtqoTtcgspRaT9dcwhIHTUV1bOzlidWNCHa5tFfPZ8Bn95u4inTkV5iisq+/Ct23k8NR+BZdvYLJIAcqOg8UOnNwoar+6EbeMi3T+fmgujoneRVER+vVGZMNCLiSBepgyfEwyFJZJeBkAKAHab+MRCnDM8xy1lL2uEraq1e1hMqbBhY7faxoXZKF7bKsEGkFJJu43FhII92n5DlbzYKhKxekz2Yaei8+B3PdsgANS2sVXST8rZPy5ju9JGki6Iik4a7S0lFVQ0A7dz/fQWK0OOyj7uzEh3TAFlKtK1bYxkeQTBXcrOvjqBTrNDKr26PUJdhvxelPW+zocJCcuU8SCNEIlWhgAiAm5eup1HTBFd7A8A3CnomIsHSbSoSLi+XaNaA+KQFhIy1g/qKGsm5qJBXN+t4txkCBD6bE9VN5CtdVCot9GzSVfQRruHcFCEzwNy5k1agdbpYnVShW9iAm3zEGrAh7LehSpNYLPQ5AwQBJLSYlHGbMTPU14M/OxVSYVSmPYPKusExFzfqQEYZnn+7MYeogEvYXz+6h6enItgOaPiz24c4Mm5CNfw2AA2ik0CBjQT8/EgCpoJn5ek4pxsjlPo7Pxa1rs4tIk+LBb08TTWm9s1vLCcxve3qy5GJyb7UG4RIbNHEPj/q+pdbBTo2Vq2hTe3a/j//u0z+N/v5Tn7c4NWsoX8Ph5p1lo9pFURb1JHeb/URr1DnOydbBPn0jL+6k6RpuraEL2ekQwPifbEkZ2cnVVcgiBwIFTr9MicRWW8uV1BVBaxfkDAT9Po4V5Jw7MLcc7whCTCQq1nm1BEAlTeohqJt7arLpYnKvsQDYouxqesm6hQ2yRgNcI1QB54UNYNupH3f/a5p6bxrdt5nI4FUNW7MA+tftqDprYqOkkLxYJin0mlwIUJmPnfmo+grJtUyzT8Xoim0haTMiqawe30XJo4wIpm4sXlNN7aqQOCAEWawMt3ioRFyjWp2FnHTJQ0NRW9JMV4O9tATBZRbXcRDvhIuwCbXJ/e6ULyksN+PR4PorLIGxgmVCLKX0wq6PQO4ZvwQA0QAASQSj3G+sQUEXdyGmZjQZR1A7ezTQ5+SloXzy7G8RbV+ajSBCq6CY8gIOT30urAJmIyAQFOxicW9MG2yXNg6a0KZVze2q4jLpOfv7VdpWuhjoQiIhb0Ybusu4AQK2Uf9ZUJmlOqhEaHgCZVoqxMjNg2S3FlQhLmogHcyWvkHiTK2CXJeYu1Vo8enaHRgggBd3JNsn9qXURlH27Qtcu0TyoNRtlzjSki6u0eFhIBvHS7gCdmw0QkDhC2td17KMMD9Pv2pFQJsPuBoyAQpv7SXBSv3yvj4mwU2Vqbs66kqCCCd/dqsG04gpK+zofor4CSbtLU7Im4+WMzTsWDECcEbBR0RIMi4jJhfGJy/7UNsnGzLp+LSQXVlomETPLIcVlCSTdQ0gyE/cMsjz1Qys6+woaLBbpX0nE6KWO3QroIx2WRA5SK3sVmkRyjUG0R/QaJjMnrit7FnYKOp07FIAywP3XaLTqpiKR017Y5SIrKPtoYrIGYIsG2QfPUJKKP+L3cUZY0E4o0gc6hjbRKjnBIKD4kVAkrU6S6CLaNmCKhoHWxOqViPqGg2e4ioZDoUPZNIFttY6OgYXlSJZT7QGrr+nYN5yZV3M5peHIujNc2y0goPqh+Eil/a72AJ+ciADDE8vzKxRlU2z36ehp38hre2q7hVy7O4E5eQ71jwrJs2sSN6Ht2KuS8sUGBM2NzIAiuEvZzGQU7lRYigQkIIMChrJk8jfX0qQi+tZ7DT81HsVls8hSXIADxIOkanVREPDUfwZev7yES9GIpRbquVlo9fJaCtouzIcL+XD/AxdkQAYi2jQdFra/vKbUwEw2g0e7C5xW4rudcWsbL75fwiTNRvLJZxidORyEIHpIyoQJWBnTiqoRqu4d2t4e7uSbv41MawQbZIOfKwbaxMhnCjZ0KZiIBDsjXD0i0Kfo8qLe7mIn4sVnsH9bKmPSyZuDJuTD+81/dw88/lnGxPC7GB8AbD6pYziiIySLeeFChzJWBmagfRc1EndogE0iwn33nbgkzkQA8Hg98XgFeD3EkNcoMDZezE+DCRLVc59M0EfAS57ecUbBdbqGgmXhyPoL384QlaNBmowxARWWR7BUpBe/nNYT8XpzLKPjyjX08ORdGRes7vIpmcNBjdHuIBghjyEAPbCATDsC2bLy+WcJsNIhGhwRUkSABOuNSFKx8/dHpMBbTKvaqbagSub+qbvQbWqrk+ZU1E7CBmOzDHQp+6p0uGu0uZqJ+3KXakHMZFdtlnTMUquTjLM3FWTKvnzmfRlkzsVXQSSqSpreiAS++dTuHS6eivCWHMw0GQcD9cssBjkRYlo16p+sqaXd+JUCnz/4QYTNJuZ6fVrFd0qlAmaS4AKJpYt28w/4JvLVdw5PzEViWhY2ChliQ9DFrdLr0GshrARjLAMWCoutYiTt5UiDz+lYFT81HUNHMYzM8zE6YeDlO2ws4gdDtXBM/cy6FWwd1qH4fFNHLdXVEbxdERTd5UOLU+bDimOWMip2yjkKjcyJu/rgMdv7S06cj2CppfcZHNymQIY25iJBMQIweeBmXSe+QkJ+cyM2GBQv1Nj2jKuhFtT1e5Ey6NZO0R1k3cSZJuhtfmo+QMlzYeGqe6IliskiiK5CmbW8+qCAq+3A2reCtB1VEgz56urmb/YnKPvQsG2eSMq5vk463Fd1EQe9iPi6jopFI+mxGxW6lzVNf90o6ZYEasEE2RFXyYrfSwsW5KOnYHBRR1kjJJkuJlTWTsAJUy5OgUUU0KGIqGkTLPITR66Hbs1BrkchoPdscSm1tFpqIKURzdXkpjus7dXo4YRdzsSDRF9g2Ls1H8OXru5zlcTI+f3ZjDxG/F5fmw/jWeg6xoA9LSZWWOAOwbdK8cTmDSquH7bI+spzdBYgCEm7nmpgMB/GAPi+P4EGMNhmrd0zkGwa/xpDkQ1k3efqr1OxQxqqO29kmnltMoNbqcUYoFvTia+/k8OxCHHdyGt7cruFXn5zB+3kd9baJjZKGx6bDXN+jSBOIyl7sVMhhkrez5LltlVt4ljZsfHE5ha1SG+EAAbFxVUKt3UM4QJqXEYBjIU+PE+lZ5ODeMwkZO9UWivUOco02ZX3gYn0WUgS8CgDpAyX0wc9utY1IUIJpWtgoNhFXRSynFexWyBEad/IanluM4+vvZRFTfCT196CCaNDLGR/GeF3fqaGsmzg/E0Wl1aUOiBxeOaqKy9m00LZthAMiPIIHPRsu1sfJ/jiFzdvlFtIq0e9sFftg6K3tGh6bCaOsGeTcpaCPnucko6qbKGkm6aEkCIjKxE7P0rOeXr5TpAdLaojKInYqLcRkH1amwtgq6VClCSwkSG+gJ+cjHPSsTJHjIvarLQTFCWjGIRK0LP2D7nVh2vpip9LCxbkwbuxUEPJ7sUmPbiE6LlLddC5NmMPFlIKdShs9S4BhkqM3ru/U8MJKChWdpvnRT329X9DxKxenqdgZhEXSTCJYtoGK3sNcjBy9slPWEQv6UNK7pMii0UGjY+KnTsc4OKq0TByyeRsjcrYBzv4wwFPRTTw6HcKX3tjHi6spWLbFU1xl3cSEx4OQ38dfs5ReQpW43qfa6pL1AaDW7vHX39sqYzbaT2ld367h/GwIZXoNrDo2GvBi7aCJnzmbwO2cRkXI/aaFgiAQreR+DYV6BxXN4A0MS80Oyk0DawcNJBURFZ38zA2ECAu0mFbh9ZAjUc7Egxz8VHST9Gyj+k2nzkf1Ex90g85lSTOwdlA/YXw+LuMTp6N46VYBCwnZxfgABMg0jC4SCinLLNOGc7Zt03OBBMRkER6Ph1CvrR66PRuy5MHaPhHcHSVyBu3YCRDWYD5OyiJjsohmp4d808Qc1SHZIKm0qm5SDU6XM0L3SrqL/bmd1zAfJ43tYkERr9wt4tI8af8elUUSrdk2YoqImCzi5dsFPDYVggAMgR5AICyJTrrJpsMBngJjokSuPwBNj7DuzfR7ltL6xGICuaYBRfJis6Dz5moM/OxVOzTFQMCH6CO0OgNDUdmHkmYiRqPs27kmnltMotruUcCQcLE/98st3M5pmIvLSIX8JC0T9CJO9QUMFNm2jfPTUXzvXgXdLrlrxvIwETRLf3k9wE6J9CJpGj1XOTsTNjvTYHFZ5Gktj+DBS2sFPDkXRkz24ZWNIs6mZYQDBERWWj08dSqKGztVWBT4Mj1Pt2fj0lwEr22Vub5HgIB3dxt4cj6CO9kmpf1tWLaNe0UNT8xGUDcOOSiCbSOtiChqBl7bKMLsdtGzyByL3glEgyKabROX5iN476CGjCqhoJs4qHRwt0BSLk7WJxPyQ/CQMtrdSot00aXg58m5CF7bKuFMUka3a/P01gsrGVRbXXgnyEY9Ewm4fnav1OKMT1yW8OXr+7gwG0JclvDufo0CWOKY2MnrZd0g95hrwuySNNxgOfuEx4bW7iIu+1xVYE72p2H0sFXU8MJyiut3ziRk5GiKeCbqx/2iDtiEIaroJj8igRx2SSqoGu0uKnqXtgCoo6p38cyZKG7u1OD1CKjqXa6j2yzqOJMgJdLvHTTwqXNJCuwJ6Nks6uiYPXR7h2ibh5iM+BGVyWnfAuDW/owYZL46vANwRe/iyfkoXtuq4vmlOF5ay+FMIojNUgsrkyrulcgRKS+/X+LgZybqx26FMAQVzcSF2TC+fP0AyxkVIb/XlfqKBLz48vVdXJonaea7+QYSikQ0cDqrMiNHOjw2TdoVPChptIUY0fXcyWmYjZK2AN4JwOcREJO9eFBsIkmrvpwi50bH5CxUVe/i/EwU1ZaJB6U2fvpsHN9aLyCh+jEb9eNOXsNyhgjfbYv0+am3Tbyf13F5KYmyZnK9j2XbODy0sFNp41yaVMdul1uYiwdQ0g1EKciZiwVQ1XsQveQwVIUy+WUK6BjoWaa6n4jfixI9THezqEHyeegebvIGht1DUuZvdHt4/V4Zp+MytisasvQk9nRIomwzAUP7tQ4uzkbxzbUcBz8rkyF67IiNhtHlOp/tMnnesImW9cvX9xGXJaxOhT9SxkewP8qTwn4CR6PRQDgcRr1eRygU+pF+9isbRUgTNr7+ThaRgIiEQpyQBRseQUBCkXieOS4TI+tZwOm4jK1iE7p5iKfmo6T0mHZ6fm+vjitLSdzcrWEhIaPc6iIW9KLS6vGvtmWhZwNeAfBMeBAJ+ODxEN0PEZxZRBALGzYETHgIxZxvdHBrn2yQAhO2TpNUSJOWGpc1AwnFj0ani96hhVPxIB6U25jwkJTVEzMhbFc68E4I6PYOoUpeNIweJJ8Xi0kZa/t11Ds9nE4EUdF7oIomJFQJktdDDsHbJ7qTZMiP2WgAu5UWijRnPfieALKJ19pdGF0L17fL+OQjCbx+r0Y3eqLnWM4oePn9Ep5ZiOHt3TqeORPDGw+qyITJsR4CAAgkKhUEAbZl49ZBHZ86m0RR62Kz0EQkIGJlSsFb2zXMRoMo6yYSlHF5YSWN17bK0AyiZRI8Ai9/3i7rCIpehPxe7NXpieZ0jZQ1AkbLuomqTgSlbdPCQpr+H0GAbVuALWC7omMm4ke11SPpLVlEOiThzQdVzEaDEAQyB/VWF3/3fBp/ebuE6YiEit5FPOjDTrWNS6eivGqGdbu2LQvv0Xm/m9cRDfpwr6zjNNX7LGcUbJR05OsdzEYD2K918MxCDLX2IYzeIT0Ek4jaU6qIB5U2WkYPpxJBPDEbxV6tgyKtHkqGJMxEAnh7t477xQamIkFIvgnEZYk+Yx9WpwlTsZCQ8dpWCRdnid7gU2dJnyTYwLkM6UP0048k8H5ew9k0+f5TZ5MoNA2UdQIYE6qElCLi5TsFrE6SI0SaRg9m14LqnyAly7IP5zIh7ijn4zJgE41CXBHRNHowTNJ5WpzwIK4Sx2BRNsc6tNC1bGTrbTw+G6E6Cx9qbXJivUcQUGx0oAZE3M038alzSdzOahAE0m+p1u4STdmDKuZiQZR0EwLIgaLLGdJA89AGt9P1gwbq7S5OJ4K8UeBcrF8q7Py+qpuIKRJfa6NAT65p4OcenSQ21COpyIQiQhK95PiGgzpJaasSZmNB7FZJebsgCPSU9h5fB4Ig4FxGwbfvFPHMmQiubpTx4ioBnQtxoku5shjHWlbDU/MRrGeJhmenomMuLqOid3E6HsBrW2U8OhUGADTNLlTJh3tFHRfnorhX0tAyD/Gzy0m8ulmBbhCW2bZJcHU6EUS11UWtRVKijU4PLbNH5hXoNwCku89WQUPAK6DVtbGQklHVid6GfPXifrmNCzMRbBWa0Lt0Ty5pCPtFWLaFik6Y3pjsw37NwM8uJ/B/3s0jIotYmVSRrbdxa7+Bx6ZDEAQPShqxhXqnh7/76CReWif6FxuE9fT5PAj7fShrXciSB4WmyZ8VIZRtVwqS7J0TCPs9eG2zjKZxiE+eTWKv2oLZtVCmR3HEVT8uzIRwc7eOsmbA4xG4Xi6lSlg7qOPiXAxat4fFhIL1gwYgAMsZFd9+v4hPnCbNHz+9msFWSaeB+AQknwfNTg/dQxunYkHc2K0iqYo4tAScjpPWJdPRIH710iw/3PZHNY7rv08Ynw9xOBkfQRAoNQjuEA8tCzuVliu9FQv68O5eFR7Bg/PTEXzvXoULnHXjEC+spPHuXpUYhm4OiZtZKsgj2PD5PEO6n5JmcN0EG5GAF28+qKCimfjVi9O4vl0jx1ikFWwVNNwrkly6ABI5lTRS+huVRbx30OBprwtzEbx+r4qo7INKK7nqxiFE7wQWk4TpqXW6uDAXwV61g7hC6F1WCeRke9gg58wYqGgGKTkfpQ1hbfZDEubjCr57t4RnF6K4vl3D8iTpv3M7p+FTZ0lO/G+djhK2JhbELj11O6aIiMsSdio6LMvCVknDrz45jRu7pAsq63h7O0t+r6L39UmM3bEsC5lQEGW9i+0y+RwIwKmEgqQqIdfo4HQ8gHLTQI02SWNpL8uyIUte8n+SQZ7eSso+bJdbKDbamAwFeBosoUhoGF2e/irrJoo0NXomEeTsD0vJ3Cu1uJg5GhT50SKNdpcebaDi/bxOqzNamAr5cb/Y4nof0+xBFiewnm3gE6ejvMKr1DTIWWgA5uJB7NdI47T5WBArk6GR/XxY/5D5uIKWeYhokFSEXJyLYqfawtp+nYsmnzkTx3fvFvCJ0zG8fKdANHKKiO/dr+DZhQSu79aIgDav4bnFBN7aqVLnYJFn1DE5e3e/3EZFJ6nVhCJht9qG6p9wpb/Oz0RR0bvYruhIUCZDlbzwCAJ8Hg+aTJzuKGOHIEA3SBfj+8UWT4Wx9NaDko6YImK3qmN1SqUgnjA4zIbf2q7hxZU07pXI2VVxqgV880GVdj4HTzknFIlU1+ldlDXi9AVBQEUzUdZIypadO8VZWMsaC3qYIwsHSF8mNkcpRcT6QR2lpoGyZrj6+JQ18p5Ty8MYgDs5DT9zLom1rI7VyTBnfrbKbTwxG8GDcof076HP5V5Jp8/dhNcD3Nyr49mFBLZKGiqtLtf5nI4H8cpGAXFZws8/lsGXrx9AgIDzM1GUdRO7VZJmK2smtE4XZxJBaMYhOTtrJoqSZmK7TCoZWTl7o2Mi5PeibhySc8UGxM1lrQvVJ+CdvSoSqp+mmjWokpfspVqX29KEx4OLsyH8v2/t40wyiOWMgjfuV1DTe7i8lMS9YgslGjgCAuajAXz5+h4uUT0PQALVkN9HCx282KfBxnqW9CaKKyI8HsFlS+mQH7Zt4fV7FXQtG2lV5L18BEFAXJEQV9wNDOMKaSlQ1Lt4djGBvVobAdGL9WwdZtdGtW3ylNftXBOfOpvE9+5X8MlHUnj9Xhmq5EVU9iHXIM1nVcmLaNCH17ZKeHIuht4h8SuvbhaxnFERlaWTqq6Pw7BtG39+8wCPzajYKhKHopmHlNInKYD7pRbOT0dQ1g1e0VXSTMzHZMRkAoDOJAi1aNkWre7QoEg+mIeHqOgmSZtQcHMurWDtoIGZaBCNVs8liB4FeNi4V9SQoecSvbSeJ30zQErIyZljflT0LhqdHk9JlJoG7hV1zEXJJnsureC1zTI+dTbB9T1xRYJHEKD6vTx6+MTpGF7bLFMhJo1EHFqeUpMAHJKTJr16SMt7E93DQ2zmm7i1X0eCphVIq3WDHEtR1LEyFcJ8XMH17Tpmo35sUrEzBAHfu1fBswtRfOf9IqKyDxDIad8CCAAoaQYyoSDuFXUsJBQudmbXCYA3xeNqWpuUz8uiF4JADkistbqjAVBSRUXvoXtoodgwXWkv0StA73RxYTYCzSTnPoUkH16/V0YmFEDd6KHeNrGQoKXs9OclrQ946KlJEDwCVL8Pa/TsNEEQcDoRwP/71j4uzobg8QjwUAAb8verAL0ecm9z8SAO6h2cTgSwUdQhix50bQEt8xAXZiPYLLWwQIHsdlnDhTlyNAkARII+RGUJCcfhpeP6+TARbZWWLb9+r4znl5Iu8HOv3MKnVzO4ulHEUpJE4w2jSxofFjUEvBOALbjSWxWNHoopkOKBuCzilY0CTscDJFqGgIZBOiN7BA8quglFnOApL8u2+gCorHMgUu+QVMe31vOQHfqf1akQEqqIlnGIhWSwnwozetgsaEirIu6XWlhIkL+3XW7x8+uYiP3J+Qi+fGMfp+MyEoqEpkHs+zHacwcgTAUrZWcRvzMFFpNF1HQDsGyasu1iq6AjTcHFONBzr9zCmYSM29kGLMtGrUXA3asbJZhUM1ej9sf6+NRaJnqHh7ixXUHbPES1TbQhbO9jnaf36m2sZEJ4aS0HWSQHBesmYcLytTbKmonTiSDe3a8iLksIBXw4HQ/ita0SPnGanPVUpuD5frmFy0splHUD//u9HH71ySlYtkXBkIgn5yJ4b78Bj8dDwVAXmtHFT52O4t39KgRBwGPTRNuoio6+PgB8AuDzYujcrlrLRM8WoEhkv6hoJizbcgGepCIhLot4UNLwfo6ktSp6F2/t1HB+JoLeYQ+vbBRxOhFAnPYHi8s+bFfbeG4xgb++V0U4QI6EiQVF0sYg6MVupY0zcRmVVpcClf7/YfazPKliI9/EQbWDgI9Uu05Gg1hMq8gfQ+Ts7OHj8whody3IooevWwJmCfj56UcSeP1eGZ84HSPpc93EbDRI2k/Y5LDXT51N4tVN0sj1fqmFX31yFtd36pgK+x9yJT/ecQJ8PqTxoNzCclrB9Qc1RAKiq2pLoAqV0/EAj2AWkwoqOomeGUCZj8vYKrYwFfHj1n4DoL0+PB4PWkYPit+L3iG4qJmxNLdzDZxOkQPu6i2TpNeoA4zTVI5zRIOk7F0QPJiL0egCQFgWcSYh426eVCIwcaUAAfVOF9MRclZXVBbx1nYNzy3E8b37Fa7v2am0EGOOTwDOZVR8+/0Snj0Tw/fuVaiOp8/2ZGstbFdb6PZ6qLW7UPw+lFsmvB4PIkERbfMQZu8Q0oQH336/hCdmw9irkaM3mJZni4IfQRCQrXfQ7VrYLJCDUs8kZXz3bgmPpIgmoElLpxW/F/RsSuxWSLv/aquL2WgQr2+V+QYHEF3TTkVHjOp5BEFArdUlQlh40Or2cCYZHAmAkrIPPq8ArdNFkGqMmLi5ZwmQA4T9Yd2aWS+S3TJpjiiJHgCjAQ/rsptQSN+SU4kAFeOSn90vtXF5KcnFzLZlI65IKOskYocAhOnfL2vEwVZaPR59+gSS6gDVSjDQ88lHEnh9i1StsKgVjnkd7Odj20QXwgTNIH8dt7P9qHIQ/GyVdVyYi0IzLJT1DlSRMDCa0UUo4MVmsYmQRMqDK3oXcYVU6W2XScfczaKGy0sp3C+3ASpcDkk+eOh2yPQ8Jc2A7PMgofQB0GPTEWwVddSNLj5xJoZXN0s4m1Fxv9iCs4tzr2dDDZBnxd7rdi3IEkmnnUnIaBqHKGkGfB5gq0AqKdl83ck18exCDPfLOkoaaZwYDfrw6ibRYLDrtG1gu6xjOd1Pl1Zoo8WtoobZeBA7VaLVMLsWgtIE9mrk729S0Xr30BoLenYqOi7ORnia+6DeQjQoIhoUXX18okER7e4h/D4PcvU2NnJNpB2nfZc1E+ahhTMJGRtFsk7uFXWUaWO/VzcreHI+glrLRLXVw1xUxmahibJGvn92MYHrO4TNoyvKwfiIuDgbxrfWC/AIHpylZf13cjpmY0HEgl4CdCAgEw7gr+9XMReTEQt68epWESsZ0l+MMTseQYASENE9hEvc3OsBQckL3ej1AYsiokb3ZwZ4nPofy7bw7n4NcUXCTETC9Z0KmqaFy0tJ3C8RoKf6iWbzb52KckD0oNLC+ZkIypqBRqeLqt7FJK1qjMk+1Nsm7hXJUTD3SuScRyZ2NrsWjMND5OptXJyPIuAj4ueHlbSTeer38FnKhOjB0g2sZkh3+2UqTLdt4Hv3K3jmTBzfuVsiwaQN3CuS9PsObUb51/ereG6RnHN3JhHEt9Zz+MxjaaxnGyedmz8OYz4WwHquicWUCgg2IkGSTooGGOMD3C+3cXkphZLWwZsPKoDtwWwsAMshcD6dDOL9XBPPLsSxVdQ4Q5AISdCNHqJBLxc1T3iA3So540s3DmFbNooNcqCeB7SqokrACAAOhGKKCL17SEDKACt0v6zjuUXS/diyLGyXdcQVHz5xOoaNgo4zySAqmom5aADXt6tYSChotLu4V9CQVkRslTTEHULnZ05H8Z27BYQDPggCibA2C00YZg83dqrIKCLaPQtnEgqMbo+0XhcIKzQXl+GdmMBOpYWfOZfArf0GKZms6KjoJtYOGhz8fGIhhlyjA6PXQ4GWV2vGIS7MRrFTacG2SI+MuEx0F2fTMj9CYaeqIxKkjiRKAAQbWyUN56ejqLZ7aBpdxGQvIgER2XobNoiQudrqjQBAAXzvXgVhvw8RWYLonUCTprLqHRPRIOmdMjFh81SKZVkQAERkog0bB3iqjCanSOKpU1G8tlnhugHG+LyyUUQ4MAGzZyFEo8dI0Iea3uUgyLYtl4aAVxY6gFGJph0fnQrhta0q11IxgHNU/x5n40KmswCOBj+KjwAd3SRpnK2ijlKTpPj2qh2E/WQtsb9V7xCwT5wEYVoY48M0ZbYNPChrSCgiEjK5jlrLRCggYbOocQD06mYJ09EAzK6FO3kNq9Mh7Fc7CAe8qHf6QuaYIkLrdDExQbog19pEy+ejqQXBI0CRvCQtKJDGhEzw/NgUcSLvHTRwOiHTakcD90rE9u7T09UBomFhPXtisoi6biIWIA1QQwEf9qptzMYCKNOiBXHCw1McsujBVp4cFXNhNoKt0jDoWZ0K41aW6JDe3q1jLiojpkiIKRLiqoSiZmJlMkTsMSbDNzGBXKOD1SkVf3WniOWMwtclYQW6+NS5FG4dNPkRN3dyGn6aNvVcSCqIyaSXlixOwLZteD3AA9pOgaWUyV5EGJ/NYh/kABY0g3QK7//NHuZiMmybSAnCfpIq83g8eGw6jN1KCyE6f8uTIUxM2NDowblM1FxrdWDZ5HDPZEiCAAGGaWGzqGE2rvBU9L2yjsemIxzwkHRYAGXdQEXvIRzwYT4W4ACH2VQkSHr2XH4kjkqrh1P0/8S4TMBGo0X6f8G2UWwaCIgTWMvW8VNnYmh0SJf6QqPDQc98XEEmTNZ4vunex4WBqi9udzb40RTpEGHoZ6PkVHuWXo5TgBfx+/DduwU8c4boguIKAcSNdg8K3ZvOUPZuIaGg0upiNhbEdzZKH3k5+4m4eWD8uMTN90s69LaBb63nYdtAvd3Fxbkoru9UEA6ItEzXh51yC6pfxOkEiXiy9TamIzLOJPsC50tzUbx8J4+zmRA045BUDjUNGL1DZOsdXJyNoNzqoqabkP1e+DwCkiE/ik0D3d4hNOMQqbCEbteCeWihZR7iTFKBIBAhpCJ6cToRpMdaeEGSAUT4HA/6cOugQdrcF0lFhGYcQjN6OD9NDpmMBEkTOdsGPAKh37uHZDNZSodQb5soNQ1MhyWs5ZqYi8nweATe2dnoWijUW4AgoN09xFxMRiocGBI2O0dClSB6PTiotFDUiIPt9CzMRYNYnQphs6STCq98k2tnnpiNEJAgEOam0uqiqhu4OBfGa1sVrE6Rcvsn52K4sUPSjO/t1/HoVBiVFqmUiys+/p7HI2CzoEH2eyF6PIgrJPqTJR/OJGTc3KshofgQkkRsFTSEqdA1pojYKuiQpQnoRg+LKQUbeQ0920ZSJjl8ywa6lg2fB/AIHkTpOWLhgBcej0AbY/ZQ1QwEpQm0zEMK2lqQfRNYSKm4sVtF2O+ljd56uDgfJe/Rk+sX0yq2CjpmYxJydRMzsQDuF3SEZR88INdZ0Ul/oqF+LrbNP6NChcSDc9PpHmIzrw2Bn7gsYjLqR/eQpEydQwCwPOkWU85Gg+S5yT7cK7dwOh7krQMYSPN5AbNro2cTsCGAVK6EAl40Oj0+p6zdQ73dxZNzMdwv6Wh2TMzFg4AtYKfaQsDrwaFtQzcPcToh40GphZDfSxkq8hy6hxb0ThcxxY9IkAhvu4fkxGvvhAeHh4co6V2kZAnxkARYpGPzmaSM3Vqb6LKaBtSAiPdzDTw2E4Ztk2u2bEAASVfd2m/g0akQyq0uf2/toIlPnU3ge/creHI2inf36wQQFjREgoSVjclkzUVpYFPRTRKgxIPI1TuYT8gOoGCi2SFA0S/6MBmWYB7aw3MzQsxMloKNvVoblxfj+N69Ki+xth2/Fwv6sFXSiEPUTdTahDHeq7aRDElQJS/uFXREqIar4kzTEGUAYkEfbh3U8dh0GGWN2HGcCqOZcLmsEzaz1ibp0ErLhG3RvbbSwnxcRlkz0bVsTAhEl2PZNszuIfLNDp6YjaLa6uLQtlBuGkiqASRUESXNgNmz4BVstHo25mMySloHskRaN5yfCZNiC7pGbNi0moyImC/ORnFju4pQgKwjNkflpgGvV0CpSdJGe7U2ziRlbOabiMkS0UAVdUxH/FjLNvDEbAQt08JCPIBvrpPDWnONDubjClamQrzTs1MIXWuZiNIjYczuIWlNYrNUMyl8WZkM8YKCdZoi3622sJIJYa/WRjIkIhKQYFkE/EUpKx1XyPOfDAWxXdYISJZF2sAT9P/4EBB9J+Lm4479/X18/vOfRzweRzAYxBNPPIHr16/zn9u2jd/93d/F1NQUAoEAPvnJT2Jtbe0jvOL+mI8FsJZtkgZojrTWQkLmWoyy1nXpeQQASTWAQ/uQfi8gEwrgr+9V8NgU6dBp2aSfT1yR0DJ6mAr7ca/cgm0DsjQBrdODz+dBUhGhmV14JzyIyCJCkpecn2OT3j+71RYqGilft2ETSj0xTEUyxud+qYVIQORNEBnDE6b9J1jayqbfeCc8SIVJs63uoUWilVwT83EFCZWI6zYLTRhdC0a3h3bPgndigoOiow4tBQhzEPV7IYlePJJR0elaSKsSYQkOGlAkL4lywn60zEOsTIZwv9SCDZququqIBr0IB3xUDJ3gOgzCDhBtFUmR9EV5zvdKmolIQITW7nGh6nxcRkIR8cpmETMRP3o90rgxQqt3YrKIJk3R1FomwkGSHgkHSbl4rUXP4QKgd0hp9rmMgvf265iO+mk1l4SdShuRwAQisgjdJH1A7hV1nJ+OQBAEvLJRxHx0mPGZjwZgC+Bly5GAFzvlNubiQTwotTAbDxIGQ/aRruLECw8NG+wz+uJltsmmZB82801kqy1UafrW+a+om8jVSYVRtUX0XPwz0Gd+Xr9XxsqkSrRcIKm/M3HZxVrW2yS11OsRxkvv9GDZFmwQvZFH8AwxPgIE/l7v8BCZsB/3ii1UWiZmowFMeDzQjUOE/V5U9S4WEiRtXNVJw0ySruwhKHn5Cd7stPo6FTWTM5LIXKcUEe/u1zETC+BeWcdslIjjLYAKnkO8u7tzvd8vtYYYn/ulFp5diOGv71dwJiHj1a0yLs2TXmGzsQBqbdLDaqdC5rLSMugcAeGgmxEqNQ1slzX0Dg8R8Hog+bwQvUR3xUTOrjm3+weSOoGwIAiYiQRIQ8szUbz8fom37WC/x/RX7+3XeO+w9WwDczEZ3R55hqyA4P/H3p/FWJqmeZ3g79u3s9tu7mYWvkVGeERm5V5DZVUWfQGDuGkNNDdcjLhBMIOECm4AaW64KQRScwXTarhDI6TRTIOEulXV3SM1lZm1ZeQeHh6LL+Fm5m77Wb99n4vnPcfdIiKri26ysgvyy3SZ+XEPc7Nzzve+z/tfl9/vJ68l4vPk6joC9qpweUnl7408oZwCm/WuzdOrBEvXuAwLTBNMRVEPfQuNlqSs2e65KwpsrijLMJcanjAtsHQNXTdWiE7bwvNpynbP5fFlRN+zmalDwNII0gIHw5eIz/Kxuml5fB6iaRp1o7E39HhwOue1dZ8jZWufxMVKA3W+yPnyzQGzpCSw9dXQcx7mfPlgxFrHvjb0NK0ESR5NEspG1uBxnHMeyqAr9vaKw7Ekf7938rIa5v5ub4X8vHe6wLcNLhcilwiLSspf65ppnEskyDDgaBIz9B3ahpdrggZN2/D0Kvm5Iz5/agaf6XTKN77xDSzL4rd+67d4+PAh//V//V8zGAxWf+ef/JN/wj/9p/+Uf/bP/hnvvPMO29vb/Lk/9+cIw/Dn942r63CS8tZOV2kotBWt9eQqXombAa7iXNqgbYt5WtE0NfOkpGPLyfRoHNP1TCZKKFrWQl9BK3RXUXNr3ccyIS5q+r5FzzH5vSdjbF1SbuW0JbRU2SgngBIz/+T5nHla8Y07I55exsyS66f3W2vBy6FIE90PwDgp6H+GXkgSbAWG7bkiVp4nFZaucbDWEXtwJpb7i0VOXlacLTLh4NXX+2Rw4WddLax0PUnR8H9+e1ti19XwcxXmjFUP2p0N6cv55VtDlm3W212PHx3PAPjSnuTC/PKtIU+vEj633V9lDi2HoOX1WY/JoCKI11UoG9gXbgxkSFS6jFkqm+qPns9Eo4KGZehYhiAcjqlh6Rp3NgMWWckszvFtg7rW+L2nYz631eXFLMU0NB6fh2x3XT4ei85k4Nvorww3TSOagsNp+imNz6uPtWjXhqBbax4fnoW8NvK5iksu5xlF0zJPStEzAdNEQtA+K9F3lpTsjVz+fx9c8tZuTwoUlT7k1V+mxsrJtT/yqIHDSbIagJbDz9u7PV5MVQp0IAnV0g3k8sPjObQtdzYCPjxb8MZ2R9FxFvOkUmnLcvJ+chmLLmecQqsxi3OeXMoAG2Y1xxNxdy21Pi0yJEiCuM3hJAZa9kc+Pzya0nHE0ZgUNaYpKIhlapiaxt3NgEVe0fct4lyg/t//eMK9zYD3z0Juj3yeqm48XdO4sxbw8WUsA+Ynrlvr/jWNzycfe3qZcG8z4PfVEPThecTt9Q7jqMC3dKJM0prlvpTBcOkGW1Jb2z0Xy9DZ7HvYpr5Kdf4P5QVeHX7ubvg8uYyYJZJFpMFKg/j6ZocnlxGapvHFvQGnC+VqVf/eq87NT7o4lxqfO+vBpx5buruuIkGvnk8zfu3uxmog6rsmmloPe64t9+PI5ScvZry502O9axEXNbc3AuaZHEjiouFgFPD7TyZYhq4OLhZPLxJqgUzQgLpt6DsGJ/NkhbitbOfA4TRdaXyWjy2ykoO1DtO4oO8afHge8aWbfWZJyf6az/E4ox9YKjcrFiepQjmfXsZs9z3SouaLe8NVHEfHMXjvZMHklYHHNTWSvMIyDd7a7mHqMtgOfJu0avEdi6KqeHYV8ruPr7i95kvyctdhveNwMPI5nWf4tvSC9RxJr47zimHg0Koctr5nMUsLoKVpGyk2bVvCrOZLe32+9ejq5xpg+KeG6vr7f//v87u/+7t8+9vf/sw/b9uW3d1dfuM3foO/9/f+HgB5nrO1tcU//sf/mL/xN/7GH+vf+VlRXW3b8q2PLvj4MuLJRcStdY/3TkKBaVWGTtO2LFJJg70xdDieZFgGdBybsqmJM1lA52mlNsSKy0VO4AidpWkaZdNiKuh09bkuIs/A0rBMg9N5xutbXZ5PEu5sBlypktCB76C1LV3P5MOziN2BR1HVxHnNMLBo0VikBV/aG3yCBoNlBtAnP58mOYFtqq9hM01y9kcBZ/OM/TXRAw0Dix8dz9jq2JyF8ufLjVTT4P5uXzJFiorLMF8NY0to9tppE7i/0/1MakuybTRmSXGNzhpHYn29v9PjxUwC2r5yII6QvaGvknOXi2PA8SRWG2pJq7V89WBtRZusZthXPyLD3+2NgGlcMUly7m4E/OTFnM9tdUSX4lnULep1hKaBy1g0P5quU1Q1UVYxChzqtmGRFAwCaVv2bWP1Gs2SkoEvYt4fH8+5v9MjzEpO5hn3d7pMle165Js8OAmvPfaq3qXV4HiS8NYrz4mc+OZ88WafqGgoypq8akjLRtGbS5RHvoclvXRns8PHK3roM+AiXlJa7xxOKJQIeJ7VJLlK31X/3TSW98eH5wtFcRQcThJ2+g5JIYr0L+9LmeLbCurfGwUcT2P67vL5MZmnldBeqeg/FmnJyTzh7d2e0JivvJNpkXtuQ/REnqXjWiYvZin3tjq8mGZyCFH3m7GktqICy9DF5h+XbPg26NrqObq7GfDui4WUzKYV612Xnzyf8fpWh+NpQt+XRuu+b6MDs6Ti5lDoIFpBsGapemyW0nMtlc1l8nyWcn+7y/N5RtuworT213x1+JDXiNXzWuDbOmnZsNF16Ku2dwkCfLmGTT9xEBp1HHYHLmXV8Og8+tT92LYt87SibRv2Rj4fnYd8/oYUGA8Di6cXMU0rMQ66rsuh7DKS+ystCVSCtKax+nzoS3jnsqrkeJqKYSQp0HWNL+8PX5EJ+AS2zvEkxbJ0uo5NxzVYpCVxUdKxbUWRWfzoudwvcV7TtA2XYY5pGAx8EQavd1R3VZLTcWwMveVsnvG5zQ5HKv9p+fMOfdFuFnVLslq3S3q+xciTrre3d7uSs4Z0IS4fezpO2BtKtMZAvQ7Lp3SaFHQcS4ZYdehsadFaVnk/LUu3mdBTrmXQNnKf9jyboW+9lA5ME3VwXuoDpWDXt+W/yeuWL+0N0XQZzvquVGo8voiA6+vvatVvRR8XOAZRXqFpmmIfxOX48Czi//EX32CSNdx6ZWj9j3H9J0d1/bt/9+/46le/yl/5K3+Fzc1NvvSlL/Ev/+W/XP35xx9/zNnZGX/+z//51WOO4/Drv/7r/N7v/d5P/bp5nrNYLK79+llcmqZxc+gziXPKuuFHxwve2O7z5PIl4hNmNTeHLk3b8qEqq+uohN4oq+n5Ngv1d354NKNnCzUTZRWmKZqHMC0//blvM/BNiloWrPXA4uHpnNc2hL5pWyluXA4Ux+N0RXnFRUXPFw1I27bXER91LRdyQTPaayjR0BNb71JsqLUaR1fqxKJuzh/+EUPPq2LnR2chh5OYsqpWdvajSXwt02eJ/FyjtvKK7Z77si/Hs/hfPrzk3kbnGsrz0XnIrTWfvmfxfRVKOIkL2WAScTa992K6WpT3Rh4j3/kU4rO8pklBS7tyhD04mdO0jUJ65nx+t8/xJGPgCV2ia7LwLMW+fdcgKkWwHucVGz2LUSDi9UFgKzrTJMlrLFNCFvdGHho6D14I6nE4SThWNtnDScosKWiahqeXCW9s93g2SVaITwPMlOZpkZS8vdNXrcoGt9d9PjwP+cKNPpNEwiunqQTB9T1z9TPPkpKOazJLixX9Jc4066cOPfCS0tofBtzb6lHUDaYGb+30OJ4mq/fTwLd5cDrj9c0OTy9F8H8wEpSv50nA3r//6EK1uicKAZpzW1F2+ypwr++ZQnttBHxwJq/LCgVCU9SAOC6XVMm7L+b01H93OI64v9tdCZtNA0xdfv6hK9QWmkbffUlzRYW4gWZpQT8Q1PXeZsDzaYZpij7s3oZQEwNP6JXANpmpTrGuZ/B8KijBksbqeSbPpyk9x2SRlAw8S9Kht7s8PAvpu9YnKK2Co0mMb+tMU0FPNeDuZoesErSwp/J7lhTTcgA6msRUdX2NprwKs1Vp5f7QWxkLVsJ2dTgZ+PY1hGfUsUWEHEhdx3LNWIqaZ4m8Z2K1drz6Ocig1nUMjifpCl3YXwvoOgbffnSBrmm8vtnh2Tji+TSj45mUZUOjBM66ptNxbIqqZhbnLPKKL97sczyOMfRWAYQaQ+8lzRUVgnQOXJO8qjA0g9e3Orx3prrGkopW01a6sbbllcOqHFDmScHhJOVz2x2eXMZM4xytZWVl/9HzOT3X5Hic0FuumZqEHLSt3ChRXnN3S/rlmrZl9krD/DgS/eQS5dnqOgrhMTlYe4mi/7Q9aqRQHVPTSCvJY/r+4ZjH5xFdxTqEhRzAOo6xyuxa3sTy+5aBbymzjcPAs4gyee2ejhO+cWed/9d3n/+isuKPcz19+pT/5r/5b7h37x7/4//4P/I3/+bf5G//7b/Nv/pX/wqAs7MzALa2tq79d1tbW6s/+6zrH/2jf0S/31/92tvb+9n9EIC8gVs6jsnROGLgSU5D2zb0PXM18NwYBC+pEeREpAE99Xfe2unxVGlNAtfkKixWgtiyanl8Eb/yecRVVBA4ctIF2Bv6PDwJuTnwWSQls7TEt2QxbDWNK0XJDX2bMKkIbJPnk4Qnly+DDJeL1Swt1E1dXvt8SXP11Klglhb4jgGaxlh1uxxNE7Y/MfRoSiQ3CmzeeTYmK2oevpgxSQp8yyCtmpWd3bOMa0PQVH3dZZdXT7mmIuXEGgVi/98fBbx3Ol8NRE8uYz631eNHz2eADEdPLiKatl0NOc9nGdt9EVgvB4G6aVZU2PKaJgWTWOoy5knJ0JeOnI1AQt0+PJcSyqdXMX3f5CopqKqWeVIRuEL53NnwBaXqCwXn2wZVpfHD4xk3hy4aOnFRYWoy7O30BRX58CyiaWp+9e46J/OctKj45t2RUF61DF2h2kAOx5FsOmrYmcclgStao1cHnVbT+OHzOa9vdThU78kfHE7wVQ7L+tKKrlbmMC1EsP9HDDqfdYlup2Ac5RyMOtzb6vHRRbjS9YAszvvDgONpRt00cmhQm808kdf4S3sDvvP4kltr3jVa686GNLy/uSWt1S3tSqO1pLg6jsE0lrTrfVXFEmUFx5OUb9xZJ0xrLqKMN3f7PLtKGaghoVi+fo7B4TThzmYHS9ewLJ07mx1O5wk3hi4/Op6xN/BWuVriQpPqlMDReTHL6doGGhp93yIppOw3sAxeTOTfu6MKSW+vSyDdQGn09oYus1S6+D66iPnizQEgQ2zfFUprGoto+TTMGSjaaxTYHE3lPQ381IHHM3WSsr5OU+o6bQt31jt8eBGxM/DpOMZnDkA3Bx7Pp5kq7xXLPbTiOFWHplcHnGWu0yyR136gijlnaSEozjRZPXZ7XQZcQzf41bsbHI5jnk8z3trtERUlcV5LyvQkUcGEQpkmZU3HtSjKhicXMWXTklfyPS+zfO5sBpwvMvZHPo/PI67iEt8yaWl4Ps344l6fBydzuS+VcUClYTAM5OfoeSZRXkOLen4SNE3o/llScjD0+K33znhzu8PxJBU92nI9Uc/jPK3wbbGmh5kk8x9PxDyx1P8sUZ4lrSVC5+sDz09zdK12qFcGoLNFju9Y5GXFD44mXIXFit6KVI+dvFlgnghCN1VOxb5CyQH6vhS19l1T3L4bwc81wPBPDdVl2zZf/epXr6E3f/tv/23eeecdfv/3f5/f+73f4xvf+AYnJyfs7Oys/s5f/+t/nePjY377t3/7M79unufk+Uvh3mKxYG9v72dGdT27jPjoTERsAlUKxfV8mrLddbFNg1m6FEeiYPZyla5bNgKdNm3LsGNjGeIACByTKC3FxWIY9DypkzB1HTSNwNKIi4ZBYBFnFR3XomPrPDwLuTny0Vs5rba0eJbBeZQr9wwiuhzHbPVc0qKWN7sGNwYu759F7A1c5qmcbDTk6/R9Sy1Q5mohWw5DA3UTTpNcWtSVpmd5Yy7TgqtKRNDzrCItxCKpaZJdpGnaNeg9yko82wAgLWt6rn0Nhp3GBfsj2czfvtFbOY9majBpaPjgLORrB0NO5jlN09JxDOKi5s5GwLsv5ry12+PHxzO2ex5nUcZ/8fqWdF01raIdRPzbVSgc8Mrj0HF0krJh4EkR4ChwCPMC29BJi4aevywadWiBqml4MU3Z6bvEqtl7f+Dy4UXEdt+lbjSiXIaMRSLi2K5rY2otp4ucnZ7Dnc0uv/Poko5tsDd0+f7xgl9+bbiitw7HETt9j7gQ/cc0KegphGBJczVNS2AbPLoMeXO7xzytCByT03miAhaFmhK60lHIgfVT74NX6RIN0UR91pCkqffC08uEpqkZBs41aqbjGuq9ZTONBVo/nWf0XJO9kSAne0P3Gq11c+jy/mlEYOuMOi5rwdKV12Mcl0Lv7fYJs4qTecJWz6WqmxW19fp2l0VasEhr+p5JlJc4lkmciebuKilZV9laS9RqkVXcGLg8PFlwf7fPR+o9+OQyEsv5JOGtnS7PZzlxXvHGTpcwkeyqgW8p0XPCVschrWp0TedLe31+eDyj59nMkpybA48fHM/5M7dGPLlKCCyNpGxWJoe4kNO30OkvEbh25dYRWmyw0gCJ5sezDGhbkqqh/4l76tprpWkMfRmuXkwTNrqiy7MMY0XJgCACvm1wOk9X9/wsKV7SWIG9ErkPFFIiaOmMg5Hottq25XiSsN13iPOGYSBxD1/aG/D9wwlJWfOrd9b59uNLuq7NF2/2+cHRlKSseWOrx4OTOTs9h6SoWe85VJX69zyLq6TAVA6rshH7uqZBUTVyT2stHccmzAp0oOtZnMwzvnl3nR8ezYgLCY49nKTouiaHPuXmElpa53Ses7fmryivt3Y6/PjFgvvbPb57OOGXX1sTi71vcTxJ1PfarCz3I995KQ9QLq79kVBGx1NBeU7n2YrW+qTw/M2d7qfcXn/UvrWkv3Z6L/+t5eu2/HkOVCXKUjIBioocChUJrOiuQWCx2fP4xt117mx2/4h//T/8+k+O6trZ2eH+/fvXHnvzzTc5OjoCYHt7G+BT6M7FxcWnUKBXL8dx6PV61379LK5n44Q1XyZzTdeEDlCoyiKt2FZvqpaWnicQ4jwuZYp2DOqmIS4qkqwicE10Dcq65SosZAHOKta7Fpahc3vDxzZFLNv3zRXNNfCtFfLT0nI8S9kb+syXAs5ATnEXYc5O12EWF0qUBvtDn4tFzsCzVkGGPzie8+Z2h1lWrkTOryI8A9fibC5UwKtoz3LB1VqNOK+vDT1t2/Kj4xmWrlE0LWeLDFMhNGvKGvnqyUUqC15m+ixRoLKuP0GRWDw4EYrkR8ezaxqhWVIwi0u+fjDiB0czbq35DHxLoHjP5vFFxEbX46nSi5wtMn5pt7eiuESYmxDYBpomDh/RT8hitz/yWevYXMUFXVe+NzS4Sgo6tkVSCIJlG3LKHAUWlgGRWjiSomajZ3FnI+A9hfY9n6bUtejBFsrJFGYldV1xNEvZ6Eoy6nceX3Gj53Bz6PE7jyf8hftbK0HzNM7Z6bmczjP6nk2jgabpn6K5hr7F6SLj7kaHRSp9alEmeqcl7fXjY1U0GuXXqK/lazpRSM7hWKjKJVVStS2Hk4RxlF9zc8ESASpp2obAtTicJKvT5dC3iLNaVS+0DH1L8mN2eizyivdORK8xz6oVGtT3TKE9bJ2uGvJeuvJS5knJ/Z0u3zuc0LQNr291+fAslDTnJGenZ/N8kjJPpHuralqqqllRuZYBJrDesVdFpVI9Y3IWZvzSXp+Hp3Pe3Onw4+dz9gYeLyYpb+0O+PBCEMNfvTPi+TTjxTzl5shjmhYK5fJIKslUem3NWwmal0nND88ivrzX5+k4hqZhntc0TbtCjQaeaEWWdNjyHjyaSJLze4oWexXl2e46JGUtNMko+KkD6svXWBKyP3+zT1LUWLqx6h5cvq59T16nnZ67QnKWKM+KKk8LRaOU3F4P+N7hhLd2+kySYlW9sTf0SfJmpcG6tebzWw9O2Rv6eIbOtx5f8Wt3N2iahu88ueJgrcNOz+V4ktB1TJKioeNalFW72sCjomQjcOj7Jrouh6mhb64cXIPAZOCaZGWJjobvCM34xlaH330yZhjYrAUWD04XaJqGbxvMokIyuICea64OJPOkWImcf/IiZLPj8N7Zgj9ze8SH5yG3N3zmacFO3+V0IWvoIqvkdUQCLx1DvzaIzNOKzY4j6Pm6vF4shdUILdbUNd/9eExgaXzn8dXqvnv11/QTSN2r6M92z+VoEq/QudN5zk7fZbqkdlcoT8utdY8Pz4UG7LsmJ7Ns5ayUwNL/MET4P+b1p2bw+cY3vsGHH3547bGPPvqIg4MDAG7dusX29jb/8//8P6/+vCgKfud3fodf+ZVf+RP9Xj/rWtrZR4HNwLM4mSX0AxspnBQNz00l4lykFVXbUtQ1TdsSZxXztMQxTeq2UUOOTZLLyXsWF1TAZSh5FE8uIspSihKPruJrNFdfLSizuKTvWhxPU24Ohe5ZJpDeXPOJioqwqLkxcFmkFbOsZKvnMstksXp6FfHVPdkch2pRlROivkJ2jmapajYuZchRA0GrKC7P1leDELB6fKtjXxt4/iheenkth6BXB6CtrrMafjRNW9Fbrz6+PIWFecWDkxlf2R+u6K7lUNS0MI0zNDTmqWyOv6cSST8eJ0yTUhaoeaYogCX14DEKJJdFKLEeYdoQFzWmDl1bXCVLuutyUVC2sqiVFZQtHI1TsZ+W8KPjGfd3uvz4xYK3trtSvNk0+LbOsUJoDqcZe32XpqlXA5CmafzgaM5f+qUtfvvhOQdDT0HxGlFesz/y0RFUz7NkGHyV5hJ3lkdSyMbr2ya6bqCrzfMHh5OVlXYpIF++npO4uDbs+I5JVrUrqiTJSzxTuzYEfXIAGvgSCLndczicJCt6q6V9ORAhFNf3jqbc3+pwMAr46HzB7TVfLL+OwZHS9gw7LlFW0TYtt9fElffamgSFvnca8uX9Ac9nGc8nKV9/TUowe45J1cIiK9gfebyYxYRZSeBK7MA4yrlY5FRNw5PLmLJqqJqG40nKVZTjWQY/fr5gu+vw7vMFb273+PAi4sbQ5flUutD2RgHfeTqhaVpe3wx47zRcUd2apqEjB5DffTLm9c2Ap1cxx5OEjmPTsw1ezDJ6jiDFpgaDwFoNOsCntD3TpMQzdc5CVaSrXuuqrimrhrOw+F8deD55LQeggW+j6VC3LZWioZf34d7QX72Xlo8tEc7pNW2PyY+ez/ny/oCHZ4uVU2mWvKwg6Tgmh+OIj1WVyb9/dMn+WsCNvstvv3fG/ihgp+dyNI6lLNa3OVj3JdpD11ZaorBoZC1VyfYXYUFZN/zw+VwcXEnJPK64ikvKGnzXJClq9kce75+GbPUcJkmOrhuARs8XpFvTNDxL53gco+s6Nwcup4ucnmetbO2f3+1wHmbsD3yl/+ny9EpovDir6Lo2s6zCs5SEABES6xqripmmbWmamrSsORjK/ayJTxPahmmccTyJuUoqkrLmncPZysa+/DWJc55PE/KylFDXlWZTtG7L4Wen7zGN85Vm7lXt1SyRPWgSFzwdJ7y+1eOHxzPmacXuQIbdUSAo+C+Sm/8Y19/5O3+HP/iDP+A3f/M3efz4Mf/6X/9r/sW/+Bf8rb/1twDZ+H7jN36D3/zN3+Tf/tt/y4MHD/hrf+2v4fs+f/Wv/tWf83f/0s6+fLP5jsU0zDiepvi2jq5paiORQUgHLF1XDgYZDppGHFaBY3AVlSukxzR1+o5BmIseYOBbzDOx8PY8WZincUHfN8krSf/1FUd+f6fLR+eROMkGMhCgwqzub3f4wfGc2xs+A9fifJExcOUN3nctHpyG3Bx6zNKSeVyw0/c5U0m8s7Rgp+twHkrz8BLtAV7qehbZahCaxgWHk/ia3uePM/B88np1ADqdZ7imvlp0AXruchN9eeI8XYgWoO87/OGz8Sp9d7lh6pomlCFS+Pm9oxl/4c1NfuvB6QodOp1n7A9FrDdNSu5v9/j+4ZSqqdnoCt1yrHKXAtugabQVTRPnFV1bZ5aL5bMfiLiZtqWn8nwOpzFvbXf58Ew2y6Npim8bBK5FlDd0PYv3Thd8ZX+IruuM45K9vktd13xwHvEX3trit9+/4tZawMdXMcdj2QSXBYezRAbb00XO4SRZ6XlmcUHRioV9GNgMApuzMKWn7N5LC/SrQ88nB55Xhx1L19gf+av034O1DrZpXhuCPjkALYfWs0XGds9ZLcqrgajvMlM6ra/sD3jnaM4kznl9q8uPni8Y+CZn84ztjsM8qZjFOU3bUjUNPzye8fpWl997MqbjGvRd6Wy6v90hLkqOpxlfORgQ5Q1xXnNz4PHeyWKVD5MUNbreivEgrRj4EguxTGTuqvf983HCtqIsbgw9Hp7OcU2dFkFGZ2mpBk+DwDF4eB7RtQ06tsnzsdyTtzcCvn8856v7A947C2malu2uw+k8oRcsgxjFBYdy5S0HneWQc7rIX6I/WYGmG3SVEaAVYQ9JIUaKriPI3asIwKvo3fLXq4jOq1ffs7B0nVRl4rw6/KBJNcyr9yZohGooG/g2R5OUra6tKEufvmdyOs9Wm2zfNXl8GfHWbp+uY/Db753xl7+4y/eOpui6xmsjjwcnczQN5lmp3G8xzycZb2z3OJom7I1cXswT1v0lKqi66pYIhm2yyOUA2mqtvL5tQ5KVrHfEYevaBuMop+8YfDyOeXu3i46s5z3fXCEl0zgnzGq2ew7PJwmH45TXtwJ+7+Mpb+32maclXcfkwYmI6GnFkRvYOvOkICkUktzKGm4aan9oG44nsRhh0NQ6K2LoaVxwNEmpGnBNnTgrMBBd2NLGPvBt+p5FWjVsdm2u0pLtrsPxJPmUbudg5BNnJVFe41u6kjWIfodWRd2qeIuBa/HeiegoG1qiTOjhp1fxzz3H50+Nxgfgv//v/3v+wT/4Bzx69Ihbt27xd//u3+Wv//W/vvrztm35h//wH/Lf/rf/LdPplF/+5V/mn//zf87bb7/9x/43flZ29qZp+P9875isqHh8HlHUNWnVcn874J3DGW9ui4tKtD6OnBZ07Zq13dRbuq7Ns0nMbt/jdJbiuxZrnsXzearQmZqNnk3ftXh8EbPeMRnHFVXT0KJhasJLL1KBa5u2Qdd0bgwdvv14wjfvrsvwg4j03trtcjxNWeQVm4HNRVyISHEm3+fZImOn74lwjwY0naH30soM2qohXm7Klpt9l3eOZryx1UXTVDquoV1Lav6kJfaTeUKfvF61trdKkFw3LbMkp+taZFVDxzbpeKJxAoF/OyrZ+nSestVzqZuW03nGwUhohOOJ0FuztCSwDM7CjPvbPf79o0v+7L0Nnk9T5lkpPPxSv5MULJKCG0OPk7k8T+dRyd7AY5qWhGkhz1lR0aCx5pkcz1JuDj10dKJCUls/vkpYC0xphPZMXswybvY9xmmFgWiJ4qwiLiplgc7Qlal0fy0gTAs+PI/482+u8T99MObuusckLknKhvs7Xd45nPG5rQBDN5jGytKKaBhO5wn7I0FLyrrBUovsoRp00lJO7GUDSS7IwCwrV7biZV9UVkqZ7lKE+kddy9d5ngpCouk6aVGv7Oxt2/LwdM7djYC0EFH3wDeZJxUNrULapATzvbMFtC1v7fR5eLbg5tBjkdTM0ozP3xjy4GSObxuYmkaYV2x1bc6jghsDj3lSEhUVv35vg995dEXPMen7IuicJyUNDU0r91LHtYhSGSD6nklciPAVTe6ftcDkKqroeQZhVrPWsbgKS4q6RgNsQ/Q3n9vurjaJ00VOzzXo+zbPp+lK26Ohc6Nv872jOW9sdWg0CczbG3gcz1J2eh6GAedzoVPyquE8ylfFwXXbrnJbllTW8pABqMRdl6io0DV95V70HZMwLQmzkrAo2QpcwvxlbUvXNUkLEQm/qsF79XVdak8+S4+yjJpYrilx0aBp4FsyqC3fhyCW9rNFyt4o4GiS8KY6nL2x3SUvKp5OUv7iW9v8D++ecncjWNG4vq3zSOla4qJF02HgWhzPUrY6FqdhoZ6zmqbV6LoGYVqx1rEYx6IR09qWqKipazGUREp2EKUFUSG6wptDh+NxSlLWfG6rw/FMWe2Xzivf5PlE0Ms4F1T9zc2AHz4P+T/dGvCj53N2+j5RXqBruji8pgk7fZ84l8HneJqw3XNXSMsnn9tXtVufZWX/rKy1T36No2nCdtfhZJai6RoHr6zJs6TAszQpgd7pK8eaaH32Rx7TRPaWl+i+JJMv97f7210qNP5vf/buzy25+U/V4PMncf2sBp+nlxGPzua892JB0zQcTVN+6WaPP/x4ypf3+rx/FtFzLXxH53SWoek693dEU/HoIuKrB9IpVbWgay262uKqpiUrG+7vdPjusyl31gPSsqFpJK4/LWp2+q6ceHsiBmxpScuKz233eXgyZ7vn8NGFWE1l0bWUeDWj4+hERcv9rYB3jmbcXQ9WPPXpIldZEKk6TWWySJcC8bZNi+9Khk7PNgk8C0uDjy5jvrzXX+XDVHUjeQ+6zv7QW90Mq40wK/BNXRCtn3J1HIPLSLQBXceiq2DiFgjTgu2+y9kip6vC5kBtYitEQTJqOrbJMJDTX9O2dFxBC24OPZ5PU6EmJunLr+dadJSodn/kcaQWtcdqkXVskw/OQr6y3+e90xDfNpV40uH5LGY9sDkPC97a7fH+WUhgGXQ9ixfThMC1MIEKSW2+MfR4McvY7blcRhm7fZdZWq++965t0mqtiJ3TkjCr+Oa9df67H53w63fX1ZBW8Es3evzhszlfutnl/YtYkAVX6IW+b8rrOfDQdI25oj+XlujNjs1FKHUWx9MU39AwTRMdQRFPF9Lv5ZoGV3HO/Z3+f/Di1rYts7jkxVxCIz8eJ7y502OWVAS2ztkip6bhRk/Rb0BZ19iGwZ3NgN99MuYre33iouGD85Cv7PV5McuZ5QVvbfX4wfGMX7415MfPF4LSqeH75sDlxTRbiZs/OF/IvXka0lWb+v5IYgkORj5hVlA2QrckeU3VNOga1C0kRY1vGxif+L2paXQ8iygrlcvFxrc1zqKSvYE02IdZwVs7XR6eSjfcNKugbT41CNFqStAtCObZIqPr2nRsSZoO84o99fOtLM+ebKTbXYezSCgu4OUgFL2kvYDVWhVlBaYhr+NC1T8sU7vCvMSzDMKsWg1B3U9ssp+1uU7jgqioZFA9nXNz6PFimrE38mmV4WNvNXzXKkG7UveeHEB+5/EV/9WXbvDvH13gmSajjsmTi4Q//+Ym/+bHJ/z63Q1lXxc32K6ipPfXgtX9XwMGMMsqhWRCVFR0bKmDaZp29XtD1+m40qMH0PMtzmYZn9uSehgNjTCveXO7w8OTkJ5nrvKYlgeIZVL+/shnGpdEhfz9dw6nfO1gyHunUkC93XNI85pWADIxHUxSNrs252FOzxVzTFk1ZFX9qaHnjxI5v3qv/bTB6WiS4Kk8n6xqPvVnS13q3kjSpQPHxNBEDF61oLctsUL7oqwkLhve2Ap4/yziL35+l3vbPW5vdP6D1ob/tes/OXHzfxqXpoK3pFri3ZOQv/DWNt96MuGN7Q7zrCRMJQvija2A7x3O0NC4vd7h3edzwrymY2nECjLU0TA02BtKwu7XD4Y8vozxbQmOohWH1slMFpC8atSbsmWj4/DwdM6NkSAPHc9edTD1fIvTudxgZ4ucN7cCfvB8wa/cHnEa5uwOHE7DnBtDl+OZbPTPpyk7XYezRcoiq/AsnQZ4fBGy3bFpNY0oLTmapXzlZk8JZ0Ww17Ytuq6xO/CYp6WKPs9XmT2vWtg/61fftzicpugaZJU0TUfpyyC//bWXNElUyEl1qe2JCjmN/8HHV2x2JGtlGr/U/ZzO5HR1PJWf88VMbvSzRc7+0BPh7zxjb+i+HHouIr5+MOTZJKVpWr52MOThqQR+9WydqKiZxDlbXRmeDkY+H5wteHO7wyIXLUxXUZSzXJCupVOs65qczFM2uh4zlRFyNJGk36KuqVsI04pFVvLmdsC/+dEJv3ZbFtOWlu2ex7snQn19++mUN7c6REWzEmQfTxK2u6I7mUY5pSTNM09kc7sIZdh9PknY6TpktSAtfd/i0WWMa4Bnm4yTknubXRZpxTTJV3qBT9IknyVqBljkBfc2Ojw4DdkfepJt41skZUPHMdjteTy6jOl55oo+maUFjy+iFd01jnJeG3m8fx4zS3Pe3u7zztGUr+wP+PGLEM/SmaWVIB1dGXqW4ua6bXht5PHO4QzX0qlaSdj94HzBW7s9jiYJtml8Bt1VXqO4Pvn7GtHsxXnFW7s9ThZia+7a4tjREJTqW48nvLnTZZaVaC10bJMXk5S9vsdFmDNwLXq+yekiY3fgcrakGtuWeV4zzwr185VMk1IhvkKFbfdczsKCri1U1mcNPcvX6nia4Fs6G4FNWTeUVcP+0EPT9BVduSwnXTa0e7Yhup7xdUt7x5bv1zN1DicxHc/ixsDj+0dT3trp83yayb02iVff5/GKCpMNdW/kczZP+cKNHt8/mvKXfmmH33rvjC/e6JOVNWEqr9tvPbzgm3fXeXi2WNVlvLXb5d3TBW/t9jkcJxR1TYuEFyZlxd7AI0wr0DQGznXKa/n7pq1JshLT0AgcEct/brvDeychtOLg2+7KgKrp4NsGx5NkpakDWf93+nJI6rjmyl371b0+Pziasz/08EyN80UGGlS1/NehMsHI628T2DonM1n3uo5kIdVNzcPTOZtKSvBHZfe0bcvhOKYoa3VwezVDTYb8ZZ7PJ6nKvaHH48tY9JKThL5nr/5MQ6Opa87CnK2OzckiRdd03tgM+P7RnC/tDZSV/ueHufxi8PkTum6tBziWPN09z+BknvH53S6//d4Zf+mXdvj2kzH3tzuch4KmvKOazQ+nMdMkFxvidoeH5xH3d7o8n6UErnRxXcUFOz1pf39ju8PJTBwhrqVjG3JCuYrlxFHRotNyFuYK/hdn0FvbXR6ex9zf7hEmFftDn2fjlK/tD/ne0Yyv7PX58fM5vmXwYiqujBfTTA07sugKWmQLGjTPiIuKrx8MOQsLaFsWecm2cpDsDX0ZmrrSvr4/ClSvEoyTkqNxTF01JGW96uxa6zif+jUKbOK85gu7PWX3b7iz7hPm5bWE5/2R0vxYxsoZcjJLcU0JQbu3KRbP7Z6IgU/nGTt9l54rp5qbQzkpygKQ4NsG00REgDt9h+NptnJg7Aw8Hiq9zfNZKsWzjsnbOz3eO494c1tqDCTgUBKab/S9lf3aMnQ2OxamptF1BCHSkYWqblTlRSLdVoukZJ4WbPfERm6AEmD3eOdowds7Pd4/j+i5Jn3X4myR8vndDr/93jl/6Ze2+M6TCW9s+oRFtXJ5Pb6MVjRmWwvKpsGqdkQQA/l7NweiazqaxNzdCMhqaQB/c7v7Ugxt6rxzOOHjy/Cao+uznF1L59d2z+U8Kvjy/oDDacqddV+atT2LYeBwushYD0RjgSaR+bsDFw1NOvF8aTsPi4a2qXl7d8D3j6b8yu0R752GBJaGpussUhFrnoaC6n33cMqX9vorN1dgG9imSZpXeLaOZ+q8d7JQ2i+dF9OEohZh7Nk8Y2/Nl1Lgro2pafJ7TcM0NNYDmyirKBpJR/7e4ZSvv7bGZSwuGN80WKQVD08X3N8SB1/btmrAyXFNjeNpIgNNUgry2HH46Dxip+usngsTVvksbQuL9GXIXF9pTnqO0L5Hk1gEzouXg9BSu/Vqdo9tWby9O+Dm0Ec3DBbpdeePlJ++HILSssa1dCZRxtFYqm86q2RzHRoZAMOs5sv7A757OJF7bJHhmDp10/D4KuLN7R6LTCIflqaB+zt9fu/phC/t9fk3Pz7ly3t9fvfphK2ew8k8Qdd1tro2758uVo3uTdvy/lnMN++uK0RFNGe6pok8ILB5MU/peoY487qW6NHWPCzt5e91TWIKxqEUq3ZVKjQK5XBNjTivSIqaN7c6q3tp6QwDlFYpZW/ocjpPGQY2Xdvkg4uEL+/3ef8sXPWUtS2g67SwcgfujwJ6nuib7m10SEqJOPBtXQYndaj+LMnANH7p3jqaJBRVzckiZZGKY+6nObpO5xmeZfDsSrLSFmnFvY2Ax+OYnb5H27aYhpQB932TrG65uxFwFuYcDAJakKDH9Q6PL+LlDPhzu35BdX3i+llWVvy/v3vI4TjheBLRcSTZ8sbA59FFyNdfG/HdZxPubEidg6brbAQm51FJzzEZBC9P448vI97Y6fJilnNjIMm4cS58c5yWVOqUPvQtajTiTFJD07Jhq2tzOE358t6Q7x1O+Mr+gA/OI5q6ZXfgcDIXuDzKK97c7vDD5wt++bUBP36xILANWoUKxWXNbt/hZJ5zY+DyYpax3XWkqb2o6NoyrHz/eMbdzYCrqCBKS3QNBr5D09Y0DcRFxcFa5xqEWlQ1aV7jOTq2aV6rLPjkNYlyqrYlyaXrBniZP4IgQHsKzj+cJLgGXCUV9zY7nM5TfFMnqRp6jqWeY6HtwrSmbhvCvBKRdiTapuOphNzVTUtaNdzffqmVeT7NCGydVtMxgDAr2e47nC9UzlJW8tZuj/dOQ3FjtJKWLFEFNYEjeTAdTyiuSSqDm6lrK5rLtw0MXQahRVriWvpKC9NzJaZgf+jx/ePFStMTFzW+bZIUEoCWFhU7A49HFyF3N2RxvrPeIS0bFlmxovU2u86K1looNwlq+DoPc+5tBJxFBR3boG4hLapPRRNM4oIHL2bsrXlcLCQ8r+dez/hZZAWuZXA+FyF8YJtYlnFN27MUUZ8tcvZGHsdjgeHPo4zPbXSJi4ZFVrI/FB1V3bSYmrZyvIRZKdB8JLSpaeiEWbn6WZfhdlJMGfO1gwHfejJWmrdMBveswlMDk63rxGXFmmfyYlFgIAL+tGw+RXFVTUtX/dnyMLIMxXwxywhsg65r8egi5Pa6uLXubQR8dBFxb6PLeZjLe66VMMWOaxPnJTt9T712AedRQceWktS4rNlRz1XbNry10+W7Skd4PE1WOh4NnVkiQZtxWbHb9zmZpURFyd21DmdR/qnsnuU96poalmleKx999WqaRgm4DUA2xb7nSKTALL2m7Xn/LOTOus95mNN1LOq2XSFi33p8JXTVNCXMSt7c7vDtJ2O+eWed7x5Oubvh8/gyWX382kGfHxwv+NxWh8swJylqAteiaWqyQkwAi6zk/naXHxzPeGNLCmFrpKh0khR0bUOoSdckfoXyquuGiyhnq+vJ1ysbep7kLNV1g6lpROVLrc97L0K6rsEir9nu2jy5Sri77vP4Mz7e2wiIXtH8fOfplG/eHXE0SQmLmpsDl+fTjM2uxI30XBvfMThTeUht2/L+2YI7awHvni74/E5vlcU2T6XTK8wrPNsgVGGgHcfg46uYsoWueg92HGOVg7bUTcqamlDWEh2xfFx0YKai7QJ1iBGKS1ct97omAYdV2xLl1eog8av31n9Bdf3ncD0bq8RQJfgVm6p0WW12Hd47lc6es0VO17NW6M7bO100RCjZcy2ez1LWApsPziT993SeYem6cm9Bb5nRobhm2pa9oUta1nRdk7N5zq2Rx3efjfnK/oDvPJnw5laXpJTcj7hsqBtZoN85nF5DerQWklK5wiyD55N09XFH8clRXrLVsZlnFX/w8RVfudljHpdchhkdx0DXNblhF8tyy5d6HhHU2dimzo2Rj20abPdeWs+X7q9XMydmackiKVY36hLdMQ2DJK9xDI2Hp3MmUc5u32WclLLYXETsD32SssFfQf4JriknON8RLYkgIPE1pEdrNbKy4Ys3enz/aMZX93t8cBax3bM5CwuaWjROXc/mbJ5jW5qcDl2Lh2chNwYONctTFaKJcM0Vj/+S4pIBdtmztDdUAZLqufAcE8PQyYqawNEpG6EyHpyE3FoLWKQ1SVkLzbKKKZP3nYTGiRtjp+dxHmY0TY1vS9Bkz7Vko3ANZnGxorzQxIm0O/A4C/OVO69tmpf/wiuurqqueXNbBPIj36TnWSuK5FVn11Is3bQt6C8rI15F7B5fRDiGvE47A4/LKOf1jS5noVBlO31xuw08i7gQwXPTtirhGcKigbpB03XCtGB34PNimrI78IW663ucLqTY9r2ziPtbHd4/iwhTCUdEaz+F/pxFJUNlFx8qxw9wneJSQ1PbNIwCl7gQGuf901ChGy0nSoN3ERZ8/WDEg9OIr7824vFVxEbXZpEJinCwFigbtdCtb253OQ8LoWmU7qRrv0R13trt8+0nU75+MOL9s5CtjsOjS0mMX2SieUmqhv2hIKLztGDgWrx7umB/6F+zsi/DJ6u65ulVzDzOPtPdtdSN3NvsklVyj3uWIS4yTRKclzTJ+2cL7m4EPL5KlMtN3Kxd1+T9s4hfu7PGd5+NWaQF97e7fOvxmF+9PeKdoylvbHc4WxTXPn7vSHRZD08XYuNXDtm8bNnuO5zOUnZ6Lt87mkux61VMQ4ulgWlIH91FlOM7gqa/SnmFec3d9YC8rHBMk65nUdaNJGN7Fpdxwf2tDtM45b0TofIrNVQ8HSd8bX/Au6fhZ358dBmtkJ/3z2Pe2uny4GQhB6+eHLhcU+PpldCS87Qgzkq6rlBMz2cpdzc6nEc5X9kfch4XbHVsvnc4ldcmKVYFpUuJgGWa3N3s0HMM+sqAsCwqfbWtfannsXQNw9AJHINQCa1F/G4xiXIWWUWtKK7A1okyQXNnWUnTyH1h6OIom6bFL+zs/zlcB0rtbmka+yOPtGxWH3VNwq6Opym7fZe2bfnuswlvb/d48GLBIpeT5lw1sudVw72NDt99NsE2DMZxTtM2mLrORtdm5FkYBtwcupi6TlzUeLa8OdFglsrN9N1nE97a7vDdwwlfPRjw8Dzm6/tDkrLB0jW2ei4PThcEjgmtdLTs9F3CQrVdq2m+45ichjk912Sn7/PkSgYEzzJ592RBmJfcWw9W6Mvji5A7awFXiXDWh+NI8nUCa+UyWVOw+YtpwjQu+Pjyek/XNCkYxznn84xQCUVf3SiHvgW6plwdpuh+sor7O33OFrlKlpXNqW0a9RwbsnloQoMtXSG7A189rtG1dU6jjK2uzXeeTLi95vPO4Yy7GwFPLuWknlYti6xkb+ii6TpXYcFuV0IA72/3eHyZ0LF0Zpl8z54qGTV1jc2OgtiHHpYhP0eUlWx2Hd4/XeCaGjWwyGsGqpvnje0O54uctpbhNcpL6rrmdCHUXFjIe6OjskduDMWVtfzYtg2eZapBWZ6Lqm6YZyUd21xRXvOsZOCZpJUE+O2PZMO6tSbt7TtdsZofjqNrNnZpgu5j6MbL+esTlw7sDDyGgYOpi6OnUuiC9CvFrAcWcak6kPKaN7d7JEVDYAvS9WImm8PRNMG3JO9lkZUra62phlFDg8AVAfmNocfJTD6ezgXNqxoJrzN0gzATYfyTS9EBLdKCjmtyOs8pqoa6FlRwd+BxEaXcHEquyasU162NAFMX2ut0Lhv8i1nGRtfBNvRVLcXByIcW3j8Lub8V8PA8Wg1Dnm1QNQ2HkxTf0j/18WiasNN3ScpGiY112rblncMpv3p7yDtHU9Z9kyfjmLsbndUQ9PgqZm/gKWStESfPPOPzuy870pa6rCX9db7IKeqG00V2nbKsa55dRbxzOFZZXDn3d3qMAoesauTwMI45miarYWfNtzhd5Oz23NVAOstKOo5J09Q8PAuxDZ3Nrs23nlzx63fX+d6ROPuOpxmepXM0TSUrZ5pxd0Pux68dDHj3dMHbN/poiAbmbFFwZyPg8WXE57bk4w1l/CjqFs8yOVukvLnTlQHBM69RXgYt52HB7tCjrGvCrJRiZw1OQ9H8/eHhFN82qRqx0NM0nIYZX93r852nE/7yF7c/8+PXXxuqjkGJiZgnBXHRsNGx+eh8oQyz+qpuxLclviSwdd4/C1kPLB5fxuyPAnRdZ2/g8e5pyI2+S5iXpGWFaRgcrAXXZALSWWbR8+WxZU9X37O4iAqquqUsK1VwG/DaWkBWyj33yWFnu2sziQvurPs8uozouhaLRAwnV3HJbt8lzCquEhmuf5529l8MPn9C1+EkZRRYBK7J+6chvq1zNJYQv5OFpMmiUnjDvGaj43A8jdXp0OEjVd6ntRJadaJs5GFW0rF1zucSnnYZFkzSgrpqOB4nVG1LXYuzSde0Ffozz0v1b6R0HIuHJyFv73R473ROTzlY6rqlrtsV0rM/9FZ5NXEhG6+ha8RFtUJ5TuYJb2x3VgiTrmts9zweXyXcVCWGG4EttvCdHqdzEUMPXJN3VV7Hkt6YJSWXcYFGy+EkxTP1ayLntKqwLI20aKjb9lpp6eE4ZqcnLdPTtOTOuoQytmpga+pansOeQ1o29F0LU9exDJ2dnoum6SIQ1zRx3Sxy3tru8t55xNf2Bzy+jFkLxD690/M4X+R8bqvL+UK6lt7aEZh+3TfY7Lry3x0M+MOPx9xek9P6MsskziuqqmaSFGJ1blreP13gGOI0qWr48Dxio+NgmoJkdRyDk3nKrbWAdw6nfP1gyPOFdBjd2+jw/nnEV/f7PL6U5yHMJQTTt3Q+Oo/Y7trysecQFQ3LicTU9VX+k6ZpfHQRXRts3j9bsK3eN4fjiLsbAVdxyZvbgryUVU1Vw2WUY2qwP/IZBg66OsUv8k/HEkwTqRvJqoaDtWCV7RPnJY4B76iAxKwGQ2vZ7bss1IAq2oSMupEGa011R0WFJAH3FV3xKvozT0vmqjrh/fNQ0Bf18WyREWUl9zYC3j2d87WD4QoFOl3kOKboa3qeyTiW2IG2bXg+S3ENuaeruub5NGOcFGSlhBj6tsHzqeRKNS3oBkKXqQLd3b6nBM0dwrxE1zWitKBqoOMaXEU5N/suUab0Oq8cPFDi6CXK41sGUd6wyEvWfIvvHs3Y7DjohqGcOPm1Ieh4mqys7FkDXz0YcREJYvCtR5dUSpe11PtsdR1sXWer617r7UqKmrN5xqZv84eHs1VR8DCw2Rv6PLqIKOsG1xQ0dbfnohsGKEQuLWp818IzNR5dCl3dttB1LZ6OU95ShaArd2rTyHPQtGi6TsfWOZkJcvbBecJbWx0enMrB0XfEnfT0KuHrByM+PIv42sGQB2cL7m10CLNSoSoySFWNrD8XUUlR1bx/FuE7JlVVc3iVSBSGY3IZCoIkg7JOYJsrAX7bQlK13Nvo8P3jOb96Z8R/96MzvnF7uPr4//3hKfe3xZF7d6PDyTyl71qkVcvddZ+Px+K48m2dpKiQzg5A08RNqrRuH4+FNjscR0yinOOpFE1P04Kh57Clgkz/WEGwHQdD1/EtgzgXZ2yrXf87ddN8ath5fBXzua2uUHobYtToupKSvUTZe55F19Z5fBn/oqT0P4dLEJ+KOKvY7DoiKtY1wrTi7prHw/OIt14RN8d5RVajUIeUniN9UmFRU9HimZKQPAgsyhbubYr1Pcxr2ka41Z5nrdCMvi+2SgnT8qirlqRsMA0N19KJX6G6fEtjnhZcxQW7fYfTUE5Wh2NxjB2OY+q6YZyoDpdXUJ66lgWj55ikZaNg7ZC76z7Ppym+Y7PIazRNV+iMrpT/+eqU+aqj69bIZ5IU3BxIfP6rIufdvpyqtweyAKdFvQosnKclJ7OE19YC3t4ZcLbIcU2dh6cLdnqOuI42AmVJNynrmigv2Rv5PLqSgSDMKnzb4NGFbPB/qFC4dw6nvLHTJa0aDA0aGlzLUA43l7CoefBizud3enw8FuHgwVB6cXzXXImaA8sgK2vWOtJQ3TZCcYVpxWbXJa+gYxvMc9GnZGVLqjJn5mklAWUqDfnhWcg376wxTitOF9Id9MFFzG5PBJQdxeFfRAV31gN+crLgq/sDHl8ldGxBHXxLZ56VvK10SFsdi62uy8fjhDe2Oit0R2gJjbrReHQRivV9SYfQEhUlnmmgafrq8aFvcR5lTOKcjy+jaxTJPM54fBFSV8r7stQQoHG+yLnRFbHm3tDjYK1zjfLyLB1N08VtNvC4DDPe3umRFRU93ybMyk+hP9DSdS2ejQXhfPdkwdf3h/zkxZy76z6mafD4MubNzYAPzmM0FWvQai1XKsfqZJZyd7PDZZzRtU26rhRHNm2Lpn+a4lo+ZhhiNaeBsm3Z6DqcRTkfXYa8qZycS6rr9lpAlDeczjK+fjDivTOhvy6inJsjj6Ss5WMh6MN212GWFSRVw8CT1zvKJUBT10Rv1LaC7Oi6znZP0rYdU6esGh4p9EcShj2+ezTn81sd3j8XR93L6gqHzZ7LILhOWfZci7XA4nCW8bnNgLppVk6g42nCZlc66MZRwd7IY+BbXCwyqf5oGjqOSZqX2KYpCJAa7GzTILB0FnlNlBZ0HJOTmSBcF1HG/ppPkpWEKjJgGhdy0NN1YpWx9egyompabo08vvXkiq8dDHnncMb9zWBFMy0HioFjoSm6dUlxbXTEsdZVmpe4rAUNqVqezzPurPk8OF3w9m6XnhpUd/suPVf0Qpsdm3cOp7y93eV7RzM+vyMfD4YeLxTNeRZmij6raduGuGjY7nnoGqSqK61uGsq64SKUlHiNl0jQWSTD6UcXIY4B52HOW7sD+r4t78X0ejXFOMx4Po0J04J5WqzqKppGtH4dR7KkLMtkp+fy7Crk4emCrZ8y7NxZD/jgXPRajy8icYUZOj1HDuobKhg2KVrubnZ+riWlvxh8/oSuw0nK27tdKQnNKwxTV4uMxuNxyq/dWePfP7ri9rroOTRNaI/TeYam6Wz3bNFcOOaKFqlV3sluz+NknqEresvQdfqBzUZX2UstnSitmKYllq7z6EIgVcn31AnTkttr3orqenwZU7c6t5QV+N56hzAX5wBtKx9VtkTXMTmZxWz1bC6UjifMSmZpjWugboSAx1cxNwceaVFhGJJR8fB0jmdqpFXD1w5Gq0X4o/MQz5DHTdPk7RsDdN2g7163ZWpodFyLgfeyrystG9KyxtJbkvIVZEHTmCcSjHc6T7m/0yfOa3quxSKrmCc5VSPC6HvrHR6pZva2rum6FmcqIfj5LGGj63I8SamrhhqxmUqaqsaLmdh/o6KiaRo63jI8UWzsvmWQlY3orWZywmwajbSUAtm+a2HoYOoatzc80Tuo17ysa2zT4PFVTMcx6PmStuorFOHB6YJ136JF42gSSwt2LD9zmNckhQjWn1wl/Pq9NX736ZTbI5d51igqU1CSP/h4yq/eGXEelZyHGXfWA57PMjY6Dk+vYt7Y6nAZFzRtw+Yr6M92z8U2TfqeRcc1mafFNadWVTWEWcX5KxTJNCl4Nk4wDJ2wqFeJzRNFAfZ8m1lW8vndLkfTlMPxdcrLNA10XfqxPjgL+frBiG89ueKrB0NSJWw9X8j7UprAJdn4Msz5s/c2+PaTMX/5i7simL27xuOrlKZpWOvanIYlizRnuy86r1pRzA/OFtxZ83g+yyiqhqptOV+Io8swdUae3HuDwMZQzq44X7rjWppGdHSWomLbumUjsDmZ5/iWzvvnIb96W+IQDK3h7kbA7zy+4v/yS1t8+8mEtcDmxVQG+Y/OIzxLx7NNHl9FeJYI7zWVsmPoGpamrSImZmlJVbecRzlD3+HmwOMqEhRJEGBx1x1PE7621+PBRcTrGwGapv+xqisMQ9BOx7JIS9nwv/Xokq2OIEK2aXB3s8PxOOHolWHoKszRkCiERumELqNCIi6UOeMiKri7EfCTF3Nur/v85MWCTZXwXDUtniEDsKZp3FrzePd0wddfG0kemS35WE8mKfc3A757OGWn53KyKHBNg3lW4lkaSSGdh0PPwjKNFcVl6Rq3131SVchLK8OPa2kYtDwdp7y5FfDeSUSY1awHQm0vLe510+KYhkJJHE7Dgte3OsRFLan9iA4qTEuiQmJIThUTcLrIcS3pa7wIM3RNX913rqFxEWaMAoe9gcfhNOXmwOVo9rIEtu8JhXc6y5lE2Uoq8HyaMM8rwrIhTEumSUFelnzvcIJriI7xYC1YuboWWY1Ow6OriDd2eiIZ6Di8fxZydyPg0ZWg0o8vIjZ7LtOoIMxKyrYBNMJMxM20Ne+fLla6n5/H9QtX1yeun3Vy8/NxzNOrGN/WmMQVa4Hks6R1w911EXB2PBvf0lmkBXnVCi99ESl3QsuNvsOzacbIt1hk0vtUty2tahN+1dU1TUvCpMC0DDYCmzCvsQydtmmoW1H2J0VDXJTc2+jIzYqOZ2lcRjn3Njo8uozZ6TtorSYOg77k9wB0HYN51tA0NT3PWukVqqYlKSt2ej7nYca9zQ6PLkI2uzKYhVlB3UhytG0a7Knqi0cXIbs9ySVZ1i9M4oKyqsiqlr2hxzytqJuaJ1cJ+wMH17YZBiLyWzq3Dmcpv7Qrep4or1YanPXAIqsl++hoKg3wPU9Onp5lMPBFrGubEjR2Geasd2w0XaDmRlEqPddiFpdAy7DjcLJIubvm8/gqxTVgbxjw4GzBjZ7D0Hd4cLbg/maHF/MMyxTY3bUMxnHBWtcmzht0xOEVZSVd32bk2Stnl64J9eHZBmtd4cq7tsEil42s51pcxjmOoa8+X1NW/7Ss2Og4xEWLrjX4tsWzccQXbggV5po6hqHRtCpuXjcwNKEfxA0mpap13dJzDC7igo2OQ1rUQEtVS85KVomGStM0DsexEvLLcNzzbc4XGXXVoOstNwbBKnunrhsmSclGxyJwJPX7/fOIz20GOJbFwLcEASwr4kKC/DTalRiZpqFqRLRd1I2c5o/m+IZG3Tb0XIuruGQtsNB0nctFxiiweD7L+ObdNb7zZMqbWz5PJxmuAT3PJikborTg7maHs7CgrRsC1+QyzLm95vNkkhJYBp6lcREWbPVdLqMCx5AakKEnuSpNKxqnspbOpLRqcA2dvi+n5tfWxFVmGQYtLa6pk1U1USFC2rNFTlRUfH1/yHeeTnhjM+AsLNE0SY/uWJKzAiKiPQ1zNjs2SVlTtxKHcBFlbAQ2adGswga7nkVa1NccXBrgGBofjxNurwVkTUvXNqhaSPKKgzVJXH42jqiqmnFScG+zy/L8vMgKAke0VKOOsyoIfXO7w8PTiF+7tw4tPDxd4JqiOcvKBjTwDI3LqGCz53KxyNjqe9RNwziS93xHuSLTquXOuiDMGx2LMKvFMGHpXEUFb+x0OZokREXDvTWPs0juH98S9yYNNC0Erk6W18RFzb3NDi/mKWFasdVzSAsZZkHDMKCulhURBq6lUMiBh6bJUKNpgpqHaUlWSVTB8vPNnktT1xxNU15b65AUFVXTrobSumlX4aubHZu4qKVxAg3PNrgIMzxTHKp53XJrzePplXS7LfKSutXp2JoKjRUb/7sn4uo6CzN6rk2ossE0WiZJwds3BtI7mBTMsxLDgN2+j4bGyTzF1GEalQpJd5RzK6UoK+Kipu/bHIx8eaySBHLL0Om6FpM4J6kaNjs247hkIxAXna4L+ttVTMCffWODUcflm69v/kfbY+EXrq7/w13Lrq5ZVuJbGs+nOV/Z70vnkmNIUvIiw3MsXEu7RnU9vozwHIuqkUTmn5yEvDZUQWa+6tmpmxW99aqra0l73V0PKGs5ubimRlw27PYdyRDRWel9wrxenXwCFem+ofQN07QSFOcixDV1qrrhxVzcQLqGxKK7Jr4r/WI6Gou0UA3gKZ4lLgBxn2h0HJ28Fov994+mlGXFrZEkQx+MljZMqeQ7n2dM45wHL6aUVcWj85COpfPhRUTTNkyinGdXUpKaVQ1fP1jjbJEzSwoMXePxZcT93T5p1eJZ+mrxBYGEfceUFNwwZ60jEPJ5KKf9pGyIUxH61XVD22porYZhapJunBbcXQt490QoPcMweXQZiSYjb3h0GfH2do+n4wRT13AsjboVlGdn4HEZFnRsXbXaQ1rWhEnBNCtWzq6+b7E98MjrlkVS4BjwfJbi2SaWaXARyYac1S1xUXFnXbQ3A89iuy8OqMACNKloGPk2L2YZHUecVlqrYWgthg5dW9nAG+QEmgtdZOoaSVnjGvrKEgtCb8VFtTqFTuKCMC9lEy8kcdfSNd7a6THs2ALf6xKA1/dsdF3n3maXWxs9bENou/s7HT68TGhU8J7WQlw0OEp3sHR5laVUKqRqc9rpubzzbIqtCaqiaTrnUcFGV4aZOCtZDywuw4KBZ/LO0Yyeo3O6KKBp2BsGXIQyTN3dFHqvbRo8WyctpWftxTxjo2ODLhqOrmdi6zrrgcU4ymhr0fwssoJo5WgRtGmzY2NaOhdRxsHI5clVQtezaJFBM8rF/u6aOk8uYzzbwDV1vns0482tgI8nKQPXoOeaGFpLWrX0HIu6hZn6+mkliEnbNFwsUhxDJ8oboqLi9c0OpinxB590cHUcCQIV5CBhT4nNU7VxHl5FUnRqGTyf5YDGR+eRIHdxzuk04WKeiiakFYfhvXWfh2cxXz8YcHSV8P7pgo2OrVAeEYq3bUtUtqx3bC4jGTbP5ykXUYFj6vi2SmV3TRxdk2C8rk2U1xiGGAHGccmdjYAPTkMC26Spao7nGXEmXVNhXhFnIvo2tJa8lMPZ7TWfp+OYgWuvhldxdJXEWSn0f14R5RWOKdq1rZ4jGVG5ILhlVZMWFZZhsN6RzrlcHWTjrGCclHx+t89lJLS6ptY0kAqOo0nKvY0OF1FO07JymWptC/J/0rK+puV5orKuDK0hKWrmSUlRlpyrA+NZlFPXLcfTGMcUmlXiN3roms5ax2Hg2/Rcixv9gPWOq+QDLrNYNFFNC0VVqVgCDcswGAQOOz2H7x9N2eraFFVDxzVpkJw2NI2tzksq7DzMSCsxwPiWIHKf2/T5zqMxv3J79Cey937W9YvB50/oOhh5PDhZ0HcsrpKKX7s74jtPJ/z63XURP5o6cdGw07UYh8U1qqvjWNRVRVbUmJbOa2s+H52HrAc2Z3NxsqRVw/6aj2VqDF9xdRm6TsezOJvnBI6Ja+t8fBlza+0ljVVXLXFRk9cyqYd5TVI2ksxbNaRFzbpvEeUlzyYJ64HNZZiRFPWqU0nXtRWUnuQlhqGx2fNo1Ub76qAjya4Nl1GhXE4Ruz2XZ9MUw9C5s9GhaRpezNLV6TIqKuZZKbSQcohchDk3+h6zpGQS58zSgqcXEV1Hhr+uK+hBVlQEjiWuL1hRXklRk5WiC+o45kr3k5YNeSWOCnGKAbpGzzGYxJKOOssKJf6Wk/fji4jP7/Z4chWvKhtoW7K6wXcMjqcJG13npcurZxGXNeNQkCbbMLANDV3XWO/YKwrPMuT1tHQ5IcrA2XI0zVb5SE3TsN6xeXyVsCHTDY8vY+6s+5yFQittBA5XScle38NUPYa6BjeGLpdRTtlI1s/Ad0mVW6lpW0VXOETZy26mjmuSVQ2eKRSKqevSuF3WFFUteo6OQ1TU3F73pRfJlwGn41gykH8G0KxpGq0Gb253eXga8vq6R922fP9wylbPYRDYVE3DWmDx/umC9cBC1w3JubEk0uHFIl09nlQNSaFOnamgdX3fJqll4+l7FoElOoZxlPP110Y8OFtwd92nalseX8W4hpSmxmXLIi1wHQPLNEiLmqpsCJOSG32PuKxIi5pb6wFZLRSPhkZXnY4tXafrWSRFQ9+xcA2Dk1lOYOlkZUNVS9BjXtUYmhRMerbOpdIutU3No4sYx5A8lllaUzWIFX6RiAYur0jKhq5tUrcamqYjDX2QliW3lSajY5tAu3Jwvb3T5ftHM+q64bWht3IoTRNJfT4LJTLjyZWgg6lKb24b2Ow4DH2bcVxgmAaLrKRuGg6vYl5MYwzD4O3tLhdRySwt0HUZHixTx7E0XkxTPMuQ1PW6FS3ZZYxrGXjqYLLMHzsPCxX3AI2iTuqq5XiWMQpM3n2x4M5GwEWYsd13maphKM4rdT87REuxbtuuqK+ha3IV5VxGxcrRZegaOwOPkWezrdCdvIY3d3pcRQVVVVOWFRdhJvo8NFpadCAqGtaVQ1XTdNZ8kwenC+6s+yzSEk0XE8HewGOcFLy92+PRZUTgWPi2zsUio+eIwHmrK66xpXB/u+fyeJyw03P4ycmC/VFAUtY4tq5MCupSuT20kJUNtza63Nvo/tR7b3UPIuGbfc9ioJxdjqFzNhf90f7Q4ycvFmx3bX58Ih1psgYJamcqPdJS97PV89gMBFFPypq1wOJbTyb8la/c5Pc/nv7v3Vb/N1+/GHz+hK7DScrAt3k6iXH0lt95dMXb2z2++2zCWsfhbJ6tRM6bXYeqqlmkJVEuacaaBp4lAtgor+gGDpah4ZomTy+F238+TUhLOJ7EVGXNB8o9FqYl80zcCZeh5Cc8OAl5a7vDo8tI0V0VG4GUo+ZVzZ01n3dPFtxdD4CWq1hOTmsdl6iQwrutnk1e1uhaC62mFj3p3mqblkTpeV4ddN7c6nKpKgocU+doktCxLS6ijDXfRteEojuaphi6iAsTFchmG4KK7I8Cer7D3lqAYegMfBtD18jKmr4n3LhYLUu2+i62qeMrPYRv6RQ10mdU1DiWDCgXYc4bW11F9cGdjYBxXKKD5PIA53HO/pqHri1hW4NpUuHbGh3P5myuUmdrqQY5nmWs+yaBZZDXYpEuq5p7Gx0eXsTcHrkq2LFglhXiTqshq4SybNqGUg0SWdmKrRzRFvzSjR4fnMfcXvNYZBVRVqHRymbQNHi2xZPLSPQwec2zSbwSH4qQW/j2j84j1nzZkM8WGbM0VxuOtEt3HdFq6Bp4lk7daFxFkh9zOBO6NS5rFXQmOSG0LWnZ8JX9IVktQvxnY9GOLJKc80XKNM4/9ftJJLEMUV7z9m4f17L5eByz3bH5yQtBJXb7PhdhgWVopHWLroNrQNOK1uH1jS5ZDWkp6MdWz+MqkUTjpm15MUmoq5qtnstlVLK/Jnqfm0OX33l0xZubAY/HKT3Xoq3F3WbqOmkuA1SciZtIhPktgSPid0uTIUQ2zx5p3dLxLIaezck8Y6tnE6Uldd1wolJ7x0mBa+rMVbLyZST0ZJRX6Jp0RG10bR6cScCkKm6gaRu6ti7oUttyd6PDe6cR9zY7KhMooecYpGXJVsdB0w0C2+Djccp6YK90PpdJyVf2hzwZJ2z3bD6exFiWyZ31AF3TePBiRlVVHAxcrpJcGQzazxQ431kPaOqWra5LUtSrIefZJFY0tIiX81LKgnu2RZKLRmYcFfRdC9/U+eAsZLPrADLoG6ofrGnBMyU4teMYnM9TCVRFkK2kaLk5EHv+Vl/uqy/sSho7mqRmx2VNVknAZFVLKnxgSXnslaKJl44u19RIStH7ZCrrq6ga3j+LWO86IhQHAsciqRrqusUxNA5Vn12YieC8ahouVA/bT17MqRtoGkl5Pp6nrPsW757MZdCzdCaJRFdM0oKmkRwuSze4u9HhQmmGAstgkpQcDFweni4Y+RZV3TL0bFxD4/tHUzxLF0eqY/KqLKtpGk5mMZMwZxrnSm/3Uux8Mpf3ft9/6exa9swtsoLjacrByOP5LGe/7/KD4xkbHZumqbmKS3qejW+bq1DKi0VGXArlF+U1YV7z+Z0u/9PD818gPv85XAcjj8cXkaSC5g2OrvHBeYjvWgS2jq5pPLpK2B8IxaMbOlkNm10H39ZYqDC5KKuo6wbf1LiMC3qeiWuZxEVD28LJJCLOSy7DHNvQuIgkNdizRBy4O/DIqoY1JQrsOGLL3QgcFllJXNas+RY/OVnw9k6Xn7xYUDUaa75FWtUYWouuiSsmKRs8x6auWzxbTq5ZKSLOVwegi1CGifWOzftnCzYDm0z1z0iLeoOpgrFezFIOJzEHQynwA+i5Nj3fYbPrMvBeCiw1WAmbe57NRsdhUUj8/NEkZpGWpEXFmzt9DmcJN/o2h5NUTilxiWPK18mrWnJyzkJcQ6Np4dFFKBtdJRqEsmrwTZOrqKDviYD3PM75/I0ux5MMzxRkq2vLMNQ0DUPfJsobLqOcDSXu7Djmivp6cBax3rHouCJIPpmlXISpPHctLNKaOJdep5NpzEbHwTYN+p7FRxcRb2131ablMI4L1gOp/9CUXd+zTYHubYNbayIwd0xdFdVqfHwVM/JF/xIoG3TTaFyEuRThaoI61K1E0V+owWSj4/CDY3GmnC5y7ox8vn80ledT9QYtI+nbpuXJZcQ0FqryLMwpGxk0Z0lx7fdVXfPeyZy6qdEQ9GfkixZnf+RJeq9qgjaUbV1rZRiI8kppfiRM8e5Gh6tEKIr1wCLNK9Gw2DpRXvPsKmHNNzmapDimoHCWDqcqEiAua9ZVGSSt0DBZI8iJDLdCM40Ch8A2mGcVl4sMx9B4Ps1UhETF8TTFMjQeX8U0rWQs3dvo8N5ZxNu7XZ6NZRDTNH1FdW10HdKywtDle73Rs3k6Sei54go7WAu4jEu+cKNPVtXKgSYHlbZtWevYXMYFW12XtG4xtAbPNnEMeW1T1Ve30XGk+sYymMalKl4taVp4/yLi89td3j8PsW2Lt3f6mIZJzzU/JXBuWynxvLPVZRg4q1TyeVKzP/B452iidGQ6g8DGs3RO5gnbA4+ihvXA4mSWEOY1tgFRXmEYcrgIbENyYtSmHyUl87RivWOTVjW60pYMPEHSPUNnpu7tR1eJvFaVZC0lecWab/FsmtBTRaOuqTFOCzY6Ln3PJFJU/FVUqKRmOaxchDlXUc5GILk+fd8ir1t8WyIJ9oYex7OMvYHLeZgJkmwZakCGrIKDkUQfjCMJb43SkqiEoS+D4VWUs9lxuIhyNDTqBqoGmrbmyVXMVteVvCSlM0xLoUTjXAwYXc/k44k03B9OpGjYMnRcU+fZOGKeys9V1HA8jbkIc8qm4SLMmSYFx5OYtKx4OonQWmhaGfB7noVpimN3GuckueiijmbiQD6PMkzTZKPr8GKeMlcD/VLkHBc187TENTTSvOQsKvkvv7jL0TT72W24/yvXL8TNn7h+VuLmj69iwjjjX37nCWEmicKGpjMILMnVCCzOZikNAoN2PWt1U8WF8MU/OVmwt+ZxuchpG9jqCSfeahqbXZu8bCkr2SxB8i8OlPtknpX4ptyIRQO31yTgauRZtC0YhqZ4ZLG8B7ZJVomNM8wqJnGhTvcNvqUrsZoMOGlRoevaK2JaGX48y1CnVKmOCGxBDOKi4mbf4zTKcJRu5Gbf58k4ousaFGVL35fvq25h5NvKBpsyTSrubEiz8kUoqdfDwJGfz9KxDZN5VnA6T+m7hoL8Ne6s+7x7GvL5nS4PTiNuDgTdSqtmtbjqukGixJ+JonI0TbJLlsJPwzTRkdoGgHFcMAwskryi69okRcVWz+V8kUmTeVwSOAZ1JVorXddAh6pslC6qZnvgEuY1VSVaGZDhYRDYzOOCumnIaqEwOp7JLC6JskrakE2dJC9Z820ulVYpqwTJSvKa7a7DVVJIX1Au/UlHk+SlFVbTMJTFe5GXeJapLLIGBg1hUeGaBhoSf9B1TKKiXCEZX9kf8v75goFrcTLPuLPeYZGVVE27ohEXeU1R1mz3PZq24Vzl4gx9aahvmpaeZ3MZC+0X5w1bPYe4qNgIbLJKMngWqaCOlikaDMfU6PtiyXZNnbyUoSFU78GNjs1VKI6YhpasatGUqBwNDN0Q1MY2+fhKckWOJilfuNnn8VWMZ0iWk++a6Jo8z+s9h+NxwtCz6Ply/611LI7HCQPXxDANhp7FNClXScod18LUwHeka0lD486ax4OzmIFKMx8nBfsDj3Ei4X2upZOWNVFW4apTd6BO77qmrcILR55FVApCtNWxuYgLoSsUZS2vsVjZXVMiJOKiZuDZMtDXMmQum9fLuiYtGjY6Fo+uEu6t+zi22KFFuFpxo+8zSwoulEOp1UTnZuk692/0mcVCPevKEKDTMM8aXt+SFPrjSYxv65imBKM2LTRNLanBpr4SBS/SQpLVTXkufNemqSuFSssw2iCUrW7o1KUgmXnV8tq6v1ofzhcZuiFFq2dzqX3J6hZHh3Fcst6xGAUOl3HJLVUY3LYtHdfC0HXqVtDawDYwTaGkNwKbh2chWdnwhRtd3j9PuNmX5PbANqSCxtbJqpb1wFYGgZa0aFgPbM4j0SklZaMCOSs8SyhI0fRU6Gh4tkXbNtcecy0J7Myqms2uy0WYrQamjY7D4STh1kjQ8EVarH5m3zEJs5JMIehNC+eh9C72fIcXyuXVtQ22ujYfXkTcHEgOlwZ8eBbS9w2aBrqejWtqqv3dQtc1SqWzS4sK1xbdnWeKE3ialBIZAPQ9i721gP/7f3EPXf+Pi738Qtz8f7DrYOTxO4+uCByHDd8UisjQiPKaO+sez8YJjSb0gmcbLJKCeVIS56Kj+eBswdCzyPOavifNvOfzTNAWQyPLa7qOBAZ2PYuuZ9HzrVVuT1OJ0PEqKri15vHwLOK1oU+kGqFfpbp0DVpkIEiKmqyqOVjziatGTodpJXZ4tZF7tolrGhyNE6GPTLFmpmW9QoDWAkEW2rbBt3VOw3SF/Gx2HZ5OYvYH3nWUx7NpldZnkRZcRjmaDh9dRJyHGUXTcB7mXEUpZ/OM80VKz5cW7FtrPmHZYJsaed3w+DLiq/tDfnK6YKdrcxUXksHTtAS2QV4JZN5qwtX7luh5oqzEMzV8x6KoWzqWRlTUqmBRTv96C0UFviOn1KaRTqCLuMA1NIGm05KmqQnzEt/U5fdty2bP5Wyer/Qdfdek75oMfYvNjjialk6gqmk5nWXERc1W32GaVdRVjWsa5FWDZsj3vtmRVOrNrs3hVPI1zlTJ5dEk5fO7fYqqURtiSdmIoHan51NUDUlZ0ajHfMsiL2uuloNvUdOxLcZxwf7Q4/3zEN805M89yT+JStFj1U2LZRjYhqB9fc9i4Dts9VyGgQO6xnbfY9hxuLXR4c5GhziXHKm6rskrSSreG4mGxjE1cVvl8rxrmr7S92iAYxmcR6pksZHGedvSGccFWgu+qeM6pqAgui4N567oD75wo8fxVMpof/JiwZ01n3FcstVzyIqaRFFdh5cJB0OPXFG5tgbPLhNBABq4vRZgGoII9Dz5pWsaHU/cLJ5pUtUNP3kRst93KBvpsRp5NheRvF/CrCTKahapZH5Nk4Ktrs04yuhYBlFWcL7IsQyIyloEsG3LRVyw2XFwTX2F7CyLbV01PIwTceRFhbz/4qJGjiatQqRqmrYlqzXe2u4Rly3zRPRzl1FOUbU8n6bX0pvP5hmLrKJsWg6vYh5dSl3DwLPY6bnM05q1wGSRFJzMEkmCR+M8lMTluJCiZK2VIELH1FYIz8vHZPBMq5auZzMKZBMfh1LW2zTqZ9E09kcuh9OUta6g2ls9F0cX9Lvni+6vbVt0Q+glDU0MFUOXjy5Cep4l+TXKzm5q0PNMslq0bwYtP3qxoGObrAUWD85ibvRl0Oy5JllZs9W1ScuGjm0QFY1IFhqwTRG2B7ZBVrb0XZu2BdfUifKScZxL4ahlipC/KMhUCalnGtRtS1oq9NLUuYxydvsSLFvVLVkpaOciKzmZp9QtmIYcNk1dY+A7bPY8er4cGLfU52sdhxtDb1VfcTTL2QgcLhYi0l9kohELcxnEi6oiLcQRG+U1rg55KfRfq4YZz9CYRDlxUbM3dMnLGkMX003HMX+uOT6/QHw+cf0sEZ8PXkz5dz8+YRzmrHcdmrZBa2Gcyom9bRtMQxwIjqExSyvWA5u6bZilNfsDl6u4YEOdYtB1PENbISquZUjasLo0YLsni8DQNUnKGt/WmaY1B0OXs1DCwNJC6hqaFrJapvQwlyRSz5TNPCmqVeXBnfWAJ8pSOc8FffAsQxVCNpzOc3Z7Dmgvv7e2bRj5Ds/nwoG/ivw8GYu4+cVCTi6upTOOxUl0tkhxLIO+a5FUFXEmtJQOnKkT3WUk2R2OLoNYi0bX0Xltvcs7RxO6tk7VyFC55ptchAU9X4oe+67JyaJgo2OvUJ84k7j4tcDCMAySXDJQTFMnLCrWfZskrxnHJTfXpDzw8ztdaUQeSl/U3sjjclHgWQZ5LQhMrATCSV6x2XMxDTmBV3XDZZjj2caqtPhVO3uYFiSFnN6XA8TxLONG35HXUKUeb3QcWVQtcag9myTi/osLPHN5CjWZxDlD31Q9ZRJnoCFVHxsdm7hoSYuShlahDbKAT5JCpXa3pGW5iiLIS9HabAaOcgO5PJuIaHV/LaBtpRts4FuEqSzIWypU73SRsd11eU1lu3i2ganrPLoK0YGBazHNSvYHHlexuHLCrKJjG6R1g2to6JpBXMp7MCsqyYKhZRqVOJbGds/lMilpq4aGlo5touli4a+rVu6vpGLgScbSVt/laJJyY+DwfJazN3CJcxkaDkYeh7OUg77HZVzgKaeKhsbtjYCrpGTdNzlfvGy5BileTSs5xES5FF+O04KDgadoKYen4xjPNNjqORxNU/aHQu99YbfHT05D9voOk7Ri3bcEWbB0xknBWuCskNVxLIWvviX37RJ9dS2DOC8JbJNZVnGz7/DxOGGz6wpCaOokuQwOgSOvQc+xVunxGx3pGEuKiu2etHEvERWAizAnUGnFmi5p3G/t9iVA0ja5CHPqusGxRJyflg07PZvnM/kaUSYU5hL1Scsa37Go65ppWrGu7PEs1xP1nDYqHDItBP2IC7Fce4ZGXDRsdi2O5hnrni0oSSn1LEsUdZlS75pC/TrWS01Mx7FWdvY4lyEyLWp8x2SzazNOpKeqroQSyuuGrmutUNWR79BxdI6mGXsDR2hV20QHfFvWy7SocExdxTm4BLbY+qXLUZPSYzTSsiIrGnYHLpNEhiPPsghsjaNpim2K1V4OMB7HE0mX7rsmUVHhW5bkMIFC4zRaVTa8pSI3FiovydB1FmnJPJXDoWebRHnFwLPpeibH4wRo6fkSm9C3DU7CnK2uS1m/RH1q5Ujr2DrTpOJgzeciKtjsOmz3ff7LL93gzmb3P9oeC3/8/fsXg88nrp9ljs//8395zPE4ZpFINkdetow6tjpwteRls8rqCdNiFUueloKKHE5SDoYuT68SlW0hb9IlSnQyTUnKWoGlQmP4lsmuWrhbWFk6L2NZMHO1eUSFiJrXA4e2aZjkImo8nGTqdK2tFtNxnLPm2yvaa7nAdh2LsCy5NfB57zzEt8SKi6aRl4IgbHYsHo9TttXPPc9q9vouH49jNlQE/uPLENPUMVr5GZJSxKg9Two0h4r6miUFQ18SrR+dS6VH3UqWCy1sdl18W+fjcYxjGriW9B11LNFkBLYhG4cvOT2pornGSclu3+HFQrI10KCuauJCBJpJKVkbd9eD1bBzOEkZBhZpXrPdl41/5BqkdUvgyAI9TgrWPGt1yh6oRNWqlnb2FllY27bFt026vk2Yymbj2QZdx1RDpIhe46LB0AQhcAydVEUQvEp1+bagQesdm8Nxgm1qLP/XapCXFSMFZWuazjh+JRFW07mMMkGtHBPLMAgLhXIhr/kyk2Rv5PPkSgbYk3nGWiAn2WFgr4adjm1SI2nGti4hmEW9rAvRKJsWQ4PdgU/TtFxEOW3TYBga86Tm9e0OJ4uUoWvxYp6zGVjUTUtUNBhai2ebK+tvnFWsBSaGYTKOcwauQVIKfZGoQT/NKxpQoXUOhqbQhxYcUwLcXMdgllQcjEREPk1Kbg4cjsZSQTNNK0a+iabpZGWNY2pcRdeHHrk0bm8G5BUEjsHZLMU2YRxV3Fr3OZplDFwTXRPX4kZgcThL2e+5PJ/n9H0TQ9PFSKASjZdZP0+uhC5s0fAtDU0zeD5LuDHw1L8MV3GhbM02ht5yERXc6LmcLDLurHU4nifQQt+T176sa9K6pqmhVANL15Hk4CX1MU0KBuq9Mk0K+p7FIi2lLmbokimXUd+36Tkmx5OYVhPnz7paz9Z8yfLxHEmZHycF64EMOdO0wjN11tWQ0bSgNS2uOiBkVSNRBqWYMZ6ME3zbVAngLVklyKurw7OprGOBpTHNZJ1raNFb0HWJD3FNg0gNdzJYiW4mTIqVwNdXhwxd19no2IpecjmeChJ4usgBIawCSzb8vZHIDfYHSoOGrPWubbJ8OTe7FpdRia5pbHZdZklOXEh22UbHpWlq4qKiqFv2hx7nYU7PtRRtKY33vm2yGdgczT49CE3jYjXsHE1Tbg4crqKSommwDZ013+JKRQb0XHul2ey4Jh+dRfR90fhoumiGwrQgq+G1ocvxPFNyhJasaHBtQ6HU8ryWjTAeZ7MM3zEo6pZvfm6TX3t98+c2+PyC6voTug4nKd+8u0ZaViR1S+BavLbmkRUVhiaZLp5tSlZP24hwztJJC7l5F2nJwDUFwu050keUSbCcRNNX6KbOes8hsC0C22I9cNB1pKNKk2wP19K5iktGqsPKNbRVcqtnmTRNyyyr+cJOn6Op2sAAWp1JA5IAAJZtSURBVDlNRnmFY5mqqBQmiVBTy6HCt0wenofsD1w8RfG0bYtjGZKnc5Xw9maH06ggrxp2ey6Hs5Ttvodv67ynKL22gaJu6bomG0tRM5rKB5GupSiTr62hs9l1uTHwsXSNuqoZ+SZn84zTWcpGx0VHbO0dR1xIjiVJylKdIaGBS5prFFg8mSQcjFzZUBqYJjIoCWTd4pkGP3mxYOBLieeS8tIMXcXJm8SliLvDtCTOajZ8F8MwMQ2DwFYpuk1LWjV0PRNd11nv2ASOCJ51XZKpN7sOliF6CVuXIMEwrVZDkmvKiTCtJKBuI7CZKXRkEuUrEe/ByMPQdALHJK9rAtvgtbVA6K2iJMwE0ZklJXEhiM5aYJFVrUoAF5t1VtarJnVDl+ycJ5cRe31XrMWeJenewIMXMyZxjmmKYFjXNCxdZ7PryM+l62i0lE3DQglrz+YpTy5Dtno2XdemqFrWOxaPL0M2fJsX84yhq9O0moTSIaf4RKEbSSGbzSStSYqS/YFLppKek0I0DBrgORIMF9imOLeKCtcUTUdSiutHb1EuFnFQ9X2T57OMYSAFsUPPJKthFDh0FIXjWQa+bV77talcZB2VKeOaOkkhlRWH04yBY2Jo4kwMVNeWo+tcRCUD3yQtRPxa1yoJuNXwTIPvHs1YD0Tr0gJp3ZKVlXIlCk3SAo4BuqaTlRKgN/IsTsNckMrTOR3boOMK2hHmBYtcKhkMDWzTYLfv0/dUU3laME1yLsKMhaLBoqwETZC/+zf6FFVLon7OMBfN3c7Aw1CU7YVK/U2KBtfS0TWYpBU3+i7juCAtG2xDw3VUx5mh0zYtrmMwiXKuVMZPlFU4usa7L0I8Q6eqauKiFGSs5xClJXHR4hq6svW3DD2TpBLqRzrsZChMKqFiNjsugW3ScU1MXWN31GGj66DrGkUjOTtlLb1ftqFzOInZ6zt8PEnYUtUWvqkzTiqGKnun78n709BQOToSwunbGhot41hoTdvUOV0k5FVDx7EYBRZxUTBNStY7Dq4lCM9aYBMVojsSY4ND17H4eJKI5EFrKeuWDd/hZJYS5ZKYfhHlrAWWZFF1bSxdY7srSKJpidM1r0oxGajhfb1rs1DuYkNricuSotW42Xc4mmdsdl2hTfOaVhdN5VZHMn6kMNXhYpGhGRpxUTPqWDy9jP9IW/3P+voF4vOJ62eF+NR1zW/+D+9jai2H41gWJE0TuLZtSDI5fRoqYMW3RMCpaRq+LdSPa+r4jollaETFcqKW9FwQ+DSvG3xH9ckUFb4Sgq5Exk3LwcDlaCb28SgT8e04LRn5FpO44taaCAN926KuSyZZhWuIpqdpG3QkXXYtkI6piyinaeRf8CxBoCZK9EsLk7RkpJCOjmPwfJryxlaHo2mGaYieZ+jbvHc652DgcxpnBLbJVtclzErCrFoJOo+nKTcGLnEpgWw9S1CVoWeQ17DVc0mKijAvKaoWAzBMyQTJihLXMhVt1JLWLTd6Li9mQqd1HFOd2hWKVdW0tWzw232Xq6SkrWV4jJWdVW9FNLu37nE8yRh5BlEuiFBWN4xck7hsyauG14Yul4nYrJ9NUgauySQROgygo+iQwDEkA8aTvqoXswTH0EiKmrSQbq9pVjPyTGL1mGcb6r0iXUXLwUtT5JmUJwrFEhcVdzc6PL2KaRrZeJJCYuVnacHtjYBpXKFr4ta5OfCYJRVxKRvTpz+XLJsl0tM0MEnEpdULHNKsptFkszV1Eby/itoNfAm2PJtn4qjKK/qe6LB2Bx6mrhPnJboO80T0TWEqQ5Khi9W5bcHUBZavaTmbZez0bPq+w0VcXKO5Wl17qb/ISlxLUDHX1EiKhqQQHUPgSPry0LeBhrSUMLtR12aeVOwPXT6+Sljr2OR1y3rX5lKJWz95LRGFpKjVa23I+wtwDR1D17hKCkaeKYcMhSRllaCXni1ltku0Jytr6rZh6NlcRQW7fZdIuQbToqJFUwOFdg3tSctSEtttC0NvOZplfH6zw4PzkP2hz+lcNtVxXOLaBn3PpONYnIcZvmVwNEm4OfC4jArKpsHUJczTtnVKRZP3fYeeI5TqOK1wDNGjhEWNZxpYhqBjK4S5bZmkYs/+eJwS2Dq+YxFmJUXd8tqaz+ksVcncLWuBTVHXHI0TtnsurXpONCCvxNUW5RKS6tsa01TiFnKlAfIt4xXay+BikaIp1DywDRW4J/fT3sBVgmWTcZQT5pVKLJf1dqkXysqGg5HH8TxbFbbSKuxdfW+aIdpHKTQVFDUrBY1dZBWTOMe1zBW9NU0K1gJXxM1tyyyr5PtZZNeQH13TWA8sPryMuaFKh4e+6EAfnIbc6NlcxSW2ZWDqLXkFt0Y+USFfd6BkFo/OQ7a6DsfznHXfIq8qwqLhja0ucdGwSKWmplBIz6HaQ5ZIT922+I6BpekCqbRySEuKSmQZpvTEnUcV/9c/c8B6z/u5JTf/YvD5xPWzGny+/egSS6v5p//TRzQNjLo2mRp28rLBsQ0R8mma4ndbihoGgcV4URA4Bo2qLtA1jc2ew7NxwtAzFWKjBo9XdCItrKyrsimaSj+QseYLTZApTtYzhcbQNR3f1MjrFsfSmUQFo8BeiVvnWc3It1YDT9u2MlwpFCCvWtZ8ORlOkoKhSpIeq5vaVxBqlJWMAml03xu4PL5KuLfm8WySsjvw8W2Dk3lGokR5ed2q4kmLpm3xbYN5WpPnFb3AIkpLdocep9OM/ZGPpmvUtfR21Uok2fVsLsKcvqNzmVa8vu5zHhZkdcvI1UnKloFnEZYVrg5JIQtXYOmcLHJ2+pI0fBkX1wagZSTAyBfkLStlmJAIdxlCdE3nKhGE4CoUndYkrRiqgTAtJf9mmdoKrAYx15Tur1TpjqZZzdAzuIoEbdvoCBUw8kwmasNMioa8qtkf+RxN0hXFFTjyvYwjQaWSolnpYzRkED9ZSOO0rklaclZWHAw9zqOSrKwYeTZx1ZCX1WqRT8paObAawqxkGFjME3l/v77ZQdP0VWy+IJUtHVvCB+9tdV/5c8nbeT5L6DoGraZjGwZdW/qUAltQxIFnMokE1Wo1jUzpUJKqlrTnlmvPP8hpMytqXFtXA2CtdE/idmw1jaIUIf/hJMU2NHxXXHRDz2SSSO1FUjSqty3jZk+cPI0agF3zZTHrq1eLoGa0Ij4fp/J6xUpXI4nekkq9bL8uKnmP7fRdDicJ+0OPw0kimp62Ufe9xsGaxyQpV3TXZsdiHJdERSXIQFai64ZCbzTSUpAcxxIU5SwsuLvh89FlzK2Bz7NpzP6wQ9VKCe9VJDTJIinwXXl/bgQOF0qXJht/S9s2GKZO0zZ0LBPPFut7qNxZnq1LMW/dkhQ1N/oOs1RCF3d74hJ0TYOtrgyrcS4U46s017oyJkyTitvrPuMwJ1fDUJxXbHZtoQ19i1lUXhuCQIwM47TENQ0802CWVYw8k0sVubEcgJYHBk3T2OqK8FwcrPUrA5LgbE0tZohpVjEKLMK8oigb1nxT6kSU5CBWYvOklEDXzY5osyavrI1t23K6yLnR9wlsjeNZzkZgU7cSLyHF0aLzycp29fksrXl7s8NPzkIOhj512/J8lrK/5nE0Ttgb+kR5zc2hh6aGqrZpuExK7m0G6OhMk0JJGjQOJzJobndsnk0TDtT7YaIiVGZxxVbfYZGUaBrCSiRS4aMbOoFj0VTy2qZ1y42uzYuF9E7+yu0Rz2c5//i/+gKG8elDwv+e6xeDz//G62eN+IRpwfE0IswrBp6DpoYZV/HBltIW+JZQEtNEFvmkqMnrVlmnJSJ9vWMzSSpGvqWal1t1onz5kr56kslUaadn6YS5JDWvq8C0wNaVyNpiEpWsBc5qEBJRocYir/jafp8n4+TawBOrwDXX1Oi4tirGNNkMTB6NU7a7IgbWdB1Na/EsSUp1LZ2hZ3M0TXh7q8u7FxH7A08VS0p/0ciX3qmNjkOaN9S03Fnv0ABXYUaS11TIyfd0IRUMs7ig69lorWhnDF3SS4u6Za9v8+5JyP2dLtO0Ii1rbvRcnk8TWjRGgYlpyPc39AQ1macyqCwS4eBHHVv1YRU0tVQjtGgYcA39sXVWidCOoa2awZcU1UbXJVeIkqvEx2lZrSBgDfBsAx0NTYetjsOzqViYL+Mcz7LoOgJ1Dz2Tq0QE4YIKSA/bOBG3VVLUqwHBUU4W0JjEOTf7LkXT0rSSQr3dczieZdgGrAXOCuHZ7YkWq+tKLtT5IqfvmqBpq1Tpq6jANTUyFWbXcUzOo4zA1CXJlhbLFF1GWTV0PJOmbkEFV+YqLE7XJBBzKSzveQ6GoXEeZux2HZ6OJYul48hAYhvy85g6q1LWoqqUoFPjxSJlt+uCrpHkMgA1tFiGTpxV9H0LHdgeiKW97+qMY9FWiWJXW9mgqRsaYKtrc5XWtLUUAV9GBT9tMdUQimQpah56BmPVI7XZ80jU8JmWtcQ4NDIo+bZBUbUcjFyOZkJNPVGZQK6ukStTlmcaRGUlg+s8Y7fnUqnogL5nrtCeqhE7fMcRyk1DPr+ICkauwXlUcm/DJ60URVtU+JZBWNQYNASuQ9cxGHgOUxW82LYtui79f0eThJ5n0SAdboGt49nSCyYVIhqGDo5pECvU57Whz1mYk6rKmuXzuOZbPJ+muLaItV+1sXu2hA2i6RJUeBXjq2HW//+z9+dRtp31fSf8eZ49n7nm4c6DJCQkMUhCYTAS2EBsoIOdGNM4NNhpVhOZeLG8stzNS7qNs2Jr2ThOeuE3JPYffnG7HTuJk26/waRFvxBs2thmNCCQQMPVne+tW3XqjHvez/vHb9e59yIBAiTuLdXz0aqle6tO1d11qs7e3/0bvt96ZrHhKbaSgvnIY3Na1MGbIlyoZ9TmGz7bifj7jJJ8dqN41c/uCjHUqCNxjLpclW+Gcp6ei/x6Qw2p9tTt3kag6U+l5XpySzatpGqfM9cIZePQlyr6NKtY74acGcQ4SnPzSpsHzw9EGNUbcOIR5NLwFNtJyXzkU5qS86OM5y23OLEV4zqX58BuXmkzzirKUjZ0G67LhXFKmpcsdiQfbKm2hWj4Gq00++ZkgP3LZwZ1xUheC46jqSpDo56Vmo/E0T8tqeeEUkLfpekpzg0zVnshqjKcHSXs7zZoeorTo5y3/61D3LTe4+hS6/u4qj4ZK3y+R55tH5/f/L8fZhwXdV6NoT8t2T8XcLqfMFcPmC00Xfpxie9qWr4WcRN50hpIcroNibUAw1KrXpsMPcb1NsNOOR3qF9RM8MjwXly3cxylmKQ5USDr3DsmhrqedUlqC/sntpLa7t/lwijlQDdikleUVckwLumGDs3IY2siw8GhA/24xFBxcK7JNzZG9BrBrNoj6cvSmmiGPvs6AV8+N+ZVNy5yaltWPX1HYxSs9yLuPDQnJ/OuDM7uDG2e2Y6vep+pKv6vr16grCQy4vR2woG5iK+eHVJhWKzbafJiLdCuQ+SI+d0wKTiyEPH4Znz5gjqROYJmINUVU285icCpmG/5mMpwZjuR6kDg0g49LtVr7AZmgYM7QaNxXcHZKbWHnkM7FHfkSVYyF3n1neRlWr4jg8Vphu+oWcUoLiqUMTJQOykAGfDV4iNIaUxd5XE4N0hY7YRoJb8fFdCfphxfbPL4pSlr3eCqdteL93c5uZ0yyXIOdAMuTgq2pgnHF1ucG6RUyEbM+YFEKsRlxSSVbLBhUnJ4vsGFccokzXC1RBm4jqYbemSFzG+gYGuS4TvgeR7TpKDX8Ejy+oJZt212KhmuowhccfqtDKy0A7amOXMNl3FWXVX1MZXMyE1yw3accmyhyZlRRtNVYiynYHOUEmfSBpFg0nI22HxpkhN6miyvmG96bE1lqFscraECklQuBs1afM03xEj0qWj57mzDKvCYiZ6ldiiVv1B8T4yRvp2q23sNX7Ks0rxkoRXIMHVdlUxSEVxoEX0Yw3accWyxxWMbE3oNj9BVbMUF7cDFd5X41jR9NqcZUX0xPTOIWe2E9GvXYGPg0iQhdGWWpajb5+vdkGlW1avMJZN6lmVaVNyw0kKj2ZqkM9PNIHBIU/EfaoUe4ySnrJ+3pZbP2WHK0cXGN1V95IZouelxaiBGePMNj0cujelG/lUtrdDT+A5cnObs70RUwDjJxTvIkVDm8U57sJLonbBuQ2aVYSHyZpXspKiY5hULDW/mg3YlVw41y9xSSZznLDWDupXvMs7quJH6XNufZPh1Ltpiy2eQiqHj2cGU7bhk/5y4XDfqm965hs8oyRgk8jFjZOtxrRMwTUu2k4Jjiw2ZoZxrEGelDJ47Drrexrs4TsUosKho+R7NQOYSlZJBY99zGExSHFejkcWAGxYbbNSDznle4vsO3cDFqZ/DE1tTHEeRZDmOclhu+1yaFqx3/DrWxWV/L+DRzYlsyQGDRIKhT/WngGa+Ib//aW44stRkuRPxphfvt1td1wvP5lbX//vj3+DU1pSz2xMcQLkOxxcafOm0WJZXRi48aVHV5n8GjKw0nhkkdCNPWjz1HeqO+NlpjzTrIMVW6M3+3Um9ar6zrYBSLDR8turk7LA26TNGVkwVpl5tl7u4tKg4vNDg7CBhc5zS9B0CT6oQF8YpN6+0ODtMaASu3HWm4qx6bKnJme2YyhgirdCuW1v8Sz+52/BxtcOhBQnefN0tK08SN1prjiw2n7J18J2e6089com1TjD7Wqe2pnzhZF9ckSvD+e2YwNcMp7JxdHRBcox6DR9TVqR1mGnTd9hM5O4xcBRnt+UOWmmNNoatJKPlOfWdtGa+6XJpkuM5irySNlngOzIrEklrCWOkehdJNYj6JdhreDN7+yu/51GS18Ow32bGp64WRK5CaT2b6TJKicBZkPDXhZaYLMrPEM4OElbbEkWwNUnpRS7t0Jd2V50tJs9Pk8cuTehEUrVIimq20ZUUBW7dSnG0ph24XBjLHWtWlBilkd9mqSZ1Ip9BnEtbC9k0nNQXgGlW4Xk7Zmia5Y7POCmpTCXbjS2f08OYYwtNHtucyjGqnYpOwDQHXb8mJnnBNC2Za7qc25bvrRl5l40MXanSLLUDuSOfC3lsM5bXVF05m6SF2P7XbehJbc6WFyW9SAacgZmzc+sp5nt2Xoehp2Y/rx3RsznN8bUY8MV5QeTK5tDZ7YT1uZCticzebQwlAiL0HTHVTHPitGC+Jd9/mpfMtwJGccYwKblxKeL0UITDQivgdH+KX6d8D5KcYwtNTm/HaAVr3ZCHLoy5fa3NiX6MMdBruGxPCxq+S7OeH+vVF+a0MLL9F/mcHcTcsNJhGIs1RiPw6mBWw6VxhuNI9MRwmnPzaouHLow5uig/u9V2wLSo5NgjcUnfnmYcrz++1gnBGM6NMtbbPuNMjCkjX4wPp6lsOXUbLhqplBsMnift/qIwzDekEhq4MkSfFbDQ8qlMRb+ull8ap6CgF7oMUpm5maSFBIrWLa9JbQB55YzPYsujH5fMhU6dIu/WoVo7jTUzO05Th9hmhYQcR66u5/lkzme+4fLV82NCT7HUCDg3TlnvRIzTvN7SdFEYhrHMYD62NWUh8klrsbLQCjg/TFhs+WxP8zrOQ54Tz5Xfj9Bz6uF5zaSODokCF0eJW3ZpIM0KchTaVPizLViPwNWc2Jpy41JTXPA7O/NFMFfnku3rRHWrv8T3HLJcrAb2dUQUdUMZ6FZac/v+OX78Dit8rhuebR+ff/vXJ2eJwY3AYWsqnj1FVTHOS9Y7EZdGKb6ryI2h4XtM4hzfdcgKGZqdr308VruB3DlyuTVy5YzIDjuCZ2f+QAY5NUVZUJSKRugwSUo8V1GU8vXPDhNagYOrNFojMzOFoahKRllB5HqsdX0evjDh6GKLqio4O8johA7tyOPMtoiYS3VkxtpchFcLnaSouG1fj329kHPDlFccX3zGHTy/GWMMj9fDvGe2Y6rKcHJryiMXRjI0vR2zOc5Ya/t87eKEQ72AaWEYxOI7kReGfpxzbKHBY5dkS6NCUp6nac58K2CtF/LwhQktXwTj7GdhoB26bExTgtpzZOdOvxe6bE5lRmQwyVjqBIzjkrnG1dEA09nJ1v/WMz6hw5mhOKm2Q5fzA/HoSHKJStB1RWitE/FEPyYvJfE5KeDcIOaW1TaPb07pRBK6mOYykNsKPB7bHHPzSovHt0QQ7VSlGp7L6cGUlVbAKBWn5fOjlMBVxAU4yN1yK3Ax9XyaMmJ8t3MCbvoOzUCM/ipj2BinVKVhruVxcSwn1M1xSrfhcWEohm07OVftwOXMMOHofIMzwxRTGeabLkkhTrf7ehFfPTfkyHzExjgnLSoO9EJwNFujlPmmJEkfmI/4+saYlifVz1bkMc1yer7HhXHKWjekP8kIPBEBUeBwblvuxnfET6MWCE/5+4eZCdcdP5W0NPhastdcpQl9Tdv3OD2MWW66DBPDQtNjM84JFKBlMynJS4ragXqUFMw3AhqeVFk9V+a0TmxOeenhOR7fjknzin1tj4c2psyHLo3A5ewwZb3tsxlnNHxx4R2mJWvtgM1pRiv0mYtcOg0RU+3Ix9WKhZZUdlfaHltxwc0rLT79WJ8DcxFZaTjVn9KLPIoKhtOUEsWJS2PuOjjHnz16iRsWG5zcTunVrUStFZ1Asx0X5KXhyHzEQxsTjsxFjLOS7WnOvp5UI5O8Yr7tszUS/6QS6O/4FgUuGJntGqZlfe4RJ3Mq6gprKccfF0+a8bk4jGczlWle4WmkjdQM6nnyukWNVFG/WfQs1FU0kOdocyIbs1kFC7Vg7McFC62AyFWcHkguW9OXm8wTW1MO9CK2JilFBUdrm4K5yCdyFSe25fV5qj8BI9ufm7WFwPY0RaNph9LC2t9tsDnJZGwiK+roD9nYawTS0q2MuFFP84pW4LDSCUnyahYbFKdXC6BJVvC8xRZfuzhmrm5ljpJS0u23puzvRJSm5NwwY6UbsDXOwIg4PPtNomixFbDcbfDfvewwx1eeuWssWOHzPfNs+/ic3BjxyMURWWnoNTyUMWzFcgd+dD7k4Y0p3doosBm4dcuiIskqtKOYa/ic2YpZ6wacH6f0In+2VbAjgJ6KyHNJC1H9CsTvp5TqUGUMKMP2tGDfXMjmOCeqN140oLUjxnwDEQxLtQfGE/2EW1eaXBznXBhJ9eexTamaKAPNUDKtltsR6/MN7jjY+4EJne/ElULodD/my6e32dcL+XefPc3NKy0ePDugMjDfcDg7yPBdxVI74OxA8mkcpTgzSlhueGSlbGxMkpxO5NYDf9KWMXUFz1Sm3rziqjv+Kwecp3nB9jjBq7d8dra9BHWV6NkYZyRZxf75gAuDjNV6cyPwHRylpeUx35A7527ImYGEweb1irLnKioU47jAd+DgXJOvbYw51A3ZmGZo5M743DBltRMwzSv6k5z9XZ/H+wm3rLQ4O0gpq4pew2NjlMm/sz1lsR1waZQx3/BpBRJBMcmy2cq5MZJFNkkKmqGLpwxpCfORmCoutQNAcaY/ZbHtM4hLlDaErss0ywk8lyKXf/dEf8Lh+QZpbtiaphxflmDKbugSBQ4nt2Ket9Tk8c0Yz1X0Gh6n6iDJlu9yapDQi8QjZ5QWZEUlm1VKY5Rhe5LTjWTdvazLaGk9HzQXijt3J6zvrr9pvu6q3zdgO5aB3AujjF4oLay4KGn40upcaElLzVMSzjlNC0wtVtuBy5ntmH29SNaG6yHYYwshSSnBsQd6IXFh6E9Tji40+drFCYfnQ7SSqt2x+QYPXhhzdLHBOClIS8Ot622e2Iq5caUjFTtHs9YNWOs12NeLnlSFVUpm1a6sxBpjeGxjzOn+9Cnb0Kttn3/32TPs7wVcHIshp7QOFae3poS1gd++rs/ZQUav4dIIPU5sTrhlReZ3dtpcST0k3QhczvYlazApKjytmW9K62qh4XF2kNaJ7imrvZDz2ynrveCydYfv1JWWJ8/4iGVGgesotNb1TNDOq/Bq0bMxSgGD67oErsZ3xSG6F4nxrDL1HFla4jpK7ARKRSt0SPKi3nJUdAPNqUHC0YXWrN213vXZnIrdyXo34KsXxhyZj9iqN7SkglWx0Ai4OI7xXZeiKgldl0kqFdVm4EnAtS/ZZNO8IvIU23GJ7xgKo9BU5CUcmItmM6NxXSE6ux3TDF2yvEArl2aoyUpDmhc0fI+kKGi4LqGnOD/KOLZYt7eMwvc0WS6eYlpBkknbeDsp+eGbV7hprcM9N608o+d1K3y+R54t4fPYxpivn93mjz57kkH9oh9lBb52COrqjkLTDV360wyN/OIYI4nbO22u7TjHczX98eV18VFSsDYXMU2rumUl/j6R54DhcnaWL/3mnXZXP5ah26T+5UxzMSrLCkMnVFyc5ARaViDHecX+rtyFaQVxUXGgE/L1S2NCx6ETuZzZTnjB/h6jrODQfJNm6HLbvh4H5hscXWp91y2rHyQ77bGiKPniqW22xim+Vnzu9IDVlpxQk6xkvRfQn5YoDbfv6/KZJ7bpRQ7LrYATmzHTNGeu5aOVJq5nQJKiwnWkfZNWFWttn61J8ZQDzhdHMcNpju8qGr43qyI0fKcWSQ6nthKMqVjfCUbsBiIOlOSJxaUEqk4ymRGJi4qG59SbdZqm7zHJcpLcMN8Qz53tOOOGpSYPX5zQDR201vTjlOOLLR69NKUXuIzzgrSoWOuGbIzE7CytnZK3E8mYyrMCpR0agWa1HfLFs0PmQpe0NORFRbfhkReVpG17smEU5znNwGNrnLHYCZjGMoC91PbZGBVUpsD3XCZJQSeStkY/zvAdje9q8hKysuTYQpNHNyWjrVIwnOSs9QLO1e3Jdujx2KZkKg2SirQsaPsuaWHIqpJ27eeTFpXMZuy0B7L6ufWc2eKBUYrtSUo38lBaNtJkBqasWyFXn1bjvGKtF3Kqn3B4Ppj9/CPfrdueku9VmJLIdRmlBZ3AqTfNKtKq5Oh8g8e3Ym5abvG1CyNuXGxxqg5l7UU+54cJ842AsioYJhWdQJNWEh1QKRilFS/a3+XUdswNy20JsPQdXnvLimwSfR/t5e/EleJovSvLBJ/6xibPX2/yn790nsPzDR48O8CrM8OGSfGk6k9/ktFresRZheM6HOoFPHR+TK/ps9L2+fqFMb2GBP5OU1nMCDzNYFqw0na5OC3oBS6FER+sXtMjziWwOS2rekFDSxTGOCHNK3xfPJkU8hps1q/DXqA53Y9BKXpNT4am66T3tV7AKClq7zWPuJS8ro1RQlpUzDUCpmlOWl7+c1Yablpp8Y2NCb1vUeUJPRmA7kUej2xMeOH+HmcGU8I68ywpytnNge+7dUU3ZJLk9ONiJnQmScF8y2eSZES+R5ZXNCKXzVHGfMtnNBUrE60Vh+cbnOhPqSroRg6XRhlr3Yizg5jVbsj2JKcdOZweSNV1nJYMkpKj8yEPbUw4OB/Nqj8NX9rxC+2QlXbEf/dyW/G5bng2hc+nvn6RB88OeOTCgDirmG+I82vgOSy1PC6NMuJC3q+UqisDFYHnkmQFWVnRa8om2LSu8KRZxWrH58Ik5eB8k0ltCEYFSVHWxlLFbOZDXSF6JNlXNoG204LVViC92rmQs/2EfXMRwyTnwjBjrRPM7oTmWgGRY3h0U+7m0lLcVJ+/2iHwPdZ7IWu9iB+6YemaV3a+W3YqQWVZ8od/fYrnr7f55MMb0o4qKzYmCQuRh+e6bF/VBpMIgbyCrKpYbfn0pyVGSfr0mX6C7ynmG0G9aePMZgUiXy7KSSFr/lrJVs9iKyApq9o4sSR0FY9cmNAMHHGxTgvW2j5ntlN6kdzZ9WPZcFpoBVwcprTr7KDIu/zvGSMzTHMNv/4dkaTux7cm3LxyZbsLtqcF3cglqzPB+hPx3RmmBcutgEFcoLTBVZpBItuAjoLcwIXBlJtWOzxyYcJy259dTFuBO4szkZNPxcVhjjEFoJlmOaudiMe3Yu460OWhS2OavkuelzQDj3PDhDsO9fjCyUHtmVMR1idwlGF/r8Ffn9jijoM9Hr4od8mTrGKQ5Nyw2OTL50astHyMggvDjJW2xzSXdWGtFHNNX2Y2PM0gzmmFLlkuZpeBp0hzyTmba8jjkrxktSMhl3MN9yq/HrgsgQZxwVrXm4kekNb0JC3AUbMHKgNh7Yi+Hed4jvyO5IXBc6BAcaAT8MilmJWOzzQpGCSlBPyWhrKSi7gxsFz7VN15uEeWGxY7ES/Y38FxHPbPXdsbkp2bjdW2zwNfvUjT0zx0YSTzdy4yT1fP72zHOUudgFP9KUvNEJTM8My1PMlSKwxdXypHeSEht2Is6hJ4imFcsN6TQWQqualM8treIHBpeDLLlBRispkXkk8nYsedra8rBb6CRzcmtEKPRqAZpyW90AOkVbsd58w1vNlNpufKKINC04vEDygvoRU6bMcZDc9hsRHwxCDh5qUWJ/sT8gqOLDT4Wv37uznOKI2h5blcmGTcuNjk4Y0RK+1QIod8j7So6EayyDDXCNCKWohL0O6O0Gl6mmlhWGn7GMTAdWOU1ssA1UwIpVlOXspmZ8N3OD2YstoKuTBJ2d+Ra8MgEZNKubEzZJXh6GKDvzk94IUHepyuqz+eqxjFhfw8lebQYpt3WOFz/fBsCR9jDJ/42nn+9788gdbQH4vnQbfhMkxLjBEr96woKUpY6fpsTXI5CdYuvy3PZZhKKvdcy2dzlFFhGE7zWYr6vrmIrJR1y8jRnNqKcR1DXkIUuDPRY6qqfjEqdD1f0K8HcLfjgrmGJ1siqWyEJHlJXjspx1nBNDccnAvpxwV3HJyj3fB3TXXn6bJzYi7Lis890efRiyOMqThd++JEvsOFQcpS2yMv5S4z9B0WWiFPbE2Yj1yyCtKskuqcgv4kl82lp6gKRL5sk8laumzqNDynjriAs/2YZuDgOQrtODK4Oc6JfM1gmuNqCD2XvJK7v/WOVBZCT7Od5Kx1QrYmGdNccncmaSlzYpOMOCtZ70ac2o453Iuk3WWgxOCgZlWdY4tNvnZhxM0rLb56fsThuQZnRwkrLVmH3deNeGxzRDfyqaqKrFIc6IagNdNEvGVmsz2eZpxXKGSof7EVkBSGyNV87fyQW1fbPLIZc3i+ITM9jqrz5ly2Y8lZQ2vSrKCqh4/nmx4Pnh3z8qNd/uzRbe4+2OXEVoLnKvbPRXzpzJDb93V4bEPiOzxHszlNWWyIQ3TD18S5qQdT5bWX5kbcugPxEmoFDnlucBxVDzinDOKChbZPWUIzcmnOZu3EpTh05fWQ5NVM9Cy2Ax67NGWh4VBU8iw06kH4bsMlSWUDMgpcsrwiqStU0mqo2NeT4ehpIsnX/ThnPnRnK9ydyMd1Na+6aZmvnB3xlpccwHGcZ6Wi8/2yUxH6zOObJHnJIxdH5KXh7NZktoU6iAs6kcNgWhD6DmFdzdk/FzFKci4MU1a7YmCqlabCEDgSitmLvCsq33ITkGQVrchhY5jSbfoS/VMLoM1xgkFEeiuUJYLQ0YyTnHODhGbg4rgK13HEpDTJ2U7l5qAbOZzcTjg4F3F+WzLrKq040ov48vkRRxeajFOJP5lryCKKbJU2+Or5EaudkKqqZufhpCjxXYdBXNQu3nX4bKlY6vicGyQyezazRnGY5iVpXtEOHQaxjC60fY8ouLrlFedm9v+m79AMPaiFUJpXRKHDaJpLBciR5YUsz1GI8/0LD3T4q8f6rM9FZPVQ83Ca02645LlBacV62+dL50bcttrioY0JK+2QW9a6vOzGJdvqul54NoXPb/3/vs7WOOGzT2yx1o2I05xBWnHjoqxRx4U4n841PZ7oT5mvs5oizyEK5E7B9zUtVzNKq9lwc4Vhu16ddJRivukDsDVOqeo+cK8VsniF6MnLCq2Q3rSjZm6vWSH5LIMkJ3IcuVNIc/LC0I1cyXxxHI4vNxkmJffcuETou/zknQd2XXXn6XL5pLzFma0JF4Yxj1+a1MF9HpfqC6ejNcP6wp4XIpyS0tCJXIqiIi0rOoG0S74TZe0LhFJUyOBzq3bt3hE9p/uy6SciwCEvpcrXDRySwiDuQrJ6v68XcWGY0qkN6Ppxwc0rTb6+MaXjaSZFQVrA/l7A2e0U31F16VxadXMND601SVZQmKr2NvHYnsiQ/cYoox069Kc5ncBhlBpCT2bLHAUbkxzfgQo1m+2ZJAVOndHVDRzGmYg1tKbpa071E9qBJi4VHhD4ElfQqY0ijy+2+OLpAceXG2xPxOQuzStW2h5fvzTl+GLEme2MpbZc1C6OU5631OThjQmH5iOmWcX2NGe1F7Bd2wEEdWWstlwi9B0GSUYn9Ejri8T2tEC74KGvEj/bcYHrSMZTs3ZPn2YFRVVRlGYmfkBE7iAuWGo5XByVBJ4i9Fz6dfssr9ufkacZJEVd9XEYTEvKqmSuKe0Uz1H1LEbCi/d3efDCmJcdm2NrUnDH4QUOzkc4jnNdzNU9Ha6cvfvsiS3ObE25OJLomapu44f1qrhB0Q0147wkdBxcLYHPh3oNzg8TfMdBaUXoqVlumOcpNkcZK12Jo7k0yTnQC3j80pRu059VxavaR6lZV3xMXTkfxPmTRM+l2kRRqqsFRaXoRt5MoKR1ZthWnHHLaodHN8asdyU/MSmkyjkfOTy2lbDSDkjzktLIDUeJVHm204KjCxF/c2bIC/Z1+JuzQ16w3uGrF8astAK2JindRkBW5CS5RJT4dbjovk7EpUmdYq8Mw2lBM3CYpOXsddgM3dmsz1zDq4WQGLQmeUUr0IySkkboYCqF50BWVIzSgsPzDfpJTui4Mx8yVXuJLbY8Ht+Ked5Kmy+dGXBsqckgLrh5tcvbX3HEVnyuF57Nra6vndrkQ598nJWOy/mBeMTMNTye2J6y0AjIipKsdnGOPEc8TnyNruTFqJUi8DT9Sc5qx+fUMOHIQpNJUrI5TkmKok5mlmG8aVZKarvvcKDXmImerCjJK0Mz8MQkbDueGeyFgVPnPEmwZsN3GGQlKy3JSGp6LkeWG4Sez6uft8yhxdZ1eQf5bLAjgD765XOMpikntqac6ctMyfa0ACpuWO3w1XND9s9FXBxKC6o/yQh8TeA4DGPxh/l2TPOy9vtxaQSOeNkYWY13XJf5hssjFyYsdXwmaUU3Es+hXsMnKyTM0K8HpLNChNfFccZKy0dphzQvWGiIk+pyS7x4APbNhZzoJ+zvBDxSr4qfG6XcsNjg0c2YF6x3+JszA25d7fD1S2Oa9YClUhqlDXkFjjFoLVlkG5MMz9GMkozFdsg0kVmyK+80tyY5gQOjvKQXidGl77sURcH+XoPTg5iW7zCMZV7KYFAGjFGMsoybltp849JUNtsmKYHvkKUV3abHcFoQuPV6cT1svjHKObIQsjWVitt8K5DNoJm30k61R5rDSV7SjhxGiWTozbcC0qxkmpW4rsJTl8XP6X5MnBcE9c8NRPikuWxRNvyrh9VDTzGIy5lBKY7CVDu2PAZjFMowq/oMpvL67TU8LoxlsyrNK3HtXW9xcVLwky/ex4Pnxtd1defp8qQq0IUxWVHwtXNDWoHMQrpa04nqc1bgSn5cXe3xteR/HZ5vcGmSoZRUX5uhIzeUgct85PHEdsLBrlhf7Pj8TGtREl1xPo1zcQWPQg/XcZir43dCz5Gh96KS1/s0pxN5UklshsR5TlaA74KDJvIUWYmYluYyRH1+KJ5aJ7amrHRkZq8byXkl8MT5eRiLz9LJ7ZiFhs9wmhH5zizqyHcVZ4cpz19t8/CFEaudBgozm+/JK5ikueQVZgX7OuGs8rrT4opCh/ODhKWWT38qmY6LLVlHX+sGnBskHJlv8PjWlIPdiFP9hH1zAWcGKUfmIk5vp3QaLoNJju9pitKw2vV5Yivl0FzAE1sJRxYjVnuta7rVdf3fAnwL7r//fpRSvOc975m9zxjD+9//ftbX14miiHvvvZcHH3zw2h3kFRyaj/jsSbk7faIf0wrF0OnsIGG56c+2DdoNSY+uaovypueQVRWeIzlZaVHSa0nw3UIod5qOq5lv+fiuDCYb5LnIK1mjnr+i0pPVKeO9SAajT2/HtOoqRFpIIKdC4ToQl5XY87d9Tm+n3Lbe5Y5Dcxxa7PCOlx/h3uetPGfaWk8HpRTHltvc96rjvOzGFW7d1+Nlx+ZJS+g0PZTSPLE5oRN4bNchiqPaCTbyHIaJDO1+1/8uivmGR24U8w1X2peuYjCVjaM4FzPFjUmC48hQtKcVgzhnueOzMUlZbPr0pxn9iURVnB4kdAOHc8PajLAhAYc3L7d4+OKEF6y3Ob2d8IL1Ng9dmHD7Wpu/OTPg9vUOXzk/ZCFyqZQiLqSqNE0lhymrqINwxfNpnBR0IvHiOTAXsdwJcZQE+ew8E43A48blNtQXhTgtUApO9WN6oc8kKWlHLnFaghFH5/Vu7TE0TGv/KhFVWVaJIWcu0RRGidmd72kuDDMWmh6P92M8V14jW2PZ2Nua5kwyaS1BHfeSi7nhKBazzl7ksz2WrKv5ps80KclNRVnWcx1ND99zSOsMrm8m8iXGYWcDM8ll2PvCOMV3Ia1z98Tl2FAhK/kNXwRzWRZ0mxKZstR0GcQlBsUdh7p0GiHv/KEjLHYbvO8Nt3DDanfXvzZ3Xm8/9ZJDvPKmFX7k+auszTV52fElPMeZrYL3pyWdSAbCDy00SfICUxkuTQr2dwNObE0JHc00LetZkxLfk+WDzToj7PworQNlL0f+XIkxgFHMtQKK0jAfSlitwWC0HGsvlBuMTuQySgqWmuEsFDbyNKHrMsxyKqXJqpKNidgvbI4zjtU+YofnIzbGKcstlxOXpqy25doQODBMZTwCDM3AITcG362XUlyHS5OC5y+3efDsiONLLaZ5wdlBQuSJgPcdzYFeA8/RrHcbtKOAlU40+//++YhJLBFCl8Zys1JUJaf6chO0OcxZiDzO9FOW25JEP990+cbGhBfu7/Dg+THHFiPOD1NWOyKcltoej16KuXlZbp5uXmnyxHbKvp7Mnl0rdqXw+cxnPsNv//Zvc/vtt1/1/l//9V/nN3/zN/mt3/otPvOZz7C6usprXvMaRqPRNTrSy5zYnHJwPuLk1nQmdLqRvMj604LFpjh/Kgwauag1fZcLA1lZHyQFOYY4kxXJ0HPZijPitCTQkJfi1Nmut3S0djg0L1kwjqMJNIzTnHFasNINGSYFuZE10HFSorTDctvl0iRjte2zMUppei5gODfI+LFblmk3fF524zL33XucY8vtXX1S/X7QWnPPTcv83Ktv4NhKj9fftkZZGtY6gQSnRi6jvCJwxfm3E7lsjDN60dU5ajvzHjt/jmo/m4bviiV94NIMPA4sNNiMC1bbnqyx5xVzkYvjyt3eNCu4NJZ22yQpZ6Xy5U4o7a167VR6/i6Pb01pBQ5b0wxVMZufWGoFfOXckOettPjy2RF3Huzy5bMjblpu8OD50UwwzTc9GeLOZX5ompd0IzF9KyspfweOntnvO8Bc5HK6H/P4xohBkpFXhsc3pzR9h1PbMeNY0uBR4lVUlgrfhVFWYJS0aw2SNdWNfB7eGLPekSrP/l7EZl21USBrtLXYGcaFxHqMM5ba4oy+2PDYGOV1OGtBf5LjOqYeYEYMJvOKTuTJZk5TfhajOMf3FKGjuDBKWe7I8z3OcjxHk5eGlufQjhzSTI43y0s6DY/FVoB2ZHuuHcrFCmB7IsGkmxOp/AzjHE+LWHMMl03otGKuFbIxzGj40urePxfykqOLHFho845XHOVVN6/xyhuXd0VL67tBKcXRpRb33LTMf/PCfbz0+CJ3HV3g+GqbbsPDmIpxWnGwF/K1cyMxIa0rPoNElgMGsWxKJnlF6Gvy3NCOXLbHKZu1T5rrKC4MU5ZbMswrsRAuDd8l8h18TzFOS9Y7YT0DU9Br+OS1L9qFsazSD6YZKKncZYWhHXiUVcWlScZSM2AwycjyCt/RDNKclXbAye2Efd2Q88Oc5WbIY5diji6EfOXciBeud3jw/ISXHuzx0AVZ8T/Zj+vlAgk5nhYlTV9zbpxwcE62B6mq2XzSYjOk4btURjYM87Lk8c0RFwYJgzjl3PaUk1tTmT8s4Ja1NmVREmfieH9mkLDQkllG34M4lTV7lGKp5fOFUwOet9LkaxdHHJkLeXhjwu2rTb5+ccqtqy0+d3rAbWttvnRO5gMfPDecWR9cC3bdK2Q8HvPTP/3T/M7v/A5zc3Oz9xtj+Jf/8l/yvve9j5/4iZ/g1ltv5cMf/jDT6ZQ/+IM/uIZHfBnpfYo9+VLL49K03hgpDYNE7Mw3JhntOp5ic5qz0JZWSdNzKHNoBIqLk4x9c7JNVBjD6X5cb/VIGnnTl1Xgi6OC9W5IWZRyZ28g9GVoGXPZd0QpRcuHU9sZh2sjuNB1KOq6+0uPzjPM4f/1Y7dwz00rz7kT6/eK1po333WAY6sdfuz2dVzPZbUT8cTmlPmGS1ZUOI6iP5U7pe1pMRM7SV7hOmJil+QVnidxHu1IBpybvgRzdkIxFNvf8TkzyNieZCy3PTZjsYy/MEjohuLdc36YUlSy3ZOXkNW5Pt2GnPyWOgFnBgnLdTSJQQZ0x0nFXOQxmJa0A825Ycp6L+SRSzHrvZALo0xS3F2HUZLjOQ7TrBBvqNzgu5LVNYgzGp5mnIhT7VzDp5/k5MZwbhCTFQVGiUlmUVQcmIu4OE5ZavmcGaSMk4JxVjGsw0Cz0oCp0HXLrhE4XJqktCNpPfSnsiXyuZPbvORwj9PbCceWW5zbTji61OTcdsJiS0J8F5se46SiFTpcGMnfL04yupHMPBUFdeaaCNEKyIsSz5Gh/9IYSiTlfmOSEXmKtGAWY3FuO6ZXz0F5ypFgWmSrqqyYheZKWnrdgkPiMcZZJa/XiRxXUYmjelJIxSnOpc23Oc5Y6QQ0A49b9/W4df8cLz2+KAJ8D9yI7FSA7n3eKj/36ht40cEFji23uX3/HIGr2a6NP89ux2SFYa4lrd+FyCMtSlwt6+1JVtJpuPSnBUcWG2yPUypTsTHOmG+4bExSWqHDYsOjEbp0Gz5ZKeduTys2RimDOGehKd5Z6/UNxmLT4+IoJauQdPqpxLHEucR7LDU9+tMUU28EbsUZS62AixP53AvDlG7DoR/n9CLNyX7G89dafPn8mLsPdfn0E9scno/4xoUxvtaU9U3TNC9Js4LAk9+5c8OcxaYswrQDT3yxtKZSiqQwrPRCtuKSbhhQINeeytG0Io/tWFbd46yiGXgcXGxwoh+L2ewoIfI1WYFsF1ZVnQXoo4yiNIa8MFyKpbL65Qtjblpp8cUzQw50Qx48N2K1G/DIxYmEpV7D39ddN+Pz9re/nfn5ef7Fv/gX3HvvvbzwhS/kX/7Lf8ljjz3GsWPH+PznP8+LXvSi2eP/zt/5O/R6PT784Q8/5ddL05Q0TWd/Hw6HHDhw4FkxMPxn/98HObk15mxfSnxzDZeT/YT1XsAkrfC1QimY5lUdJaEYJXXCclrSbThcGGQcmgs5WQdyTpOcolL0olrNF7L1ooyhNDKAhpFB17w0HFlscrKfMBfJXVBZt082RilzDb+uPpQEgUvDdbjj0AL75hvP6eHl75dvnv15fGvCYxtTPGXoNSSeIa3zqbqRy+akoBVIVSJw5WRUmgpXaeaakhk1zUoadZxIWW/u+bUhopgLBpzbTlhqi7OvC3Qjj1FaUVWG0JNE+27osjHJWW0HnBvGtYlhiTIKz4NRLIJoc5oxH3psjnNakTh272x0TfIC35XMn5VOwKAO001zacF6jpb2UyfgzCCnG0q8hkFK8TvRHZNU3ndkock4k2TrduhwcZQTunB2O8Fx6lyruoXW9B2qSlo+vieePRhDO3KkpN6W1sMwLdjXCzixmXD7Wpsvnx9zeD7kdD+lGcjndRouFwfy92lasdT22BgXtAJpT/muVD8DV89mNA51Za0+cBWd0GNzmtMMNKaSGIOjtZO3ow2OdplrevUwqISbXhrLhpbSmvPbUxlORxHWBnqht+PGLAOk4wzSImep6ROX4uHVCR2y3LDaDajQ3LreY998xJvvOrinX5M7r7s//dJZfG342EMXiNMKV0mbfyc5fpiUzLc8Lg3F5bld+9EcWWxwsp+w0JBB88pAWpbMNTwarkM/LujVIbeb4xhjJKcNDFVVoR2Xucjh/CAVh+2ppL63QzEY7YYuSkmoaTt0GExzsrKqo0pS5iMxWjxQzwPON1wuTPLZrM9y22djnLPc8hjEJaGnyauKSVKKEWCc0wk98rIiryShfpSU3Lra4vNnRrzy+AKDREwSG75k9D1vrU1/KosND54boRTcstqe/XmxGXBuKFFIO4n1WiseuThmvRtwemtK4DmcGcQc6kWc6k/RWnOwF/L1S1NeeqTHJx7eZN98iIbZbFNagO/AJK04tNhgvdvk7a84cs0iK56cb3Ad84d/+Id8/vOf5zOf+cyTPnb+/HkAVlauXo9bWVnhiSee+JZf8/777+eXf/mXn9kDfQqe2Iq561CPL53qSxxFYWZZMRvDjLmmT5KVOI6oZoXGcyXF9+I4Y7El/ePlbsDjWzHdyJM5nlJceOO6kpAWFVCAUaT1sDNAVkqo4/mRqPELgxjfk9TjjVFK4LnUIdk0A5/Diw0OLbb40dvWd/2swLPN5dmfJn/+jUvkD11gtRPy+Se2GcQ7sRIeo9TMnGU3J4W0PGrxs50YcAybkwyDIctKlNGgqnqdV1K6l9su47xic5LSDByGicQddCOJvmj6LspINSpUhgsjSVCfpgWhdkgLmZ9xHbnIr3RDLo4zllo+F4cZzVqQZcgFYLs+maf1yXt7UuC7EtURuTLj4ylD23fYGOesdyRyIXJdMErmG1xNwxNvG9mOydmcSGtLmYDKlGxNSta6AWkhbsbGVLiuZpAWLLdCUIYkq3A9EVUKl4Yr3/OBuYhBWtCfSsjpo5diGf7vpyy25fW11PIvt7tG+azy0w4caVV4mo1Rxr5OyDgrGcUiPk4OEg7NhZzaThgmBfNNj3HdTjxYD4MvdyQyJM4Lqoms5suwnKJEMqHAyAZbCd1Qk9YVv0EsPkl+HTQbOIqFhgiyypQsd0JGtRgLfJe7Di9wbKXDD92wtOdfkzuvu5979Q186L8+ymtvWeXzJ7Y5tTWRBxgjlbqyZHNkWOr4DCYZWxPJ43r80pTlTsD2NK+/IPh1hS92Jeh2a5wCirIy5FVFL3QZxgXLnZBhktOfGpqByyiTOZtWIKKnF3oYLb4+ZVWSFxpHaxYjceDeETu90OXCIKEdOWzFFUfnIx66MOaOA12+dHbIscUmJzbHzEUBRVWR5+LlNE1LVjvR7HlY7YakRcWPv2iRTz/W53/9qRdwdijHvq8nDtrf7Nv0I7ddfi53/ny1o/109vmn+1O+cnbIgfkWG+OUW9Y6/NWJPseWWpwZJPSTnMWmx18/sc3t+zqc2Joy1/AJXOkoBE7FKClZaLlcGCbcvNbjWtZcdk3F59SpU9x555088MADvOAFLwC4quLzF3/xF7z85S/n7NmzrK2tzT7vne98J6dOneK//Jf/8pRf9wdZ8flXn3iEJy4O+cKpbRqBYpoxu/ucb8hwmgFaoWacyAxAK5QTc15IEns/zshKaHqK1CBJy+OUohSRlBbivrwjfAJXU1RS1ZnWcyejJMepgyxNJUFyCnEt9TyXV92wQKVd/uG9x/b0HeX3SlmW3P+nD0FV8MXTA6rKMEzEqMx1ZBDX1NW4dsOlyKUit7PJhRLhE3ga6kR3Bax2Qi5N5QSzNanjROpg0HEiNva+K5sU0s2sCFwJ1EzqTKw4r1juBJzqx6x3fM6PJX/sZD+lFYhALk3FfCTp2Zc/pkgLg+fU6+iRR16U7MQxuo7CVIqkELfaflzRixymaYlRRqI60hKjFK7WVFVFBbM/u65T2ypUtCMHV8vG12LLY5KZ2qfH0Ak9BtOCaZ5zcL7B2W25O11siTFgK9DiOj2VWY1z9aDl5rhgueMzjEuKspSWlAuTpMLVIhQ7ocP5Onpje5rVlvtSKV1ouVwaS7zHjr/PKC5ZaMuQc7lzgSslzSl0Nai6elr/TK/c7jJGWgyONrhaLANWWnV4q1ZUpQw+b9WhlEcWOzRDlx+73d6IPBVVVfHn39jgS6e2Od0fszlMObE5IfBcWqHDYJJRolho+gymGUopMXrUGoXCcxGH7FKERV7PYPm+I2MB9YaXQtH2HbaSguWWz+YoEYEDLEQeF0dSVZJzsfw+tEKPrCwJHM04LmkEDnkl54CiQP5uKgJHsTktOL7Y4PEtWSz4wumBZLsZQ1aCRrHakzGH1W7IUjtk31yDtV70rGcf7lTYRFgqTFXx8Yc2iDzFl88MWWr6PLIxqp9Pubnf2fAySio+47RitRtyYKHF3751lXuft/qMHuNzbp39//g//g9+/Md/HMe5vBJalqWseWvNww8/zPHjx7/rVtc382w6Nz90Zot//WePEWk40U84vBixNc3Z3wl5+MKYA3Mhm9MSz1H4nljVKxShr6nKilFS4Xsa31FcGmccrK3cPa2YFBVZXgDqKuGjlGK55bMVS4Dk5iSVjZfAJ3AVaVbOPCg8rXnN81cpjLKi5/ukqio+9F8f5cSlIY9cGJEWFWVV4ShJiXa0DEoGrmQBxVessO8IH9/TciLWCqf+Wcw3Pc5tp/ja0AglabwqJaW6FXi1S7dhuR0wSuXfzIqSpbaskh6aD9mKcxYaPo9vTnn+aptHN6esNGvhEDk4SnFhknLDQouHL45ZaLh49fZIacSB1piKrM56y4pK0scDTcN1mGSGbkPTn2Yoo2dp2Vle0gldtFZM0nI2yLwTtKu1zP6Y+ntt10ItzSSFvD8tKKqCg3MNzgwyiqpgteVzaVoSOEq2uopKjOtcmXk6NBfSn5ZSySqhMiI+sp1ttKygHXmzn4XMLkBVC9PLNyEGVyvKClqRwzgu8eu8M2XE3HB7kteVHn2V8PFdh7xupUWezH75nhajwtBlkBSytZaVtOp8Pozkl9281mat12S/bTc/Laqq4t995iSffvQSCsNDZ4eUwELTZ3uakheyEbWThThKcjoNX0Sp7xDXa+zKSBjpVcLHdYhcLTM8kcP57QTPc9Ba4SnFOJUKu6sVoyRHaxn8vThKQWmWWzIDFLkuRhk8x2GYpDRcj8CTlrejDNtJwYG5qLbIAE9DbOC21Q6OVrRCn1fcIOLmWhrGXhlDstr2+e0/e5ylpscTm1NO9acsdzweuyShxv1EIkR8B4oSnr+vw4/evp97n3dtDAx3zavoh3/4h/nyl7/MF7/4xdnbnXfeyU//9E/zxS9+kaNHj7K6usrHPvax2edkWcYnP/lJXvayl13DIxeMMXz68S2Wmh4n+gkrnYCNYUbHlzmf/b2QE1sJ802HoqpwlDgDB64iyYzcbXuSMpwWsrq7NU3xHEVWVt/SG8Z3FaOkZLHpc74ecFbaEYO6rCSvYKnt42nF3ccW6DUDK3qeAbTW/MN7j3Fosc0Nyy0izyEvDa4G0GSl5EGhxHQv9DSh54jrdn0vIpsfDkUdaKuVYnOU4jmgdB2n4En7JHAd8lLWdVc6IZtxjucqUIaVTsjJvmx7XBpntD2Xi6OE1XbANy5NWO8GbE4LGnWbqx9nzEce39gY0/Y12pG198jXs9ZqXkqC+TgpmKQSB1BVilFa4DqmnlGSAeWmp4hchedptCO+NFkpg/UaZJMKw0LDx3EcprEkW1eVYZwUdBseF0cJvVDhaIdHNyasdz087bI5vVzlGSbZLBNtGBestH02JwWOpt6WkotZlhvCOourHclQ6VLTo6gqmrVfSuBI1WaaVHW1SwSTMYZxLKn2WWFE0Hiace0qDFpuKIrLocFZXuI6mmYg8xiOI1YD7chlkouASgsxFI1zqc4ppXn+PhE9dx6Z3/PzPE8XrTU/9ZJD/PiL92NQ3LKvi6tgY5jUi+CQlVKhHCcFnqPr159DmpVEvpqZGHquhGzuJLIHniYuZZh/eyrRMGBkZk7LoHqFmMNGviv5XGPZulpsejzRT1jphFTa4LniGN4JfeJSnKY9R7bQ1jsBF4YJjtKs9UJ83+fHb1+n2wj4sRfs55+88fm8+pY17n3eyjUdat9pNd5z0wo3rc/xgTe/kJfeuMwtB3q88YX7mBaKFx7ocXGc0vRdAgfGifhixYVh/9y12+raNRWfp+LKVhfAr/3ar3H//ffzu7/7u9xwww386q/+Kv/1v/5XHn74YdrtpzdE9WxWfD75tXP873/5BI3AYRRLu6kVOSgDm3WUwdYkY7Hp15kxDsZUmLpM7jmaohSfFM+RROZW5BG5inFqaIWaJDf1yrTCUBHV5frKyL5KmpcEvodCDNICX+M7mtffto8jy21eeaOdHXgm2an8DMYxX70w5lx/QiuQfKaG70jFrxuymeQ0fUeM+ZIcqnq/SGnWegGXJjm9wOXsIKHlaZSjCTyH4TST9qgvyeedyCPNJX/Lr71LSko6YcAolXBcTztXvX+clrRDVW8X5uzrhJwbZUSuuDOf6cfcvNLgiX5G01d17ptUfSZpwdHFFk/0YwJP1QUPuXjsZCZdnGbkWYHnyvdXVfJ5UeBe0faSlk+v4dKvE9E3JxmLLZ/tuJoNZ0auxqCYZAUrLW9W7RGjQZcLo5TDvYhL0wLfUfWwvuThlSW4DjQCl+2JbFReGKYstz3izLBcJ9z3Iodzg4yFpktayMXSdwyDaclq12eUSLVL1splnq4baYpS4zrI3JWGvKp2bFfoNH2K0uBpQ1KY2owuJKljFBylmOZF7b6u+aEbFmlFgW1tfY8YY3j04ogPfeIR2oHm//7aBZqBtKqK0tCsnYg9R5GXFb7n4juKSSoVwDQryepw4aw0tCOPaVJIMG8uM15e3VZu1JFC7dDHdZj5TqV1VdFRho1JwcG5gLP1unySVzjKcHGcs9oNSYqCooT5hsvFcc5Nyy16kU8rkuqO4zj80A27w317FvVTlHz8oQ2yvODs9pStSYajDdMcXnvrKn/3joN2uPmZ4Bd/8ReJ45j77ruPfr/P3XffzQMPPPC0Rc+zyeGFBr/fTziy1OSRCyMcrYl8xXAqF8D1dsDpYUI7dJnmkoU1Hym24oKGJ3e0jlJoTzaAktTMwhOzHDqRR1HIum3kO1RVxWBakBVydzGIM0C2hAJXk+YlhYH1hs+t++Y5utK2A5PPAjuVn3//2dN44prHpVGC5zqMavFzepBwYK7BKM0pK0MncDFKTsiB67AxEFuDU1tTGV7WEi3iKZnJWWh6bE5ksDnJCtLC0PQ0F0ZSyRgkiiTLCRxN5DlcHMlQZZJLqb3te4zjipKS9XbI45diDi1EJLlhnGQcW4x4op+hVYXjePWqq2JrKlEYj/en9BoOaQ6zTnS9ars1TQm1Q2w0jlFSXRrnGGMIPWfW6hpOUzptGaZueg5nBynHFhtsjDMcZVDKwXE0pYHSlET+TrXHYZKKJ8vWpGC5HXBunLLWCRmnFdMspxv4bMU5DV8ReK5s0DT9q0RPWVWMsxJHKTYnBZGnGSUVSy2fs4OEoOnR8OHSRPxLpNIKGIXvaoZxRTeS12knUgzqNoXvOUR1RagZSA7YJCtYaPlMsgKtIHIcNuOM9V7EOC54xQ3imXXfq47vigvd9YhSiuMrHX79J1/AL/6HL/HDNy/zqW9s0ok0SVbNNiplbk2T5gVpoehGDnlhWGhJarqEn0pVtVnnXikMviOfG3qaUVqKW7Qp2ZoY5hsyAB24WnytcsNiw+WJrYSVll/HOkCWw1LTY3Oc0Al9Ql8RF/Da560QlxW37p/jzbuwvam15pU3LmOM4eBii8+c2GRlq8H57Ynk+y36nO0ndrj5euLZjKx46PQWv/Pnj9b2+4qLo5yVrk9RyF1g01dMswpjpJ0wTsvZHcChuZALQzE93JqWzDddxkmJ58Akr2h4Do7WzDdc0rwiqeTitzHOcZVhWueAlQZ8R1EYzd86OkdSwLvuObYnfECuJcYY/uzrG/z1Y5f49KMXmdYuvXlhauM+uYCGvodXRyyEruJSnXE1TEowMvMF4vC9ORaxg5Kv4ziKOJXVXUkd99ma5jRq63jfc0AZAtcVW/qmR5xXJEXJXFT/uSrZ1xEjtYaHpKirnXVrl2lm8LVhmOUsNAKZMXNlHq0delQVTPOcJC3ZN9dgOylwgDQvCHyH5ZZUr+IsJ/Au/32a5VA7VG8nhQgnpXCUohVIcGc7kgtKJ3IZxQVaKwJHhvS1UsR5Tif0GSYFCnBdCW3dnmastQMuTQuqytAKHS4Os6tEz07La7kj4cCtQC6ASikavmI7KZmLHMZpPfxaGAJPywWsrPA0aC1RM+LfJIOoWokfz87cR4UEES+3o1m1Z5SVzIcuoefxkqPzHFxs2XmeZ5CyLPmVj3wNV5X8P9/YxHWV2DYEDkohLdVU8qry2og0LyCqs6q0gqKs2I5rD6tUsq60ktGDUVqx0PTZmoinzYVJymo7ZJSkVCgCRzHNDHORS1YZMZsNPIZJioNDM3DIjOHwfItjyy32zze568j8c6bSN4seObFJkpV84Yk+t+7vceNq24aUXi88myGl/+4zJ/nCyT6PXxzwxFbMcjtgs25XUVVMc8Nc02WSVDgaikq2c/xaBC00PC5NMtqBW8/1iBeI50q/uhNKedV3NZidF7PHOMlphy6TtGS+JflOt+7r4Dkuv/b3br9qYNzy7LEjfj72lbOc357yjY0xnUD8QhwtA3c7swSBLy0ruTMsqBSzgUuDIXAdRpnMbk1SGdS8NE5oBR7jOo8nK0uUkW2/vJLh58stLpn56gYa5cpg7nLLozRKNtBcTWrk4p2VBYvNkHFSUCHD1tpxxJDQyPfViXy5k65yHDRGabSGlqe5NMmoSsN8O2CQ5DhGcuSubHVNUjHpc3e8UUYJRVGxf07aVgpp13Yi8RraEf5FaZhrekwyMSc82xfTwqyU7KRWIIPVOzcReSUCZK7hPkn0LLU8NurnoR+XNOr5KZDXVF57kWSVDDoXlVQLsrKctbQC3yX0FEVBbVKoKCkZxpfbI/5MrIkz8yTJObTQ5OhSm9fcKu7Lz4UL3vXEzlbtcBLz8Yc2KCoZZi8NeI5DWZZMav+lokSq6YW0jIuiwnM1SZaTG0XLk0H5qI7MqMqSpDLMRWKZEAUORVHV6/ESBjrflNdjCcyHLie2Ela7ofj6NEOet9am0/Cf0/YhO6vyJzcnZEXFseXWNWt1WeHzTTxbwgfqjYPPnuQvHtlEVyVfPjMApdC6Is5hLnLoTwsW6tXcXsNlOy7pheJKGnmKaS5zO9NUTvRZXoJS9QCeBlORFlIZ8F111ccCB4pKc2S5wWqnwdtf/syn41q+PcYYPvnwRf748yeJk1w8M2r/pcBRM2FjlLpK6BhUHUviIJ6UFa7rkpfVbFBXY6iUQpv6/xjaUcDmRAzWtsayRZTkZiZ+Nqfiyjzf8ImLiiSvqz9FRZIXuFoReXLSTouqrgwZKiOiDKAT+WwnOdqUNHzxKFrv+FyaZgRaMc4NDd9Fa7FfuDhMxQnad2etrjjLmWQFS+2QtBBjw3ODFAfDQjsgLw39OCd0FZ3I49I4l6FmoDSKaZbjO05dFSrJy5zFZsBWXOIg/1ZZSjVqsekz/eZKT1vEjtyDaMqqQCmNjFkpiRYxEHiacVrS8qVVudjc+T4lf4w6h8x3HTRQKcRqQGvxdAFcpQg8hUIzzkqet9ykGQb8+B37ueemlefkRe96YEf8nNwc8tD5Uf1z95nE0pZ8qtedrLfLXJDnyEamQuF78nMeJSXtUG5SxOQzpxlI3uJ8w+PCqK68xhmdwMfRsD0tmGu4lChefnSRdsPj9gPzu2aG5/vFGMOJzSmHFxrP+O/6c26r67mA1pqfuusQP//DN7DQibjzyAKLLY9RUtGrHWzn6rXiXlTndIUOg2nBfOQyySrmmx7TTFyA03zHR+U7Y4xhkhsOLUasthv8yPPXnnG1bfnOKKW456ZlXn58maOLbRqeC3VVJqvMk/reBom1MJUMt0+yCkfiu8mKkqwoKaqqPoFImrcBVCWxJMM4ZaERsDmR362NSU7oKTQSJBppReBKCnRZShDnpXGOq2CxGVJWiiTPSfKStU7I5qSgrIraPFMqPRvjlEAbXCWu1HORxEEsN33GGSLEypK1ls8wLjCmqje5KmkPNF201jQDV2Z8fM3mOGN/N6BEfKfSrGS56c0Gg9uBJLwrFHGWMxf5kkGUVygq2oFHf1rQ8CDyPSZJyTSVtOntuHyS6Ikzg6sqinrlHXS9AVQPuBayhdefSrVoOy5YaIjFf9N1MEq2hXb+y4qSJC8YxwUuiqz+GXlaKnrjRIJMj8w3WJtr8eN3HLCi51lGa819rzrOiw8tcni+xWonmP0cvhXGGGkTO2p2qjXGME5LjFF4GsZJgetKW2wu8hjEOb3A4eJIXPYlwytgmGRiOxG57Jtr8aqbVji22uXnXn0j99z03MtY+1YopTiy2LSRFdcTz2bF50qurP6osuCvn+iz2JKBy17Dk3XgQCo6WsuqY17Kpk5alHV6u6qvcnzLio8BCgOe1iy3A1a7ET9+x0HuucmW068lO9te/fGUv3h0i0Gc4SrkJOuq2Z1nXoLjKIpSxG7gSVZOUpSIv6GEY7ZDLW1OrZjkFU1PkVWgDKSmouGKV9BCM5i1uDID06Qg9BSh51FWhqTIadR/Tstqtn4f+S7b05R26JAVUBhD03cYJjlLDY9hXlEWBk9LSKhBMYwLtKrAqCe1uXboNgPSokQbQ1IaHCVTTItteS2sdsS2f0cceq7MwTl1gcXRGs8VX6DI08RZhaMNhVG0fE1hFEkuw8plaYhzQ+DIv3ul6ClqQzmlZR2+Gcrm10onmLlfx0Ul0Rt5JdU1o2ZxGGlR4iipPnmOtCwxhqwwdWtSy88UOfG7StEJff5WHbhp21s/OIwx/NFfP8Hnn+jzlVNbMoPlaCapzPDsVHUMhqSQfDXfEZPCsgTXVfI6y2R2qygNzdCjKKRK6GoYZxXzkcOlacHBnjh8r3YDigpefnSRTvO53da6VtiKz3XOldUf13O5+8jCLHRxkhU0fU1eGPJ6nmBcr15KJIWCSpJ/jZKLaF7uxCtejQxeKuYaHjesdKzouU7Y2fbqtSJuXW/TjTyK0uA6kFfMKj871QPfUXUpvcLV0kopKvm4DBfL7E0/LtjXCRjWmUVpXmEqyPOSwHEYJhmrnYBBIsaA3dDF4DBJcyJPo5Urba2ywtXi4RPnJVWV4zriJO1oVbuwZnR85yrR04o88hK2pxmYEq0dwsAjKSr2dUPioqKszOxtNE2IPEXgu1IZqkpQho1RRrch+UeRp4jq+AoM+PV8TTd0GWcFgRZhiJKtMkeLM/IoKXCUoRW4DBNxig48hXY05wfJU4qeaVoy3/QZTAuW2z4XxxmhoygquXlAKUxlKEpwFbOVaL+2mvh295F5YTB1Va8Ruty01rGi5xqglOLNdx3k4EKT2/Z38RyJQfG0tDbT8qnOpJCXRrYWjaGoZO5La00rkNBez9G1f5MUh8Z5RSfQnBmm9CIX19G86kap8tz3qr0RLHu9YoXPNWRn5fIfvuoGOo2Au4/OYSpFw3dmIY4uinGaywukNn4zxpAbqQCYqqIw4GpFnj/55aqQVsbNa11ec+u6FT3XEVpr7rv3OIeWutyy1ibwXYpKTA7z8oqfpZE2SlqUteustL58V1MU4Cs5WWdlRSNweLwfc6AXMkoNriOzKdPcEHkaBxE/YS02BmlJ5EKr4bMxyYlcKCpFI3BI8pIky6Tdmojr8igu6/keqTAmlSFJS6JA43vSMhulGS3fQTtuLVQgUIqT/Sm+Bker2ZvSDiiNqzWh76KRFm5ZFhR5iasdWe03FastnwuTDK1FzJwdSjvs5CBhXzdkmFRoA0lR4GloRz6TrGIU5yy3PUoj3kJpVtK7YrjZdzWFMUySy2JHAkxzgjrOIi8rydgr5UbEdzXTvKIZiDHljuDxa6uBp7xyGjNbSrhptc1tB3pW9FwjdtpezTDg+fu6EhAN5KaqvX0u/wCNMWT1jE9Zyjm1MnLDaUxFWkmlNS0NjjYMEpnhmaRiJxI4mgMLLW5e7XHXsUXefJfd2LvW2Gf/OuDYcpu3v/wIR5a7vPrmFbzaWbksK6aFzAZErqYfF3ha3GOVUpSmkpJ+HbT4VGfb0HM5uNDgtoPz1pzwOmSn8tNphBxebBB6slJrKjNzmC13tohKSLOSql4hyooK1xVR0/A006yiKisanuaRSxMWWy5JIXMIjdCR6oWnyMsdg8GStW7ItDBsjVLaviavi/z9cUY70GjtktXVju04FZNCo8krhasVSVrRiVwJ3Y0z8iKn43tsJyW+lipQnBdMsgJPOWSlCPudt9BRqAriNEdpqLTGd10MmkvTHFMWOFpToRgkBevtgH4iQ9jzDYcT/ZTFyOXUICF0pAIKCq0VW9MUVxnakc/FYY42Fb7nEPgu07SiKMW5eTsuMPV22HZSEjqwPc3phA4lksLu1K+ttCjRWlb8o/o53xl8VkBeGTwlbupXkpXip+V7Drftm+PAfJs333XQvh6vIVpr3veGW+g1Qm5YlZmTHeF6Zc2nqAyugrxu/Wa10M0LqfwFrkNZm3mWFbQDea21fAelNS862OPQQot3vOKIPQdfJ1jhcx0wS/e+9zjHVjq8+NACy+2ApJQ5CgcYJIXkxBRVXRVQJLl49YzT8im/rtaaI4sN9s+3ePOdB+wL7jpFa81b7z7EvrkWK50QpaR142olMwV1K6cVapnXcmSw19FQ1DMkeSkzYUlhGGcyYHxulNOJHCrAVIZGfUKO6nZaoKX6U1UV7Ug2CIeTbLY5lZTgacMkLeiEDmkJnhYh1g40hamIAgkjHKY5LU+qPP1EBpRNnXXkaKmKTLOc0JWIip03VF2hcRVUBl9Ju8tzRSBtJiWDUULLcyiMYpgUrLVkyDkpDaFjKI04RgeeZpJLVSwrIHKdmQDaeZw2kJbSAgt8l/PDlNBRBL44O1dlSYXCq8Nkq8rQcDW5QZxnoW5ryYXRUyKGslIuln7dFruy5ZUV8np1tOauw3McWGhac8LrBMdx+OmXHmap3WRlrrGTn3IVxhiKCgJHWqwNT5Hklfxuq4r+JJOqpSPbf0leEfkOnudy42qHwysd3veGWzi+0rHn4OuE55Rz825Ha82b7zrISidkmMi998mtKXlV0fTFpdkoZrbrkQvbcUHkS9m94Ym9+s4K7monZK3X5K13H7In2eucY8ttfuSWVaqyZGuakeWlDDS7mswoyRZKKxqumv3M49wQeQqlNdOkxNU7Q7wO/WnOfENCF31Xz+JKQl8zSEuqqsLxXcpCLuT92hsnKRTDpKThSznfUw7NUHOin3Gg57ExLlhoeoxSqT5WQD/OWe94bE0rjBHPkrKSSYdpUlAaMeV0lSLOq6f8/g3gagfHhdCRmSVjKpYiMTQ8O0xYa3lsxYZJVtENHLaTgm7osTnNWGn5nB1mLDddkkyOI3Q9+rHMLpUVGFN7+4Qu/WnBNE8JPUVcGLxKRIvraEpjJFzUceptnQKnDqLUWtOPczq+Q4lEHEQuTAsk66zcSYTaqfIo0kKqBi852uXQYteKnuuMo0stfuT5a6gHz+MAj22MvuVjXS3iuxOJ87YyisiDOJP09ryQjcXVbsRiK+QVNy7vSvfl5zpW+Fxn7Kw7A/zHz58CZTjVT2SA2RhcJXe3KEMONDzNJC1wHU1uDL7WTArDQsPl8GLLrq3vEpRSvPLGJc4NYjYnKeN67XuHaVYy1/SYplIJmmYlkecS5xWhW+G4sso+zSRDquN4DFPxfqqQaIusrKiMNMoqYJoX9ayNw1zDY5jkOBr5Xaqg4Ut2nKcMi02Xc4OcXkOzHWfiS6NhMBXPnn5cYqqSxToVXhlDXBZEjqZCo7USg8aqqoNY6+8bZKYpKzGebNNorUAbtBHX426de3RmnLOv5XFhWhBoEUiDuGAhcjkzyGh7ikFq8DA0Q8ndavlSgcmLisjXaKXYGGd4emdrR5x7c2MAB98T92sXUK5kgkVuLZw0Ei4aaOLaoC70RMx5dTXA0ZDkhqqCZiAVOt9RHFho0goCK3quQ3bOuUrBA182bIwTJsnVVXSxb1C4joifSZJLjJAjwbKhI78TLd9jueOz0gn58RfbRZLrFfsKvA7ZeSH+/A/fyL75Fnce6JGWhobvyAmYalaSTetZAlVHHmSVwfe0nevZhSilePOdB1ifa7K/F37TBdIwjgsq5I7SczRJURL5mqQwUImgafgucW4wpsRVsvqd5gVUMiicFtBwNY4Se4SdlOrSlDQCD6VcMUssDP1xynzkkiLu0b2GS17K5ykFg0nBWsfj4jSnqkoW68HgtMgBQ8N1SUtFWZaYopCh6Nr5eWe42fUcHNdFOw5FYYizQuZ9gKbnUSHix9GGudDl5CCn42vSUlbWXW0YJOKyjNZUpTiZb8cZTVeEDUaCJJNcttyCOrzUdWSLR6t6OaCsmNQRG56nGdbtZe1osqoiL8rZqrLBzLyMxF1dX/F3qfrklXyvy92IpXbAT7/0sBU91yly47HMbQd6HFns1Mnrlykq2ejKCjP7u9am3gZTchPqanpNlxuWu1b0XOfYV+F1yixk7++9EM/3uHW9S5xVhC4Upn4xVeL7opSabQJprdnXC+1czy5lZ95nuddkoemTVVIRUUpcu6vy8ok3cqU6YYxsERWVASOzPsO0ojQljqNR2mGaG5SR6kmcy4W+FzpMU8mZyitFXpQUpQgUR8vcy3aa0/IdqdpgiLOKhcihH1esdz3OjXN8DO3A49R2houh43tMckOci6AKXU2JokKOxXEuDzfvrLCXZSnfkyfr9VlecmGc0g01WkmSdpqXLDQ0/Viy6uJc/FckcNJhWkiFK69EGFa1p8o0q8hqx/MS6g1J8Thq+A6+55DX9xIGg6Oljehr8cqaZiVhHT8hufSQ56Zea5eh5Z2h5uLKbTwgdB1uWmvz8uPLtvJ6nbOz5r7WCzm20rpq3scYI+3nqrpqlmfnz2VpWJtvcPPaHD9y65oVPdc5Vvhc5ziOw7vuPU4rCrh1X4e0lPZWXkjLQCkIXUVSpwy3fIeVbsPO9exiji23edkNS6zNNWiHPoWByshmSVrItlfk1+KmMmgFSf2+OJcBXU8rSYyuKrKyoB04VEqG4wNfo7XDNJPqh7TCSvJS3IzjXFZ1VSWCapJIxWWSlyy0PM6OSvZ3Xc6Ncrq+xvddLoxzFhsOjuuwEed4StqyTU+qPgZDkUvlx9VmNtzsexqFZIlVlWE7KfB0hXYkvPHsKKfIC+Yjj7iU770bOmxNClbbAVuTkvnIZZiUtD1NWkouV9PVTHOJ2fBd8e4ZJgWqqijr6qmqM8w8pfHrl4oxtRmoqfA8WfcPHUhyaAQOKKmSGUzt7aPqz5MKz5VDzQq4dX/HbnDtIrTW/PTfOsxqt8m+XuMqX/y0NPgKhllJI3QxlSFOK0qjOLLYYLkd8prnr9oq+y7AXhl3AceW2/yjH76BuWbI89c6DKV+D4CjIC4gcsVA7eBCg5ffYO8udzM7La+1XoO1blDHOchqtVTgDYNpgecoHEeGZ9uBJk5LGr5mVAuauKikbVMnhGtkkLkqxX/EdRQ4GoOGStyEN0Y5Sw2HAoVRIrwdveNfo9kc56x1XC6MC0JHNre2JwXLLYdJVjGOS+Z8XVd3pI1WVFL10VpRIu23SVoySUumqVR6tJK2VzNwmBaGOCupipKlyCM3is04Z63lEReGvJCsrDPDlP1dj62koBVAUkgra7HpcXEiQ82OlgT1wbSk6SqMcnBdRV5VVIUhz0vGWU5lZJNL15loSivGaUHb0yQFeJpZ5aesJHzSdRS5EbFjKjG1u+KnaOd6dinHltv8yPNXObTQoh157GRVaMQ6ou2K4aHSisDXRL5mqduw7a1dhH017gKuNDpEO+ybi6gqscdXyEk5KQzrvcC2uJ4j7LS8OqHPejcgyUXc6Prn6mlk86kydBsuSS5VoXFaELqacSaip0K2lhylAMMkK0iKiiSvyIsKXVX4DihlKI1hruGwuROImxlMWe6UQfAdcT4ujVSZWoFma1qy1HQYpCVpYVjreWzX7tKjtCLwwFGKcVZJSGf11G9VZSiKkqosCbSiE7rEFQzSnIanaHgOpwY5c6HDJBe/nJYrba/IhdJIy6sXOWxMctoe4ntUVDgKGoEiM4qyFjzTtCItKzE1rCApKvFFcgAUTu2dNUpLlIJpXuGqy5WfvB4S9+qYEZmr2hE+ioWWb+d6dinfat5HKbnxSGp7AlcrWoHL3UeXeMUNS1b07CLsK3IXcWy5zdteepgji21WOiGt0CEuZMZnruHaFtdzjGPLbV56wxLzrZC5pscor9BaTA0LA6GvJGYhKTBVhVFysc9LybIqa3fZ0HMojSLODGleG+2V9WZXXSWpSqgqiDMZFJ4kFe3QISmpN70cNsYVc5HL5rhkueVxZliwv+tyKS5RBhYaDme2c1wtIqwbOmwnEGey5WTqQeIrnZuvHHIOPFeEWm7YnBSstGWYepRWpHnJfKS5MCqZjxyG8U4qfUXkeQymJXORy6VJSctXTArFJK1oB5JZ5ipVz0IZ4sIQSNAZpZHV1p35nqSQluI0FyHkuWJo59Q3F6Y2qnMRwZNXMtCsFBT1Ep7nao4sNe1czy7mynmfgwvN2fsluNZQlBXtyOclRxd58eFF3nynbWXuJuwVchehlOLe563w9+46xIsOzUt7oE7qPrjQtC2u5xhXtrwCVxG5LqURIdHyNJPUoGrL4BwwFfiuDO0WJfiuCKSilAFox6k/riBwZcVdgySL1ykLlZE5IkfD9ljExjSHaVIy11Cc2spZbGpObOUc6Lmc2S4IlcRmXBiXdAPZLEsK6E9L5kPwXHAdEVpxIYLhqao9ZVnIzJIjx3dySzxyIs8hMzBMKlZaDhcmJft7LufGBWsdmTVabCrOjwsWW5pJJsOmzUAxTAwacXTOK6iUPC9pXuFhmItcHEeWA4pSVs/HmXj6lEaeU63kzRgoqStJhsuDzEaeN6d2jT640GSt27RzPbucnXmfxXbEfDsAaqFc/5yPLLV4wcE5G0GxC7E/rV3Gjt/LbQfnOTDXIHBdFpuebXE9R9lpeR1c6OA6tUW+o9hOKiJfBEteQuiIgNFK1evuImCqSiosdYZn7V+jZAVbywU9K6ATiDBQQFrIRbwRai6MK1oeuB5MEkMnUmxOK5ZaDmcGBQ0fMgXDDOZCxbSA/qSg5cFC0yUuFY6CooA0l4uGgSdVe3zPIasgziFORbwtNh2SAqZ5yWLkELiazaRkpak5uV2w0pL/zwdwaWpYiKAfV2igGag6WgC0hnEqXjtijWToBJoM6MfFbIIjqg1A/XptWddVIGkSKhwtQsjVUJVmZgmgHGap67bF9dzi2HKbl9+wNGt5OUrE77GlJuu9yFZ6dinWwHAXslMJ+Pr5AUvtkFJhW1zPYXZOvluThBPFWIZsPREsrpILb5LL/E1SGkwpwgcDgauYpkYESgFxbmj5OxUL0AbmGprBtMJ3ISlkHmY0NTSCishTjDJD5EGmIc3lgj+IS7q+DPemGXQD6KcGT0E30mJiqApCR8SY9sDHMEpkVkiry4PAaVniICIu9MAY2ZrqT0uWWiKILk5KWh6EGjanFS0fzo8q5kLYTiFwYJLJzI1SinFqaPpQak2cyRxTXhhCT0RgP65QBqhbgkVZkRfS1jNaQSmCJ8mlYmXqwWWxFpDjVqqer8uZbYUdWWzYFtdziJ2W10PnBpwdBJzfzji2GLHSa/HWu6243a1Y4bNL0Vrzvtc/nz/+/BlefLBnT7TPYa4UuqM4Jd4qqT3yyAG3bnFNMrlY6/pi7rsyjxA4MEmlKhHUVSL5uvK+7an4Q+WVtJjy3NCNZEDa1YZWIO2fji8iw1fStkoKQ1bBclPaTy1f/t2tiXw9LfFbZJWRjZhUjqlCPrZzp9zwZD3dVDApoOHLMbeasj3mAd1IsTU1dEKFow1JDh0f+iksBDDKpUrkuFLpCn1IS3CUDDCXiOCapGYmXiojlbK8bu0VBsoSdCWPyevntaikNK61/FkpUFf82XVFVB6cC2kEgW1xPcfQWnPv81a5MMpYauZ0mwH3veoGe87dxVjhs4txHIc333XwWh+G5QeAtLwO8/ilCRujjFEsA7fKQKmgLKTqkZVABdqVC3tRidBwazGkKghql+E4l9aZ1iISdJ0DlxWGoqrw6q+Xxoa5hmZzWtH2YVJXOJIS5kM4Oy5Zayr6iaGsYD6S1leRiTBo+2CUotvUTNJSZmQAz5EqyqVhgedA5UDkSjshrQyDYUE3kn9vc2JYbSkuTQ1tH0YlTHNYjKCfgIfM7yS5fB953a5LcmgFEug7yaERSCtPI5WyvJLYCYOabXUVVX1iNPVzBmhHhr93ZoFMXe3Z+XMr1My3fN74wnVbBXgO8soblzg/iMmKipcdX+T4SudaH5Ll+8AKH4tll3Bsuc3hxSabw4Qkn2IquUgHCgol1Yq6wyUbRpW0vPJSLt6Oog7rrEgKGdZ16mu0MvXnlXW1pJ61cV1p9fQnFZ0ARplUSZISWj5sTGC1DWdHhpYHnYbDdlyiDfg7Fiha0/D0rHU03xSjxUbgADDf0lwcp4QYPC2fUxpohLCZSHtrsak5P65YjGAzhsiT73FSH08FlHndhtIiblwNgQfTuhLmeTJD5KjLVRx5rJTPWqFiksoxTAuIXHl84InoMVxufVGLSiWeARxabHF8qcM9N638wH4fLD84tNb81EsOcWJzyuGFxrU+HMv3iRU+FssuQSnFW19yiBOXJgzjjH5cELrSHgpdaXvttJccI2LAlFIJSgvRIBWQZ8yGNN368UpJVSOTWC8cLa2htJQqke/CKIF2XYFp1W2v9bbi7EgGi7MKRknJjcsR01IxSTLmmj7d0K+N4GBfN+DBc2PuPNiZVUa+fHrA8/e12ZrkNAOPjWHCOMsZxjmHmg5xXjGKC+YjuDiFXiiCp+HK/9uRCLXQF2GX16Ilr6Qi4yACLi+BWuBpLWKmKkUgOQ5MUxlozuvnLKlFT1le3urSWv6tyJXWWJHDWtezA817AKUURxab3/mBluseK3wsll3E8ZUOLz40T5LkxMWE7Ukl1Y96MDcvpQUjYaRy8U8LqVLsePhgoEDET15JxSTbqR65IhxULYxCTz7f1BWc7RjWOprzw4q1jmJjavhbh1qcHOTsa7rctn+Os8OEe25YYrUbcnGUsdIJZjMvWive+4alqwRCWZb8h8+dYanloZRkH50fJpiq4hsXx2RFyaVxylfPjrhxyeH8OKMbGrZjQzuEfgyLDdhOZP4o8utqDPWbI997Xsr3U+2sqWsRRWUl1aI6s1Q8fYwIolkecL2yTv08ZLWvY+BBpxHysmNLdubDYtklWOFjsewilFL86K1rfP38iEc2RjQCaUnpusfluXIhb/gwzaTV5SgRLyAVn8pIRcMgIiku5AKeVyIQdN1uKupVeVdBXod6zjXh0qTiJYdaPLqV8PdetMz5cc7/8sobUEqxMc74n/+b/TiO87S/J8dx+KmXPPWsmjGGxzbGnNyccG57ymdPbHEzhq+cG9EKSy6MM5aaiosTQ8OpW375ZVGSl6BrURf5Ilh22nqm3Pn3RQjtCCKvHlb2PUjr57Csqz2mEpG50yb0Xc1Nqy1ecnTRDjRbLLsEK3wsll3GseU2N662uTiM+fLpIe4VMydeJRfkUSoVn4LL1SCnHlbe8e7x6o0lr55liVwRDlUlIshzZWB4RwQ0A03gaF72/AUmecU//aHjbE4LfumO707ofDcopTi23J5VU95y92H+7OsbvPjwhK9fGHFxGPO1syOOLRnObOdkuYg6x4FxJkPYeSVtsDiTCo/jXB5a3vHicetNraqukAWuPN6vq2hO/bzsVIMcR/5/+74Otx+Y5+hS61n5/i0WyzOPFT4Wyy7jyqrPcnvKhUGBQVpWab25FbqXYykCd8erRqodCkBfHtgtSmh6Mrgc1IPCfu0TpICFjsNSJ+RAr8XxlSYrnYifvPPAsyZ2vh2yWiwDxMYYHr044q8fu8THH7pI6E7Jy4rT2ylZflm0eI5Uv3xdr6HXw96mfh48R6pkRSF/1kaEoK+l0qWpt+TKHfNFEZDHFkKaYWjX1y2WXYYVPhbLLmSn6nPq0ohRVhLHhkkhAiarB3wN9YxOHU3h1nM7eSWVD62l1ZVXIgyangwuh0ou7OtzLmvdJo3A5VU3LfOSo4scW25fNxf5nfDe4ysd3nL3YT758AX+4K9O0gs9RknFE/0pAbKBJkGsInpcdXnNvyqkAgZS1cnqYWi/Xv+nEm+grF6Td5W0A7sNRRi6dn3dYtmFWOFjsexCZlWfc0PObE9BSZVnnIt7seNIZWKSQ1Ab9uX1DIui3uSqYFpXezIjvjgtHzxXcfe+HsrRvPp5K7z5roPXpLrz3aC15lU3r3HPTSv82cMX+ZMvnmZ1LuCrZ0e4WUGci+jZGfiuA+epuPx8FNSzT3ViuzIyO5XWYgklztaBA66juW29Z9fXLZZdiBU+Fssu5dhymxvXOlwcJXz17JA0l62msm7PJDk06xiKEhFEULe6EDHkKxjmEAC9Bsy3Io4vtXneeod/eO/x617wfDNaa+69eZVX3rTMv/vsKVbafT7/xCYXRglZDuMCoivmeXT9Z4w8F2kpz5MGzM58D/KYnbkgpeHoYoN7b16x1R6LZReya161999/P3fddRftdpvl5WXe9KY38fDDD1/1GGMM73//+1lfXyeKIu69914efPDBa3TEFsuzy07VpxF69BoOzk57BrmANzy50GvkYl7UgqikXlevIK2g6cC++YBDi11+7LY13vPam/i5V9+460TPlWit+am7DvIzrzzG33/5UW7dP0crcuiF4ndU1rEdO9Efpt5gC7Q8Pzuu16EDqMvbYIEHrdDh+HKXV964fO2+QYvF8j2za4TPJz/5SX7u536Ov/zLv+RjH/sYRVHw2te+lslkMnvMr//6r/Obv/mb/NZv/Raf+cxnWF1d5TWveQ2j0egaHrnF8uxxbLnNiw70aAYefr2iXiLVi0GOrHgDSV3RKLjs7gww34ADCxG37e/xqz9xG//oR57H8ZXOdTPH8/2wsxH23959mP/5jbfyt29bY7UdstjSKH15bb/OH8XTdY5Z3fbyFEzqQeidmZ+qgtvW27baY7HsYpQxxnznh11/bGxssLy8zCc/+Ule+cpXYoxhfX2d97znPfyP/+P/CECapqysrPBrv/Zr/A//w//wtL7ucDik2+0yGAzodGwei+X655ELQ/7Xjz3Enz+yQZ7KLE+FRFnERlo7XOHebBARtG/ep9fw+fE7DvCWlzz3XYerquKPPnOS/+srZ9kcTHl0M4Xq8uZWjmR+7cxDAUR1PMdO7evAgs/t++f5jZ960XP++bJYdhtP9/q9a1+5g8EAgPn5eQAef/xxzp8/z2tf+9rZY4Ig4J577uEv/uIvvuXXSdOU4XB41ZvFsps4ttxmqRNybLFBzuVqTmqk4pMaMSl0EeHT8ODAYsDN63P83A8/j//27iN74iKuteYtLznEP3nDrazNt7llrSlD4Ko2c6wflxlp/2nqTDJPhKSnoWM3uSyWXc+ufPUaY/iFX/gFXvGKV3DrrbcCcP78eQBWVq7eslhZWZl97Km4//776Xa7s7cDBw48ewdusTwLKKX4b19yiLxSNOuLtEGqFNMSfOSFXiBbW8eWGrz02BI//yM3cs9Ny8+JttbTZWcF/l/9/Ts4tNTm+FJEL5Lvf2fLy+Nyi8uth799BY1AcXC+ZTe5LJZdzq4UPu9+97v50pe+xL/9t//2SR/75pO4Mebbntjf+973MhgMZm+nTp16xo/XYnm2Ob7S4cUH5wl8PdvayhHRM0WqPd0Inr+vyw8/f53/5b+57Tkzy/O94LouH/jJF/Hmv3WUQ4ttji8FoC7PSNUxXWRGNt4SA4cXI+4+tmirPRbLLmfXvYL/0T/6R/zJn/wJn/jEJ9i/f//s/aurqwBPqu5cvHjxSVWgKwmCgE6nc9WbxbLbUEpxz03LrM81CK5YxsqQGZ9WBLeu9fixF+7jvlfdYC/eXG59/cpP3E6vHXHrajSb5anqNw0kwEpT4bgeb77rqTPFLBbL7mHXnP2MMbz73e/mP/7H/8jHP/5xjhw5ctXHjxw5wurqKh/72Mdm78uyjE9+8pO87GUv+0EfrsXyA+eem5Y5PN+iHdSxE0i7a6Xjcuv+eX7mlcf3xBDzd4NSiuOrXX7vZ++m0Qi5ZV80245zkeqPC7Qijzfevr6rV/wtFouwa86AP/dzP8fv//7v8wd/8Ae0223Onz/P+fPnieMYkBPYe97zHn71V3+V//Sf/hNf+cpXeMc73kGj0eCtb33rNT56i+XZR2vNXUcWmGuFRI5Ue+4+1GTfQpv3vf6WPTfP893gui7/n595CUudJseWQ1qePH8uEvsx3wr5qZccutaHabFYngF2jXPzhz70IQDuvffeq97/u7/7u7zjHe8A4Bd/8ReJ45j77ruPfr/P3XffzQMPPEC73f4BH63Fcm14810H+PhD59kYJ9wy18C4Ph/+mZfgurvmpX7NcF2XD/39O/nF//BF0mIbf5ywFcNK0+OlxxZstcdieY6wa318ni2sj49lt/Nv/+oEj54b8sR2zIf+/h1W9HyXlGXJr3zkQf7r1y4QOOD5Hv/8zS/ihtXutT40i8XybXi61297RrRYnmO8+c4D/McvnOW9b3y+rVJ8DziOwz95w63MNXzO9BNu3y8J8BaL5bmBrfh8E7biY7FYQJye/59HN3n5sQU7EG6x7AJsxcdisVi+D7TW/NANS9f6MCwWyzOMvY2xWCwWi8WyZ7DCx2KxWCwWy57BCh+LxWKxWCx7Bit8LBaLxWKx7Bms8LFYLBaLxbJnsMLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsuewQofi8VisVgsewYrfCwWi8VisewZrPCxWCwWi8WyZ7DCx2KxWCwWy57BCh+LxWKxWCx7Bit8LBaLxWKx7Bms8LFYLBaLxbJnsMLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsuewQofi8VisVgsewYrfCwWi8VisewZrPCxWCwWi8WyZ7DCx2KxWCwWy57hexI+P/uzP8toNHrS+yeTCT/7sz/7fR+UxWKxWCwWy7PB9yR8PvzhDxPH8ZPeH8cxv/d7v/d9H9T3y7/6V/+KI0eOEIYhd9xxB3/+539+rQ/JYrFYLBbLdcB3JXyGwyGDwQBjDKPRiOFwOHvr9/v86Z/+KcvLy8/WsT4t/uiP/oj3vOc9vO997+MLX/gCP/RDP8SP/uiPcvLkyWt6XBaLxWKxWK49yhhjnu6DtdYopb71F1OKX/7lX+Z973vfM3Jw3wt33303L37xi/nQhz40e9/NN9/Mm970Ju6///7v+PnD4ZBut8tgMKDT6Tybh2qxWCwWi+UZ4ulev93v5ot+4hOfwBjDq1/9av74j/+Y+fn52cd83+fQoUOsr69/70f9fZJlGZ/73Of4n/6n/+mq97/2ta/lL/7iL57yc9I0JU3T2d+Hw+GzeowWi8VisViuHd+V8LnnnnsAePzxxzlw4ABaX19LYZcuXaIsS1ZWVq56/8rKCufPn3/Kz7n//vv55V/+5R/E4VksFovFYrnGfFfCZ4dDhw4BMJ1OOXnyJFmWXfXx22+//fs/su+Db27HGWO+ZYvuve99L7/wC78w+/twOOTAgQPP6vFZLBaLxWK5NnxPwmdjY4Of+Zmf4aMf/ehTfrwsy+/roL5XFhcXcRznSdWdixcvPqkKtEMQBARB8IM4PIvFYrFYLNeY76lX9Z73vId+v89f/uVfEkUR/+W//Bc+/OEPc8MNN/Anf/Inz/QxPm183+eOO+7gYx/72FXv/9jHPsbLXvaya3RUFovFYrFYrhe+p4rPxz/+cf7P//P/5K677kJrzaFDh3jNa15Dp9Ph/vvv5/Wvf/0zfZxPm1/4hV/gbW97G3feeScvfelL+e3f/m1OnjzJu971rmt2TBaLxWKxWK4PvifhM5lMZn498/PzbGxscOONN3Lbbbfx+c9//hk9wO+Wn/qpn2Jzc5N/+k//KefOnePWW2/lT//0T2dzSRaLxWKxWPYu35Pwuemmm3j44Yc5fPgwL3zhC/k3/+bfcPjwYf71v/7XrK2tPdPH+F1z3333cd99913rw7BYLBaLxXKd8T0Jn/e85z2cO3cOgF/6pV/ida97Hb//+7+P7/t8+MMffkYP0GKxWCwWi+WZ4rtybv5WTKdTHnroIQ4ePMji4uIzcVzXDOvcbLFYLBbL7uMZd26+0uvmO/Gbv/mbT/uxFovFYrFYLD8onrbw+cIXvvC0HvftsrwsFovFYrFYriVPW/h84hOfeDaPw2KxWCwWi+VZ5/oK27JYLBaLxWJ5FrHCx2KxWCwWy57BCh+LxWKxWCx7Bit8LBaLxWKx7Bms8LFYLBaLxbJnsMLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsuewQofi8VisVgsewYrfCwWi8VisewZrPCxWCwWi8WyZ7DCx2KxWCwWy57BCh+LxWKxWCx7Bit8LBaLxWKx7Bms8LFYLBaLxbJnsMLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsuewQofi8VisVgsewYrfCwWi8VisewZrPCxWCwWi8WyZ9gVwufEiRP8g3/wDzhy5AhRFHHs2DF+6Zd+iSzLrnrcyZMneeMb30iz2WRxcZGf//mff9JjLBaLxWKx7F3ca30AT4eHHnqIqqr4N//m33D8+HG+8pWv8M53vpPJZMJv/MZvAFCWJa9//etZWlriU5/6FJubm7z97W/HGMMHP/jBa/wdWCwWi8ViuR5QxhhzrQ/ie+EDH/gAH/rQh3jssccA+OhHP8ob3vAGTp06xfr6OgB/+Id/yDve8Q4uXrxIp9N5Wl93OBzS7XYZDAZP+3MsFovFYrFcW57u9XtXtLqeisFgwPz8/Ozvn/70p7n11ltnogfgda97HWma8rnPfe5bfp00TRkOh1e9WSwWi8VieW6yK4XPo48+ygc/+EHe9a53zd53/vx5VlZWrnrc3Nwcvu9z/vz5b/m17r//frrd7uztwIEDz9pxWywWi8ViubZcU+Hz/ve/H6XUt3377Gc/e9XnnD17lr/9t/82P/mTP8l//9//91d9TCn1pH/DGPOU79/hve99L4PBYPZ26tSpZ+abs1gsFovFct1xTYeb3/3ud/OWt7zl2z7m8OHDsz+fPXuWV73qVbz0pS/lt3/7t6963OrqKn/1V3911fv6/T55nj+pEnQlQRAQBMF3f/AWi8VisVh2HddU+CwuLrK4uPi0HnvmzBle9apXcccdd/C7v/u7aH11seqlL30pv/Irv8K5c+dYW1sD4IEHHiAIAu64445n/NgtFovFYrHsPnbFVtfZs2e55557OHjwIL/3e7+H4zizj62urgKyzv7CF76QlZUVPvCBD7C1tcU73vEO3vSmN31X6+x2q8tisVgslt3H071+7wofnwceeIBHHnmERx55hP3791/1sR3d5jgOH/nIR7jvvvt4+ctfThRFvPWtb535/FgsFovFYrHsiorPDxJb8bFYLBaLZffxnPfxsVgsFovFYvluscLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsuewQofi8VisVgsewYrfCwWi8VisewZrPCxWCwWi8WyZ7DCx2KxWCwWy57BCh+LxWKxWCx7Bit8LBaLxWKx7Bms8LFYLBaLxbJnsMLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsuewQofi8VisVgsewYrfCwWi8VisewZrPCxWCwWi8WyZ7DCx2KxWCwWy57BCh+LxWKxWCx7Bit8LBaLxWKx7Bms8LFYLBaLxbJnsMLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsueYdcJnzRNeeELX4hSii9+8YtXfezkyZO88Y1vpNlssri4yM///M+TZdm1OVCLxWKxWCzXHe61PoDvll/8xV9kfX2dv/mbv7nq/WVZ8vrXv56lpSU+9alPsbm5ydvf/naMMXzwgx+8RkdrsVgsFovlemJXVXw++tGP8sADD/Abv/EbT/rYAw88wFe/+lV+//d/nxe96EX8yI/8CP/8n/9zfud3fofhcHgNjtZisVgsFsv1xq4RPhcuXOCd73wn/9v/9r/RaDSe9PFPf/rT3Hrrrayvr8/e97rXvY40Tfnc5z73Lb9umqYMh8Or3iwWi8VisTw32RXCxxjDO97xDt71rndx5513PuVjzp8/z8rKylXvm5ubw/d9zp8//y2/9v3330+32529HThw4Bk9dovFYrFYLNcP11T4vP/970cp9W3fPvvZz/LBD36Q4XDIe9/73m/79ZRST3qfMeYp37/De9/7XgaDwezt1KlT3/f3ZbFYLBaL5frkmg43v/vd7+Ytb3nLt33M4cOH+Wf/7J/xl3/5lwRBcNXH7rzzTn76p3+aD3/4w6yurvJXf/VXV3283++T5/mTKkFXEgTBk76uxWKxWCyW5ybKGGOu9UF8J06ePHnV7M3Zs2d53etex3/4D/+Bu+++m/379/PRj36UN7zhDZw+fZq1tTUA/uiP/oi3v/3tXLx4kU6n87T+reFwSLfbZTAYPO3PsVgsFovFcm15utfvXbHOfvDgwav+3mq1ADh27Bj79+8H4LWvfS233HILb3vb2/jABz7A1tYW//gf/2Pe+c53WgFjsVgsFosF2CXDzU8Hx3H4yEc+QhiGvPzlL+fNb34zb3rTm55y9d1isVgsFsveZFe0un6Q2FaXxWKxWCy7j6d7/X7OVHwsFovFYrFYvhNW+FgsFovFYtkzWOFjsVgsFotlz2CFj8VisVgslj2DFT4Wi8VisVj2DFb4WCwWi8Vi2TNY4WOxWCwWi2XPYIWPxWKxWCyWPYMVPhaLxWKxWPYMVvhYLBaLxWLZM1jhY7FYLBaLZc9ghY/FYrFYLJY9gxU+FovFYrFY9gxW+FgsFovFYtkzWOFjsVgsFotlz2CFj8VisVgslj2DFT4Wi8VisVj2DFb4WCwWi8Vi2TNY4WOxWCwWi2XPYIWPxWKxWCyWPYMVPhaLxWKxWPYMVvhYLBaLxWLZM1jhY7FYLBaLZc9ghY/FYrFYLJY9gxU+FovFYrFY9gxW+FgsFovFYtkzWOFjsVgsFotlz2CFj8VisVgslj2DFT4Wi8VisVj2DFb4WCwWi8Vi2TNY4WOxWCwWi2XPsKuEz0c+8hHuvvtuoihicXGRn/iJn7jq4ydPnuSNb3wjzWaTxcVFfv7nf54sy67R0VosFovFYrnecK/1ATxd/viP/5h3vvOd/Oqv/iqvfvWrMcbw5S9/efbxsix5/etfz9LSEp/61KfY3Nzk7W9/O8YYPvjBD17DI7dYLBaLxXK9oIwx5lofxHeiKAoOHz7ML//yL/MP/sE/eMrHfPSjH+UNb3gDp06dYn19HYA//MM/5B3veAcXL16k0+k85eelaUqaprO/D4dDDhw4wGAw+JafY7FYLBaL5fpiOBzS7Xa/4/V7V7S6Pv/5z3PmzBm01rzoRS9ibW2NH/3RH+XBBx+cPebTn/40t95660z0ALzuda8jTVM+97nPfcuvff/999PtdmdvBw4ceFa/F4vFYrFYLNeOXSF8HnvsMQDe//7380/+yT/hP//n/8zc3Bz33HMPW1tbAJw/f56VlZWrPm9ubg7f9zl//vy3/Nrvfe97GQwGs7dTp049e9+IxWKxWCyWa8o1FT7vf//7UUp927fPfvazVFUFwPve9z7+7t/9u9xxxx387u/+Lkop/v2///ezr6eUetK/YYx5yvfvEAQBnU7nqjeLxWKxWCzPTa7pcPO73/1u3vKWt3zbxxw+fJjRaATALbfcMnt/EAQcPXqUkydPArC6uspf/dVfXfW5/X6fPM+fVAmyWCwWi8WyN7mmwmdxcZHFxcXv+Lg77riDIAh4+OGHecUrXgFAnuecOHGCQ4cOAfDSl76UX/mVX+HcuXOsra0B8MADDxAEAXfcccez901YLBaLxWLZNeyKdfZOp8O73vUufumXfokDBw5w6NAhPvCBDwDwkz/5kwC89rWv5ZZbbuFtb3sbH/jAB9ja2uIf/+N/zDvf+U7bvrJYLBaLxQLsEuED8IEPfADXdXnb295GHMfcfffdfPzjH2dubg4Ax3H4yEc+wn333cfLX/5yoijirW99K7/xG79xjY/cYrFYLBbL9cKu8PH5QfJ0fQAsFovFYrFcPzynfHwsFovFYrFYngms8LFYLBaLxbJnsMLHYrFYLBbLnsEKH4vFYrFYLHsGK3wsFovFYrHsGazwsVgsFovFsmewwsdisVgsFsuewQofi8VisVgsewYrfCwWi8VisewZrPCxWCwWi8WyZ7DCx2KxWCwWy57BCp//f3v3H1NVHf9x/HVRuCoCole59woRszQJo4VlV7McLpLEcG6mbRWuzc0KG0vbtNZ0raZrztZmZlvNtLXRH/7I5Y/ERJD8URApmUs2SaggpkNBSH5+vn95v98rINRXuNxzno/tbtxzzr18XufN5OW5FwAAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALZB8QEAALYRMsXnwoULys7OlsvlUnR0tGbNmqXCwsKAY6qrq7VgwQJFRkbK5XLptddeU1tbW5BWDAAAhpqQKT7z589XR0eHjh49qrKyMj344IPKyspSXV2dJKmzs1Pz589Xc3OzSkpKlJ+fr127dmnVqlVBXjkAABgqHMYYE+xF9OXy5csaP368iouLNXv2bElSU1OToqOjdeTIEc2dO1cHDx5UVlaWampq5PV6JUn5+flatmyZ6uvrFR0d3eNzt7a2qrW11X+/sbFRCQkJunbtWq+PAQAAQ0tjY6NiYmL6/P4dEld8xo0bp6lTp2rnzp1qbm5WR0eHPvnkE8XFxSktLU2SdPLkSaWkpPhLjyQ99dRTam1tVVlZWa/PvWHDBsXExPhvCQkJA54HAAAER0gUH4fDoYKCApWXlysqKkojRozQBx98oEOHDmnMmDGSpLq6OsXFxQU8LjY2VhEREf6Xw3qydu1aXbt2zX+rqakZyCgAACCIglp81q9fL4fDcdtbaWmpjDF65ZVXNGHCBB0/flw//PCDsrOzlZWVpdraWv/zORyObp/DGNPj9pucTqeio6MDbgAAwJqGB/OT5+bmaunSpbc95u6779bRo0f1zTffqKGhwV9Mtm7dqoKCAu3YsUNr1qyR2+3W6dOnAx7b0NCg9vb2bleCAACAPQW1+LhcLrlcrj6Pa2lpkSSFhQVeoAoLC1NXV5ckyefz6b333lNtba08Ho8k6fDhw3I6nf73AQEAAHsLiff4+Hw+xcbGKicnR2fOnNGFCxf0xhtvqKqqSvPnz5ckZWRkKDk5WS+88ILKy8v13XffafXq1Vq+fDkvXwEAAEkhUnxcLpcOHTqk69evKz09XdOnT1dJSYm+/vprpaamSpKGDRum/fv3a8SIEZo1a5aeffZZLVy4UJs2bQry6gEAwFAREr/HZzD19/cAAACAocNSv8cHAADgTqD4AAAA26D4AAAA26D4AAAA26D4AAAA26D4AAAA26D4AAAA26D4AAAA26D4AAAA26D4AAAA26D4AAAA26D4AAAA2xge7AUMNTf/ZmtjY2OQVwIAAPrr5vftvv72OsXnFk1NTZKkhISEIK8EAAD8W01NTYqJiel1v8P0VY1spqurS3/99ZeioqLkcDju2PM2NjYqISFBNTU1io6OvmPPGwrsmt2uuSWy2zG7XXNLZB8q2Y0xampqktfrVVhY7+/k4YrPLcLCwhQfHz9gzx8dHR30L45gsWt2u+aWyG7H7HbNLZF9KGS/3ZWem3hzMwAAsA2KDwAAsA2KzyBxOp1at26dnE5nsJcy6Oya3a65JbLbMbtdc0tkD7XsvLkZAADYBld8AACAbVB8AACAbVB8AACAbVB8AACAbVB8BsnWrVuVlJSkESNGKC0tTcePHw/2ku6o9evXy+FwBNzcbrd/vzFG69evl9fr1ciRIzVnzhydO3cuiCv+74qLi7VgwQJ5vV45HA7t3bs3YH9/sra2tmrlypVyuVyKjIzUM888oz/++GMQU/x7feVetmxZt6+BRx99NOCYUMy9YcMGPfzww4qKitKECRO0cOFC/fbbbwHHWHXm/clu1bl//PHHeuCBB/y/mM/n8+ngwYP+/VadeV+5rTBvis8g+Oqrr5SXl6e33npL5eXlmj17tjIzM1VdXR3spd1R999/v2pra/23iooK/773339fmzdv1pYtW/Tjjz/K7XbrySef9P9ttFDS3Nys1NRUbdmypcf9/cmal5enPXv2KD8/XyUlJbp+/bqysrLU2dk5WDH+tb5yS9K8efMCvgYOHDgQsD8UcxcVFenVV1/VqVOnVFBQoI6ODmVkZKi5udl/jFVn3p/skjXnHh8fr40bN6q0tFSlpaVKT09Xdna2v9xYdeZ95ZYsMG+DAffII4+YFStWBGy77777zJo1a4K0ojtv3bp1JjU1tcd9XV1dxu12m40bN/q33bhxw8TExJht27YN0goHhiSzZ88e//3+ZL169aoJDw83+fn5/mP+/PNPExYWZg4dOjRoa///uDW3Mcbk5OSY7OzsXh9jhdzGGFNfX28kmaKiImOMfWZuTPfsxthn7sYYExsbaz799FNbzdyY/81tjDXmzRWfAdbW1qaysjJlZGQEbM/IyNCJEyeCtKqBUVlZKa/Xq6SkJC1dulQXL16UJFVVVamuri7gHDidTj3xxBOWOwf9yVpWVqb29vaAY7xer1JSUkL+fBw7dkwTJkzQ5MmTtXz5ctXX1/v3WSX3tWvXJEljx46VZK+Z35r9JqvPvbOzU/n5+WpubpbP57PNzG/NfVOoz5s/UjrALl++rM7OTsXFxQVsj4uLU11dXZBWdefNmDFDO3fu1OTJk/X333/r3Xff1cyZM3Xu3Dl/zp7OwaVLl4Kx3AHTn6x1dXWKiIhQbGxst2NC+WsiMzNTixcvVmJioqqqqvT2228rPT1dZWVlcjqdlshtjNHrr7+uxx57TCkpKZLsM/OeskvWnntFRYV8Pp9u3Lih0aNHa8+ePUpOTvZ/A7fqzHvLLVlj3hSfQeJwOALuG2O6bQtlmZmZ/o+nTZsmn8+nSZMmaceOHf43vln9HPxf/yVrqJ+PJUuW+D9OSUnR9OnTlZiYqP3792vRokW9Pi6Ucufm5urs2bMqKSnpts/qM+8tu5XnPmXKFP3888+6evWqdu3apZycHBUVFfn3W3XmveVOTk62xLx5qWuAuVwuDRs2rFvTra+v7/a/BSuJjIzUtGnTVFlZ6f/pLjucg/5kdbvdamtrU0NDQ6/HWIHH41FiYqIqKyslhX7ulStXat++fSosLFR8fLx/ux1m3lv2nlhp7hEREbrnnns0ffp0bdiwQampqfrwww8tP/PecvckFOdN8RlgERERSktLU0FBQcD2goICzZw5M0irGnitra06f/68PB6PkpKS5Ha7A85BW1ubioqKLHcO+pM1LS1N4eHhAcfU1tbql19+sdT5uHLlimpqauTxeCSFbm5jjHJzc7V7924dPXpUSUlJAfutPPO+svfEKnPviTFGra2tlp55T27m7klIznvQ305tQ/n5+SY8PNx89tln5tdffzV5eXkmMjLS/P7778Fe2h2zatUqc+zYMXPx4kVz6tQpk5WVZaKiovwZN27caGJiYszu3btNRUWFee6554zH4zGNjY1BXvm/19TUZMrLy015ebmRZDZv3mzKy8vNpUuXjDH9y7pixQoTHx9vjhw5Yn766SeTnp5uUlNTTUdHR7Bi9el2uZuamsyqVavMiRMnTFVVlSksLDQ+n89MnDgx5HO//PLLJiYmxhw7dszU1tb6by0tLf5jrDrzvrJbee5r1641xcXFpqqqypw9e9a8+eabJiwszBw+fNgYY92Z3y63VeZN8RkkH330kUlMTDQRERHmoYceCvhxUCtYsmSJ8Xg8Jjw83Hi9XrNo0SJz7tw5//6uri6zbt0643a7jdPpNI8//ripqKgI4or/u8LCQiOp2y0nJ8cY07+s//zzj8nNzTVjx441I0eONFlZWaa6ujoIafrvdrlbWlpMRkaGGT9+vAkPDzd33XWXycnJ6ZYpFHP3lFmS2b59u/8Yq868r+xWnvtLL73k/zd7/PjxZu7cuf7SY4x1Z3673FaZt8MYYwbv+hIAAEDw8B4fAABgGxQfAABgGxQfAABgGxQfAABgGxQfAABgGxQfAABgGxQfAABgGxQfAABgGxQfAJYwZ84c5eXlBXsZAIY4ig8AALANig8AALANig8Ay2loaNCLL76o2NhYjRo1SpmZmaqsrPTv//zzzzVmzBh9++23mjp1qkaPHq158+aptrY2iKsGMBgoPgAsZ9myZSotLdW+fft08uRJGWP09NNPq7293X9MS0uLNm3apC+++ELFxcWqrq7W6tWrg7hqAINheLAXAAB3UmVlpfbt26fvv/9eM2fOlCR9+eWXSkhI0N69e7V48WJJUnt7u7Zt26ZJkyZJknJzc/XOO+8Ebd0ABgdXfABYyvnz5zV8+HDNmDHDv23cuHGaMmWKzp8/7982atQof+mRJI/Ho/r6+kFdK4DBR/EBYCnGmF63OxwO//3w8PCA/Q6Ho9fHArAOig8AS0lOTlZHR4dOnz7t33blyhVduHBBU6dODeLKAAwFFB8AlnLvvfcqOztby5cvV0lJic6cOaPnn39eEydOVHZ2drCXByDIKD4ALGf79u1KS0tTVlaWfD6fjDE6cOBAt5e3ANiPw/CiNgAAsAmu+AAAANug+AAAANug+AAAANug+AAAANug+AAAANug+AAAANug+AAAANug+AAAANug+AAAANug+AAAANug+AAAANv4H2guOuD3mxvYAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1003,13 +1249,11 @@
        "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
        "<defs>\n",
        "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide data repr</title>\n",
        "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
        "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "</symbol>\n",
        "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide attributes</title>\n",
        "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
        "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
        "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
@@ -1022,21 +1266,89 @@
        " */\n",
        "\n",
        ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
        "}\n",
        "\n",
        ".xr-wrap {\n",
+       "  display: block !important;\n",
        "  min-width: 300px;\n",
        "  max-width: 700px;\n",
        "}\n",
        "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
        ".xr-header {\n",
        "  padding-top: 6px;\n",
        "  padding-bottom: 6px;\n",
@@ -1064,7 +1376,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -1072,11 +1384,14 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
        "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
        "}\n",
        "\n",
        ".xr-section-item input:enabled + label {\n",
@@ -1084,6 +1399,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -1105,7 +1424,7 @@
        "\n",
        ".xr-section-summary-in + label:before {\n",
        "  display: inline-block;\n",
-       "  content: '►';\n",
+       "  content: \"►\";\n",
        "  font-size: 11px;\n",
        "  width: 15px;\n",
        "  text-align: center;\n",
@@ -1116,7 +1435,7 @@
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
+       "  content: \"▼\";\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label > span {\n",
@@ -1188,15 +1507,15 @@
        "}\n",
        "\n",
        ".xr-dim-list:before {\n",
-       "  content: '(';\n",
+       "  content: \"(\";\n",
        "}\n",
        "\n",
        ".xr-dim-list:after {\n",
-       "  content: ')';\n",
+       "  content: \")\";\n",
        "}\n",
        "\n",
        ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
+       "  content: \",\";\n",
        "  padding-right: 5px;\n",
        "}\n",
        "\n",
@@ -1213,7 +1532,9 @@
        ".xr-var-item label,\n",
        ".xr-var-item > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
        "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\n",
        "}\n",
        "\n",
        ".xr-var-item > .xr-var-name:hover span {\n",
@@ -1224,6 +1545,7 @@
        ".xr-var-list > li:nth-child(odd) > label,\n",
        ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-odd);\n",
+       "  border-color: var(--xr-background-color-row-even);\n",
        "}\n",
        "\n",
        ".xr-var-name {\n",
@@ -1244,6 +1566,11 @@
        "  grid-column: 4;\n",
        "}\n",
        "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
        ".xr-var-name,\n",
        ".xr-var-dims,\n",
        ".xr-var-dtype,\n",
@@ -1265,14 +1592,23 @@
        "}\n",
        "\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
        "}\n",
        "\n",
        ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
        "  display: block;\n",
        "}\n",
        "\n",
@@ -1280,15 +1616,24 @@
        "  float: right;\n",
        "}\n",
        "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
        ".xr-var-name span,\n",
        ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
        ".xr-attrs {\n",
        "  padding-left: 25px !important;\n",
        "}\n",
        "\n",
        ".xr-attrs,\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  grid-column: 1 / -1;\n",
        "}\n",
        "\n",
@@ -1299,7 +1644,8 @@
        "  grid-template-columns: 125px auto;\n",
        "}\n",
        "\n",
-       ".xr-attrs dt, dd {\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
        "  padding: 0;\n",
        "  margin: 0;\n",
        "  float: left;\n",
@@ -1325,7 +1671,8 @@
        "}\n",
        "\n",
        ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
        "  display: inline-block;\n",
        "  vertical-align: middle;\n",
        "  width: 1em;\n",
@@ -1334,42 +1681,71 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-76244af1-e7c2-43a2-bb44-b504b5e9ddaa' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-76244af1-e7c2-43a2-bb44-b504b5e9ddaa' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>x</span>: 275</li><li><span>y</span>: 205</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8d823a50-7076-4947-96fd-702b1bddbe19' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8d823a50-7076-4947-96fd-702b1bddbe19' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-17 00:00:00</div><input id='attrs-52034adf-9972-4607-8f33-07f82fe801da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52034adf-9972-4607-8f33-07f82fe801da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f16af355-e57e-4697-908c-60d734c84171' class='xr-var-data-in' type='checkbox'><label for='data-f16af355-e57e-4697-908c-60d734c84171' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>type_preferred :</span></dt><dd>int</dd></dl></div><pre class='xr-var-data'>array([cftime.DatetimeNoLeap(1980-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-08-17 00:00:00)], dtype=object)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>189.2 189.4 189.6 ... 17.15 16.91</div><input id='attrs-08733b2c-a8d5-4375-9a4d-b98f9e2a2189' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08733b2c-a8d5-4375-9a4d-b98f9e2a2189' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd7da8ea-b09e-43da-bd5d-8965925c269d' class='xr-var-data-in' type='checkbox'><label for='data-cd7da8ea-b09e-43da-bd5d-8965925c269d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>bounds :</span></dt><dd>xv</dd></dl></div><pre class='xr-var-data'>array([[189.222932, 189.389909, 189.558366, ..., 293.779061, 294.027924,\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 17MB\n",
+       "Dimensions:  (time: 36, y: 205, x: 275)\n",
+       "Coordinates:\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    lon      (y, x) float64 451kB 189.2 189.4 189.6 189.7 ... 17.4 17.15 16.91\n",
+       "    lat      (y, x) float64 451kB 16.53 16.78 17.02 17.27 ... 28.01 27.76 27.51\n",
+       "Dimensions without coordinates: y, x\n",
+       "Data variables:\n",
+       "    Tair     (time, y, x) float64 16MB ...\n",
+       "Attributes:\n",
+       "    title:                     /workspace/jhamman/processed/R1002RBRxaaa01a/l...\n",
+       "    institution:               U.W.\n",
+       "    source:                    RACM R1002RBRxaaa01a\n",
+       "    output_frequency:          daily\n",
+       "    output_mode:               averaged\n",
+       "    convention:                CF-1.4\n",
+       "    references:                Based on the initial model of Liang et al., 19...\n",
+       "    comment:                   Output from the Variable Infiltration Capacity...\n",
+       "    nco_openmp_thread_number:  1\n",
+       "    NCO:                       netCDF Operators version 4.7.9 (Homepage = htt...\n",
+       "    history:                   Fri Aug  7 17:57:38 2020: ncatted -a bounds,,d...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-1777b4a4-3759-41d5-bd0a-da9713f44e0d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1777b4a4-3759-41d5-bd0a-da9713f44e0d' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>y</span>: 205</li><li><span>x</span>: 275</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8beb9e34-2351-4f8f-949c-dc6ad36da314' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8beb9e34-2351-4f8f-949c-dc6ad36da314' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-...</div><input id='attrs-02c72563-2fc9-4a68-b234-4d0a8308f0ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02c72563-2fc9-4a68-b234-4d0a8308f0ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5f2054d-a03d-4860-8c7f-3475182fe340' class='xr-var-data-in' type='checkbox'><label for='data-f5f2054d-a03d-4860-8c7f-3475182fe340' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>type_preferred :</span></dt><dd>int</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 8, 17, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>189.2 189.4 189.6 ... 17.15 16.91</div><input id='attrs-bffe88e6-b362-444d-b0e0-6076838b936d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bffe88e6-b362-444d-b0e0-6076838b936d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c549c872-3087-49b9-8acf-4291ff0a33da' class='xr-var-data-in' type='checkbox'><label for='data-c549c872-3087-49b9-8acf-4291ff0a33da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[189.222932, 189.389909, 189.558366, ..., 293.779061, 294.027924,\n",
        "        294.274399],\n",
        "       [188.96837 , 189.134706, 189.302537, ..., 294.05584 , 294.304444,\n",
        "        294.55066 ],\n",
@@ -1381,26 +1757,40 @@
        "       [123.786864, 123.622542, 123.456725, ...,  17.118145,  16.870437,\n",
        "         16.625183],\n",
        "       [123.527984, 123.36296 , 123.196441, ...,  17.402099,  17.154053,\n",
-       "         16.908451]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>16.53 16.78 17.02 ... 27.76 27.51</div><input id='attrs-6dfc53fd-0be5-4c00-b6de-41f86b46d76b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6dfc53fd-0be5-4c00-b6de-41f86b46d76b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f903dc1-2901-4e4d-8b92-21322278137e' class='xr-var-data-in' type='checkbox'><label for='data-2f903dc1-2901-4e4d-8b92-21322278137e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>bounds :</span></dt><dd>yv</dd></dl></div><pre class='xr-var-data'>array([[16.534986, 16.778456, 17.022224, ..., 27.363016, 27.11811 , 26.87289 ],\n",
+       "         16.908451]], shape=(205, 275))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>16.53 16.78 17.02 ... 27.76 27.51</div><input id='attrs-3c62004f-8296-4050-8d00-353f743f8e86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c62004f-8296-4050-8d00-353f743f8e86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3750f20-f9d3-4c7e-9ed9-609b0c095566' class='xr-var-data-in' type='checkbox'><label for='data-a3750f20-f9d3-4c7e-9ed9-609b0c095566' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude of grid cell center</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[16.534986, 16.778456, 17.022224, ..., 27.363016, 27.11811 , 26.87289 ],\n",
        "       [16.693973, 16.938654, 17.183645, ..., 27.584772, 27.338218, 27.091366],\n",
        "       [16.852192, 17.098089, 17.344309, ..., 27.805843, 27.557646, 27.309156],\n",
        "       ...,\n",
        "       [17.31179 , 17.561247, 17.811046, ..., 28.450248, 28.197183, 27.943847],\n",
        "       [17.155897, 17.40414 , 17.652723, ..., 28.231296, 27.979893, 27.728216],\n",
-       "       [16.999195, 17.246229, 17.493587, ..., 28.0116  , 27.761856, 27.511827]])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-ad153725-09f2-40d0-93c5-556a10d4d29c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ad153725-09f2-40d0-93c5-556a10d4d29c' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>Tair</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9ea363a5-ee5e-4a6e-be03-40ee704fb9c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ea363a5-ee5e-4a6e-be03-40ee704fb9c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5204b9cd-d9b3-4909-9e59-e22ab719e3fb' class='xr-var-data-in' type='checkbox'><label for='data-5204b9cd-d9b3-4909-9e59-e22ab719e3fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>C</dd><dt><span>long_name :</span></dt><dd>Surface air temperature</dd><dt><span>type_preferred :</span></dt><dd>double</dd><dt><span>time_rep :</span></dt><dd>instantaneous</dd></dl></div><pre class='xr-var-data'>[2029500 values with dtype=float64]</pre></li></ul></div></li><li class='xr-section-item'><input id='section-52019fd6-386a-4ed6-ba35-fa8a8aaf3b97' class='xr-section-summary-in' type='checkbox'  ><label for='section-52019fd6-386a-4ed6-ba35-fa8a8aaf3b97' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>/workspace/jhamman/processed/R1002RBRxaaa01a/lnd/temp/R1002RBRxaaa01a.vic.ha.1979-09-01.nc</dd><dt><span>institution :</span></dt><dd>U.W.</dd><dt><span>source :</span></dt><dd>RACM R1002RBRxaaa01a</dd><dt><span>output_frequency :</span></dt><dd>daily</dd><dt><span>output_mode :</span></dt><dd>averaged</dd><dt><span>convention :</span></dt><dd>CF-1.4</dd><dt><span>references :</span></dt><dd>Based on the initial model of Liang et al., 1994, JGR, 99, 14,415- 14,429.</dd><dt><span>comment :</span></dt><dd>Output from the Variable Infiltration Capacity (VIC) model.</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd><dt><span>NCO :</span></dt><dd>&quot;4.6.0&quot;</dd><dt><span>history :</span></dt><dd>Tue Dec 27 14:15:22 2016: ncatted -a dimensions,,d,, rasm.nc rasm.nc\n",
+       "       [16.999195, 17.246229, 17.493587, ..., 28.0116  , 27.761856, 27.511827]],\n",
+       "      shape=(205, 275))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-614d2a8f-d38b-43f1-9d5a-aed6bdb2a331' class='xr-section-summary-in' type='checkbox'  checked><label for='section-614d2a8f-d38b-43f1-9d5a-aed6bdb2a331' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>Tair</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-181128a0-b936-4e69-bc00-941233a96074' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-181128a0-b936-4e69-bc00-941233a96074' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18a5e5ab-bd35-40e1-aa2a-a7f39bb0b80c' class='xr-var-data-in' type='checkbox'><label for='data-18a5e5ab-bd35-40e1-aa2a-a7f39bb0b80c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>C</dd><dt><span>long_name :</span></dt><dd>Surface air temperature</dd><dt><span>type_preferred :</span></dt><dd>double</dd><dt><span>time_rep :</span></dt><dd>instantaneous</dd></dl></div><div class='xr-var-data'><pre>[2029500 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-90f1244b-cd49-41d3-b91f-38fe477a0ca7' class='xr-section-summary-in' type='checkbox'  ><label for='section-90f1244b-cd49-41d3-b91f-38fe477a0ca7' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-828e5734-bb88-437f-aa9a-bee0dfe90aeb' class='xr-index-data-in' type='checkbox'/><label for='index-828e5734-bb88-437f-aa9a-bee0dfe90aeb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-09-16 12:00:00, 1980-10-17 00:00:00, 1980-11-16 12:00:00,\n",
+       "             1980-12-17 00:00:00, 1981-01-17 00:00:00, 1981-02-15 12:00:00,\n",
+       "             1981-03-17 00:00:00, 1981-04-16 12:00:00, 1981-05-17 00:00:00,\n",
+       "             1981-06-16 12:00:00, 1981-07-17 00:00:00, 1981-08-17 00:00:00,\n",
+       "             1981-09-16 12:00:00, 1981-10-17 00:00:00, 1981-11-16 12:00:00,\n",
+       "             1981-12-17 00:00:00, 1982-01-17 00:00:00, 1982-02-15 12:00:00,\n",
+       "             1982-03-17 00:00:00, 1982-04-16 12:00:00, 1982-05-17 00:00:00,\n",
+       "             1982-06-16 12:00:00, 1982-07-17 00:00:00, 1982-08-17 00:00:00,\n",
+       "             1982-09-16 12:00:00, 1982-10-17 00:00:00, 1982-11-16 12:00:00,\n",
+       "             1982-12-17 00:00:00, 1983-01-17 00:00:00, 1983-02-15 12:00:00,\n",
+       "             1983-03-17 00:00:00, 1983-04-16 12:00:00, 1983-05-17 00:00:00,\n",
+       "             1983-06-16 12:00:00, 1983-07-17 00:00:00, 1983-08-17 00:00:00],\n",
+       "            dtype=&#x27;object&#x27;, length=36, calendar=&#x27;noleap&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dae05a6f-a755-4323-b9f7-bf8cfd3dd65f' class='xr-section-summary-in' type='checkbox'  ><label for='section-dae05a6f-a755-4323-b9f7-bf8cfd3dd65f' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>/workspace/jhamman/processed/R1002RBRxaaa01a/lnd/temp/R1002RBRxaaa01a.vic.ha.1979-09-01.nc</dd><dt><span>institution :</span></dt><dd>U.W.</dd><dt><span>source :</span></dt><dd>RACM R1002RBRxaaa01a</dd><dt><span>output_frequency :</span></dt><dd>daily</dd><dt><span>output_mode :</span></dt><dd>averaged</dd><dt><span>convention :</span></dt><dd>CF-1.4</dd><dt><span>references :</span></dt><dd>Based on the initial model of Liang et al., 1994, JGR, 99, 14,415- 14,429.</dd><dt><span>comment :</span></dt><dd>Output from the Variable Infiltration Capacity (VIC) model.</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.7.9 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>history :</span></dt><dd>Fri Aug  7 17:57:38 2020: ncatted -a bounds,,d,, rasm.nc\n",
+       "Tue Dec 27 14:15:22 2016: ncatted -a dimensions,,d,, rasm.nc rasm.nc\n",
        "Tue Dec 27 13:38:40 2016: ncks -3 rasm.nc rasm.nc\n",
        "history deleted for brevity</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:  (time: 36, x: 275, y: 205)\n",
+       "<xarray.Dataset> Size: 17MB\n",
+       "Dimensions:  (time: 36, y: 205, x: 275)\n",
        "Coordinates:\n",
-       "  * time     (time) object 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
-       "    lon      (y, x) float64 189.2 189.4 189.6 189.7 ... 17.65 17.4 17.15 16.91\n",
-       "    lat      (y, x) float64 16.53 16.78 17.02 17.27 ... 28.26 28.01 27.76 27.51\n",
-       "Dimensions without coordinates: x, y\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    lon      (y, x) float64 451kB 189.2 189.4 189.6 189.7 ... 17.4 17.15 16.91\n",
+       "    lat      (y, x) float64 451kB 16.53 16.78 17.02 17.27 ... 28.01 27.76 27.51\n",
+       "Dimensions without coordinates: y, x\n",
        "Data variables:\n",
-       "    Tair     (time, y, x) float64 ...\n",
+       "    Tair     (time, y, x) float64 16MB ...\n",
        "Attributes:\n",
        "    title:                     /workspace/jhamman/processed/R1002RBRxaaa01a/l...\n",
        "    institution:               U.W.\n",
@@ -1411,8 +1801,8 @@
        "    references:                Based on the initial model of Liang et al., 19...\n",
        "    comment:                   Output from the Variable Infiltration Capacity...\n",
        "    nco_openmp_thread_number:  1\n",
-       "    NCO:                       \"4.6.0\"\n",
-       "    history:                   Tue Dec 27 14:15:22 2016: ncatted -a dimension..."
+       "    NCO:                       netCDF Operators version 4.7.9 (Homepage = htt...\n",
+       "    history:                   Fri Aug  7 17:57:38 2020: ncatted -a bounds,,d..."
       ]
      },
      "execution_count": 6,
@@ -1451,13 +1841,11 @@
        "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
        "<defs>\n",
        "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide data repr</title>\n",
        "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
        "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "</symbol>\n",
        "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide attributes</title>\n",
        "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
        "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
        "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
@@ -1470,21 +1858,89 @@
        " */\n",
        "\n",
        ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
        "}\n",
        "\n",
        ".xr-wrap {\n",
+       "  display: block !important;\n",
        "  min-width: 300px;\n",
        "  max-width: 700px;\n",
        "}\n",
        "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
        ".xr-header {\n",
        "  padding-top: 6px;\n",
        "  padding-bottom: 6px;\n",
@@ -1512,7 +1968,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -1520,11 +1976,14 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
        "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
        "}\n",
        "\n",
        ".xr-section-item input:enabled + label {\n",
@@ -1532,6 +1991,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -1553,7 +2016,7 @@
        "\n",
        ".xr-section-summary-in + label:before {\n",
        "  display: inline-block;\n",
-       "  content: '►';\n",
+       "  content: \"►\";\n",
        "  font-size: 11px;\n",
        "  width: 15px;\n",
        "  text-align: center;\n",
@@ -1564,7 +2027,7 @@
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
+       "  content: \"▼\";\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label > span {\n",
@@ -1636,15 +2099,15 @@
        "}\n",
        "\n",
        ".xr-dim-list:before {\n",
-       "  content: '(';\n",
+       "  content: \"(\";\n",
        "}\n",
        "\n",
        ".xr-dim-list:after {\n",
-       "  content: ')';\n",
+       "  content: \")\";\n",
        "}\n",
        "\n",
        ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
+       "  content: \",\";\n",
        "  padding-right: 5px;\n",
        "}\n",
        "\n",
@@ -1661,7 +2124,9 @@
        ".xr-var-item label,\n",
        ".xr-var-item > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
        "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\n",
        "}\n",
        "\n",
        ".xr-var-item > .xr-var-name:hover span {\n",
@@ -1672,6 +2137,7 @@
        ".xr-var-list > li:nth-child(odd) > label,\n",
        ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-odd);\n",
+       "  border-color: var(--xr-background-color-row-even);\n",
        "}\n",
        "\n",
        ".xr-var-name {\n",
@@ -1692,6 +2158,11 @@
        "  grid-column: 4;\n",
        "}\n",
        "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
        ".xr-var-name,\n",
        ".xr-var-dims,\n",
        ".xr-var-dtype,\n",
@@ -1713,14 +2184,23 @@
        "}\n",
        "\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
        "}\n",
        "\n",
        ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
        "  display: block;\n",
        "}\n",
        "\n",
@@ -1728,15 +2208,24 @@
        "  float: right;\n",
        "}\n",
        "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
        ".xr-var-name span,\n",
        ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
        ".xr-attrs {\n",
        "  padding-left: 25px !important;\n",
        "}\n",
        "\n",
        ".xr-attrs,\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  grid-column: 1 / -1;\n",
        "}\n",
        "\n",
@@ -1747,7 +2236,8 @@
        "  grid-template-columns: 125px auto;\n",
        "}\n",
        "\n",
-       ".xr-attrs dt, dd {\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
        "  padding: 0;\n",
        "  margin: 0;\n",
        "  float: left;\n",
@@ -1773,7 +2263,8 @@
        "}\n",
        "\n",
        ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
        "  display: inline-block;\n",
        "  vertical-align: middle;\n",
        "  width: 1em;\n",
@@ -1782,41 +2273,59 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c1bac052-f40d-4370-971a-13787291406b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c1bac052-f40d-4370-971a-13787291406b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>x</span>: 72</li><li><span>x_b</span>: 73</li><li><span>y</span>: 45</li><li><span>y_b</span>: 46</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-80ee3dee-1c70-4cd8-9484-421afe62d071' class='xr-section-summary-in' type='checkbox'  checked><label for='section-80ee3dee-1c70-4cd8-9484-421afe62d071' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-177.5 -172.5 ... 172.5 177.5</div><input id='attrs-b857168a-a536-4493-b2d8-75e9175e46c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b857168a-a536-4493-b2d8-75e9175e46c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5cbc0fc-9bc9-43b1-9819-adfc87183598' class='xr-var-data-in' type='checkbox'><label for='data-a5cbc0fc-9bc9-43b1-9819-adfc87183598' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([[-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 106kB\n",
+       "Dimensions:  (y: 45, x: 72, y_b: 46, x_b: 73)\n",
+       "Coordinates:\n",
+       "    lon      (y, x) float64 26kB -177.5 -172.5 -167.5 ... 167.5 172.5 177.5\n",
+       "    lat      (y, x) float64 26kB -88.0 -88.0 -88.0 -88.0 ... 88.0 88.0 88.0 88.0\n",
+       "    lon_b    (y_b, x_b) float64 27kB -180.0 -175.0 -170.0 ... 170.0 175.0 180.0\n",
+       "    lat_b    (y_b, x_b) float64 27kB -90.0 -90.0 -90.0 -90.0 ... 90.0 90.0 90.0\n",
+       "Dimensions without coordinates: y, x, y_b, x_b\n",
+       "Data variables:\n",
+       "    *empty*</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-3cc44a29-e02d-4c0c-a844-e48f8040919c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3cc44a29-e02d-4c0c-a844-e48f8040919c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>y</span>: 45</li><li><span>x</span>: 72</li><li><span>y_b</span>: 46</li><li><span>x_b</span>: 73</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d2fe2eb5-c97b-4ed6-8e55-bda09a60cba7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d2fe2eb5-c97b-4ed6-8e55-bda09a60cba7' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-177.5 -172.5 ... 172.5 177.5</div><input id='attrs-72531adc-f8c6-433a-ad8c-cc3da6e5ab00' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72531adc-f8c6-433a-ad8c-cc3da6e5ab00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64d3548d-dd8a-47c7-b237-595a92cc4ad0' class='xr-var-data-in' type='checkbox'><label for='data-64d3548d-dd8a-47c7-b237-595a92cc4ad0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([[-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       ...,\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
-       "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.0 -88.0 -88.0 ... 88.0 88.0</div><input id='attrs-f53230c1-ef81-4b97-80f5-c2d602f633ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f53230c1-ef81-4b97-80f5-c2d602f633ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dfa9b529-9810-4ae7-bd83-c5193c9da5d2' class='xr-var-data-in' type='checkbox'><label for='data-dfa9b529-9810-4ae7-bd83-c5193c9da5d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([[-88., -88., -88., ..., -88., -88., -88.],\n",
+       "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5]],\n",
+       "      shape=(45, 72))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.0 -88.0 -88.0 ... 88.0 88.0</div><input id='attrs-abe3d08f-3b84-46b0-9574-0ceb7854c43e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-abe3d08f-3b84-46b0-9574-0ceb7854c43e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb3010a2-1e16-4ee4-a7f4-fb847c38d1d4' class='xr-var-data-in' type='checkbox'><label for='data-fb3010a2-1e16-4ee4-a7f4-fb847c38d1d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([[-88., -88., -88., ..., -88., -88., -88.],\n",
        "       [-84., -84., -84., ..., -84., -84., -84.],\n",
        "       [-80., -80., -80., ..., -80., -80., -80.],\n",
        "       ...,\n",
        "       [ 80.,  80.,  80., ...,  80.,  80.,  80.],\n",
        "       [ 84.,  84.,  84., ...,  84.,  84.,  84.],\n",
-       "       [ 88.,  88.,  88., ...,  88.,  88.,  88.]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_b</span></div><div class='xr-var-dims'>(y_b, x_b)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-180 -175 -170 -165 ... 170 175 180</div><input id='attrs-ad107d84-bc3d-41f9-a204-e8e061a4bf33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad107d84-bc3d-41f9-a204-e8e061a4bf33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbef9460-af57-4aca-be2b-622a4155c460' class='xr-var-data-in' type='checkbox'><label for='data-fbef9460-af57-4aca-be2b-622a4155c460' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([[-180, -175, -170, ...,  170,  175,  180],\n",
-       "       [-180, -175, -170, ...,  170,  175,  180],\n",
-       "       [-180, -175, -170, ...,  170,  175,  180],\n",
+       "       [ 88.,  88.,  88., ...,  88.,  88.,  88.]], shape=(45, 72))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_b</span></div><div class='xr-var-dims'>(y_b, x_b)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-180.0 -175.0 ... 175.0 180.0</div><input id='attrs-fd4abed2-62cf-4c39-bfba-03186cba6cd2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fd4abed2-62cf-4c39-bfba-03186cba6cd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ad449f0-a093-46af-9053-14f55f616686' class='xr-var-data-in' type='checkbox'><label for='data-5ad449f0-a093-46af-9053-14f55f616686' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-180., -175., -170., ...,  170.,  175.,  180.],\n",
+       "       [-180., -175., -170., ...,  170.,  175.,  180.],\n",
+       "       [-180., -175., -170., ...,  170.,  175.,  180.],\n",
        "       ...,\n",
-       "       [-180, -175, -170, ...,  170,  175,  180],\n",
-       "       [-180, -175, -170, ...,  170,  175,  180],\n",
-       "       [-180, -175, -170, ...,  170,  175,  180]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_b</span></div><div class='xr-var-dims'>(y_b, x_b)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-90 -90 -90 -90 -90 ... 90 90 90 90</div><input id='attrs-1c7b28aa-e874-45b0-bc2d-9661a018aa09' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1c7b28aa-e874-45b0-bc2d-9661a018aa09' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5b708c7-7869-438e-a892-d90bbe9fe852' class='xr-var-data-in' type='checkbox'><label for='data-e5b708c7-7869-438e-a892-d90bbe9fe852' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([[-90, -90, -90, ..., -90, -90, -90],\n",
-       "       [-86, -86, -86, ..., -86, -86, -86],\n",
-       "       [-82, -82, -82, ..., -82, -82, -82],\n",
+       "       [-180., -175., -170., ...,  170.,  175.,  180.],\n",
+       "       [-180., -175., -170., ...,  170.,  175.,  180.],\n",
+       "       [-180., -175., -170., ...,  170.,  175.,  180.]], shape=(46, 73))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_b</span></div><div class='xr-var-dims'>(y_b, x_b)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -90.0 -90.0 ... 90.0 90.0</div><input id='attrs-4f13b5ed-9d1c-48f5-bfa7-852589655c41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f13b5ed-9d1c-48f5-bfa7-852589655c41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8248058-2cc3-4cb9-9646-d17589c67613' class='xr-var-data-in' type='checkbox'><label for='data-b8248058-2cc3-4cb9-9646-d17589c67613' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-90., -90., -90., ..., -90., -90., -90.],\n",
+       "       [-86., -86., -86., ..., -86., -86., -86.],\n",
+       "       [-82., -82., -82., ..., -82., -82., -82.],\n",
        "       ...,\n",
-       "       [ 82,  82,  82, ...,  82,  82,  82],\n",
-       "       [ 86,  86,  86, ...,  86,  86,  86],\n",
-       "       [ 90,  90,  90, ...,  90,  90,  90]])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-aa7d8247-0918-43d6-af67-717e99f2ce9e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-aa7d8247-0918-43d6-af67-717e99f2ce9e' class='xr-section-summary'  title='Expand/collapse section'>Data variables: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-445aba74-ff1f-4f29-8f94-f585331f95fe' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-445aba74-ff1f-4f29-8f94-f585331f95fe' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "       [ 82.,  82.,  82., ...,  82.,  82.,  82.],\n",
+       "       [ 86.,  86.,  86., ...,  86.,  86.,  86.],\n",
+       "       [ 90.,  90.,  90., ...,  90.,  90.,  90.]], shape=(46, 73))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1b2edbc4-c70e-4e4c-8f42-54f09df95087' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1b2edbc4-c70e-4e4c-8f42-54f09df95087' class='xr-section-summary'  title='Expand/collapse section'>Data variables: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-6eae76b8-c503-405a-97d7-9499285f0583' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6eae76b8-c503-405a-97d7-9499285f0583' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-a4b18793-e3f5-4850-90f3-75c459bf5a4b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a4b18793-e3f5-4850-90f3-75c459bf5a4b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:  (x: 72, x_b: 73, y: 45, y_b: 46)\n",
+       "<xarray.Dataset> Size: 106kB\n",
+       "Dimensions:  (y: 45, x: 72, y_b: 46, x_b: 73)\n",
        "Coordinates:\n",
-       "    lon      (y, x) float64 -177.5 -172.5 -167.5 -162.5 ... 167.5 172.5 177.5\n",
-       "    lat      (y, x) float64 -88.0 -88.0 -88.0 -88.0 ... 88.0 88.0 88.0 88.0\n",
-       "    lon_b    (y_b, x_b) int64 -180 -175 -170 -165 -160 ... 160 165 170 175 180\n",
-       "    lat_b    (y_b, x_b) int64 -90 -90 -90 -90 -90 -90 -90 ... 90 90 90 90 90 90\n",
-       "Dimensions without coordinates: x, x_b, y, y_b\n",
+       "    lon      (y, x) float64 26kB -177.5 -172.5 -167.5 ... 167.5 172.5 177.5\n",
+       "    lat      (y, x) float64 26kB -88.0 -88.0 -88.0 -88.0 ... 88.0 88.0 88.0 88.0\n",
+       "    lon_b    (y_b, x_b) float64 27kB -180.0 -175.0 -170.0 ... 170.0 175.0 180.0\n",
+       "    lat_b    (y_b, x_b) float64 27kB -90.0 -90.0 -90.0 -90.0 ... 90.0 90.0 90.0\n",
+       "Dimensions without coordinates: y, x, y_b, x_b\n",
        "Data variables:\n",
        "    *empty*"
       ]
@@ -1890,13 +2399,11 @@
        "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
        "<defs>\n",
        "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide data repr</title>\n",
        "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
        "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
        "</symbol>\n",
        "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
-       "<title>Show/Hide attributes</title>\n",
        "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
        "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
        "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
@@ -1909,21 +2416,89 @@
        " */\n",
        "\n",
        ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
        "}\n",
        "\n",
        ".xr-wrap {\n",
+       "  display: block !important;\n",
        "  min-width: 300px;\n",
        "  max-width: 700px;\n",
        "}\n",
        "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
        ".xr-header {\n",
        "  padding-top: 6px;\n",
        "  padding-bottom: 6px;\n",
@@ -1951,7 +2526,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -1959,11 +2534,14 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
        "  color: var(--xr-disabled-color);\n",
+       "  border: 2px solid transparent !important;\n",
        "}\n",
        "\n",
        ".xr-section-item input:enabled + label {\n",
@@ -1971,6 +2549,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0) !important;\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -1992,7 +2574,7 @@
        "\n",
        ".xr-section-summary-in + label:before {\n",
        "  display: inline-block;\n",
-       "  content: '►';\n",
+       "  content: \"►\";\n",
        "  font-size: 11px;\n",
        "  width: 15px;\n",
        "  text-align: center;\n",
@@ -2003,7 +2585,7 @@
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
+       "  content: \"▼\";\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label > span {\n",
@@ -2075,15 +2657,15 @@
        "}\n",
        "\n",
        ".xr-dim-list:before {\n",
-       "  content: '(';\n",
+       "  content: \"(\";\n",
        "}\n",
        "\n",
        ".xr-dim-list:after {\n",
-       "  content: ')';\n",
+       "  content: \")\";\n",
        "}\n",
        "\n",
        ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
+       "  content: \",\";\n",
        "  padding-right: 5px;\n",
        "}\n",
        "\n",
@@ -2100,7 +2682,9 @@
        ".xr-var-item label,\n",
        ".xr-var-item > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
        "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\n",
        "}\n",
        "\n",
        ".xr-var-item > .xr-var-name:hover span {\n",
@@ -2111,6 +2695,7 @@
        ".xr-var-list > li:nth-child(odd) > label,\n",
        ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-odd);\n",
+       "  border-color: var(--xr-background-color-row-even);\n",
        "}\n",
        "\n",
        ".xr-var-name {\n",
@@ -2131,6 +2716,11 @@
        "  grid-column: 4;\n",
        "}\n",
        "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
        ".xr-var-name,\n",
        ".xr-var-dims,\n",
        ".xr-var-dtype,\n",
@@ -2152,14 +2742,23 @@
        "}\n",
        "\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
        "}\n",
        "\n",
        ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
        "  display: block;\n",
        "}\n",
        "\n",
@@ -2167,15 +2766,24 @@
        "  float: right;\n",
        "}\n",
        "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
        ".xr-var-name span,\n",
        ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
        ".xr-attrs {\n",
        "  padding-left: 25px !important;\n",
        "}\n",
        "\n",
        ".xr-attrs,\n",
        ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
        "  grid-column: 1 / -1;\n",
        "}\n",
        "\n",
@@ -2186,7 +2794,8 @@
        "  grid-template-columns: 125px auto;\n",
        "}\n",
        "\n",
-       ".xr-attrs dt, dd {\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
        "  padding: 0;\n",
        "  margin: 0;\n",
        "  float: left;\n",
@@ -2212,7 +2821,8 @@
        "}\n",
        "\n",
        ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
        "  display: inline-block;\n",
        "  vertical-align: middle;\n",
        "  width: 1em;\n",
@@ -2221,7 +2831,16 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Tair'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>y</span>: 45</li><li><span>x</span>: 72</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5108e8e3-8d20-4a85-aed6-11f442ab6870' class='xr-array-in' type='checkbox' ><label for='section-5108e8e3-8d20-4a85-aed6-11f442ab6870' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan nan nan nan nan</span></div><pre class='xr-array-data'>array([[[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 36, y: 45, x: 72)&gt; Size: 933kB\n",
+       "array([[[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        ...,\n",
@@ -2241,11 +2860,19 @@
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        ...,\n",
+       "...\n",
+       "        ...,\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
        "        [nan, nan, nan, ..., nan, nan, nan]],\n",
        "\n",
-       "       ...,\n",
+       "       [[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        ...,\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
        "\n",
        "       [[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
@@ -2253,6 +2880,19 @@
        "        ...,\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan]]], shape=(36, 45, 72))\n",
+       "Coordinates:\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    lon      (y, x) float64 26kB -177.5 -172.5 -167.5 ... 167.5 172.5 177.5\n",
+       "    lat      (y, x) float64 26kB -88.0 -88.0 -88.0 -88.0 ... 88.0 88.0 88.0 88.0\n",
+       "Dimensions without coordinates: y, x\n",
+       "Attributes:\n",
+       "    regrid_method:  bilinear</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span>y</span>: 45</li><li><span>x</span>: 72</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9c3af53f-84e3-4787-a4a9-230f3ffe15f9' class='xr-array-in' type='checkbox' checked><label for='section-9c3af53f-84e3-4787-a4a9-230f3ffe15f9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        ...,\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
        "        [nan, nan, nan, ..., nan, nan, nan]],\n",
        "\n",
        "       [[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
@@ -2267,59 +2907,91 @@
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        ...,\n",
+       "...\n",
+       "        ...,\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
-       "        [nan, nan, nan, ..., nan, nan, nan]]])</pre></div></li><li class='xr-section-item'><input id='section-f8dc763a-0d4d-4941-9709-47565197104d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f8dc763a-0d4d-4941-9709-47565197104d' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-17 00:00:00</div><input id='attrs-8a50d2a7-36f4-423f-99d6-36941f21e092' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a50d2a7-36f4-423f-99d6-36941f21e092' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c097f5a-fb69-4941-93df-5771cffa97c9' class='xr-var-data-in' type='checkbox'><label for='data-8c097f5a-fb69-4941-93df-5771cffa97c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>type_preferred :</span></dt><dd>int</dd></dl></div><pre class='xr-var-data'>array([cftime.DatetimeNoLeap(1980-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1980-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1981-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-08-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-09-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-10-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-11-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1982-12-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-01-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-02-15 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-03-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-04-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-05-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-06-16 12:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-07-17 00:00:00),\n",
-       "       cftime.DatetimeNoLeap(1983-08-17 00:00:00)], dtype=object)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-177.5 -172.5 ... 172.5 177.5</div><input id='attrs-a64ee617-2983-4d5c-ae6b-b34c6d1321de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a64ee617-2983-4d5c-ae6b-b34c6d1321de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf627be2-2c56-45ee-a4ed-92f0c68022c3' class='xr-var-data-in' type='checkbox'><label for='data-cf627be2-2c56-45ee-a4ed-92f0c68022c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([[-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
+       "\n",
+       "       [[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        ...,\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
+       "\n",
+       "       [[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "        ...,\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan],\n",
+       "        [nan, nan, nan, ..., nan, nan, nan]]], shape=(36, 45, 72))</pre></div></div></li><li class='xr-section-item'><input id='section-83958879-f995-4d97-a17f-a98c0480f371' class='xr-section-summary-in' type='checkbox'  checked><label for='section-83958879-f995-4d97-a17f-a98c0480f371' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-09-16 12:00:00 ... 1983-08-...</div><input id='attrs-e62e5862-6d2c-4a0d-b44b-a326c5c8ff42' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e62e5862-6d2c-4a0d-b44b-a326c5c8ff42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d652d96-1b26-4dfa-b671-f49d3d3bd873' class='xr-var-data-in' type='checkbox'><label for='data-2d652d96-1b26-4dfa-b671-f49d3d3bd873' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1980, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1981, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 8, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 9, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 10, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 11, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1982, 12, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 1, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 2, 15, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 3, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 4, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 5, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 6, 16, 12, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 7, 17, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       cftime.DatetimeNoLeap(1983, 8, 17, 0, 0, 0, 0, has_year_zero=True)],\n",
+       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-177.5 -172.5 ... 172.5 177.5</div><input id='attrs-77fcc178-c5a1-40c2-b628-42e98cb5c332' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77fcc178-c5a1-40c2-b628-42e98cb5c332' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d19143d-0ae0-49f3-8e3b-e951f3144d31' class='xr-var-data-in' type='checkbox'><label for='data-9d19143d-0ae0-49f3-8e3b-e951f3144d31' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([[-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       ...,\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
        "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5],\n",
-       "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5]])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.0 -88.0 -88.0 ... 88.0 88.0</div><input id='attrs-13c1d3c6-524a-40a0-a9ca-1631005d94a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13c1d3c6-524a-40a0-a9ca-1631005d94a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9fa12bd3-5be2-4fff-b2d8-68ce312fc4b9' class='xr-var-data-in' type='checkbox'><label for='data-9fa12bd3-5be2-4fff-b2d8-68ce312fc4b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><pre class='xr-var-data'>array([[-88., -88., -88., ..., -88., -88., -88.],\n",
+       "       [-177.5, -172.5, -167.5, ...,  167.5,  172.5,  177.5]],\n",
+       "      shape=(45, 72))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.0 -88.0 -88.0 ... 88.0 88.0</div><input id='attrs-4fac6b9a-82b5-42ba-897c-503a4ccb46fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4fac6b9a-82b5-42ba-897c-503a4ccb46fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f58d3a1c-d92b-438f-8f73-b496e44ceba5' class='xr-var-data-in' type='checkbox'><label for='data-f58d3a1c-d92b-438f-8f73-b496e44ceba5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([[-88., -88., -88., ..., -88., -88., -88.],\n",
        "       [-84., -84., -84., ..., -84., -84., -84.],\n",
        "       [-80., -80., -80., ..., -80., -80., -80.],\n",
        "       ...,\n",
        "       [ 80.,  80.,  80., ...,  80.,  80.,  80.],\n",
        "       [ 84.,  84.,  84., ...,  84.,  84.,  84.],\n",
-       "       [ 88.,  88.,  88., ...,  88.,  88.,  88.]])</pre></li></ul></div></li><li class='xr-section-item'><input id='section-5f30ac66-3db1-4cd0-b8b5-34a0df6c877e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5f30ac66-3db1-4cd0-b8b5-34a0df6c877e' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>regrid_method :</span></dt><dd>bilinear</dd></dl></div></li></ul></div></div>"
+       "       [ 88.,  88.,  88., ...,  88.,  88.,  88.]], shape=(45, 72))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5a5ce095-4a54-4600-a5ad-c7afb6bb3de8' class='xr-section-summary-in' type='checkbox'  ><label for='section-5a5ce095-4a54-4600-a5ad-c7afb6bb3de8' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-1f8b7680-aa95-4ed3-889b-846b57255088' class='xr-index-data-in' type='checkbox'/><label for='index-1f8b7680-aa95-4ed3-889b-846b57255088' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-09-16 12:00:00, 1980-10-17 00:00:00, 1980-11-16 12:00:00,\n",
+       "             1980-12-17 00:00:00, 1981-01-17 00:00:00, 1981-02-15 12:00:00,\n",
+       "             1981-03-17 00:00:00, 1981-04-16 12:00:00, 1981-05-17 00:00:00,\n",
+       "             1981-06-16 12:00:00, 1981-07-17 00:00:00, 1981-08-17 00:00:00,\n",
+       "             1981-09-16 12:00:00, 1981-10-17 00:00:00, 1981-11-16 12:00:00,\n",
+       "             1981-12-17 00:00:00, 1982-01-17 00:00:00, 1982-02-15 12:00:00,\n",
+       "             1982-03-17 00:00:00, 1982-04-16 12:00:00, 1982-05-17 00:00:00,\n",
+       "             1982-06-16 12:00:00, 1982-07-17 00:00:00, 1982-08-17 00:00:00,\n",
+       "             1982-09-16 12:00:00, 1982-10-17 00:00:00, 1982-11-16 12:00:00,\n",
+       "             1982-12-17 00:00:00, 1983-01-17 00:00:00, 1983-02-15 12:00:00,\n",
+       "             1983-03-17 00:00:00, 1983-04-16 12:00:00, 1983-05-17 00:00:00,\n",
+       "             1983-06-16 12:00:00, 1983-07-17 00:00:00, 1983-08-17 00:00:00],\n",
+       "            dtype=&#x27;object&#x27;, length=36, calendar=&#x27;noleap&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-48a5f3bc-a544-4ffd-a878-44740f8f8bf7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-48a5f3bc-a544-4ffd-a878-44740f8f8bf7' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>regrid_method :</span></dt><dd>bilinear</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.DataArray 'Tair' (time: 36, y: 45, x: 72)>\n",
+       "<xarray.DataArray (time: 36, y: 45, x: 72)> Size: 933kB\n",
        "array([[[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
@@ -2340,15 +3012,7 @@
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
        "        ...,\n",
-       "        [nan, nan, nan, ..., nan, nan, nan],\n",
-       "        [nan, nan, nan, ..., nan, nan, nan],\n",
-       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
-       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
-       "        [ 0.,  0.,  0., ...,  0.,  0.,  0.],\n",
+       "...\n",
        "        ...,\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
@@ -2368,11 +3032,11 @@
        "        ...,\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
        "        [nan, nan, nan, ..., nan, nan, nan],\n",
-       "        [nan, nan, nan, ..., nan, nan, nan]]])\n",
+       "        [nan, nan, nan, ..., nan, nan, nan]]], shape=(36, 45, 72))\n",
        "Coordinates:\n",
-       "  * time     (time) object 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
-       "    lon      (y, x) float64 -177.5 -172.5 -167.5 -162.5 ... 167.5 172.5 177.5\n",
-       "    lat      (y, x) float64 -88.0 -88.0 -88.0 -88.0 ... 88.0 88.0 88.0 88.0\n",
+       "  * time     (time) object 288B 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
+       "    lon      (y, x) float64 26kB -177.5 -172.5 -167.5 ... 167.5 172.5 177.5\n",
+       "    lat      (y, x) float64 26kB -88.0 -88.0 -88.0 -88.0 ... 88.0 88.0 88.0 88.0\n",
        "Dimensions without coordinates: y, x\n",
        "Attributes:\n",
        "    regrid_method:  bilinear"
@@ -2402,18 +3066,229 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 864x288 with 2 Axes>"
+       "<cartopy.mpl.feature_artist.FeatureArtist at 0x775df681ec90>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 4))\n",
+    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
+    "dr_out[0].plot.pcolormesh(ax=ax, x=\"lon\", y=\"lat\")\n",
+    "ax.coastlines()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Undesired extrapolation\n",
+    "\n",
+    "### when using the `nearest_s2d` method\n",
+    "\n",
+    "This section is a short excursion into the masking topic specifically for\n",
+    "regional (often curvilinear) source grids. General guidance regarding masking\n",
+    "can be found in the general [Masking](Masking.ipynb) section.\n",
+    "\n",
+    "When remapping to a larger domain with the `nearest_s2d` method, target grid\n",
+    "cells outside the original source domain will get the value of the closest\n",
+    "source grid cell at the domain edge, owed to the logic behind the `nearest_s2d`\n",
+    "algorithm.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<cartopy.mpl.feature_artist.FeatureArtist at 0x775df4c3ed20>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
      },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Compute remapping weights with method `nearest_s2d`\n",
+    "regridder_nearest = xe.Regridder(ds, ds_out, \"nearest_s2d\")\n",
+    "\n",
+    "# Remap the data\n",
+    "dr_out = regridder_nearest(dr)\n",
+    "\n",
+    "# Plot the result\n",
+    "plt.figure(figsize=(12, 4))\n",
+    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
+    "dr_out[0].plot.pcolormesh(ax=ax, x=\"lon\", y=\"lat\")\n",
+    "ax.coastlines()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "If this is undesired, it can be avoided by including the arguments\n",
+    "`post_mask_source=\"domain_edge\"` (and optionally `unmapped_to_nan=True` if all\n",
+    "unmapped cells should be set to NaN rather than zero) when generating the\n",
+    "remapping weights. This will alter the remapping weights **after** their\n",
+    "generation to remove the contribution of the outermost source grid cells of the\n",
+    "original domain (i.e. the source grid cells at the domain edge).\n",
+    "\n",
+    "**Note:** While this prevents the often undesired extrapolation artifacts\n",
+    "outside the original domain, this means that the information of the source grid\n",
+    "cells at the domain edge will be lost in the remapped data.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<cartopy.mpl.feature_artist.FeatureArtist at 0x775df4a5bc80>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Compute remapping weights with method `nearest_s2d`\n",
+    "regridder_nearest = xe.Regridder(\n",
+    "    ds, ds_out, \"nearest_s2d\", post_mask_source=\"domain_edge\"\n",
+    ")\n",
+    "\n",
+    "# Remap the data\n",
+    "dr_out = regridder_nearest(dr)\n",
+    "\n",
+    "# Plot the result\n",
+    "plt.figure(figsize=(12, 4))\n",
+    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
+    "dr_out[0].plot.pcolormesh(ax=ax, x=\"lon\", y=\"lat\")\n",
+    "ax.coastlines()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Alternatively, one can specify a tailored mask for the target grid. If there is\n",
+    "no tailored mask at hand, one could generate it from the bilinear weights:\n",
+    "\n",
+    "- Generate mask from the bilinear regridding weights (created with active\n",
+    "  `unmapped_to_nan` option!)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Generate weights\n",
+    "regridder = xe.Regridder(ds, ds_out, \"bilinear\", unmapped_to_nan=True)\n",
+    "\n",
+    "# Generate mask from this weights\n",
+    "mask = xe.smm.gen_mask_from_weights(regridder.weights, nlat=45, nlon=72)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Add the mask to the output `xarray.Dataset`\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ds_out[\"mask\"] = xr.DataArray(dims=(\"y\", \"x\"), data=mask)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Conduct the remapping as usual\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<cartopy.mpl.feature_artist.FeatureArtist at 0x775df4bc3770>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
+    "# Compute remapping weights with method `nearest_s2d`\n",
+    "regridder_nearest = xe.Regridder(ds, ds_out, \"nearest_s2d\")\n",
+    "\n",
+    "# Remap the data\n",
+    "dr_out = regridder_nearest(dr)\n",
+    "\n",
+    "# Plot the result\n",
     "plt.figure(figsize=(12, 4))\n",
     "ax = plt.axes(projection=ccrs.PlateCarree())\n",
     "dr_out[0].plot.pcolormesh(ax=ax, x=\"lon\", y=\"lat\")\n",
@@ -2423,7 +3298,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -2437,7 +3312,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.2"
+   "version": "3.12.11"
   },
   "toc": {
    "nav_menu": {},
@@ -2451,5 +3326,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/doc/notebooks/Masking.ipynb b/doc/notebooks/Masking.ipynb
index 0dcc213d..7a0b6bf9 100644
--- a/doc/notebooks/Masking.ipynb
+++ b/doc/notebooks/Masking.ipynb
@@ -169,7 +169,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c676c7940>"
+       "<matplotlib.collections.QuadMesh at 0x78c10e729220>"
       ]
      },
      "execution_count": 6,
@@ -178,14 +178,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAHFCAYAAAAAM6ZOAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjUsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvWftoOwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXe8FcXZx39z7oVL06twBcQgorEhqChSjUAsiCBGY9CgKMqLRKOogCgxKlYChmIwihoVBSwp9kIEC8ZQBBF7UBNUVBBjEGy0s/P+sTuzz8zO7tlTbgGer5/1nrM7fXcPO799nmeElFKCYRiGYRiGiSVT2w1gGIZhGIap6/ADE8MwDMMwTA74gYlhGIZhGCYH/MDEMAzDMAyTA35gYhiGYRiGyQE/MDEMwzAMw+SAH5gYhmEYhmFywA9MDMMwDMMwOeAHJoZhGIZhmBxsNw9M48aNgxAC//3vf2u7Kal44YUXcO655+KAAw5A48aNsccee+Ckk07Ca6+95ky/bNkyHHPMMWjSpAl22WUXnHLKKfjPf/6Tur558+ahW7duaNSoEaqqqjBkyBCsXbs2Z76XXnoJQgi9LV26NHWdpeL777/HuHHj8NJLL1VL+cuXLzf6+Ne//jWv/I8//jiEEJg+fXpsmrlz50IIgcmTJwMAHnjgAUydOrWYZtcov/3tb7HnnnuivLwcu+yyS203p8bI9z5lTJ555hmMGzfOeWyvvfbCkCFDarQ9DFMM280D07bG7bffjo8++ggXX3wxnnnmGdxyyy1Yu3YtunbtihdeeMFI+69//Qu9evXC5s2b8ec//xn33HMP3n//ffzkJz/Bl19+mbOu+fPno2/fvmjRogUef/xx3HLLLZg3bx6OPvpobNq0KVV7//jHP2LhwoU48MADC+pvMXz//fe49tprq+2Bab/99sPChQvxxz/+saD8/fr1Q8uWLXHPPffEprn33ntRr149DB48GMC29cD0+OOP48Ybb8RZZ52F+fPnY968ebXdpBojn/uUifLMM8/g2muvdR579NFHcdVVV9VwiximCOR2wjXXXCMByC+//LK2m5KKL774IrLvm2++kS1atJBHH320sf8Xv/iFrKqqkuvXr9f7PvroI1mvXj05ZsyYnHUdccQRsl27dnLLli163z//+U8JQN52222JeV988UUJQL744os566kuvvzySwlAXnPNNSUtd/PmzcaYqL7+5S9/ybusMWPGSADyrbfeihxbt26dbNCggfz5z3+u9/Xr10+2adMmVdlbt26VGzduzLtNpeKGG26QAJzXbKF89913JSurOsnnPmWi/PrXv5bb0T8zzA7OdqcwffHFF/jlL3+JyspKtGjRAueeey7Wr19vpPE8D9OmTcOhhx6Khg0bYpdddkHXrl3xxBNP1Fg7mzdvHtnXpEkTtGvXDqtWrdL7tm7diqeeego///nPsfPOO+v9bdq0Qe/evfHoo48m1vPZZ59hyZIlGDx4MMrLy/X+7t27Y7/99suZP4khQ4agSZMm+Ne//oU+ffqgcePG2H333fG73/0OALBo0SIceeSRaNy4Mfbbbz/cd999kTLWrFmD4cOH40c/+hHq16+Ptm3b4tprr8XWrVsBAB999BF22203AMC1116rX5tRKf+DDz7AoEGD0Lx5c1RUVODAAw+MqEXq1eLMmTMxatQo7LHHHqioqMCHH35YcP8pQ4cOBeArSTYPPvggNm7ciHPPPRcA0KtXLzz99NP4+OOPjVeBqr9CCEycOBE33HAD2rZti4qKCrz44ovYuHEjRo0ahUMPPRSVlZVo2rQpunXrhscffzxSpxACF154IWbOnIkDDzwQjRo1wiGHHIKnnnrKSPfll1/ivPPOQ+vWrVFRUYHddtsNPXr00CrSXnvthd/+9rcAgBYtWkAIoV+xeJ6HiRMn4oADDkBFRQWaN2+Os846C59++qlRR69evdC+fXu8/PLL6N69Oxo1aoRzzz1X9/Xmm2/GhAkTsNdee6Fhw4bo1asX3n//fWzZsgVXXHEFWrVqhcrKSpx88smpXiOXkrT3ab588sknOPPMM41rdtKkSfA8z0i3adMmXHfddTjwwAPRoEEDNGvWDL1798aCBQt0GiklbrvtNv17tuuuu+LUU0+NvLKfO3cuTjrpJPzoRz9CgwYN8OMf/xjDhw+PmDEo84Z33nkn529pEkOGDNH3Ib3OP/roIwDRV3LqHn3ggQdw+eWXY/fdd0eTJk1w4okn4osvvsA333yD8847D1VVVaiqqsI555yDb7/91qgz7VgwTEHU9hNbqVAK0/777y+vvvpqOXfuXDl58mRZUVEhzznnHCPt4MGDpRBC/t///Z98/PHH5bPPPitvvPFGecsttyTW4Xme3LJlS6qtEL7++mtZWVkpTz75ZL3vX//6lwQg//jHP0bSjx49Wgoh5A8//BBb5pw5cyQA+fTTT0eOnXrqqXL33XdPbFOSwnT22WfL+vXrywMPPFDecsstcu7cufKcc86RAOTYsWPlfvvtJ++++27597//Xfbv318CkEuXLtX5V69eLVu3bi3btGkj77jjDjlv3jx5/fXXy4qKCjlkyBAppZQbN27UfRg6dKhcuHChXLhwofzwww+llFK+8847srKyUnbo0EHef//98rnnnpOjRo2SmUxGjhs3LtKPPfbYQ5566qnyiSeekE899ZT86quvImkKUZiklPLII4+UzZs3l5s3bzb2H3HEEXKPPfaQW7du1W3u0aOHbNmype7PwoULpZRSrly5Urezd+/e8q9//at87rnn5MqVK+XXX38thwwZImfOnClfeOEFOWfOHDl69GiZyWTkfffdZ9QJQO61116yc+fO8s9//rN85plnZK9evWR5ebn897//rdP16dNH7rbbbvLOO++UL730knzsscfk1VdfLR966CEppZTLli2TQ4cOlQDknDlz5MKFC+WqVauklFKed955EoC88MIL5Zw5c+T06dPlbrvtJlu3bm0ovT179pRNmzaVrVu3ltOmTZMvvviinD9/vu5rmzZt5IknniifeuopOWvWLNmiRQu53377ycGDB8tzzz1XPvvss3L69OmySZMm8sQTT8x5HmrjPs2HtWvXyj322EPutttucvr06XLOnDnywgsvlADk+eefr9Nt2bJF9u7dW5aXl8vRo0fLZ555Rj7xxBPyN7/5jXzwwQd1umHDhsl69erJUaNGyTlz5sgHHnhAHnDAAbJFixZyzZo1Ot3tt98ux48fL5944gk5f/58ed9998lDDjlE7r///sY1m89vaRIffvihPPXUUyUA4zpXammbNm3k2WefrdOr+69NmzZyyJAh+ppq0qSJ7N27tzz22GPl6NGj5XPPPScnTJggy8rK5EUXXWTUmXYsXFT3dcNs+2x3D0wTJ0409l9wwQWyQYMG0vM8KaWUL7/8sgQgr7zyyrzruPfeeyWAVFshnHHGGbK8vNx4qFCvzugPpOKmm26SAOTnn38eW+bs2bP1D5bNeeedJ+vXr5/YplwPTADk3/72N71vy5YtcrfddpMA5LJly/T+r776SpaVlcmRI0fqfcOHD5dNmjSRH3/8sVHu73//ewlAvvPOO1LK5Fdyffr0kT/60Y+M15VSSnnhhRfKBg0ayP/9739GP4466qicfS30gUldH4888oje9/bbbzuvt7hXcuohYp999ok8eNls3bpVbtmyRQ4dOlR27NjROAZAtmjRQm7YsEHvW7NmjcxkMnL8+PF6X5MmTeQll1ySWI/rdfd7770nAcgLLrjASLt48WIJQP7mN7/R+3r27CkByOeff97Z10MOOURms1m9f+rUqRKAHDBggJH+kksukQAi59qmNu7TfLjiiiskALl48WJj//nnny+FEHLFihVSSinvv/9+CUDeddddsWUtXLhQApCTJk0y9q9atUo2bNgw9pW9ejj4+OOPJQD5+OOP62Npf0vTkPRKLu6ByX4oVud9xIgRxv6f/exnsmnTpvp7oWNh159mW7lyZYreM9sb4Tua7YQBAwYY3w8++GBs3LgRa9euRYsWLfDss88CAH7961/nXfaJJ56IJUuWlKSdNldddRVmz56NadOm4fDDD48cV69sXCQdy5UmTd5c5Z5wwgn6e3l5OX784x+jvLwcHTt21PubNm2K5s2b4+OPP9b7nnrqKfTu3RutWrXSr+AAoG/fvhg9ejTmz5+Pdu3axda9ceNGPP/88zj//PPRqFEjo4wTTjgBt956KxYtWoS+ffvq/T//+c+L6m8SAwcOxIgRI3DPPffg5JNPBgDcc889EELgnHPOyausAQMGoF69epH9f/nLXzB16lS88cYb+O677/T+Bg0aRNL27t0bO+20k/7eokWLyDno3LkzZsyYgWbNmuGYY47B4Ycf7qzX5sUXXwSAiJdT586dceCBB+L555/HjTfeqPfvuuuu+OlPf+os64QTTkAmE1oHKMeCfv36GenU/k8++QTt27ePbVtt3qdpeOGFF9CuXTt07tzZ2D9kyBDcfvvteOGFF7Dffvvh2WefRYMGDfSrXBdPPfUUhBA488wzjeu/ZcuWOOSQQwxHibVr1+Lqq6/G008/jc8//9x4/ffee+9Ffjtz/ZZWF/379ze+J10Pjz32GL799ls0adIkr7Fwcfjhh6e+blq1apUqHbN9sd09MDVr1sz4XlFRAQD44YcfAPg2G2VlZWjZsmXeZTdt2hSVlZXFN9Li2muvxQ033IAbb7wRF154oXFM9eerr76K5Pvf//4HIUSim3eu/E2bNi2i5UCjRo0i/1jXr1/fWW79+vWxceNG/f2LL77Ak08+GfsPdK4QEV999RW2bt2KadOmYdq0aanK2H333RPLLIZGjRrh9NNPx7333os1a9agqqoKs2bNQs+ePbHPPvvkVZarnY888ggGDhyIX/ziF7jsssvQsmVLlJeX4/bbb3d66Nn3AuDfD+peAICHH34YN9xwA/70pz/hqquuQpMmTXDyySdj4sSJifeIup5c7WzVqpXxUBaXTmFfK/Xr10/cT6+huPJq+j7Nh6+++gp77bVXZL/6R1iN7ZdffolWrVoZD5M2X3zxBaSUsQ8we++9NwDf3uy4447D559/jquuugodOnRA48aN4XkeunbtalwTily/pdVFIddDkyZNUo9FHE2aNMGhhx6aqo3UHpTZcdjhzvpuu+2GbDaLNWvW5P2P53333ZdaKZBSpkp37bXXYty4cRg3bhx+85vfRI7vs88+aNiwId56663Isbfeegs//vGPneqCQs3E33rrLUMJUvuSZurVTVVVFQ4++GBDiaDkmsXtuuuuKCsrw+DBg2MVw7Zt2xrfi1XUcjF06FDcdddduP/++7Hffvth7dq1mDRpUt7luNo5a9YstG3bFg8//LBxPG1oCBdVVVWYOnUqpk6dik8++QRPPPEErrjiCqxduxZz5syJzaf+MV29ejV+9KMfGcc+//xzVFVV5exPdVEb92k+NGvWDKtXr47s//zzzwFAj91uu+2GV155BZ7nxT40VVVVQQiBf/zjH/qBhqL2vf3223jjjTcwY8YMnH322fp4qZwe6gJpxyKO+fPno3fv3qnqWrlypfOhl9m+2eEemPr27Yvx48fj9ttvx3XXXZdX3lJL/ddffz3GjRuH3/72t7jmmmucacrLy3HiiSfikUcewcSJE/Urlk8++QQvvvgiLr300sQ69thjD3Tu3BmzZs3C6NGjUVZWBsD3YFuxYgUuueSSkvUnX/r3749nnnkG++yzD3bdddfYdHEz20aNGqF37954/fXXcfDBB+sZZ23SpUsXtG/fHvfeey/2228/VFZWOl8D2kpPGoQQqF+/vvHwsWbNGqeXXCHsueeeuPDCC/H888/jn//8Z2Ja9Xpt1qxZOOKII/T+JUuW4L333sOVV15ZkjYVQm3cp/lw9NFHY/z48Vi2bBkOO+wwvf/++++HEEL/o923b188+OCDmDFjRuxruf79++N3v/sdPvvsMwwcODC2TnXN2A8Nd9xxR7HdSYTeuw0bNqzWutKORRz8So7JxQ73wPSTn/wEgwcPxg033IAvvvgC/fv3R0VFBV5//XU0atQIF110UWzeZs2aOV9zFMKkSZNw9dVX4/jjj0e/fv2waNEi43jXrl3152uvvRZHHHEE+vfvjyuuuAIbN27E1VdfjaqqKowaNcrIV15ejp49e+L555/X+yZMmIBjjz0Wv/jFL3DBBRdg7dq1uOKKK9C+ffu8bWtKyXXXXYe5c+eie/fuGDFiBPbff39s3LgRH330EZ555hlMnz4dP/rRj7DTTjuhTZs2ePzxx3H00UejadOmqKqqwl577YVbbrkFRx55JH7yk5/g/PPPx1577YVvvvkGH374IZ588smigwu+9NJL6N27N6655prYiMU25557LkaOHIkVK1Zg+PDhzn8oOnTogEceeQS33347Dj/8cGQyGXTq1Cmx3P79++ORRx7BBRdcgFNPPRWrVq3C9ddfj9133x0ffPBB3n1bv349evfujUGDBuGAAw7ATjvthCVLlmDOnDk45ZRTEvPuv//+OO+88zBt2jRkMhn07dsXH330Ea666iq0bt0654N8dVJb9+mMGTNwzjnn4N57702MYH3ppZfi/vvvR79+/XDdddehTZs2ePrpp3Hbbbfh/PPPx3777QcA+OUvf4l7770Xv/rVr7BixQr07t0bnudh8eLFOPDAA3H66aejR48eOO+883DOOedg6dKlOOqoo9C4cWOsXr0ar7zyCjp06IDzzz8fBxxwAPbZZx9cccUVkFKiadOmePLJJzF37tySjFMcHTp0AOD/BvXt2xdlZWXVNrlJOxZx7LTTTjnvQRf3338/zj33XNxzzz0466yzAAAff/wx9tlnH5x99tm4++67ddof//jHALYvZW9HYod7YAL8H7bDDjsMd999N2bMmIGGDRuiXbt2RUvt+fDkk08CAObMmeN89UFfFRxwwAF46aWXcPnll+PUU09FeXk5fvrTn+L3v/+9jlGkyGazyGazxr5evXrhmWeewdVXX40TTzwRjRo1Qv/+/XHzzTfnlKmrk9133x1Lly7F9ddfj5tvvhmffvopdtppJ7Rt2xbHH3+8oTrdfffduOyyyzBgwABs2rQJZ599NmbMmIF27dph2bJluP766/Hb3/4Wa9euxS677IJ999038gqyEFScl3xe3w4ePBhXXHEFNm/eHKsMXHzxxXjnnXfwm9/8BuvXr4f0PVYTyz3nnHOwdu1aTJ8+Hffccw/23ntvXHHFFfj0009joykn0aBBA3Tp0gUzZ87ERx99hC1btmDPPffE5ZdfjjFjxuTMf/vtt2OfffbB3XffjT/+8Y+orKzE8ccfj/Hjx5fsgaW2yec+TXut7LbbbliwYAHGjh2LsWPHYsOGDdh7770xceJEjBw5UqcrLy/HM888g/Hjx+PBBx/E1KlTsdNOO+GQQw7B8ccfr9Pdcccd6Nq1K+644w7cdttt8DwPrVq1Qo8ePbRheb169fDkk0/i4osvxvDhw1FeXo5jjjkG8+bNw5577ln4AOVg0KBB+Oc//4nbbrsN1113HaSU1fo6K81YlBrP85DNZg0jeiml87eYGqMz2x5Cpn2Jz+yQKIVl3rx56Nmz53Zr7Lh161bMnz8fxxxzDP7yl7/g1FNPBQCMGTMGDz74ID744INEWzGGGThwIFauXFltHnoMw9Qu2+e/fkzJOeaYYwD4NiqFyNZ1meXLlxshECgvvvgirrrqKn5YYhKRUuKll17CrFmzarspDMNUE6wwMYl88803WLFihf7erl07NGrUqBZbVHp++OEHvPPOO/p7LiN0htnR8TwvsoyLzfaqRjM7LvzAxDAMw+TFkCFDnGtDUvifFmZ7gx+YGIZhmLz46KOPcgaW3d5e3TMMPzAxDMMwDMPkID7mPsMwDMMwDAOAveQA+AaMn3/+OXbaaacaXcKBYRiG2faQUuKbb77JudZfsWzcuBGbN28uupz69euzp28J4Acm+Gs4tW7durabwTAMw2xDrFq1KrKWYqnYuHEj2rZpgjVrs7kT56Bly5ZYuXIlPzQVCT8wAXp9tlWrVmHnnXfOK2+P0X+M7hTAP292LwZbCL3OvxUQgBR+2QAghcDL00pXx7ZKl986xp8SjNfi6+PHqvM1f/TTyTB9ElIAS67hsWe2L3467NZU6V6468KcZdA0drlJ+bcVNmzYgNatW+t/O6qDzZs3Y83aLFa+1gY771S4irXhGw9tD/8Ymzdv5gemIuEHJoQLU+688855PTB1/PUUlNdr4P9DG/D6bcWvodVl8GRIdX8IoLxeA/2wJEW4P9+Hu+2NDqOnoKwixQ+AALrf4K/n9PZE8/wcdIWjjBQPTTv62DPbH+X10v1jqq79LoMnAwAWzwyXcymr75dx7K//FNm3eOZIdBk8Gcf++k9GnmLoctZkLL6/NGUVQk2YcOy8U6aoByamdPADE8MwDMPUUbLSQ7YIX/asTA4wyqSHH5iKQQJCAstuL/3K7EJd44GqZL8x2tFjQXQYPQWAP/4UmceE76DL/TKMQVUDnQT7BTCMpsvgyVo9ykWplCXAV5do/dsrHiS8In7xi8nLmLDOxzAMwzAMkwN+YCoCkQVQDWrn4pkjIQL1SniBikInCRJYevf2O6NKhSQbwVacdFqE9kvtx0xB+zFTwrS0nJhyeZLGbM90PTO3OpREGnVJpUmTlgnxSvAfUxr4lRzDMAzD1FGyUiJbxIIcxeRlTFhhKoJld5TedkmxaNZILJo1EpBS20otuXckltwzEkvu3fHUpYNHTtGfO5DPANKpPxJof9mUyG6t5EmHOsVqE8NEyEeNsu+pUqpMi+8fyfciU6OwwsQwDMMwdRQ2+q47sMJUx1k0exQWzxyZl/fX9oZTXXLYdaX5XWg/pgB1Cg47MobZgVEKka3QJiq2jjJKZc+0PdtFeZDIFrHxA1Pp4AcmhmEYhmGYHPAruSIRHnDYr3zVYtn06rNp2tFi/3QYOQVvTXaPpxGLyrGciZAJ8ZgSvOho2dXJAdeEKpeQwHvX5b5uDrx6irZlQ+A9+c74arzemB0bKYGEKNa51CM7bZJCvr3HUSoWfiVXd+AHJoZhGIapo7CXXN2BH5iK5LW7LsVhw6PeV6VmR7NhEjBtl96cfCkOHjnFUIB0UO6Ui+amQv22JJVXB35/drTrgaleFs3yFZ6uZ0721SUg/FuC9dJyqUxxdBk8GUKG7Ytje1aoPBQX7o+jMJUOtmFiGIZhGIbJAStM1USnoZOdKoVUszV7zTJimPPaXVHbFLmDPdoqRQkAIIGDL7XWfYsjUJvSzmipLYaR3l64j3x+Z0J4ftpdOcW0gZJsW8Rsw+Tz+qaECpTycotTilyxn+j9uj3bQSlvt2LyM6WBH5gYhmEYpo6Slf5WTH6mNPADUwxGXI9gJiMF8Op90VkMVSmOOHey78UU5FOzIJ1GfTBcvQCZEcFhicOHTYEgM72lfxoJCODwYVMSFZbX7ty+lI03Ay85pS69OcX8DoSTWz1cZHzUUNNzIEW8hw89Lm0FkHDQWFK/fZB/nJhtmEWzR6HrGZPMnVR1itxwyOlRp7Na92McRoynHOVJsX3bLzF1C35gYhiGYZg6Cht91x34gYlhGIZh6igeBLJFuAF7O1oQv2qEH5gIRw+dhvJ6DfzXMlR6JobaXc4KX9Utvj+QggOp+YhzJ0N44XeIwLabviZSH9TrHy/Y6YX6s/DM9zr+qzjhv6bTsnb0Jjh8mP+qyGU0vi0jJPDG1Jg+KSNv9ZW+miMG4LSsXHW50im7bykQnbIV+HuUT/A/hqkpFs0eBQDRV3MK8joufH2dYABuvbKLc8igr9aMe8P1StCRh2GqG35gYhiGYZg6iif9rZj8TGnYwZzVc0DUBeFJf5PwZzhSfYZWkY44dzI6DZ2MTFb621b/mAjSRDa1gCspR8joMXsBy0zWb4uRV0rnBvhKk1KbtheUofchF0+JLuzpGDut8tHPjvRpMc6pfY6UqhiUd9AVeYw9/5gxdZRFs0dptUnjUpeSyCNMgVqMNx/l1RVuYHsjG7ySK2arLtatW4fBgwejsrISlZWVGDx4ML7++uvEPFJKjBs3Dq1atULDhg3Rq1cvvPPOO0aaXr16QQhhbKeffnq19SMt/MDEMAzDMEzeDBo0CMuXL8ecOXMwZ84cLF++HIMHD07MM3HiREyePBm33norlixZgpYtW+LYY4/FN998Y6QbNmwYVq9erbc77rijOruSCn4lRxAeILLRIJHadkVKCAj9t2yThCwTOr2wbVuoPQ2xqdH7SBpty2Ttp22g5cVNwgSktm9SYQi29XADhv0StQ+LGQRtb4Qw7Vu/D8voMMpXgN6adKn+HFsQKUMHxFS76PFMNEscbLvEbLfYtkxCaIU+jR1T5N6wFSpHCIOuZ07OuXTKtkyxKlF1KUzvvfce5syZg0WLFqFLly4AgLvuugvdunXDihUrsP/++0fySCkxdepUXHnllTjllFMAAPfddx9atGiBBx54AMOHD9dpGzVqhJYtW1ZL2wuFFSaGYRiGqaN4UhS9AcCGDRuMbdOmTUW1a+HChaisrNQPSwDQtWtXVFZWYsGCBc48K1euxJo1a3DcccfpfRUVFejZs2ckz+zZs1FVVYWDDjoIo0ePjihQtQErTCnRMx+6MKUEAAnhhR51hv0MVZOE8L3iVIH2DEuaqojTS4va5cQ86vrqiiTfBQ77la80Lbt921aaDBzecAqlAqmJ6JuTzH6/NckxDrQMNUmmh2WYhp5D57mubmwbLoapBmK95Aolx1IqsZ5xKcrpesakqL3VdkKpFKbWrVsb+6+55hqMGzeu4HLXrFmD5s2bR/Y3b94ca9asic0DAC1atDD2t2jRAh9//LH+fsYZZ6Bt27Zo2bIl3n77bYwdOxZvvPEG5s6dW3B7SwE/MDEMwzDMds6qVauw88476+8VFRXOdOPGjcO1116bWNaSJUsAkPA7BCmlcz/FPm7nGTZsmP7cvn177LvvvujUqROWLVuGww47LLHs6oQfmAgyE7Vf8g/4f4QH014p8JCSZcRzJGuWF9q9+HZPiV4l0lIvCMJSUZzGMk6bAAmx1V965bDhU7Dsju1IZQJMbzgFtTXKMTFTalOHkVOMMgybMfVdEKWJ7o9rR4q2p1aKWFFiapBc6pIdryz2dy2Fl1xOu6U4LKVpe1WZssggW4T1jPonaeeddzYemOK48MILc3qk7bXXXnjzzTfxxRdfRI59+eWXEQVJoWyS1qxZg913313vX7t2bWweADjssMNQr149fPDBB/zAxDAMwzBMFEnskArNnw9VVVWoqqrKma5bt25Yv349Xn31VXTu3BkAsHjxYqxfvx7du3d35lGv2ebOnYuOHTsCADZv3oz58+djwoQJsXW988472LJli/GQVRuw0XcOdOydLMLYSTSat/SPqc2OsxQbAwgx6gKN92PF/DGUjaRJmIxuKqbUYcOn4LDhU3D4eXnECqpDvPEHSyGz+6rSBZ51agHfXLw1+VK92T8vNN6S/owYh0YVi+nyHN53hSpGhShZDFMEkbhnaVCecfmWa+VJVTfJU3K7KyaWAw88EMcffzyGDRuGRYsWYdGiRRg2bBj69+9veMgdcMABePTRRwH4r+IuueQS3HTTTXj00Ufx9ttvY8iQIWjUqBEGDRoEAPj3v/+N6667DkuXLsVHH32EZ555Br/4xS/QsWNH9OjRo1b6qmCFiWEYhmHqKHU1rADge7KNGDFCe70NGDAAt956q5FmxYoVWL9+vf4+ZswY/PDDD7jggguwbt06dOnSBc899xx22mknAED9+vXx/PPP45ZbbsG3336L1q1bo1+/frjmmmtQVlZWbX1JAz8wWURiKQHa1kQSN7ZIpGn4x+l+SfPDt2PSnh3K48qhGDjLoHKGCNPZaistT6lSypbK95lTbd2GbZqkqTQdeuEUPSYSwBu3BOrSlPz7dsglfllvTrlURxenaKVPBGMfeM0Za9ghflZ84FVhmbZqmIu4de4YpiZIuu5SRf1WOGIpudSouDUgc9XTbVCoMi18YNu3acrKDLJO49q0+UvYGIumTZti1qxZiWmkrRoKgXHjxsV66LVu3Rrz588vVRNLCr+SYxiGYRiGyQErTLnQSk0QYynBXdKI1RSkU4qVzJieV1IQNcvx3l5/hu/hJtX+QOXS3nqumZ0EMllABFMLFY1cKSJ+Pgl4wrdlksBrd207SlNEXQKcsZMKKptEFacK1SEXk3qsmEuRCRxNE6CUpajNRp4NZBsmZhsipxcdkFNdMpKK5DLtfN1+OQkLH9y2VSYPAl4R2obHPxYlo1YVppdffhknnngiWrVqBSEEHnvssUia9957DwMGDEBlZSV22mkndO3aFZ988ok+vmnTJlx00UWoqqpC48aNMWDAAHz66ac12AuGYRiGqR7q8uK7Oxq1+sD03Xff4ZBDDokYiSn+/e9/48gjj8QBBxyAl156CW+88QauuuoqNGjQQKe55JJL8Oijj+Khhx7CK6+8gm+//Rb9+/dHNpt1lpkL/apYeZcF6lKYQIZ/7Q1mWm2jIi01SUcEl773GvWKCzzyxNZgywYeboGXm/a8c00aSF1qy2wFMlukv2XNvMKTEFkJISU6/d+2ueo39SLM1yYoL6yyZZy6RNMHHHjVlBiPoCLawjA1QKns5VQ5i2aPgrG+XB7qUpr2uFSnbr+chG6/ZO85pnhq9ZVc37590bdv39jjV155JU444QRMnDhR79t777315/Xr1+Puu+/GzJkzccwxxwAAZs2ahdatW2PevHno06dP9TWeYRiGYaqZ4o2+eYZVKuqs0bfneXj66aex3377oU+fPmjevDm6dOlivLZ77bXXsGXLFmMhv1atWqF9+/axi/8B/ms8eyHCvIi7AGNmSzqGT5YqIUqRIsfsGE8I9m1VxyTZwnSGyuJFZ2Ei6ytNNAq5oVIE6kmnoZPRaei2pTS9/sdLDdWtOjzIDhlBvOVoAKY4BPD2zb79U7vfTjFVQboR2v1mCg4a62/OIq087CnH1DVcUbap4qOPJ6hK+VzXLtV2e7wvfBum4jamNNTZB6a1a9fi22+/xe9+9zscf/zxeO6553DyySfjlFNO0S6Ha9asQf369bHrrrsaeVu0aBG7+B8AjB8/HpWVlXqzFyVkGIZhmLqAFyyNUuhWjME4Y1JnveQ8zzf6Oemkk3Dppf5s/dBDD8WCBQswffp09OzZMzZvrsX/xo4di5EjR+rvGzZs8B+alF1KhtocIXzn7iBV/JEgr/BE6N3mTGeWa3zOArKMHvM98WirQhsn5dGnDpDj1MMkZm26I86djCX3jERdRNlaSSEisZCAGjTvEXCvVSf860crRY7jmqCx7X4zxTjfB42dgnfGu70Wt8cZNFM3KeRaoyoTjbpt/EbqWHTSqKfQazttvu6n+e1Z8PC27TXH1B519tGzqqoK5eXlaNeunbH/wAMP1F5yLVu2xObNm7Fu3TojTa6F/CoqKvRChGkXJGQYhmGYmkbZMBWzMaWhzipM9evXxxFHHIEVK1YY+99//320adMGAHD44YejXr16mDt3LgYOHAgAWL16Nd5++23DULwY7OjdQO4ZjZBBVG/6Xak8yo5IEI+8FGULCcAj6pcIvpfR+E8I1SW1K0iv4zCpY5lApUEQk4keA3DEOaEt05J7a19tOuLcyeEstQZeyR96kWm3lDqSsQzHW0V4V2WofXb77XNO1aV2V5J2GOc5RVsYphZx2TQBiET6dv3GVifdT5u0TalMXpGv1TgOU+mo1Qemb7/9Fh9++KH+vnLlSixfvhxNmzbFnnvuicsuuwynnXYajjrqKPTu3Rtz5szBk08+iZdeegkAUFlZiaFDh2LUqFFo1qwZmjZtitGjR6NDhw7aa45hGIZhGKZYavWBaenSpejdu7f+ruyKzj77bMyYMQMnn3wypk+fjvHjx2PEiBHYf//98be//Q1HHnmkzjNlyhSUl5dj4MCB+OGHH3D00UdjxowZNbpIH7UL0u/jlRoU93Bve6nFoWynhDDiOflKlYTIELlCILBrIrYBStkQlg2TSu+X4lSZVNrOQyYDEnj1vtpRmo44N+q5J6T02w1T+RESOOx8X5VZdntpopcrDzU9PC6lia7vB3KeAg85WYbQ5irJ2036NkwRNavGjbQYpnpYNHsUup5Zu9643QdOwoI/bxsqU1YKZFMv1OfOz5SGWn1g6tWrV2RhPptzzz0X5557buzxBg0aYNq0aZg2bVqpm8cwDMMwtYrydis8P8+ySkWdtWGqNYinHBCNi5SYldqYWN9tJUSX7coPxMd6oumzgMgAHvGekwKB7hLaUbnq1tUIpZwE9kwqV2AjRdvV5SxfaVo8s2aUJq0sqfEEUWhiPPw0ovRKkypX2h5yDpsk3SSl6mURrido41CZIueMqIPOqOEMU0IWzR6FboPSR8de+ECeak1NBFOkSq4XPdx9YOA1t40oTUztww9MDMMwDFNH8WQGXhGebh5H+i4Z/MBEcKowBVxrSR5VRhykuPgj9gVOY0pRuyTAj/od2DGFahEsTzk/jpQUZrtUDCMt2Ejfc05AGiqOXV6XwZON74tmlV5xOuKcyZFxUU1SY+erYcI0vbJtfZTSJIFl09MpTYdeOCVizwXEnNMU5gG6KSqWVlpvu7g6GaYOkbe6VMeo6/ZM/Equ7sABGhiGYRiGYXLAChOBrtclqP0OUXxy2o44vN/CcqWv9oDYG6V8+KeRuZXXW6ROalMjoZUpXQ8tI4iUbahIwQelMhnFilBp0mMSREDXHi/BPimIh2ABNk+dz57sN42qcSoWEumm/zlUmehQuLzKDvtVYNOUQ2lafuulvsrkgoxZEsI+JyC2TWk8J+NiNUmyMcw2SEk95Ox7Zju8LzwU5+nmMN9iCoQfmBiGYRimjlJ84Ep+kVQq+IHJQcQzjqwll0YVip0MULVKiHTqkrUmnlKXwqjXwlQf6F8jnzBtmJT9kiBihjYSImnUV5VO2zyFYyKywV8PkGUyTAh/rLqeMUkrT7pb0m371PXMyfr21tHRg0botpLPVGVSaRMnYxI4bPgUXXCS2hS77l4hqLFWUcAd7XJ9F0lpGKYaWfhAbk+5Utkv6Xs9jfqqsO/JmLwuDzmbHr+YhH/+pW7aMRW7vAkvjVI6eCQZhmEYhmFywAoTxaXMaPufUFHJJ3+o/gSWNkq1gDQVDMTUoWyFlGecUoksxUbXr22UaCPCv5J41BlecpZNlRRB9G9ahq3sBPZMen081QYSfZzGhbLjTHUbNMlQsyJxqvQxkaAuhSqTf5h4zdl2XjlmpB0vCO2WqLCnvR5TerfR/uRl8wZErwkrHcdgYuoKhahLXc+cjEWzRpp2TOR3Jq915Up8HyiVqccvJgFS4p9/HV3aCgrEg4BXhMRdTF7GhB+YGIZhGKaOwq/k6g48knEYHmU50jq8lgwlQM2gpNRptZ1U8Nn2xsuFbYvkXGuM2ClRRcnp6eVSpGhfgva61j4TdMta/bDqD9sRHVSjbCP2lPTjTXl0rKy/aXCkO2z4FBz2K3/T5Xvm+TGKcCk/MZ5r1FPOjtodm95ly+SyTZPAwSNjPPmYGqXrGZN8O73tkFLGWIqoSmqzKNQhbOGDKdua4/dC2TId+fPfF9YQZruFFSaGYRiGqaMUH7iSdZFSwQ9MDMMwDFNH8aSAV0wcJl4uoGTwoydBv4qJTeC48JJexdF8QV7/1ZI0X2MlvFqyX9UZr7NSvFZzhREwgmDS13Mxr45iX8eRwJiRe5LUB8cmAwN0mfGN2c2QByL8S8ZOSfj2a7m412epjUJlzOdqwnWNOF8rptjHr+VqF/oqbnt9LeeimFd1SYErczk1JP0+d/vlpMhruTQhBSg9fjFJt4NhbFhhYhiGYZg6ilfkKzkOXFk6+IGpGJJmISRApcapUPnpdMiBIHyAy7g6FQnqa8Q1XpjHqNqVycpweRg1S3MYQAsBf0FZAFBBGYnyRP/azfS7625wJMSAnU5aYQaIgb20xzmN637C+DoVtKQ8NOZBUj22CzW1lVehDKx9kTJ4JsxUM1RNyhXIMhUxzi1pVZ3Y4K+p6i4wXy3iyQy8IjzdisnLmPBIMgzDMAzD5IAVphISCSOgvsaoPjogpsqj7Jzysb2hKoQtrLjqdageWqGx1SVL0YgsFaLUHZWMLApMbadcyx7QpjsVnwSRyFZa9MLCcMw8E2yFjPZQW68E9ALAMemk+h9RmbRa5CiLtjEuXSzb4Gx5e2JHsllSFGK71GXwZHMB7jRBgK26uv3SHOsk2yRlx2TkibMPddDj1N9H1d9aJAuBbBHBJ4vJy5jwAxPDMAzD1FH4lVzdgR+YKAXOKOwlP8IDIrVqEitZIFR/lBqTuLivkRGm8iLcyo+qQ7jUJVVOrL2Ov/RtWJ+I1qHa4CgyUnSMvZCxy1aJpNRLviQRaxcW522YVKRrrJE8VJH2eG71TR93tNfe9+aUS1PWxjC1h9MzjqrrAaUMlLnwwVHoftq2rwJmUZxKlM2dhEkJP3oyDMMwDMPkgB+Y4nDF9XEQF5soohjF2RPFxSiKxESS4SK3Ujo9poy4TjSrjnXknqXomEZk+RHavog6FSkgjJdE4y7ZMZa0jZNdltV3I2/G/A7YHn3SLCOuicRGK4yFJfUCw05vNXIN2LZPQlqfU14vsfkprnLqiD0FQ0hQhRmTRbNGmjuUHZN1/7m88Gz7pbR0Hxifr67YJ6VBvZIrZmNKA7+SYxiGYZg6Ci++W3fgB6Y4tOtX9BCN+2PEANJ5zThEdryjvKExh4hHmK6OeOcJCd+eJ6JWCcPzg9rORBacdTXB5e0lHF5uSg2y7JdUPwybHeGozpHPiEeUCWx/grTCE5b6JHT5ZnwmVa+MN6aC9TkyCGY+uliukV2Q82QdT01Kr55DLp4CCOCNqWzLVNMsmjVyh/SUyxfDQy4X1jWu1KW0Ebu7nzbJ/RuWj3Ehw8TAD0wMwzAMU0eREPCKMPqWHFagZLBWR8n3ulJOHsK92ZjqjEjeXO0y1lGTEfsXO66QYTcUaQxRlTxAZMOyJZVL4jzJrH7ZtkehHZPwt0DhcuKwWzJsn1zHgs0rA7xy08bJNR7+d6k9zeK80pLskaiiBOmPm06rxlGtu+cqL87OKWbma6w36Fovj38Ha4WuZ0zSytKi2aFXF/3cbdCk0kTF3l5JiMOUT8wlvyxE7wv7N2wbVpfUK7liNqY08EgyDMMwDMPkgB+YCDIDyLKoUmHgsk+yNyO9Iz9RkGKVKep1ZjQS0dkS8TbRbSNtSfSOS2G/FM1I6lHfLVVN20056nR5+ElShlKktDrlsslSClSZ+pygYkmH7ZIjjfaiiyhTYVuFlU6pP5lssG0FMlsAkY2qTRHvO3sfGR+XMkX3vzX5Urw5+dJteua8raKUJNt+ie2ZSkdqzzhpfU6hKG1LHnIA4ElR9MaUBrZhYhiGYZg6ShYZZIvQNorJy5jwSBKUahHrhWanj7NZcqhNoV2QqQa5yrYnBKGNUOAB5sW0ScJUalyKl5XeV0hCVy6nckb7Bau/Vl1JqhNFtz9ioyTgUu2oghS1dRLRtpI+OutVnwP1ScgwNpMxNlR1oiqQUo+IqpTZAmQ2hwqTrd4J1Z40tky2iqXa5PnqEgAcPHKKfwdL4NCLpuDQi6a4B5upNlhVSk8kFlMKEu2XUipFcTaLDJMvtfrA9PLLL+PEE09Eq1atIITAY489Fpt2+PDhEEJg6tSpxv5NmzbhoosuQlVVFRo3bowBAwbg008/rd6GMwzDMEwNwK/k6g61+sD03Xff4ZBDDsGtt96amO6xxx7D4sWL0apVq8ixSy65BI8++igeeughvPLKK/j222/Rv39/ZLMFrKCTNnKvy5MNbnukOI+5WJUpYqsT2DJlhBH12lcgXK5cZrTt5H5E6zRtnxz9cKRJrCLJxsBQl8I+GjZKJI32uiuL2jc5x1krQtK0TbLtlaRlx2XZEFGVScesop+zQGarDLes9NUmZcfkkTLo8MXZMpG0cLWP9E9a5+qQEVNwyAhWmqqbRbNHGV5xTG66DJ6crDJZP2eJ68DtQIqRh0zRG1MaatWGqW/fvujbt29ims8++wwXXngh/v73v6Nfv37GsfXr1+Puu+/GzJkzccwxxwAAZs2ahdatW2PevHno06dPtbWdYRiGYaqbrBTIFqESFZOXManTj56e52Hw4MG47LLLcNBBB0WOv/baa9iyZQuOO+44va9Vq1Zo3749FixYEFvupk2bsGHDBmMriDQxlJJIsmWi9jsklhL14DPWUrPyxt4jgeKhm6DtgxLyGbZEyfZRcd5ggsSN0lG+I3ZK5LtVr123HaspYqfgUpdctkOWamQfcylOtupD1+BzKlAShspEFaQ4xUnbLEmSPwu8cculunlvTrk0Ok5MrcLxl+IREuh65uTiCypQXWJbJqZY6vQD04QJE1BeXo4RI0Y4j69Zswb169fHrrvuauxv0aIF1qxZE1vu+PHjUVlZqbfWrVuXtN0MwzAMUwrYhqnuUGcfmF577TXccsstmDFjBkSeq4JLKRPzjB07FuvXr9fbqlWrrALCj3SdttTEqU6RCN7xbTTWR8uY300VhpRhqT/as4z0KxI5muTVyaxmGXYySVeMUlX0X78CHQOJbKY3X8rza0syTtuwsF8RdUkVIx2b8mSTZj5n3CWa3laXZLifRgI3Yl7FKVa0WyQPaB57SMhY0jFhO6aaw1BOLVhtyk2c6rPg4VFY8HAN2Ynl8/tew0iZgVfEJjnSd8mosyP5j3/8A2vXrsWee+6J8vJylJeX4+OPP8aoUaOw1157AQBatmyJzZs3Y926dUbetWvXokWLFrFlV1RUYOeddzY2hmEYhmGYOOrsA9PgwYPx5ptvYvny5Xpr1aoVLrvsMvz9738HABx++OGoV68e5s6dq/OtXr0ab7/9Nrp3717aBuXpFRdRQanK5LB1ounphMCYHFiqihSAHeE7du24IL9uG1U+aHlx9kR2G0gf7ejU1HvMUGCsSVzOOFEpcdkn2epSYgRtD0a7lc1Vkv2SacMUv99QnVz5naoVUaToMQdvTL3UPK9kTA69kFUmZtvHUJkKEIJSv5GyYuTVFbIQRW9MaahVL7lvv/0WH374of6+cuVKLF++HE2bNsWee+6JZs2aGenr1auHli1bYv/99wcAVFZWYujQoRg1ahSaNWuGpk2bYvTo0ejQoYP2mmMYhmGYbRVPoig7JK/uPQNus9SqwrR06VJ07NgRHTt2BACMHDkSHTt2xNVXX526jClTpuBnP/sZBg4ciB49eqBRo0Z48sknUVZWVpI2xl2naa7f2BhM1nEjarZ9RmKUHrc3m7CUH6k3Fy7PPGcEbyTsc3Ysqr5olaSU3lxO+yQZv26cyxbJ2meqUtJQqmwlyrZ1ipYpo4pTjFplq11aXfLMemOGIXqd8I9krbLwgVAVSb0uWh3giHNL4MWWJ8bqANVdh/Ng/M1y5Cm/L31jmG2WWlWYevXqBZmHBPrRRx9F9jVo0ADTpk3DtGnTStgyhmEYhql9lPF2MfmZ0sAjSRHQKo0LlyKUuDnyxds4udriboOZLrSJ0mvh6cR2ZqKAuMoK6o1E9aZ1EwUjMaaJNBUS4UXVqjCdNPK5ynJFwzbXhTPXgfP3kXQJNkx+Ht9+IfTwiypJhr2TlIlr+hkKm+E9Z6pNLhsoW9GCBEQWWHb7pUnDDQnfpumNP1wa3zampCSN8cIHRm1TSl9tqEupsZRkhVPd3c7wIIremNJQqwoTwzAMwzDxcKTvugM/MMWgVEzhkYlNvtednd41+8mjTBoPKXa/rQBJf7+ATB/vyNEuScqNa5eK4B2JY6X221UEbaNxiKSV3yjHrj9O3ZHWZ4etk1GmlV8pQbTPws7sUqloub5g5cdjEgLSA0TGGgrpGDtHO3Lx1uRL0WHklMh+4QGHnzcFr90Zr0wxxaFslVS8JWq7BAALH+T15gB/HTmI/BSgxLXkEF9WxPOXfDZXAzALUL9HQiLZ5onZYeEHJoZhGIapo7ANU92BH5gI1HZHiwt5XmtKEaAKVXgwoe6EenLOdpTCZK0zp+sWgIxxGpRCiUIitAHSipUIvibYGMUoQjm9tQJFJZzVyaANVv6YMiKefzH2WpG/kXbIoDxSjrSUoMC7z1CDctlMqPEX8P16M4HKRFRAY8Zrj6OliuWamdPhOvTCKTpaOFNDBBcMjextq03bBNV4zeSjLhm/m0mKc4kQ0v23LuChuOVN2IapdPCjJ8MwDMMwTA74gcmFEFFPsbRebBlEInXb+1x5EpuTw/vDFeVZRdrObCWeWJGC/S1so4iuPwdrvytOk2ssklQdmgbUgyyMG+VHCJfhPs/c4myInJ5x2ktNRrbIenFB2fYacnGxmnSduk+hYhVZc85qsyvKt/akc9SZxJuTL8Wbky/VdctMdGyYaiROad1GqE4PuS6D/bIXzRrpPJ6vmhNJ77ivI8pxPuVZ1HYsJlmkh5xkhalk8Cs5hmEYhqmjeLLIV3JswV4yWGGy0aqJMJWm4FhETUm7D6ba5FSe4tSaSBuF/qvXjrM95EgcnjD2j0RE+VH5aHuEryppBYqUr1QmI62lcOlm2t4qtgpmqTSRWEVZstHYRQmbS12y1STXGnCqPq0GedEyadTyiOcdXYeKxIMyI3VLM+aSRzYrLez25RHgVZ/7DPDaXewhVyNI8ndbVZpIu484ZzKOOKc0qtPimW5lKRXW74NTXYrNW5oTIaSvMh15yu/xk5M58jdl3bp1GDx4MCorK1FZWYnBgwfj66+/TszzyCOPoE+fPqiqqoIQAsuXL4+k2bRpEy666CJUVVWhcePGGDBgAD799NPq6UQe8AMTwzAMw9RRlJdcMVt1MWjQICxfvhxz5szBnDlzsHz5cgwePDgxz3fffYcePXrgd7/7XWyaSy65BI8++igeeughvPLKK/j222/Rv39/ZLPZUnchL/iVHMMwDMPUUerqK7n33nsPc+bMwaJFi9ClSxcAwF133YVu3bphxYoV2H///Z351AOVa6kzAFi/fj3uvvtuzJw5E8cccwwAYNasWWjdujXmzZuHPn36lL4zKWGFKRfWq7nEJU7IKyyn0XicEbn13VV2+FrQfB3naougr4lU+Qhfy9lG01K9YisLtky0TNofZQQefV2XYjyp4bNqq2F0Hf7NZINtq//XtYSI8UrNsQSJsdxJ8HpPD7tHx4W8rrNerwhX+3K9epHS0RaES6rYrxdjjb4TFhNOQGRTng+mJEQCVG6rr+WAkr2KoyyeOVIbf+ciTbBWAIg4WNiv51V5rld5eWDfR9vqa7kNGzYY26ZNm4oqb+HChaisrNQPSwDQtWtXVFZWYsGCBQWX+9prr2HLli047rjj9L5WrVqhffv2RZVbCviBiWEYhmHqKKVaS65169ba1qiyshLjx48vql1r1qxB8+bNI/ubN2+ONWvWFFVu/fr1seuuuxr7W7RoUVS5pYBfycUQUWvilhWR0r0gbtwxmiymzrT7Yl36rbRx7v8iEC5U8EgjjT0rk2F5OqqjFBCehDFEVDmKNMbcL+GXEzXkJKoLECplZSJUlVxhDFS9Or+MqkIkLRCoTkFaKaAHVwTBJlXySEBNo7ywQLN/EgIiNPBW+TOhUTgN4WDOimVsm9OSeqbO7PAsuWdktShLeeH4HQDifktk9Jh9j6p0KgCvtPbbdbl+R8lvGqXPoD84ElcPpXolt2rVKuy88856f0VFhTP9uHHjcO211yaWuWTJEgCAcPy7KKV07i+W6io3H/iBiWEYhmHqKKV6YNp5552NB6Y4LrzwQpx++umJafbaay+8+eab+OKLLyLHvvzyS7Ro0aKwxgJo2bIlNm/ejHXr1hkq09q1a9G9e/eCyy0F/MCUg0SFSMKpPGl1Kkd8AJkkGxCViu4z3PMtuyHTzZ2WFaTNEEWD5qWqjdpv2+hIS2VRZjUiXFJFLbPi7I6HyGxNWLM6Y6kQGfY9VEpkWIl0qICknVRdorZMALRy5Kcntkaq3iyCwI9B/UYjYeQ1+uLos8xICE/4L7/tMRBBxhxqWVz5sZAxPOxXU7Bs+qV5ZGYKZeGDo9Dtl+HSKN1+OUmf221xmZS6tDyIJi5UgOv+U78RRGWiZbiUbf9A8NWlfu8AVFVVoaqqKme6bt26Yf369Xj11VfRuXNnAMDixYuxfv36oh5sDj/8cNSrVw9z587FwIEDAQCrV6/G22+/jYkTJxZcbingByaGYRiGqaPUVS+5Aw88EMcffzyGDRuGO+64AwBw3nnnoX///oaH3AEHHIDx48fj5JNPBgD873//wyeffILPP/8cALBixQoAvrLUsmVLVFZWYujQoRg1ahSaNWuGpk2bYvTo0ejQoYP2mqst2OjbRdy7bMsOyOk1RwJJ5vSsCzzwnButmtoP2WUktZ14svmbMANmKs+4jJlPe82pzdGfOK+/uACW9lIfestKfwu84uKWDQmXeQmDP7q84qgXoO8VJ5HZKsOyAdhLo1CbKVuZ8uumS7IE+TxptDEcPLKBqFtZvw0iG3r/xQbQdIxXPjZMy6ZfChWMdEdcFaHnCbU3C1344CjfY46M+7aiLi25Nwwwqa7pzkOS7Zo6nz0Znc8uzvYp1W+Z67B1r4UFwvgd8feZiVy2T7aaVEpPu2JQD0zFbNXF7Nmz0aFDBxx33HE47rjjcPDBB2PmzJlGmhUrVmD9+vX6+xNPPIGOHTuiX79+AIDTTz8dHTt2xPTp03WaKVOm4Gc/+xkGDhyIHj16oFGjRnjyySdRVhazinwNwQoTwzAMwzB507RpU8yaNSsxjbQeVocMGYIhQ4Yk5mnQoAGmTZuGadOmFdvEksIKk4XzYTyN4uRQnmLjLtE0advkiHtkt83wnrPaITPRZVTCY4622CpTTN7ImCRAFZpQqVEzxQR7IKIAZbaEKpIRN8lWjAK1KLM1SKtVIqLs2LPQoK5MoHpltgTb1qBeogrFxYPy+4nIki5+GUF7iKpmb/bsmB7remb6mfyy2y/V/dlWyVcp6nnCxFpVlygLHxgVjc1Ux+hy1mR0OSt6Tdn3X+chk3MqTYCvNrnKdNWBOO/QlJ6dLjXIvXSKpTLF2ECp35BXHhntPJ7P73WpkSgutMA2/BNQ52CFiWEYhmHqKHXVhmlHhBWmAkkT+TuyP6UdVFJ9EVsiRD9r7zNbDXIt/ktVpozVToWrbUbdwogn5O5A6JliL4JLFSGlQhnRyFV+KX31Z6uZnipHEfsjLyzDiPxN1SnarYhNFEJVyLBrcs+GDfUKCG2pAlsopVb5ipVDZXKMTRhZPL+54rLbL91mPeQKUopcqmct0m3QJOOvIh+lsKZIE4Mpl8r06n3mIrtabSqxxJFka6S+G2qT9T3JFumok27GK39zq0wMwwoTwzAMw9RRWGGqO7DClAaXnUrSrCnGvinqJefYYCs5Asp+ybY7UuldsyfT001E1CNbWYLabPsox+eIaoZwfxLGmmxEoYmoQ7bKQ1QXf78M14Wz02q7oUCNsuwaqL1Tkj2DPUvVHn2BUuR3mNRJbJaoPVWk/qBdGaU2UXsmq8+ml5xfXrdfTkL30yaBiWf+M2NquwkAAjumwEOu6xn+Oasr6pLLriiXyvTqjFBBop5xtrKky1f3e/C7sHhmNJ2NpP8iGbaFjvvVdfvaNpIyvJcA63dbuss4akDdUpnqspfcjgY/MDEMwzAMw+SAH5gsUsW8yaUy2RMhhw1TfGwmKw+sv5Ytk7P6BA832xYq4g1Xlsteydpv2zy5FKeI9xoiih0QVZrCNJb9kxcoM0TdMT3LwlhNLkz7hhQGFnS26oVt0W2W0KqRyEp32TTSuGpHVhqKWMSmiahhdPwgge4DJ6HHL7ZvpSlvpSjNvVsLaJWJqEtdz5xcq2rT4vtNtWfJvSOx5N6RMeu2IfW4Lr5/ZKRsmnfRrJFYNCu30pSWxPXhyL5IzCZbdU6spPD2lQJWmOoObMPEMAzDMHUUKQVkEQ89xeRlTFhhIiSpS3ERnZPif9jE2f7Q435l1j5bbSLpaJm6DYZyJHzvOBE9BktRstuXK/aI0wuQtMs5HmTcjGPUzoDaKnmSzA6p0gMjAjfdVNrIOYnrC4nebdtAmHYQ1NYorC+zNdwMmydtbyVDjzrS1zDSeRDFXClYMTYYhsdf0J4ep/4+/gRtoygPuThPOdf+nv0m6mu7Z7+J/ve6BPEiVSpLKZWWXNCI3HHxl5yQeyguoneuSN+LZ440FDWtrAX2mfS3IlccplxqkG1/SL1LqddcBPp7IeLtmGrj2aOYGExqY0oDPzAxDMMwDMPkgF/JUYIZiTHjoWYorgd1Ca1c2HkTqxIOwYPOfBwqU2hLJEgyqfPZ9kW2dxyN6O30mrPb4oVlaXVDIDpDs9pKi6LKlz17dM0WJcJZYcS7TSeiNk3CVLdsxc+TQCb5pBheNK4EQb+FBCQkhCd0v0JViLSNDKYRPyk4b5K2Fb7K5JUJiK1BAxzTmIi6RDjy50RlIsfiohbXdZTtUs8TJqJXX18peunZMejVdyJeerZueMAVQk0qSjav3jcyVlXqctbkqN0RkNpuSV2PseVY2OPQbdCk/G3P8kiv7lsIoX+jc9ot1SE4rEA6TjnllLzzTJ8+Hc2bN0+dvlYVppdffhknnngiWrVqBSEEHnvsMX1sy5YtuPzyy9GhQwc0btwYrVq1wllnnaVXOFZs2rQJF110EaqqqtC4cWMMGDAAn376aQ33hGEYhmFKj7JhKmbbEXjsscdQv359VFZWptqefvppfPvtt3nVUasK03fffYdDDjkE55xzDn7+858bx77//nssW7YMV111FQ455BCsW7cOl1xyCQYMGIClS5fqdJdccgmefPJJPPTQQ2jWrBlGjRqF/v3747XXXitoZeO8Zx9x16Ll4Za2Lmd6qg5RWyTpq02u1YK0uhR4yFHPOV0PVZ/sej1AqLSen8bZFUNdEhBCmiqTRGCrEOPBotQyy84gYk9m2yHodkqIQE0z0qY4h4byFShRrmxGW0SwQ5jHQkULEFLq8TQUSpD+hjsB4XvZ+edCJLY9H+++n5zsK0//eHTbVJooSmlS9ktUbYqzV+rZbyLmP73tKlLVgVKBIuu9DZ6MxTNHFqy+2OUtvn8kugy2bJbyIUZNjU9v3GgR/J/LUGWKzcts0/zhD39IrRj99a9/zbv8Wn1g6tu3L/r27es8VllZiblz5xr7pk2bhs6dO+OTTz7BnnvuifXr1+Puu+/GzJkzccwxxwAAZs2ahdatW2PevHno06dPtfeBYRiGYaoLfiWXjhdffBFNmzZNnf7ZZ5/FHnvskVcd25QN0/r16yGEwC677AIAeO2117BlyxYcd9xxOk2rVq3Qvn17LFiwIPaBadOmTdi0aZP+vmHDBv05smZXzKraCgkYKou2Y5KIkWRUQpI/pmyVLsmzzkWSuqTvnaS141S7iF2P9IKhsOyslIBE24oMAqUlTKNscwxvMcCtHMXMLl1eLoYHnW5scFDZFnkSIiPc6p0k6Rx1GuUIQGRE5Ny6PCQNhU2lQ2ADRTJL0l593Bhj+8SUbjbc88SbMf/JyyKf6wI9T5joPBc0kj0QqEsJNnV1ia5nTsaiWVF1R9n9KG8zV+TsasW6n16dMTLnunGF0vXMyfFqsUXq4/ncE9SeMEW+V/422rQRrAU4rEA6evbsCQDYunUrZs+ejT59+qBly5ax6Y888si869hmvOQ2btyIK664AoMGDcLOO+8MAFizZg3q16+PXXfd1UjbokULrFmzJras8ePHG+8yW7duXa1tZxiGYRim+ikvL8f5559viCKlYpt4YNqyZQtOP/10eJ6H2267LWd6KSWEPTMnjB07FuvXr9fbqlWraObc782tODmRiNXW59jouYBp62R5udFo3Dob7RfxmjM3K4+9ThxVrayI4Fp1yoRpIl52kTZZKpjLLkqth0fyKPXEUI5cSg89J+Q49YQT9ppsWVKAQ5lS3416POlv6nPW3+jabshKsz6lUKluWn0x48EQBTNGWTPWzpMgsaXCPLSuNDYeypYpjp4n3py7kBomTb96nuBQl4BU9ms1QbdB0fXjkuIfKWWJxkwqFWnK6zJ4crWqSwCSFWXLizZfYcQVR4/ej0lRwV3X21ED6sZ9IYuM8r2jKEyULl26YPny5SUvt86/ktuyZQsGDhyIlStX4oUXXtDqEgC0bNkSmzdvxrp16wyVae3atejevXtsmRUVFaioqKjWdjMMwzBMsdhWIoXk39G44IILMHLkSKxatQqHH344GjdubBw/+OCDCyq3TitM6mHpgw8+wLx589CsWTPj+OGHH4569eoZxuGrV6/G22+/nfjAFEtwVSY+kEfWNbMjTNO0iCgNTmKUJcODTQTqUg5bJh3Bm6hC1F7JWF+OqEk6LVGdQPK61ClbUVJtdLfdrD8JwzYh1y8FHXelAGUd58JL8bNh2T65IgWrKOO6fKpIeVY6SfbTiOW6vhhbjhjbnUgEYztPjMqZhFKX6or9Uu8+EwDkVhdyq8ClaU+hdD1jEqQg6pK6jh3tckbeLrEoQMcrV5TvV2ekt6GyzwPty+KZxdli0d+BeKU+94m2Vaac9xKgx19H/M7DhpSpfU477TSsXLkSI0aMQI8ePXDooYeiY8eO+m+h1KrC9O233+LDDz/U31euXInly5ejadOmaNWqFU499VQsW7YMTz31FLLZrLZLatq0qY63MHToUIwaNQrNmjVD06ZNMXr0aHTo0EF7zTEMwzDMtooHYTiKFJJ/R2PlypXVUm6tKkxLly5Fx44d9RPfyJEj0bFjR1x99dX49NNP8cQTT+DTTz/FoYceit13311vCxYs0GVMmTIFP/vZzzBw4ED06NEDjRo1wpNPPllQDCaDYJ0jA7KOmaEe6RXmw1lknAIQO6shNj+FvnKmXnGqHK0sqTos7zkQ5cm2U5J2WUSxct6DLhsmwwbK9N5zkeQZFZmd0wjbaaFqVMJx29Yosr6cSzFSbYprn6VA6XKRWzEqCinxk5/djKNO8tWknifeHGu3VFtrsCllSTH/mTFFr9ulYjD1PGGi3mqKRbNH+R/SqKQB1EsuH5UnDbGRvCWMe1HFTkpz7SUpVanWqou7xlOoh7EetK59XoxdqkT870EtK5QUDlyZP23atEncCqVWFaZevXpBJvyYJB1TNGjQANOmTcO0adNK2TSGYRiGqXU8KSA4DlPezJw5E9OnT8fKlSuxcOFCtGnTBlOnTkXbtm1x0kknFVRmnbZhqjVcsW+UupSFXl0+szX8rvdlQ+UhcVaD8C+9nu1rO2K/hKgNkaEaqejcGUCWwfR6I7ZIEVunGLspl2qk22jnQ8xfI4+v3Km22auVp7m3C10HKnFW6qg3ycZBKVCxKhNVmkga6lWZU2Wy8qYlaXyOGnCzeQ4d9dWWygSY7VJrysURZ4cipDtvrvJKDW3botmjUitmSmkq1lNOqTyxao+6rx3XS6liQS2eORKLZvlbPpbLqWIs2feNK6mt8joUJerFmvp+4+jgdZrbb78dI0eOxAknnICvv/4a2WwWALDLLrtg6tSpBZfLD0wMwzAMU0exrAEK2nY0pk2bhrvuugtXXnmlYZ7TqVMnvPXWWwWXyw9MhDgvDGW3JLLwlQFPRmc3Oj0M+5a0sXLi4jD5x4SZzpWP5qceb0RdcnrIOdSkyHfLzkm3z9UH2l5Hf6giRSOPR/rvKBcw7RJiZ4K0jblm9Zb3nO0ZZ9dLz2fieU15/l0qU2Lcrmpm/jNjatV+Q0ig1/ETcieMyavGTq09VxdY+MAoc0fM+NLzXqo4TNomCcSOiSoyOa7NRE+yPKCxqJyKrRfdV+i/9IaHaozaGKdMulCecq/8rXbWZGQbpvxZuXKl0xuuoqIC3333XcHl8gMTwzAMwzDbDW3btnUGrnz22WfRrl27gsvlByYKVRccdkvKEy5xthVj46O+J6ke0nXcKitSjssrjShIkfhHLnXJirNE26PbZEX5dto4IaY9ll2Tn04QBSvPGZBLXXK1A47PcUhHG+0qbFsIwLRjsuyTIp52MXW6VK3YWEsJ5RSMJ9Gzn+lJVpMeZTZaJTp+Al56dgxeejZQCPJ4v6Dz1EXyuNyLVpqCuqjSBCDxmomkVUWlUGPygqroCf8S2fedHRstNi3NJhzKMImR5vJgTYrPVJOwwpQ/l112GX7961/j4YcfhpQSr776Km688Ub85je/wWWXFR5zrs5H+mYYhmGYHRX2ksufc845B1u3bsWYMWPw/fffY9CgQdhjjz1wyy234PTTTy+4XH5gYhiGYRhmu2LYsGEYNmwY/vvf/8LzPDRv3rzoMvmVnAPDIJC+YvFkGLTSgZaV7eVB6NIk9ms6XWlQBvmbamJglaeNs2HWT1+rRYy97focbbPDDyChD355wpk/YvytXweK+HJh1Zn0Ci8j3JsLx3I2LoPvaGPCv4nG4GTRYH0tedK4viLXU64FdtM6EOSDGp+E18XVCQ1aabe91/ET9Ku5MJE0t5T0PGFijYZMWPjAqKjBdwJx563QxXidwSqLxBmigL6OduWJecWXhtSv/lKmiziN0M2xiLb6e9RJfuDXV/42umBj9EJhL7n8+elPf4qvv/4aAFBVVaUfljZs2ICf/vSnBZfLChPDMAzD1FH8h57CZzI74gPTSy+9hM2bN0f2b9y4Ef/4xz8KLpcfmOJQMwxi6K1cXyOBFqlhdka4lxpRSYhxMZ09SSEg4M960ipLzn3Cb7tTZSL5IgbcpD8CQXo9G/NttA2FSAZFkfz0u5DBZ6vPMNIKyAyZ1XkCElLH0tPrJ7nueNXmoB6qIun20GzB8SS1JmeYgNhjpA9qcJLKoaEMVLuD8ZTCLC8SRNWFGrBSUeryUtK7z4RYgcsINSCsMbbG+6U5l/t5VGgBUqhaLqUm6DZoEgBfaTJUFnXNEqrVzCQYni6DJ2PxzJFFKT6ApTIlOCZ0OWuyU+Wyf/tsksJqpFKAc5WZFJLEk4kK9lEn3VwrKiyTjjfffFN/fvfdd/X6swCQzWYxZ84c7LHHHgWXzw9MDMMwDFNHKdbTbUfykjv00EMhhIAQwvnqrWHDhkUto8Y2TDb2u3hJ96tpjpXFtlEKvntlgFcmfNVJ/dXBI4Wx0C0AY/mTUP1Jf7EbYQBs+yVYs1jbXiVGcTLbEi0jorbFEemXaisdE0RsmVQaXb4a37LANkn9jWmD0xYscCN2BuZLWqYkrmuGzVuMHQSxZ7LtJmLrIuc+XzumMG18f4xxccyqqzO0wE+P/R1+euzvrAaFH3v3maCVolJS0+ESpPCDNkavM+j+Jt03pVqiRJG3ulSo6hoc7zJ4cmrX/1Rlusqx7I0oScvhOM8JECrAJNSAvbxRScIqpMQ2tSpk21FYuXIl/v3vf+tQAitXrtTbZ599hg0bNuDcc88tuHxWmBiGYRimjsIKU3ratGkDAPA8V+j44mGFiUDD8/u2S45ZSCRTuJkKEvleFmzlgFcu4JULclyEylLcdW0rQQQ72KWyHQJCdSnpfpFx9VqKkx2MU9knGWnj2mzVFw2AGa8y0TRO70NhbnFKWWqvQ2ejY/Y7yst1vThntZ7lTafrzWELFdO+fGa/ucakV9+JNbPMiKPNvftMiB/LHMorbbOdv6Y85RY+MApCwl941ibpfi8RXc6aXLC80GUwyeuSKvIt13UtJ8kfho1ajnJy0PPEm9Mntov3ChxAptaZOXMmevTogVatWuHjjz8GAEyZMgWPP/54wWXyAxPDMAzD1FX4nVze3H777Rg5ciROOOEEfP3118hmswCAXXfdFVOnTi24XH5goshQWQr3SRj2S0E6I5utmhB1iS586ymlyd6MRWhFUTNPXU7hRRgqkm175PzsygeY9ldxNjQ5VCZbTdJKE/FGNBYatvqRRLV7Jtl9jouxFKhMSbYYRnpaR2IbHAmS+pzvEjWlIqFP+SiDL825PJ3dUw38A9L1jNBDrtugSW6VKQfKfunV+0aW3JapYBzXtW0LGLeEitNeSB1zvEFJUhbztiEiy58Ugh2Xr0ZJufxJ7LIoO9ArOcW0adNw11134corr0RZWZne36lTJ7z11lsFl8sPTAzDMAzDbDesXLkSHTt2jOyvqKjAd999V3C5bPRNiJu9u2YzQoLEWwq9uAy1Q5j7JLH7EdIXAGi0Z+mqS6s1CQ3XhZK0IjwmSNkyJk+0gySJCNIb6hF0OBxh7TNiMdnFOhSEsHg/k4oZJbxwXCFJfCajYaTPgKGqCNrHmFlhJEaWHeOnGOLG1qE0yYwIz08+E8JCmkquDSD+XFF69Z1YMwvaWnZn0eOFzZbV/WrXUUqUqhR7zNH2iOdqcB7qjKKUgyQ1NHUZSl1KyFOUVxpVlmJUJuP6cOWx1dcaVJmKjda9IwaubNu2LZYvX66NwBXPPvss2rVrV3C5/MDEMAzDMHUU9pLLn8suuwy//vWvsXHjRh1i4MEHH8T48ePxpz/9qeBy+ZVcvpDH9Wi8IKUo2d5yCO2ZqN0StW2Ks8NB8sxYe8UleGzB+utc98yFrZS5vNFg9T9jHU+6Vy1FTI2dywNO2zTFrMsnjfwChqedXZejf7liSok4L5+U2HGe1D7jfChvOWmldyhS+VCTMWNyYcde6n3cBGe6kqlLjvNWU9G+qR2Tbk4apbhEVMdacpT067xZscbUb49tL5pPmYW2pVBI7Dam7nPOOefgmmuuwZgxY/D9999j0KBBmD59Om655RacfvrpBZfLChPDMAzD1FWKNdzeARUmABg2bBiGDRuG//73v/A8Ty/AWwysMOUgalMkDNuYaLwgax9dU44qI2UwPOgMOych9KbqSVRqYjxX1H5lI6X+5ut2GlGMSD9cKo0d/8n0nHOoPCSNoTIFalx4PLRpsm3FnHGjqKcdqQsZEd1A2pyPkpE0njm8iZxlxdaTbmpb9AyYjEV18dNjf4cX5l6BF+Ze4VbuKCJUDJ3H1EfneLqVueqK9r1o9qjIPrWe3KLZo6JKSwKdh0zWW12k4OuM5NO/eznS27HJCo56XyJqPNK3LH7bkamqqirJwxLAChPDMAzDMNsRX331Fa6++mq8+OKLWLt2bSTy9//+97+CyuUHJkLEYypHWjU7MqNgExscqi5ZKpHymKN2RtTLzNWmtGivOADIQuuIMoPQfkAC8Px9toeI+mwoaSpv8Ndup9kAWq4IVQQR1m+n1/1XSTICIvBUkWWAyKq0Qk+ZYs8XrUepUnDP7rWHWEYkxmkx+mHtT0SfiBwod0NPQmSEzmacf+qSaBHpW57TylSecse713dTdkgvPmce++mxv4MUQu+PrB0Ha/xcdmZ50Ot4tz1U0rjVBN0GTTIUzwhqn2P8X51RnB3S4pkjjfXjks5x2nEvRF3JeX3FqEgu2z9nniRsD7e0nnK0HrW/NiJ/p3gLkDP/DsaZZ56Jf//73xg6dChatGgBUaL7nx+YGIZhGKaOwl5y+fPKK6/glVdewSGHHFLScvmBqVhIZO5IzCVit6TsfoysGUB6CBUR6Zjl2EoOtY+xlSClVHnBIWXnQ22XaPaMf0yrGbnsCWx7IbUvbgajVbhQvaGTaZcqZKhM1JyGKHLOeDakEcpzUBrfha8yOZprzH5VPRC6TAFHJgDwAJEpQHXKA9WuqNeeQwlMSwlnnHFebrFVxyh1TvIcR3us4saulHT7ZRh7aeGDpg1TXvVbSmSxypKLUtjdxCqZcecqYYWEnDjUpbhI4S4Fy+kNmUYhoufCrq+2lKYdUCUqhgMOOAA//PBDyctlo2+GYRiGYbYbbrvtNlx55ZWYP38+vvrqK2zYsMHYCoUVpjgSZsERjy2qtlBlyWXHZBQUqCkegAwgPGLHhLBMWwGJnfUQlQqAr4AolcfxaEzFGqoyOd/lq74F7VM2WdobT/WH2GOB2GRJYpPkQilLZluCPZ4EAjsmQzUy2qc6IiOzTf09VxTvJDsmAUgQdUTZENprYGWg00h7cHOgI317EijLnSFWMUjqY54zVZeK1btPsqqkbJfiVAcpRN7KVD7EesyV2I6Jqku52pMz/pJ1vPOQydWiMhVD7PWWQl2qLq8yOrYulanniTc72pWuPCcxCld1wq/k8meXXXbB+vXr8dOf/tTYL6WEEEIvxpsv/MDEMAzDMHUVNvrOmzPOOAP169fHAw88wEbf1UrkHT2010a4ppmAlNSIKEiqPOSIGgPhR/J2xVIynMcCjzU77khk9uScPZNmeNF0kkQYNwQU6e+z13JSKlOkGqIuCaSYNVJVSnc02jeVVqrjgd2VVpyU8kO85eLNpgLlL7BXstdLS+MNptPTsnQ5MTY4JXq5TdtI7bjChuVQSoqMCp6LiLpk23q48ig1Kand5DovhJzntQa85LoNmpRTSAx/R4LvML/TAlQMplJ7yrkoaNxTqnax683Z6mxcHXYZauzifqOc9oZ53hf0592hOu14ms22xdtvv43XX38d+++/f0nLrVUbppdffhknnngiWrVqBSEEHnvsMeO4lBLjxo1Dq1at0LBhQ/Tq1QvvvPOOkWbTpk246KKLUFVVhcaNG2PAgAH49NNPa7AXDMMwDFNdiBJsOxadOnXCqlWrSl5urT4wfffddzjkkENw6623Oo9PnDgRkydPxq233oolS5agZcuWOPbYY/HNN9/oNJdccgkeffRRPPTQQ3jllVfw7bffon///gW/owQSZkRpFBX1l9gzueyaIl50AuYac0ShiqoMMN+lk014vgqT2SpRtlkis0UiswXIbAXEViCT9TdB/uo1nWTwPcXQGZHEZfzYGBG8aeRth7ok7fEyxkDoCOn5RPlO83sRtYeyv4tom3PcOfl6yolAyfQz04IQUR3dMWlkbnWpBGpTkhLR+7gJ6H3chIK9BE3Fse7/yLvWQtPQ+xLm+bXPS67I1aWI+L14ZrJKVZASmWdEfDVeieMW06aiVgfJ5dGm7zvr/JBskSj9NRk+W5Zg28G46KKLcPHFF2PGjBl47bXX8OabbxpboRT8Si6bzeKxxx7De++9ByEEDjzwQJx00kkoKytLXUbfvn3Rt29f5zEpJaZOnYorr7wSp5xyCgDgvvvuQ4sWLfDAAw9g+PDhWL9+Pe6++27MnDkTxxxzDABg1qxZaN26NebNm4c+ffoU2j2GYRiGYbZBTjvtNADAueeeq/cJIWrH6PvDDz9Ev3798Omnn2L//feHlBLvv/8+Wrdujaeffhr77LNPQY2hrFy5EmvWrMFxxx2n91VUVKBnz55YsGABhg8fjtdeew1btmwx0rRq1Qrt27fHggULYh+YNm3ahE2bNunvLjfDYm0/qO2R8lJzebvR6NvIwozNRNsDRGcK1rt8GXwWWanVIwCQZdKfZEkRCYuSCeyYDPulQG1S67hF2mK1Q3tSQdn+BPmp7VLw1/B8i6hMvn2QFH4bdFwo7UVIYinFKDxq5uqbIIjQ/kiE41MUAqG3XEwbXNGrU2NH/I7LT+PfOGa7RfVT2YxZNmeqLqediJ1W7bORjrQORS+SjdiT1AW6D5yEBX8ehe6nEU+5NG0Lzi+9Z0HGU9kzvXrfSF9VCj4XS9czcytUOT3E8iFGTQuPIzzvpTincWXZ6lKcGk5VJrpeqH0cyYp6tVCsSlRH7pmaZOXKldVSbkEPTCNGjMDee++NhQsXomnTpgD8tVvOPPNMjBgxAk8//XTRDVuzZg0AoEWLFsb+Fi1a4OOPP9Zp6tevj1133TWSRuV3MX78eFx77bVFt5FhGIZhqpWi3keihE/B2w5t2rSplnILsmGaP38+Jk6cqB+WAKBZs2b43e9+h/nz55escQAi7oBKUksiV5qxY8di/fr1etPGYY4sSTMJ13v4SJTu4K+25bFsmKA2Aa1CRWx0jAoc79NJW4UnITzfZimzVfqbsmPaIiGULdMW/6+yedJ/swiVKy/cb3u32cqZ/T1qU2TtzwhfbVKfhfmZjoFpzyQM+6+IDZOyA9O2TvEqTb4zRRpvy7fHEsF+YWwqjet6ksLc7PYktTFxZpyz8fGHIuOQIoqx8zec9jnu9hOOtHnUk/Tbn+vfFXVs/jOOCND5IqDVpTh7HNv7NL5hJE8ala4uQ2zpqC2QMRbS8RlW39Ne1o7raP6Tl2H+k5ehZ7+JZnku1cgZRVxG0pj2S+nbx9QcTzzxBLZs2ZI6/TPPPJN3NPCCHpgqKioMw2vFt99+i/r16xdSZISWLVsCQEQpWrt2rVadWrZsic2bN2PdunWxaVxUVFRg5513NjaGYRiGqWuo57pith2Bk08+GV9//XXq9KeffjpWr16dVx0FvZLr378/zjvvPNx9993o3LkzAGDx4sX41a9+hQEDBhRSZIS2bduiZcuWmDt3Ljp27AgA2Lx5M+bPn48JE/y4Locffjjq1auHuXPnYuDAgQCA1atX4+2338bEiRNjyy4Z1szcUFJgzX7s2W9gt6BsGKBiMKkyVLIkGwALISXxQpHIbCXtUFY9wd3jSf89vScBr5yUqWwLaHuFNUMk7aXhqLStEYL9ykxJ2Q9lyM0rlc2EUmmMofEtlYJ12kRg06XtvSSxAdGVwSwAYZ7M1tD2yV/7T4ZdKfTHJLA1iXiEWV9zqeEueyA7enHYWMvWxdWsyCw6vu5UsWjsduaKlg7kp4rY/UzheWXaAkbbUyNvIOxzpmznMuZ3wxYvRXnUm62uRfrOh1h1yT4eWwASr93USPOeyeUBTePtGe3Ux2UQ664Gn0LYhikVUkoMGTIEFRUVqdJv3Lgx7zoKemD6wx/+gLPPPhvdunVDvXr1AABbt27FgAEDcMstt6Qu59tvv8WHH36ov69cuRLLly9H06ZNseeee+KSSy7BTTfdhH333Rf77rsvbrrpJjRq1AiDBg0CAFRWVmLo0KEYNWoUmjVrhqZNm2L06NHo0KGD9ppjGIZhmG0WtmFKxdlnn51X+jPOOCPvt0sFPTDtsssuePzxx/HBBx/gX//6F6SUaNeuHX784x/nVc7SpUvRu3dv/X3kSH9GdfbZZ2PGjBkYM2YMfvjhB1xwwQVYt24dunTpgueeew477bSTzjNlyhSUl5dj4MCB+OGHH3D00UdjxowZeYU3iBATz8ZQQchTv/N6tGw1XO/alTeYUmu0EkNmV9TrzK43MstRqo6nPoceYpmtfqGSSBaeFPqdrFcelgvL41LbCtF6VL/LEK6nJvzPSrkRwWfdP88qxlLc9H7VRy/YSZQmJWiZ0ZEdXi0AvCBiuQcJkRWh5xcxM9JlULudtDOyFPYyaUiKTiwyRIEjah5Vody2Te66cs7s81yFPVeE7WK820r2O1+NMZ2MyN1UiU1MK3WbSuqZlhaXOlLsGMVE5E6tLsUpNi5FM636JGGsXylySZ+WiqvLoHZOWWn83dFZt24dRowYgSeeeAIAMGDAAEybNg277LJLbJ5HHnkEd9xxB1577TV89dVXeP3113HooYcaaXr16hWxhz7ttNPw0EMPxZZ77733FtyPtBS1NIpSfgqlV69ewRIjboQQGDduHMaNGxebpkGDBpg2bRqmTZtWcDsYhmEYpi5SbBiD6gyBMGjQIHz66aeYM2cOAOC8887D4MGD8eSTT8bm+e6779CjRw/84he/wLBhw2LTDRs2DNddd53+3rBhw9I1vEAKemDKZrOYMWMGnn/+eaxduxaeZ06rXnjhhZI0rlbR764dV5sMpoVSEiMk5J75OCY4RjTqTGjnoyd81mxHFxXU7ZrRKU85rUYJckzHG/Hb7yFUmWRZKBaZjfSPUa813V3PbzMdFhEoTWrGrRUjOP7a40Nm6mEcptCeyYheS216aDFk1u6rYFSeITKNJ0PbMRofqgDcKmPKWbsrthFpJhBVMtS+aFlWE/LpTtq+57BjkgJ4ac7l6N1nAl6aczl6HT8hndKUh8qRy44piZ79JmL+08V5ytneqfa5iZB0rAZYNGtkGIspYbwiNpkwvyd6DedQl3JGq7fIVZ+Ll5+4DL36+varwqpTaiNRE6raR35jAdNmyasFhYm2r9D81cB7772HOXPmYNGiRejSpQsA4K677kK3bt2wYsWK2HXcBg8eDAD46KOPEstv1KiRdv6qKxTkJXfxxRfj4osvRjabRfv27XHIIYcYG8MwDMMwdYcNGzYYGw3eXAgLFy5EZWWlflgCgK5du6KyshILFiwotrmYPXs2qqqqcNBBB2H06NFOz/yapiCF6aGHHsKf//xnnHDCCaVuT62S5M2iYgAZ7+qlJZfGPMknxZERyr5HeZ2J3BNt23aJ2k1E2iLIDIqoNplsqLgolcmTQKacqEz2DJPYMumxUmoSaQeN0C0zxJ6JRjWPm/UE7dURx1V5SmUiChOd2eumqjG0VaYMqUBPeYXfdhmWS5UmQ7UKapBppmsJkaqNZGkUEqX6ZISpZORqQlIaqiSpqN6RBudRXsCLf7888ftLc8LvvftMCKvSamqoAORt1xM3hta5KEkMJlf1EvjnX0jkb3L/OaGR2i06nz25JNG9Y4nYBBVvvxTxJktSl2KITUPOLVWdckbBJ/VD/X4n1m81wKUsSb/8mlWYRAE3hJUfQOvWrY3d11xzTaK5Sy7WrFmD5s2bR/Y3b948MXB0Gs444wztKf/2229j7NixeOONNzB37tyiyi2Wgh6Y6tevn7eBN8MwDMMweVKiV3KrVq0yvMLi3O/HjRuXcyWMJUuWAIAzQHSa4NK5oLZN7du3x7777otOnTph2bJlOOyww/Iqa+PGjWjQoEFR7VEU9Epu1KhRuOWWWxINthmGYRiGqRvYwZrjHpguvPBCvPfee4lb+/bt0bJlS3zxxReR/F9++WVi4OhCOOyww1CvXj188MEHqdJ7nofrr78ee+yxB5o0aYL//Oc/AICrrroKd999d8HtSK0wnXLKKcb3F154Ac8++ywOOuggHYtJ8cgjjxTcoNrG5ZHgVEOVhTNgys4Jz5CupSQkELrdZwL1GTFG37mw5G/71RRgvuZSr+WEDBfn9QBkymB49RtVkEdsFfLAeJVJX78FbZEqoKUkanlMv1QwT1quDvDpqeV0YYQWoG+pRFB25LVcJpKKGH0Hg26/miOvqkKj3nBQ0rjTJ2EbQkdeTdHy1SuBTJ4zt1yG3Clex+XCNs7t3WcCXvz75fqvehVHX8OVgohRsDo3CRO5nidMBASKNvr+519GoccvJuVMt+DhUej2y/A1nT7FLoN+AXQ5a3K1GYcbht9ASV7Fmd/t4+ny5XRecL5qRfhDEfDy46HBN4DEEA+R4mgdhnMMjFeOIiv9cB/ZPAovlhIpTGmpqqpCVVVVznTdunXD+vXr8eqrrxoBrNevX4/u3bsX0tJY3nnnHWzZsgW77757qvQ33HAD7rvvPkycONFQqzp06IApU6Zg6NChBbUj9QNTZWWl8f3kk08uqEKGYRiGYVJSww9MaTnwwANx/PHHY9iwYbjjjjsA+GEF+vfvb3jIHXDAARg/frx+Zvjf//6HTz75BJ9//jkAYMWKFQD8pc5atmyJf//735g9ezZOOOEEVFVV4d1338WoUaPQsWNH9OjRI1Xb7r//ftx55504+uij8atf/UrvP/jgg/Gvf/2r4D6nfmBSQaG2bt2K2bNno0+fPnXO5a+UpDFABKAVFQAQnoQsMxUInVJYf+lNIELj6IjRd5yRL20CVSqSbg4yIxMeIMsQBHYLQgsEqhmNQ+nEoZQBpA9B+caSKJ7Zl7hZpVZyaF+C0AWGymSpS8bMXVpjr9sZSBKCfJcybKfSr9KoSZ4sTcBBdc4h9EzW5U4tEXTSVoSKDIfgak8qHEbWVEFSn3OpSkljOP+ZMeYCqo42OsMV0LYZMToSyiwQpTT98y+jjLYt+POosDnUeSG4WMNwGGb7Ft9fg8uhJBieu4gLC2AE03UIL4n5jPYg/vfOlYc6dcSkUUqRhMjdX4/kcSlLUPtk5NrfUZk9ezZGjBiB4447DoAfuPLWW2810qxYsQLr16/X35944gmcc845+vvpp58OIDRCr1+/Pp5//nnccsst+Pbbb9G6dWv069cP11xzTeqA1J999pnTztrzvLwW6LXJ2+i7vLwc559/Pt57772CK2UYhmEYJgV1eGmUpk2bYtasWcnVWw+XQ4YMwZAhQ2LTt27dOhLlO18OOugg/OMf/0CbNm2M/X/5y1/02rSFUJCXXJcuXfD6669HGrOtIzz4S31Yk4dcyxc4F0/NWVn40RAzAlsG98w5V6HhbC9iiyVloKCQspTYIgFklQeAP82TXjhb9GAFtKT3r6WGqb7QRUi1ypTUF2nuMlSjjN8AXa4XLCIsyKRUWBmJ8qc67YcXIFNYOttXJkPBMiuSNMh5/snSFgXjhXVIuyxLGYm9prKOgUuL4xzEkWYJlHzGIs1veM8TJuowAIYqlEOF8NOYCpiqj5ZZLEpV0uoSTGWpx6m/D1TNoEl22A2orgTnWvo2TNWqMiUpI9Y1l6uMyO8e/ZGwleRcdkvS+psSdV7/8Vhgv5RzYejk/kXUpWBBc91nT/r3XA1SlyN911WuueYaDB48GJ999hk8z8MjjzyCFStW4P7778dTTz1VcLkFPTBdcMEFGDVqFD799FMcfvjhaNy4sXH84IMPLrhBDMMwDMMEUPOEQvPvYJx44ol4+OGHcdNNN0EIgauvvhqHHXYYnnzySRx77LEFl1vQA9Npp50GABgxYoTeJ4TQ8Rey2Wxc1rpPPu+mLTXIzx/zN2U5htKUKxtRk8LvMpzJRhQESQIwhnZMkXItO4QMUVi08qXLRDTgJ+mD9qRTu4miolHqEbE/itSl7LyUB17gwkftmWjVEgiXPSEVGosglwU5lAcazUsW9DXPb1hRovKYxg7Dtj8Svg2VYd9C88VcFAX/HhYwm4+1FUKMKhpTTlp6nuArSxHbozxVJnquSqUy/eRnN+Mfj12GI3/+e3f18M8hvecAh50PUbUlgC6DJ2PxzFqwZbJIWiQ3V6DK2Pyu/dY9HzmedukbrQpZu9OoZoZnnENdspWyHfAhZFujT58+6NOnT0nLLOiBaeXKlSVtBMMwDMMwTClYsmQJPM8zlm0B/LAHZWVl6NSpU0HlFhS4sk2bNombol+/fli9enVBDatLOO1XColhkpBFBgqKy74vcVkNIJRsC3nXHcyknM2V4ZbZ6s8iRTaYTcbUr9ur+pExvxtbJtjKrD5SFQhkTMimlmmRQvgzSLLfqN+RV50/XXdGfRe6XaDty9A2CzO9vVl9M+q1+qP7nBHOa4OOv7+8jAxmu2RzpcuxFUOh9qORPttY95Pdzp4n+AvmGvGT0rTFXs6oRPzkZN8+6Sc/uzm8HxybUiqUaiHsNAjSeea5NOIlFUG3QZPQbVDueFF+5elObt7qknWdhvsRHaMCvD21/VJio822xKLuk2yw/Ilue+Ad55HPNYRA/ve4sdVYS+sOv/71r7Fq1arI/s8++wy//vWvCy63oAemtLz88sv44YcfqrMKhmEYhmEYzbvvvutcQqVjx4549913Cy63Wh+YtlnyeSR3vI83lB71mdgA2YvxRtQVkAloxA4JxsxOeAnqQcKM0YidYilD1KbKaJ9MUJlIubodSmkpU0qOWb7uv1JxVB5bEQJReYhyI422CkNtMsrNwD3mKm0ZLT9OPTLbH1GeHAqUoVqJ+P7TdoVfksc3VCscqlPSZpURrSBsWxzm9Rqf2KkqCeHeaFk5Zu+uKN35Kl89+00sLh4TUY2UMuJU8tQ9QxRC8/xRhcbsd5fBxatMCx8YlTsRkE5diltkl/zmmX23lDWjLEcTpDlOaeyW/vHYZWFdxaBiZBn3C0L1T/clXbtKSuRHpoBtB6OiosK5bMvq1atRXl6QJRIAfmBiGIZhmLqL/Rq3kG0H49hjj8XYsWONgJlff/01fvOb39S8l9x2TWDzEHpouZ/O1YN7XGRbCZgXqnXRam8QERyzVSaiQAjyVx+j6pAxo7O+RxquMvoV6IjfSTcVqdP2QpECEPZjN1GYaDrDs0ma6XSUcBUR3NFHFSlZecoJNdmT5vDRiFN6aEXwmYy1UrQEoD3wdFudg+DXZ8ygrbQRzzoJGB53ZPBEcNwfQxHEZRLhTDboSxKuo4kTShprh3pN0vamICnuUho7pcS4ZkGbbC/Env0mAtL3mJv/dDRid6yXnhXP6qVnC/eQO+qkmyPXW3gfm9HfjbGl17Ig6UR4MfrJJAqyj6wunL8h/h+lLrnslRS2IpWWNB6oLz/hq0vKfsk+74l2RilUIkNNsn/nd8CHkG2JSZMm4aijjkKbNm10oMrly5ejRYsWmDlzZsHl8gMTwzAMw9RVilWJdsCHuz322ANvvvkmZs+ejTfeeAMNGzbEOeecg1/+8peoV69eweXyAxOBeli5JtxmDJpQ4RB0xlXmyGjli+ynKpNSrgQ5FigrUn8OKhfIoT+khM7mLOUHIGoaAgVIKT1Z0nbAtNGh/UO4X5IZpz37lBmiutDmBXULz8wPL74qpcwIpekIo6lhukwgPUmpVatEgnqVcgSYecJxVBcFyedQmwwhSuVX59UDRCZHg1R7Mqp+UxN1eni6PhdAqJLSE+sgl7Jk7YstKRiknv1CjzkVp6k6OWrAzc79QiKMoRXYqunzGShO9HyDHiNlKKVa3z/kWKliMnUbNEnbMyWqN7qR0bNg2D3a6lJSJO+YE5rrXvOV+uREkejeeTwcRNQv+wdCYcVoMv7WAMV6t5bSO3RbonHjxjjvvPNKWma1PjD95je/QdOmTauzCoZhGIZhmAjvvvsuPvnkE2zevNnYP2DAgILKK+qBKVdjxo4dW0zxNY9AEPlakOjLxIbGsslxvZ/XdjXBfmpnY5D0bj8TKDlB/aEHh9lYEdhMaIVLImJTlTS7JUVZRhnQSpf+Tj7KIDK3bWsEYn9keLJZRasPtv2RRNhXamsE+GmpAiSCuqxk+jyF9kG+PZNej85MStof2igB7lmZGmuZCaOpC8+0UQk7KqLKU+AxFE5ozcjeIHZMfh+kaTth24rRma8Krl8WqmtaBTU67eiYWj8vjeBkSXo5VaY4dclVlx35nNRj50nycEuyrwLSR/rueeLNgCd9+zIXqp2B0iQywhQrlMpECdaMM5Uo6B1aVSHjprzlilWaup6RMh5TjnXf4tQl55gn3E/O+iI3dLQ8IYH5T6aIvZQPDlvU+DbUsGTj+vcj3/w7GP/5z39w8skn46233tKrkACACO6rQlcjKeiBqboawzAMwzAMgR+Y8ubiiy9G27ZtMW/ePOy999549dVX8dVXX2HUqFH4/e/dSxmloaCwAqoxX3zxBRo1aoR33nkHL7/8Mjp16oSXXnqp4MbUNkZcHxpPx4aoTkDMO2Y1i5RE+ZFkE2Z9RhtA9gsigFibtPKm6l/MfvuYHRNI9UFkgUwQ/wkqDhTZVP9ovCZts5MBvDJ/03GNMu7Prk1FDTf22eMoSPv1Z6FVLzNqN8z9OvJ32E7a1nATkGXCSB93foxQKIFyZKpw4b6IAuNQlOimV1YP+hi3Zha9Pt0qgNTqVyobrjjVMi6+kpEG5jWbEeHm2ue4R4y2FEAudalX34no1XcixFap1SPnZrfBM6N5u+MykfXOJHT8JnXPaOXGoWJ0OcuMy9R5SLo4TQsfGBVVeg3lLvd147fdrS7ZcaeMza6LYsUGo/XkbAstg+ZP+D2Mt7dynMs6hH0dFbLtaCxcuBDXXXcddtttN2QyGWQyGRx55JEYP368sQZuvhT0wFRdjWEYhmEYhimGbDaLJk2aAACqqqrw+eefA/CXdVuxYkXB5Rb0Ss7VmP3337/oxtQ6wUyLxuQxbGJA7CNc79rJzFIXGUyi1JO+82FfWH8dx6ldTpxES9sZi+qjpXLY5RhZJHy7JRkeF0qdoenjVCqltilPIPjKDKgipSab9LNRmFmOVmSCc6UnmOq80BmnRGjLRI+BfDZm3O66qc2U/1doTzdJph762nGNhxSkTr9DtBxkglfcgSKlveSUzVQue4/As04KETmeqDIB2iMpEpspBTnT2qpSXF7r/AiXXVPK9sQpEr37THDX71BaXHHH0uC613VWEr9LZoQfSTqwf9IxxoDgmhDOOpW61HnIZLw6I7dt06LZo9D1jEnxKo0VZd1pnxmjLtnpKEkxmiJpHPelumVseh0/IaJg2iqTDOw8Y1GHPMSnE9YFWdP2SwCRqIvIv4PRvn17vPnmm9h7773RpUsXTJw4EfXr18edd96Jvffeu+ByC3pgqq7GMAzDMAxDiJkg55V/B+O3v/0tvvvuOwDADTfcgP79++MnP/kJmjVrhocffrjgcgt6YEpqzEMPPVRwY+oC9sxUEgXASZqHd3XBe9BRsePslwRVk4K82h4oG37OZKWxlhyQ57tqogq5vJdE0F4gnPHquEsZcg/a/TeUK0t9IrNTFc9JAqFNjmqPQ6kLhiL0GFSz8EBt0s2wFSTSRqk9lMIEiaYPVFEjZUkkj7Usc7RBZadqWGAMR9UqKNMfISIyhbZZotHaAxVJRwZPtSaYq2EIPeWUymCNSl4T1bi0mRj1Sp+jsC20qU6lyXWuCXGRv9P0w5VGq8SO+8UFVWT9D45snnSrTGVw0uWsyVh8f2Hecotmh+vKdRuUwmNOXWZEbc+lLiXZGaXFHuNImSQiPvXOdJ3vVPeDVbefUf11tF3ZETJ1ijfffBPt27dHJpNBnz599P69994b7777Lv73v/9h11131c5phVDQA1N1NYZhGIZhmBAOXJmOjh07YvXq1WjevDn23ntvLFmyBM2aNdPHSxETsiCj73PPPRfffPONsa9p06b4/vvvce655xbdqDoJjersmLE6vVCoUpJ00Sdd0BLIbAXKtlCVSeqyteJAPKaUl02uttLI5rBnwUrZ8oDMFiCzGaannxf+pZ5ByuZLe4kRTzJJveNoXZb3mu1l5neK7CsLy7bz5vQcFNAeZcp7zvZoc54G14xXStNeidRtR222lTdY7VVedL6CJ0h7iPebhPaqsj2pbC85w/PH2kSwVp3adDpjnKIDkfOH176WqLcb8YRLVJeCuqUaA+qdKBD1qEuB4a3o8nwNPPrSXAMuj0xNjG1WbHyi4DyG97N0/G5IMw+AzmdP1mnS2C/F9SW6U0ba61or06UuuT2FpdH+RA8u+tuFFNcaYJ7HXBN1qzxB7gN9XPU/EstORvpSozju4by3HYBddtkFK1euBAB89NFH8LzSy4AFPTDdd999+OGHHyL7f/jhB9x///1FN4qydetW/Pa3v0Xbtm3RsGFD7L333rjuuuuMwZBSYty4cWjVqhUaNmyIXr164Z133ilpOxiGYRiGqZv8/Oc/R8+ePdG2bVsIIdCpUyfsvffezq1Q8nolt2HDBkgpIaXEN998gwYNGuhj2WwWzzzzDJo3b15wY1xMmDAB06dPx3333YeDDjoIS5cuxTnnnIPKykpcfPHFAICJEydi8uTJmDFjBvbbbz/ccMMNOPbYY7FixQrstNNO6SvL821irC0EmSVJotSouEU6bzBjFcF36uWhZ6cIZ7ZCHQtiAGWy5owojIckI7MKQ8EAVTqoKoHQPseYZfpeVzrSNlWZysKJl0B4TEqEj+NxCpyxA7p8CfNU6DapMVN5s34dgmYQCAugk3NrfFXBUgSeNKRCoz7QtMFn5UUpwkJd14Jtj0P7CZAyDKUoyBMtLkxHbIxUVGjDhomsLef0/nFFD09QVlJB8yYoQHHqUvjdrRpob0QE46miorvKyTGjVnaJeZNSUcq1z1l0cD/JTHA+HWvL2bx6X+GRv5XXXNhQ+wcDhu2SbqOlLsXFNqJElacc6YLzKjJuD0HAvp9jElm/AfHti0kkZXivqDS1YbvkUu/yzL8jcOedd+KUU07Bhx9+iBEjRmDYsGH5/fufgrwemHbZZRcIISCEwH777Rc5LoTAtddeW7LGAX7Mp5NOOgn9+vUDAOy111548MEHsXTpUgC+ujR16lRceeWVOOWUUwD4CliLFi3wwAMPYPjw4SVtD8MwDMPUGMW+VttBHpgA4PjjjwcALF26FBdffHHJH5jyeiX34osv4vnnn4eUEn/961/xwgsv6O2VV17BJ598giuvvLKkDTzyyCPx/PPP4/333wcAvPHGG3jllVdwwgknAABWrlyJNWvW4LjjjtN5Kioq0LNnTyxYsMBZ5qZNm7BhwwZj08TNVmyboECdkdYI2rYjVHUx7UiC9HTGYtm40M2wAQq+e2XC31cWRp5WtkwRtUqYNiERGyHHTSU8GWy+mpXJytBTj26qPtc7c5fdh8s2RZhp7Ty2jZIeDwHDNsrVPyOPMNsGwLRpQjRvxJbGiARuzYId0a7pcaOvlt1WpG3ExiosgNhNxdip6SLsmXMa7x4Sodtud5znmMayU3JtceSO4xSjNtjjA8f3mPqcbXNcq5E6YvpZCui9RO8tW9URMn2k7zgWzR5leM6p+o3ridbvUpekNOzqEqNMJ16rwQdqn4mY9LG2cOY5yUlabzdHZPDE+E5MrbJ161bMmjULH3/8ccnLzkth6tmzJwD/IeWTTz7BHXfcgX//+9/461//ij322AMzZ85E27ZtceSRR5asgZdffjnWr1+PAw44AGVlZchms7jxxhvxy1/+EgCwZs0aAECLFi2MfC1atIgdsPHjx5dcCWMYhmGYksMKU16Ul5ejTZs21bKmbUFG30uXLkWfPn3QsGFDvP7669i0aRMA4JtvvsFNN91U0gY+/PDDmDVrFh544AEsW7YM9913H37/+9/jvvvuM9LZ4QyklLEhDsaOHYv169frbdWqVekaY6k2SR5ZTi8SuuYaLTOHyhRZr4yUH/EOsyJ5+4mFVmJMJUcYykZEbaIzXR0DKlSZYpWziBLnVmlcihFsFUiVEXjERdSpMkfZVnmR9eoSZqCGyhSsJ6jXjgu2UNmDVvhcnlbSGv+wDlNpitjtCDjtgNQ1BJDriHpISjL7tdadU9GMI95xjhk2bXsh6kmq9E5lKF6dovn0/jIR64lHy06lfqTBoSylJXW9VMmR4XfbW67QWEyp22tH9bba6FKc0npqxZ4Hz1LHPRmtX1h/Iw0vUOpLUoxqOVRO0vWbdtvR+O1vf4uxY8fif//7X0nLLSgO0w033IDp06fjrLPOMgJVdu/eHdddd13JGgcAl112Ga644gqcfvrpAIAOHTrg448/xvjx43H22WejZcuWAHylaffdd9f51q5dG1GdFBUVFaioqChpOxmGYRiGqX3+8Ic/4MMPP0SrVq3Qpk0bNG7c2Di+bNmygsot6IFpxYoVOOqooyL7d955Z3z99dcFNSSO77//HpmMKYSVlZXpsAJt27ZFy5YtMXfuXHTs2BEAsHnzZsyfPx8TJkyIlJeK2NmL/8f2ONOHpaV+Ot7fa4UgUAuNdeto8qDLXhkQOM6EHlQiLNs5e7AUI9NuJu79v6McdShQM5RTlyd8rzlhqwSBx5xQUbxp20TYJ6NsOnmW0BG8YY8lKUera9SLSCVWkdRlWLaQCL1qHIUKKUFjGFGVSddDvvuqoK8aCSGp2Y87bg3gq0yOyqWKXC7CfoftiDktNLaNF6iEhqQHqGjm2gvQ1SSr34YSFnc9WBG3pUprezTZ5yUBamMXV7cUwf8kfC/QoGxap74XbA+6NOTqL21H2iJpE4JI3nYZ+rckZXkqb5fBk/HqzNKoTItmjwojf6v7lyoTuex1ilUxClknkHwGEtqqfitJurhzGFWzyA8ts03xs5/9rFrKLeiBaffdd8eHH36Ivfbay9j/yiuvlHwtuRNPPBE33ngj9txzTxx00EF4/fXXMXnyZB0gUwiBSy65BDfddBP23Xdf7LvvvrjpppvQqFEjDBo0qKRtYRiGYZgaJWail1f+HYxrrrmmWsot6IFp+PDhuPjii3HPPfdACIHPP/8cCxcuxOjRo3H11VeXtIHTpk3DVVddhQsuuABr165Fq1atMHz4cKOeMWPG4IcffsAFF1yAdevWoUuXLnjuuefydik0Zn4qjk0Wxqwl4nHmmq1oexLHtUpsUJS6YKsfkigWsNQNIwqvIzKvVPYvdAVy0lY6i7dn9Lq9wbGMUrGyvi1BBkK3TatLdBImAQRrYEnS/4gXnDVUhh0EXbeKqDXS0UYhEa4lp5SlQN3SyhX9sbFPRtwPiaUsGeviiaBdAqHkRk6APo+uyam1IrxRXxCPiY6VfWnpmbUlY4ogHpUqyx8rojTl6Gfs/ph4SlIgXNstV7n2OOQSUxzXSKSo4Po2kknzGtEqU0zfnWoYJc9o4rooV31EQXF6RNL2qOvaoZyVyhPPxcIHfG+5br+01piT0WvbsF9S3/NRieIUwDiliihEaYh45qmPwr3f/Kx+9Kz9+gc5iElXg3ZNxdoh7Yg2TNVFQQ9MY8aMwfr169G7d29s3LgRRx11FCoqKjB69GhceOGFJW3gTjvthKlTp2Lq1KmxaYQQGDduHMaNG1fSuhmGYRiG2bbIZDKJ69oW6kFX0AMTANx444248sor8e6778LzPLRr1w5NmjQptLg6h7Y1smcotscZSaMVDVoOneRSdUh5OdmzTWs2KWSYRtkxCSh1KrBPsWbwvgJjqkuh11eYzoVaw4sqXmFcGBkoLAKZrIQXVKbUHU/VF8zOnJ5hGam/G+MjBWJnfdZuQT8rlY5ODJUCFKhUhorlKpNGQCfKHlWYDGUusDvz1Uc/f0bZDMlwfywxSpMed6VakWtD95lEWxcyiH8tJVTkapnxP6sI4NrLylW/VXcSLkUkem/E9TdHucp+SYTf7Xq16qLijAU2ZFrpIIqAs21pKFBVUu2L4EXPL7UjpPsiBAqx8ILfmmCfQHz062LR6pJWZC0F21Y6XOpSLjVDIL0apcouyyU5JuR3ZUtTfVyaDGot2jeTnkcffdT4vmXLFrz++uu47777igopVPADEwA0atQInTp1KqYIhmEYhmHicEzE886/g3HSSSdF9p166qk46KCD8PDDD2Po0KEFlVtQHCaGYRiGYZhtiS5dumDevHkF5+cHJkIaqVa9jvMDIYrI6w0jWBjZIoHEZPhazq7XSCfC11nGUiJGBpKuDJDl4StD+jouDJRIyiSvfezFPqmxoRG8kizyqxYVhgdksu7+RNoo4L/yMoI/ymAj/STLnNCAdUbAS+FInyGTqjxeX+jXI3aAzUhbAa882NR3FdCSvMqLVkDeHar6jLqF2V51fQkRBO00O6NCBviBKv1NBbNUhrnqs3AFAUzCFaBRmFvkHFljmRwgNPl1nJ03vAcshws7HIHr3oB13N5owEur7bEBNFWR9DWVJ82NKAN+cNPovey6F9Xviv0bYvej89nFLY3iwjZFoG2IXFPqlRn9PXP91lFSqiWmcwtg/5aGB2nZVsBPV5pSoILo1hAcuLI0/PDDD5g2bRp+9KMfFVxGUa/kGIZhGIapRviVXN7suuuuhtG3lBLffPMNGjVqhFmzZhVcLj8wWdjBAv3vAtpNX89ME4wvyUxIysA20TXzkQhc08nmgszoI4ER6cw3I7SBs/Ckaextz5LVX9VOpUaRGYlzRu2RfqkZpyd0d0QWEJkwnWeoQzIMLKmUHJVRFyCjA2HPLEW4220wC+oFbJThdF0mipWhnKgQCRmrLkHKDfKoMr0ygQyZ6doGyH6B8b9gdlgBrf4JASHINRiEC4i4N0vpG0SXFT+zdLneJxkcx103keCCkYxRdSnRUDxwS1enQRm5R8pX7uu2ahdXbh5KRCQoJeD+h0kpWLSPxn3o/h3Jde5yjVG+dD9tUuritIpjL2Xiuq6VUkZQTiEu6P1CHWaSxrtGFZQg/AdTt5kyZYrxwJTJZLDbbruhS5cu2HXXXQsulx+YGIZhGKaOwnGY8mfIkCHVUi7bMKXA5epsu5lTuxWhXZ+V2gNiAxBu+h0zXci2oLaF7QjbIyIL3CZOIZUK4MnA3kWG5Qqrf9pWRvUjWNCV2jc5Zn/GTDoDPQCyTPrhBpQNk/4LY+HhiK2MYzFeVz9Tvct3qEv6c67jGd+WyStztMXut90ulx2bK5/w1SS1ELCr7Ur59DNbndW2QlbeXL8AZDzTqEtpCJUWEVFaqHISsSOjITGSAgdaqivdXOqX0z5JODZXX6kNT4ztiNHHjKP/js051pa9lhRAp/8rjR2TVq5dIhFRkwXpqzpm2zUZ95peHFqChimIs7GJ5AMSbcNo/TUGXQupJpAl2HYw5syZg1deeUV//+Mf/4hDDz0UgwYNwrp16woulx+YGIZhGKauwg9MeXPZZZdhw4YNAIC33noLI0eOxAknnID//Oc/GDmy8DUY+ZUcIXYGLcJrzvCAsmfE1ixULUQrBSCCxWhpEDhq1xQ3Q1flC/I9YrZCbERo4EXdcNeM1aX80Fmx0X/f6IDaUGlljIyNv1SLCK8qR58inmGqmfpzUIaQ4bh6IgwU6cGw7VFJjfPj6SY7GmDtJ+fQ8GAi/UIG7vOsFs4l14Q/2RWQSmUMupP4oyWlqUZIhB0gdeognQL++3mBcGZNFVDHNMhtjxRzwTvsfKhKYnQW6dUlp92OfW0Kd/sBROz3bPuwOFupOJuqaAUx+139I3Y0Rn3kfPh2esK8tgSi/beVU1VeTDBiaaXtNHQylt5dgoV48/2Hlao8DozfI53HJWEJU1miZcr4Zml1yUqfRN6vpzLB70+koDzLYWqUlStXol27dgCAv/3tbzjxxBNx0003YdmyZTjhhBMKLpcVJoZhGIapo3BYgfypX78+vv/+ewDAvHnzcNxxxwEAmjZtqpWnQuAHJkqi/QDCJQrUdyuOCqA+kxmkumipnZKlLKW6oJXCkWCrQ9Nqm5oyopo4zrbbfkDN3kDko+gM3+if3oi3ktU+005H6jR++2SwQdswqVhHslz6WyS2FOmXir+k/roUNar40HOdCcfI3k/VpYiti5VX2TKpuEwRO6Yk24fgGgltSayLIljwU6lCUsV8KvPLNG2nYurJw+4iH4+xvLDsdgzFJaFO49rLQ9GKsxEyC0+o27o/hEToHaZszywbHVcbwjhoVv9dsZhy3d+kXaX6x/CffxkFCGDBn0fll1H1OccroMR/vMn4Gb+VwbFEWyf6WY+J1Ju5P0wnctk8RVRJEdlqDMe/G/xKLpkjjzwSI0eOxPXXX49XX30V/fr1AwC8//77RcVh4gcmhmEYhmG2G2699VaUl5fjr3/9K26//XbsscceAIBnn30Wxx9/fMHlsg0TQc3QhUeMTkR4jH438jjsQyjajklAL9yo4uTQhWKdM0pL9dLCVTBhNWaipK164dhgZqa+U28YI94JUcS0x5yaoAV1GM2TEkIZ+pB0UpjeeU6bJVj7hAwf3aXfGLWILK0fwXip8dQxndQYIp2IQu1HDDs0pRTR2T+t3yjE+q6OBypTJmirsmMzbL1UvxD0W4aLKEdjNpFx0XUJ6LhgAGTGOubqqwO9eG8hJNgvqevJacOSq1h6nznViPzKs+3O4tRPd2OsPLbdEjknEY84WgeJvWRfW1RlM6v2rw2XqmuMb1BGp/+bjKV/GokjzvW95pbck79N04KHfXVpwZ9HofvASVDx5+Jsw0hjzf6q3da97/y9sfrl/5VBsSK4DKQxPra9E22DrRwJKX01yHmdWjsDT9+wzcGdmnFkLmyx+8IoViXaARWmPffcE0899VRk/5QpU4oqlxUmhmEYhqmjsA1TcfTr1w+rV68uSVn8wEQwlBESA8g1GzRtDsL4OMpWwb5Iw1gm/kZjMxnv7OFQZ8hfw16KxlvKhHGA1LpmXtAe9VeKaKwbVZ8xi3G9/9ZqBukTtblR7bNiJxmqjTHYQo9LbAwacrcrJcpYLy4T7UsEq1+2TUvEPsk6FlGfrBhLypFNZP0NALG/EuF4Oc6vGjMyHAbRH77QLsNUMgQS7aNUGlKfqy5N0rpzVjyd2OqImiDINRRrD2Zktv7CvO7stC6FJnIOVTl5Kl4uxU+pS6n+QbJ+JwyvuLjfE9UfK63R36Atuo3S95ZTHHFOcfGZnLZMMetmUlzKMj1m542MoVbzYKquxMbJboOySdKKkVrf0m4+tW1y2WPG4bq/8ryOmNrj5Zdfxg8//FCSsviVHMMwDMPUVfiVXJ2BFSaCUmsSZw9CmLM+S3mIKCy6cOgYQkJ9dyhOYT1W2UrtEvDVFRIJ2ysXvppRJkJVw2qjXS7gUFVUkqA95sxPhu2EUpckbOXEK7cUIK0ISWd7pN5PKouZsktrrOnYRhQ863OskmWrSC5VwvLEM2xQ1FhkicpElTZSllMuJ7YQvtIXKjhm5xGZFduqRLxi41aXXOvQxWF7JRlelMX8IMeoYtRjzLiXctybtlpD99O16lKPHWBEmLZtlxLJUI84UzGiSpLLk8+wd0pon6DXe4n551+iKpPdJqqUxqqeZIsdZ9d1ZKlMuTwSI+iYcURV8sxyQdTCCAKIeMSlUXNLDL+SK442bdqgXr16JSmLFSaGYRiGYbZL3n777ZKVxQoTwTl7shUamMe9MhFZ90wrQlTBAFFuHOutGfZA9uSFKhZlgBeUH1m/jCpbweyJ2juYsypSNp29x0ycMluJomQrYaoKNRa2p1kQX8lWlmylDsJPS+2TVDlaIVL5VPVqBqVmjq51+Rz9ddpx2eecpnHki/Weo3XZqqWxtpafVlg2Q5G15Wy0YlGC2a5zFg9zRXh6nWrF0SrHVpxIvlx2Q4nKGFWN4iKY51I3YsosZtxyzdqpumWrZdrmkdgfRm2Ywry2cpZ0n5Ya//ct2GibQNpYFvbHpfLZtllRe8bwY8RzzVKDciomVIXNmPsNGyaiVtHyQntV9aMNQ2niOEzbDv/4xz9w5plnonv37vjss88AADNnzjTWmMsXfmBiGIZhmLoKPzDlzd/+9jf06dMHDRs2xLJly7Bp0yYAwDfffIObbrqp4HL5gckFncHbqBlJoB5QW53QS81UfAxPKfUe3aWAOC5uYe8X8GP9WPY0Lo8xWQYdiVoQGyQ7arKw6rWVtkxWGjZNKr8M1hzTM0jaf6J26dm1PTvOSKBM+qqRgK86lQX7yiRRecJYMIanjbId8hBV7tLMRumYktm726vPLI/G3bG95+gYu2xW7HKozRjtm1Z5VBspEQUsnNmnxRnt2BFbSPVf/yVjUQobiVT5HTZARp/pGKumxqgcqcaoBP/ImKqX2lyRzqNbqEoJ49oyyrbFsxL/w3jEOZPh1UO4lYvgt42oTuXhRn+LXH2yvQKNsQG5Hi1bPZGV4UZsyaiHnCufUYZSlYyd1j0Tp0aqNtpbDREzlHltOxo33HADpk+fjrvuusuwX+revTuWLVtWcLn8wMQwDMMwzHbDihUrcNRRR0X277zzzvj6668LLpcfmCgZRN5NR7xArFgchidPhqg6luqg1kHTWS1Vx7ZvChtA9lkzJNdsTrenLPxu1Enrs9QlY9YngcxWicxWaXhy0b6rPIaXoIBpg0Q99jK0YoQz0kBlEmUSIuMrTQjUJlkmo8qUgKm62TPOwBvRVpCctmGOWX5k1k/GxLANo30oD7aMlZaOFx0zx2eqXgLQXlahgpfOfsKpoOSYZsbZMbnsllxKRnV55dhjFVGZcuSJNjR93SIYA9Pz0uFR5XrtYbTZjH5vX3duWx/o343Ibwm9ToHIb0mpWHLvSG27pBXkMmJ3RT8LABmRvAXjou24XOfJ8mwLlfFAXYrYNMlIvkh59jqEcWOlYpxFfr+Fe6spkl61pd12MHbffXd8+OGHkf2vvPIK9t5774LL5QcmhmEYhqmjcFiB/Bk+fDguvvhiLF68GEIIfP7555g9ezZGjx6NCy64oOByOawAIeIBBf9ic3q82EoEzS8RrBFGClfHvLBcoV6rB3kMuxejYUR1IqqJlADKoml1lbZiYKkF+nMwk1LpMllAZCUyW8O0agZp24j47RVG/82YRVQhkuaMMtgnaIwmSKiln4Q+CWG5AuEYRuzA1F81XkljCmvWThUx2o9IpugPkGFPEuQR2eiPlUqn15LLhCdTSgnhCUj4CoYMrh9RJkj3iPwkEc62AcTaHtHxSTMpVioKhF9nYEclMg77KE+GykECxj0UqU9C2XVJ+OeL2usYfRHB+CC4FjzVLYHUsZGIUmS3MZImZXnG58j1TX8nhPkd9LclWq4Uvj2gLs620dH3SbS8UugfXc4KooWL8GR45f61kNkKfwwzIrhegrqt3x/ffjLYoa4VZZun4mKpcwrh/xbksEWSnjudU13KF6ocEcXJHvvYyPNMnWDMmDFYv349evfujY0bN+Koo45CRUUFRo8ejQsvvLDgcvmBiWEYhmHqKsW+VtsBFSYAuPHGG3HllVfi3Xffhed5aNeuHZo0aVJUmfycTLGVIj0rtGKmUBXCmsq57FNCjxdo5UXPxuyZreX55bKFidj0OPqgvdmCiNwRpclhFyU8P95SZqtEZgtMeypqO0G9yLRtA5l1ORUbU13S6gpRn/TUPiMhyiVkuedvZVJHBJcqLe0/GY+ImkbGT7WHxq+y2+o6x1QBDO17oucl0iaE9drnz7BtKVPr/wX7rLzhuIcxnaQQ4d2boC4ZakpEGRPOz4atju6vjChmAExPPhfG9S2N0xyqndI85pF2WxtNE6cW0X7494E0PtvrwDm9AVXfXGniIL8XthoLJKhs1u+ESuuVA/S6steVS11+gSy+f6TRroUPjNLecSqif3gdRyOW2x6iun1qTT16H+jf00B1ovGOaL+ILVMcxrpylFxRwgVRKmPSGHZNNYksYtuB+fzzz/HVV1+hQ4cOaNKkCWRaJToGfmBiGIZhGGa74auvvsLRRx+N/fbbDyeccAJWr14NAPi///s/jBrlWFg6JfxKjmCoDESV0DYYgqYR8SpPJniwt2f0QOTdt5CAp9QRpQi5yrXtI3SB0Xr0sUAh8mdpMlRgrP4CVNlyeMUJq91qJo1wXFS/DWXFVuIEUZYy8OMwWfUAgMhI37SlnuqK52fYCgjpz0YFSe+EKD3+GMTM0Ok5LXO0WRWjFEErzlPYWfI32PTYZJSNEoxz5fdDGLZMHnxbJm1LpK7DMgGRlf51p1QVzx8Iv23xMyfDhsi+jiLXo29R4ndXfUJoz+SyWUphy6TbENgsudsW2k6JLCLXkxo7W11yeYlR5SlJZaNt0OfTi0lrj7Fqj5REGUH414oRFe4nfbauM5VGwI97ZNjOCGilr9RqUhyv3jfSbFugKmUgID11vajm+TZmgHVvqHsH1jjHkYGhIEmhLer8865toJKLMVSmXOeS7qOKrUvJqmF1qVjD7R3R6PvSSy9FvXr18Mknn+DAAw/U+0877TRceumlmDRpUkHlbhMK02effYYzzzwTzZo1Q6NGjXDooYfitdde08ellBg3bhxatWqFhg0bolevXnjnnXdqscUMwzAMUwKKeR1Xza/l1q1bh8GDB6OyshKVlZUYPHhwYpyjLVu24PLLL0eHDh3QuHFjtGrVCmeddRY+//xzI92mTZtw0UUXoaqqCo0bN8aAAQPw6aefpm7Xc889hwkTJuBHP/qRsX/ffffFxx9/nFcfKXX+gWndunXo0aMH6tWrh2effRbvvvsuJk2ahF122UWnmThxIiZPnoxbb70VS5YsQcuWLXHsscfim2++yasuGl+E2rmoyNVhBGsrhgh9dy8dioVKk7E2OlGhCkigZFA7GSEDBSjYlNJBI3BT252Ih5Zlg6WjUqs8ytbJM9tuRCrX7YxGK6b2QZEYM8r+KFgnTqlLMiPDyRpRQKQUEEJClHkQZR4yFVmgURayQWDPRNars2O5mHZSMe232hexDyH7nfuC86HPDx17zzonpF0R2yiKINdWcP35tiJkq0ciKyt7Jl2egMuLk6o3NmoGnhjXybIdgifDjZLLlgnheNi2ZW67K6J6qi34nktdcpVl3Bs0cnTW74v6i6yM3EfU7oV6mfrfw8qdNkVp1QjrmsjWE+Z+EU1D2yNd11Q18OqMkZG4a7HR142GOtonzHx2HqcdEhCej7QPAyRNGrUlEg+vSLuX7ZlBgwZh+fLlmDNnDubMmYPly5dj8ODBsem///57LFu2DFdddRWWLVuGRx55BO+//z4GDBhgpLvkkkvw6KOP4qGHHsIrr7yCb7/9Fv3790c26woKGOW7775Do0aNIvv/+9//oqKiIr9OEur8K7kJEyagdevWuPfee/W+vfbaS3+WUmLq1Km48sorccoppwAA7rvvPrRo0QIPPPAAhg8fXtNNZhiGYZiSUFdfyb333nuYM2cOFi1ahC5dugAA7rrrLnTr1g0rVqzA/vvvH8lTWVmJuXPnGvumTZuGzp0745NPPsGee+6J9evX4+6778bMmTNxzDHHAABmzZqF1q1bY968eejTp0/Oth111FG4//77cf311wMAhBDwPA8333wzevfuXXCf67zC9MQTT6BTp074xS9+gebNm6Njx46466679PGVK1dizZo1OO644/S+iooK9OzZEwsWLHCWuWnTJmzYsMHYAKKsqIi2ZUJ/16t2WzP7OFsCwzOOKE9KufKISqLjqFAFIsBYGy2Y9WS8IFaS5UkXegIhLxmWKlW2l0uueCMeGSOpVZKgL2UyHKcy6ceMCtaJk0FUb+3xZgyerzLp9mUkRLkH1Pcg64f5VVR1uy9GUSLsgz6m+oewn4ba5JgNx83g9bmxDhvnQKlylsJneBuCpA3S+55zQl97VG2S9cj1SFeLp5trth+nQtBrzlZTgFRqjlN5sqtRik0ctt2Jrd5JpYTGt8elPillCWpdxLiNlE/VNVvFje8gIhdD0j0Uua6Cc0/t7MwtSQ1MaFcpMZTZ4BqL83yLa1+czZuhFgtDBZUkynYuuzRnnaoKl6KpPts2S9SuKbBD1MpkTSFLsAGRf/PUgrSFsnDhQlRWVuqHJQDo2rUrKisrY//tdbF+/XoIIfRbo9deew1btmwx/k1v1aoV2rdvn7rcm2++GXfccQf69u2LzZs3Y8yYMWjfvj1efvllTJgwIXXbbOr8A9N//vMf3H777dh3333x97//Hb/61a8wYsQI3H///QCANWvWAABatGhh5GvRooU+ZjN+/Hj9zrWyshKtW7eu3k4wDMMwTAHYITAK2QCgdevWxr9748ePL6pda9asQfPmzSP7mzdvHvtvr83GjRtxxRVXYNCgQdh55511ufXr18euu+5qpE36N92mXbt2ePPNN9G5c2cce+yx+O6773DKKafg9ddfxz777JOqDBd1/pWc53no1KkTbrrpJgBAx44d8c477+D222/HWWedpdMJew04KSP7FGPHjsXIkaH3x4YNG9C6detQTUJoeiA8+8V6UL5t/4JQsQD8i1QpF56AH9dIkgmPCD9HFAA6ywJRfhDOgGjk71hvLVUkWSdMJwsiSav9UsCc9Ulp9EV5V9n9jthpEZXJ3ySxXfKVIQCR6N4AIEQQ81f6gyJJDCjVEFnuQW4p89UqKeGVCWQ8cg5EeO6oZw6sfapc2waKImn/rTyxoo2IplGnT0L4Y2CdS/8iMSNY2zNjw6NOXWhl0GOkvIgkvV5FcO5JbBsAydMkOuYi7Dsdi5xza0+6I4OnRYbeefZ+1YY4+yed305DYio514NLbI97t2FjE6gqZgLHve36rKpR56nMSkOUSlMJVPniGl49qHtM/1UHMiL0YCNtix1rEvnbv0cEEHgc0kje1AtR31ue8qikgxP9qG1Cadvpb54+4GiklOQakjq/avO2xqpVq/RDCYBYW55x48bh2muvTSxryZIlAKL/7gLJ//ZStmzZgtNPPx2e5+G2227LmT6fco877jjccccdOfuRL3X+gWn33XdHu3btjH0HHngg/va3vwEAWrZsCcB/Kt199911mrVr10ZUJ0VFRUVRhl8MwzAMUyPkeg2cJj+AnXfe2XhgiuPCCy/E6aefnphmr732wptvvokvvvgicuzLL7+M/bdXsWXLFgwcOBArV67ECy+8YLSrZcuW2Lx5M9atW2eoTGvXrkX37t1ztr9evXp4++23Uz1c5UudfyXXo0cPrFixwtj3/vvvo02bNgCAtm3bomXLloYh2ebNmzF//vxUg0vxqCdc3KY96ay/wWc6K9ezrAzg1VMzI0TsWwyUYkVsIbSHFVGzjPLtmaxDXaLlR2aptnoEaFsBc20ls6m2vZXhOUftmMoQ2Bz568YJpThpzZi0J+JaJiA9ESgnAtoeiipUhu1ZeD4MhYzO1q13+65xMfopwjTS7p+wirSUNyOauBW/y7RncnkJRWV1MiyGgqFtPLS9lhntWB3zV58Ptkxoe+KrL9LYogNBFB7aPk8622ncBwk/+Ea8K1qmvWmFKK4gCW1nouyRDLslVVbYptBeCfGbbpt7fAy7osB+LGqbJkh61xiI8LrSeeJGLEG1SaijFBw2fApRfIX5G+DwXIvEYyqybZL+Jkl6TUgYNk3Wb7DbS5TkBVF8rWjggkaa3+r5m1fIQnUFknRtpt3yoKqqCgcccEDi1qBBA3Tr1g3r16/Hq6++qvMuXrwY69evT/y3Vz0sffDBB5g3bx6aNWtmHD/88MNRr14949/01atX4+233079b/pZZ52Fu+++O7+Op6DOK0yXXnopunfvjptuugkDBw7Eq6++ijvvvBN33nknAF8SvOSSS3DTTTdh3333xb777oubbroJjRo1wqBBg2q59QzDMAyz/XHggQfi+OOPx7Bhw3DHHXcAAM477zz079/f8JA74IADMH78eJx88snYunUrTj31VCxbtgxPPfUUstmstktq2rQp6tevj8rKSgwdOhSjRo1Cs2bN0LRpU4wePRodOnTQXnO52Lx5M/70pz9h7ty56NSpExo3bmwcnzx5ckF9rvMPTEcccQQeffRRjB07Ftdddx3atm2LqVOn4owzztBpxowZgx9++AEXXHAB1q1bhy5duuC5557DTjvtlFddMlgfyZNkma44mwGH6qO9nsgMVwIQVPFImJhQjzkagds/CDKzQ8SORieR1g6r3XGxcJztoN/V54zQ+7yy0PNLt0urbaHtkiyTEFQVChogqLpE+icyMrDNoR0m7VXKSpmvEEg100Wg7HjBBFHCaQ/ksv2w7dEiBE0Q9HyL8DxrtQ9+u0JbCxAFx2+bst0QntR1ClV4knTg8l6Ddb48IDZ+jReMrUPtELrxwV/VbqLShWoW7b/Us/Qw5pPQ0b9tW5EwVo9ZltkhhI1KMzt22SxlyVgp1UkmeDfZ7chTe3fawrmqyqWuqDGX5L5zlWMrN2nqLgHL7rgUnf5vslMN1W0J6reV9pzY120Gpk2ergzQ677Re0JQmyaEN6yrnXaRrt9lGdxLWaIoKpvAahpfZ9tkfLvT5q8uZs+ejREjRmiPtgEDBuDWW2810qxYsQLr168HAHz66ad44oknAACHHnqoke7FF19Er169AABTpkxBeXk5Bg4ciB9++AFHH300ZsyYgbKyMqTh7bffxmGHHQbAfyNFKeZVXZ1/YAKA/v37o3///rHHhRAYN24cxo0bV3ONYhiGYZjqpoDXapH81UTTpk0xa9as5OrJg/Bee+2VagHcBg0aYNq0aZg2bVrqtrz55pto3749MpkMXnzxxdT58qHO2zAxDMMwDMMk0bFjR/z3v/8FAOy999746quvSl4HPzARqOGwl/E3HRyRvG5SASbpcheGMXg5TANw9TomMFAOl7NAvIRtGfW6wgXYrwFiDW6R8LrALh9hvXYQOmr8TMMHRIyY9ThKwHgdJyEyXrAFBuDWqzkhiGG4beVLGyEQhCmA2xjfFRSS9p28DaSvh4x+0yz0lR29DqwlZNR3z+UoQA3FBcJXicZ1RPa53kbYkzPHqyT9yk0PW/4SdOxrPVqvejVC2macMup6bV1LNE8suZqgXrep86kCCmalYTieyUpktnoQW2U4W6dLvJC0/itGtVQKkjdAG2trgjKNV99A9HUT7aYy+Ha8WqOOFHpM6DjHDg7QaWhhdhpp0OObdb/OivxupSo0vLeTrllJriEjzIoVZNQIbmktjuwuWMJl7C2kBDzP3+i+GsJ2Nihk2xHYZZddsHLlSgDARx99BK8aDPO3iVdyDMMwDLNDUodfydUlfv7zn6Nnz57YfffdIYRAp06dYm2e/vOf/xRUBz8wEXRoAHqB0QVWgVCNAEKlKWMdC1QFkTUFElWHQi8kijCNcwZkzzxT3gDCEaBPlx8YGisxK6I42Ya6VsNcy3uo8fPKpV4WReowAqGiRMtXtpsq8CJEMBkU4cwoDCtAxpOMlxAyNEYnCpDIwG1kbwowscdtpDqmBi0w7tdBQEk6HcogUI9EoEoYgTUF/Kim8A2mw0tDhCfHClBKBTYp4AeIlKQ3XhD0L2v1I0ZLjgTwA4JZdsKMXEAbrssgwKnpbBAEFbSu2aCnEMqCXvXBVX7qa1yNrdR5bOUpvIdleFw1S4T7Uy+U62yILQ0FYyslhCci14gNDRORSzlS5QOIKKlUmXntT5fm0YE8kcHvmxcdU9f31MXm6r8OEqxu7uA3ooh3JUqdMhsS/LWPefCdOpg6x5133olTTjkFH374IUaMGIFhw4bl7fiVC35gYhiGYZg6Sl32kqtrHH/88QD89eguvvhifmCqTrRaZKtMtiRK7Q2UTRLM9/ZGGAE1Cw7yUrRCoZQDe8YfzLa1/ZP0/xp2A/YNoW0yoGe6EZVKhEqImuU7lwKx+uwMrUBd+ondDsgCu6HNkqPojN8IvYqHUMseOKDnwhNRWxEgYisU6TdVeByKmlNhUmMoHWU6ftAkGSd6rvT5Vm3JACIrIDzAgyTxQoUOO6DrR9hfCekHSAxc5rWNRkb6qpVAxHaBLi8R7ouqoLqtMliqBqT8QF3SC0dnBOAJyKwMl8WgY0aXSdFqqjSvNWWTkiDwRK5JZa8SqEtUJaD2e7YNR+w/Ho6xyQtpXrMiGyhvgZ2aEgyN8CB2ffZvg32t0e+Oa7gQW7VCENlg8W8VEDT4vdEhIwCoIJaJ/1g7lhcJbT6lqQ67FCQSTkTnTWy40NeeYd/kUJcM+yUgolTX1Fir9vArufy49957q6VcfmBiGIZhmDoKK0x1B35gIugglBK+MgIyK3Slt+0HrFmQFL7aohUez0xvLBJrzzStWaUgipZU79HtGymYcdONKkz2UiaqLqHaZdlHULsmO2hhRKkBLK+5YCZXZqlLsZHjrAVXyXfdHK1QCK0uiKyv0IQLdVpjqDZpfSd9sJei0cNpqCDRJtPgok57HWq3EqhnkXE2hkNYO4TZeSBULAPDIT+AZ5hPeMH0OQj6F/GQcfQvYjdie36pvhA7MeXN56uCwaKY2XA8bLRa4lAEobwkkzzorH641CVDyQsUCr00UERti+9rhBj7GKoy+AoSsRkU/jUphN8uGVyzkMg54acBK42m0fvduiZtb73X7rw0Ry2F0en/JvsOr0RdymyVvlpURi6kIE0qVL+0Qpgin763wk4b428jyAd7KRTAOCkRVSmiQPETyI4KPzAxDMMwTF2FX8nVGTgOE4XG1UlaeFd501lKgZBBGSoOE4mx4wXxmaiSESkHllKB6DFtO0SPkfrDRUYdKpNdtHUjGiqSKs8WPLRnXGjzYYwPVZ107KUc6hIQxGIK0qvYTMYY2LM80ljaVtInHe+IxL7S8bPofsveyVadIrG2Eo5F9quxKSdxvRx5YeUHbQtVxGyVUCkLZNFXFeNJJ6FqS+wJMD9HbDRU2RmrTaQNskz4mx0Dy/KkisbKQagSGfujC++G1zisRXURxp0J4jFFFp4m14S9sLRekDiHbUpSukj8n6w02hy3tI27HjV2MP/BpP0n+7VHqX1uSszSP43069Pxj/x+KkVJ/+7QmFekzebCxwiXFsoFiX2l0KoaUQuTYqn5aVRmd6XGQrtWXKbawr5fCtmY0sAPTAzDMAzDMDngV3IUNTMuCyczQtld2LKoa/ZC1Q1VFplFS5CnfWWHpNLkCkqqBBViN6NmXYZXkF4MNUgnk2echs0PEHrMkRhGht0N+as8f2QZOUbSGvGGAtVIOhqj1KTIcb0fobeW6mrgDWYLV8ZiuLZSE7TFWCxZKSZEaaJjAat8Y5y8sBxiuhFOYml8LrUza5arzo9ydPOE8L2QggvGZaOWKLFr9US6Fy8lDbTL1mqGCMYiE6owVH0LPaFIdkHKywi9+G3o0SiNxXiNc0bvCcPd0dE9Ca3c0EV1qfoQUZaoSuD0FLSuLVs9UmU7PbWs7+S+A/xrVKspSrCw+xWnhNi/DdLRN8CIBaaKOnzYFLx216WOggvnsPOnoGyTjPxm+G2QvsITp6Kl8FSMeGvS8SbnV50ff5Hu4LP+gRVRVYgopnEqq7G4rlVf+I9ALeG6ZvLNz5QEfmBiGIZhmDoMv1arG/ArOQK1dQGxKzFsS6z9hh0KYMwm/fg4Zhm2bYtnrzWGsBw164/cLHF2LsJXBVy2JtFozuSjLUKIaJtibQPs/Xne2b69Eqg5ie9RJKBtmUQGZH05+LZRehyIkkGUNqMvqm0u2zRqQ+QYz4jdE22nZX9EN89VTxnglZv7PJWn3D+mjntlwrzucnhz2edaqmuhTBixwoyxIhuNV+Svcac287q0lSFql2SeWGu/RMSWyYbaJ+l7KCvNbWto15TJmvZKznWzaBRv2+YFDjXJhT1+RvnuzzrKvkfUsKw1HjluFTs2lVaXBCK2j4b6FHzu9H+TjfXkil1bbtntl4Yxpcr868srE4GXJsJ1+7LhOYquz0Y2ep5Vu9V6gLbiHncO9L1L7o8wmFn4w0LyR9Uv9TdUlyLXEbF39MvgJ5gdEVaYGIZhGKauUqzxOT/clQx+YKIEcW0Ewtm6ULYvNKaOpTREZizKG0TlsVWLACkRrnemVv1Wr8utmbvKq2xYdFlk1qXsYIQQyASRhg17HFsZCv7CapsdX4n2QdkD2CqMkT7IE8ZNItUGHfJVJKmVJLUvFq32BJGjM7ZtR1Ie0mervS7bJSfk/EcUOWJnQmNa2XGYaJvUZ+HBj6sF/1qQ8FWmTFCuaT4TXByB8uhX4g+yblJGAF6wtl6gbEgIc3xsE48YjzIjjTos/DKFqttKA8BY182OT6WjO2diBlsddylXZH24SJyl2IabylysoqSukSR7pTgsZUl/9oIbVUoIGUSyV5HPHXnDMuA+rq4zWh/07QnTSBLaXqzT0Ml6DDoNnYyld4/Mo3MhHS+YgowQkBnpK0uQyCCI8q76q5qqbIYS+qnbqfKR8ykQ2CclnAcpzDhjUkTXB5BCaAUqURXK9VDhWCuwpijW041f55UOfiXHMAzDMAyTA1aY4lBqi3pn74X7jL9kNqjtlhSBwqLWp6MxdJSnUMShg9YDqurAsIky3LHsdgvAy4hQ6aLH9MxdRsrQNjBq9u9ai0ylJx5maaEOLIa6FLRLWHKUdsYK0krhz86hbJkSJaGwT1QxpOqg065LnRdbjRPhMTuvoQiQZhkeh6psz2yL+qOuLy0wlgGeFMgouyJdr3uNuVC5ga/+qLW9dGfDQuisX9v9xM1CHfYefhtlNJ2yUYrEy4kpW+FYg06Q9gJwK0uu9lHSXpuZ6OdYJcp1zbggcYqEFFr8cXrJOco1bMPiVCgqL6n0VruE+bUoXr/tUv2585DJ8CAgsr7aJJRnpDr3Zf45sr1bzT4QZUkri6EUq1UmIGe0dRHYNdLo9lIENnyuuklcLI1eLcBuS3y9NULcNZNPfqYk8AMTwzAMw9RRhD3xLSA/Uxr4lRzBsD1RBN9V5O5IxG/qyYRQZdIzQxle8HZ0XlqftMr26pmb7d0Fmod43HnlfvqsyluflFMOPwp5OeCV+7Mv5Y0Vrg8mdH/Udz+NMPstwn7bUbLVuNExDGMtRc0BaBq62Lk+pFQo4Q+wdHy2I2LDbpNrI+1Mes8f8ZgzvNccx0WYRrdBecU5rh9tRwXyWXvVCX8zPCqJJ6Q+L5ZnW5nw7YQCLya/PTlmxXRcLIXHnd46mQlqSKIdRcYsg6pLhgdVnLqUdH4Jyp7F3mj0bh3FO+Zc++WY13xcfbr/nvnZGYGZXr+qb0QNVl53dvT+SERnaR2z0ir7pb5tC7NjUrw6Y6SOv6b64RE1R3m6uTwX9T4dR86X3mhEd7quHE1rFoTY86zVJX1/y2h+BzTStzuBgMxk0quXpUCWYGNKAj8wMQzDMAzD5IBfyVHUjFLZBSg8mHYwlJhZobb1cM0cAdNWiaha2rZJfQ/ao/YJDxBZsyzaFG0joZQNNcu0slAPM8POIKaPulukXVQd0ccC5cdVjrCn1NYxCeXlEmN3IGRoOxCMqyB/dRuCIqidh+1taDfB6SVnfY+zxRGOtK5E2h7OKNQsR9vKlfn1hc5bwl8VXqVVF4pAMOsNVRffIwiQ1KssIyAhITyh7Y/8ofFn4QIyVGBc6NXorW4FHnEiiL3jt02Np3WOVd/tcQeAMuFc3V57q5Kx0h5PAuH14Gq3K5YPSJ44hNn+JBssGdx0grQNgLapCRPSz9JdqLDTkS34rtbOU+679Pq2I6gDwKv3jUTnIZPx6r3FKUouXp3hl9nzxJuR2SoDeyF6jYaebkJK01Mt58oG9rXj55Oe8CN8O6KzCymj14F9SemxDG9E0+PSoS4RJVXfIzX4mou95OoO/MDEMAzDMHUVjsNUZ+AHJoJvCxTMXNUaRUoposIHVQVs7zmqKFFbFivKrC7CtoWw7g1ZhnCWSVQhWrcRidkLVCVSXmTmCqIGWf1x2wREFRoZKCCRaODEcy4SuiSIvRSHqTKZ+cIvdiaYY07jJQHRNbxoe61z47S/Aqxz5FBBSLwY11pvevwCpU6o+kBUF6WKCXIsGGeodMEMXiuQQX/8eoMZcKAXag851RZPjawM0wpfrZBlAsjCnJ0rhUWPa1QtUmu5QUV3JgqYr0ZJbW+lrkHdX+UVRVQrGahMvgplnYRgLTpfOTRj9MQqRmWOfa6kOf49yeXlJyDcSlNwEhPDi9mKI2mTryxIrQZnsggiaAfnLVB3hRROdUn1VSlBpeDo3uPx/Itj9fcjT/k9yrd42iMuLtaRJAqNVoKs9doinpdxeL6Cp9RR/bsZlG1fD1HbN/sGddQbF48rsAWUGbZm2RHhByaGYRiGqaPwK7m6Az8wEaSQvheZh9Cewl7tHdCzPz8PEWqUIkAFkQzcs1qljBBFRl3X9gUuy6DtqLRKgjC/tkeiCokMVQqXp4StShkeR6Sfah9VQeL6quMjCbj7TBBCRiJ7C8BXJYIK6XEdcV2pPLYnU5lVEFUzJFHjHApg7Dki46BVG5j5ffsgsy8ulYm2TQ+rOn9BHYZy6TpfXpjHvw5UA2jCoAIVZp0oHkJdK+p6UfZH6poiM3M9TnZEbm33EXwn6pLIqkA2wUxfeU0RlUnHDiLlqLoEApVJEpVS3YeBAhFobOH5pufTIjKGjnS5/jGJ5HEoblKNIyyVhCqToPdMkuSE8DoIrlsaRZ62VwSrA3jlEhnPaq8QWDQz8Ijbd0xwUOLZD29O7nCe+OvGBZ83e5GYWiITKLDk/oyP0E3GRYTHnCiVyWHLZNSfoCYJ+7PaIt54gthOhl6UNYbj9zvv/ExJYF2RYRiGYRgmB6wwEWSZ9G2YaMwaT2r7F99uQ4RP/IHQYdjs0O/0yV6axwy1Q5iJPYc9gp7VCATtgz8TirGX0W2mMaGCegFT2YoERiMKDWhWGR6LxBoKykQmiI2UMXVkZb+klBg/5lJYgUS006HJgQhtyISEKEOwXlowgy0P+wUhfHsc1X8gGqXd4eln2JhJc8yoh6LMBDoCPY+AtrtS50mrRiDdipHWpWqTqpt6QZK8EZszAa286Bm8BFlnjuZXclsoYQgE65sF9ifKi89QFuNUmazywPO94zJbPa0GyYy6MaB/YfT1q5QZvX6Yn1YpeFTJo9e2fyy0FQobY6pitI2potAbZdFrmagIlsoWsXXLkLHOhum03Zr6XShDGEXfKNDdNGW/FCpMUqeVZf51ktkikdnq7/PKBRY+PMooo+/eo/X6gvq79FCoIbBX379Rfnr07yCkRKZ+BpmtHrzyDMq2bNVtVXG/1H1r2xb5iif5ffAClYlc54lemzojwt/F4HvEEy9DjnnSv06VCkvTESK2UNReLrjvagp+JVd34AcmhmEYhqmrsJdcnYEfmCgZX2WiEo8kypIMvFN8TzQRKA6wZlVhccZlKsI6AFOh0XVZ6hMtSHu9URsHquzQ71QZIXYPdgwiQwmjkciVwmTPvGSoYOnxsoQhGfSHxkbSs2IZ7qMec1Jq/y2zuqCB0hNmn4PzJDwBaXt3BR3wvbdC1cJQ1pyxpPzOke6b9iJqch+oNDl9eiylSo+xPVYxWdVlIci5jLeLIp5YUppKkfasVCqINK4B3yZK6JOjz4IQUfsl1aatvqKU2ZT1bZeCH3RZ5g+s8IR/4ZUJKJdAXY+CfKZqkKES0XSeJJeAQ1WympqoLlH1lKpaNO5SoIYZ94yhfqh6yU0nw+/+vScDzz7TU872LI00j4hbShUBoG2Wyjd6QFZiY1U5FliKkqLv/lcAW7b658HLBD8EmVBdstfvS0m2IoNex09AJgMgULh8VZQoNzDVNX8shFZBnZ50GaIyIVSX4mySbHs7tVClec86POZ05HNprh1HHkoE+au9MWk5QpirQTA7DNvUaR8/fjyEELjkkkv0Piklxo0bh1atWqFhw4bo1asX3nnnndprJMMwDMOUCNcSOPluTGnYZhSmJUuW4M4778TBBx9s7J84cSImT56MGTNmYL/99sP/t/f2UZYV1fnws+vc7h4YYCIi8yGIJAERBjF8iIOJEo3zk0jUsKIghMCKITGACQt9jYSXMKALiEn4YYKQqImaiEHXEhKTqC8ThUEXYuQrIBAWBgRUxlEX8j3dfU/t94+qXbWrzrndzcww0z2zn7Xu9L3n1HfVOVP7qf3xoQ99CG984xtx3333Ydddd31ulTiO0gRnFpMRGCfmqK8UxT8vIhSSrxxhEArvxAqFRZzW9+lLnDKNWPCJBlFJqcyTdCdU/R1WCiXDpD0Gs1f3RQAj9XfUdluxZkBkkCrKhqrvHBmQFHVcm7Mx0v3+uiqmofL2ncagbjOV+YVfSixT5TtLvkf5M0nDoY2ZWajjfaEax3rOCjZBCCBWH+S/QfLm4loBbXKp2SQG0EZBOVn8BAaEhfojFJ7ANUI/AovQTHo0T0/DPTsZpO2xBjzWdNgW8QmGSG5AsS4dPb9qXOrukNLDKViZPp2g2VCxVRwp3D5mqair+E7Vsxv1wbyaG2XJqb9LTMCUt2KtMjsTFnBiGT3QTHkMnh6inWjwrX8s/Su96RX/L+jZqXJsvAO8KFZlK8bRdGXG6lddCGLG//ft8ztjIGySsDHNZBv6LlaNjejEUZjzZrSPJt20XujnpV4kcT0Hpl9eXDOXnWLXab9MfdZ0c9Gh2hrQ74FNzW/YIpgPy2FWPPXUUzjppJPw8Y9/HC94wQvSdWbGZZddhnPPPRfHHXccVq5ciU9/+tN45pln8NnPfnYbtthgMBgMhs2HMUzzBwtiw3TGGWfgzW9+M37t136tuP7ggw9i/fr1WL16dbo2MTGB173udbjppptGljc5OYknnnii+ADIzIhiHoJUyDkKfcPRIziSVZ22dtPRzSXifG/Uc5c99UIxP8myTT4tgVqCGyLpMEi6XkSGJUS6R/ArNQD8WPzelG1KEm9M0/uJ+aRcXQbV7RV9o8qakD3A3pXCnBqPpM/kKXxmesiVxMV9czZqXBRrUOuOjGTxqByrwoJLCvKk5iv/dUOAhij959T1q7UD19+uQg+KELxn67mrrf2kDkfpM2pcWI+bo9H1I/TDtQw37UHTkbUQj8cepaSexonLt0wtyOv+A0hxuzTjI2kchTY26qPGsyAle6532KJinBBYkYbUWFI1hrFdmoFyqnyH1C6fygpp/aDq66i12nNdlw8GaOgxeHq6SHPMgX8KGvo8B8xA2wLDITBswyf5yXJA43DM3n+MY/b+455GAKtffWHv9Rv/9f9JHtmTheRUCxq2oOkW5D3IBx0rsUgjYaI00+PLD2nGB0DNRnXWCfQcoXftjvThJG2pfS9pH2WSri5nEwhNw/aDeX8kd/XVV+O2227Dt7/97c699evXAwCWLl1aXF+6dCkeeuihkWVefPHFuOCCC7ZsQw0Gg8Fg2NLwvMlK+im/YYtgXm+YHnnkEfzxH/8xrrvuOixatGhkOqq9vTJ3rmmcc845OPvsfP7/xBNPYO+9984SjF5fcs2HuFjBJ0/UZwIFnzki1ToUTEVHPykyVJI2sU6F3gsV9Se9Fx7BLlXn2+SzJEbI3wvJtm6bZoLSGCLFPEO0OEt9SJZl4br4DaKWIJHYxcKEgOBHyTOoYTixRGIEHaCeaeqwS8JARX2YpMcQmSUmykYs+pamo6k7H31MU2pDfT0yWckqUOkKUTU3mnET3Ryu24CcHkChW+URSZnIzKkm5wmSstTcSb9ThjAVyX9PXkucyiqYNXmxKh9kSUdIGIX4Fw0B3ARv3kSBVYikBw9ckPjj88CpQ7keiuWW67NkCSgpzJVjpy3aassoPUTlwKnxUPpQvTpLVP4urEyhvvfEiUvDz+E9lMYzMlmdchx11mGyME3PWsznGH5A8GMNxn72bPDgPRwCTZOZuTY+jMImeQ9Mx4kZDIAmsEuh0nLgfu11F4X59Qw0LugWtkUSvPYtf4FmmkFDHx6JqLdEbQsa+jD3AMj7EG/Nc4obl7x+y7ujxwo3geL9Kh5gofOHzOrJMM8JEldO+WHqxJnTJr3bGtU7fpPyG7YI5vWG6dZbb8WGDRtw2GGHpWtt2+LGG2/E5Zdfjvvuuw9AYJqWL1+e0mzYsKHDOmlMTExgYmLi+Wu4wWAwGAyG7QrzWofpDW94A+666y7ccccd6XP44YfjpJNOwh133IGf//mfx7Jly7B27dqUZ2pqCuvWrcNRRx21DVtuMBgMBsPmI5Lbm/7Z1h3YjjCvGaZdd90VK1euLK4tXrwYL3zhC9P1s846CxdddBH2228/7Lfffrjooouw884748QTT3zuFcqRi9NnU/E8xQHQx0woaXNAHYeNQMetQHVcAE+lmTXyMYoOwFk7QNRlyAOSjuAadexRuxVQZw3ioDMfOaFSgFRfKYxH6rfo/04FJXFqAG7lOC4e7YnPvBjM2CPoC1PFFxenBLF92QFmGHmWI5141BPyCL0eQ7CoUDLFMKtjyV4UfgjkGtLayEdDEnSU0nGbtLUT2DgWy6p4qCYXbXMABtF3qrrnCDnkS0ocf3t1LEWqHiA5Wg1GAzlQbl/9qfv6OEKcJuojPaJw3DJA77EFeQ8mB5CL60ncRsRya6eV0u5ifIFiYHW39VEZU+6vOr4bqcQvxTZUXO87ikuONnVZ4uBTraM+9xoMBAMIqGM1tTbyMVuVT+qPY62dXIYjfYIfk2PSqOQ9HMYjOReUu6Wd8R5PDyFK4OQ9MOYBR/jy9/5vqvcNR18ECZjMYy4EUmZg7X+dl9IcfcyH4ZjRbBzCTal6Wg7lypEt5FgxLpq4mFN4I4Hue3X0p+8XR7BAdnsha2nE8yQoAv26mNz7kY4rc+J5cpZlnr7nDeb1hmkueP/7349nn30Wp59+Oh577DEceeSRuO666567DyaDwWAwGAyGEVhwG6Ybbrih+E1EWLNmDdasWbP5hY+ih/TlyjMlR+apm7CvHMWPioRab/41syS/K9ZJK2oXkrRiojoK3kKcKKXzXD8X9UjYlyJ/zU5lcip3qQWaySxN+oZADYMHEm4jME/SVmGZUvNV/QCSqwGi/N0rhorZKUXmWG4jAX4jm9FiZqd4evhGMROR6egE3Y1zr5XA+xiDpAQuEnY1Z33fg5l7vuQjgZDmXAdeVqEaSJxGKiaKfDBrd0OAh2FOgOAioAh/Ex06Oh++Zxo19tMrSbchcNOke71jxlxOsCg/9zwmwjTVzA5XE6JdJHQcRWoKSTNOncr09zhvmt0iKpidNMxilFGztT3lSYgaueYbVa8egyKvKlMcfToKwYylagl6LPPWeiQHi+0wMCdAZFA8eGoavHESPJwGNQ0wMQHaGcDEOI55+TkAgC/fe3Eovwl0rZtqE4P0fw47P7FGzc8tAojgNgYXAkzRGWV0IxDaEPKRc+k5TmFj4roUlpk1y9egCK2STPmrtRKGv2ICRz23M6FW9B7luBKRId2GB1ub60vJ/DBtOSy4DZPBYDAYDDsMtNC8qfkNWwS2YVKgIYGmeySbEcKFdi8Q0nG5OBWz01tGnXYU64TM5DAAJw4sa5ZJPVik6qTagSaQ3QLofFFyDUxKluSpkubgkF0JaIaCADcdGuvHAUSnmSV75eLf4KiOHcM1uRAdEkVpHqQ2OBechTp4+Kg/REpi55bgYvudDD6FfvW6VEB5LYyz0HF6AkIG0uE5SCWr9Ll6Ub/41FwXoVSQvysSKTN7PncLKBk/0bnTpurEQXoPThXznPkhwQ056TmF8BWR+YvsE3Gem6SfIuwSx3yJ1ZKxoehWoGfR9znRVKStHhvfyCBVY6bylawS5zSRrholXRdMYfoeTfyb6rqum9U9zU512lfeqwNkd8agKqPQE1T3kg5adNYIoqyPI84qAaD14LYFT03BT01Bgu+Sc8G9gGuAyez8UnTAqGW4ySFoaghuGvBEAx6LdU95EDPc5DTgo1sBcTMR2dzMDHFmboSxFiY7huRJ7wRH4R3a5DUWxi6/gPrmK7i0GDGGNfT6SO5S1MtrFBtZu8SQ97lhh4RtmAwGg8FgmKeovaBvSn7DloFtmDS0XoigR8cg6e2IZDyImTz168v0MUys7vWhYhrSd20pRWXSZBklzATHqmO/2HEOFKwC/yZro5g+CKOcJDytthX6iaSbA3TvCcskekpFdxrVRiaAPTwcyHERkBdA0nUAEVru3gdxsMhDOUbsKbBqwrwwkhPOwropsUSsi0xtL65JH+LkU6w0S75qUjRjB+T55yppxQwmB5jcn7aPheqkkyZUTAzp9sjlBvAguDYkSlaSIHhSdSL+bRCkfanGB4YwhILJ60VCgkgYk/qZ6GVu0vcwvjrES5k2XyCv1rPoF6k+J90Z+a3qqlklqVMC5fZZU7Ia+8466uuLSlfqvpWJipA7uhzVrpxWxrgBxgbAVGSJKoeV3LbhmlwnBxobgMbHwhg2LuQH8H8OXwNaNNZhWShawMm8uuEwhF8Z+nhPTawwrNLONrxDQqDoYDUZwiZ5EBG8trBMcx1/a+KHyrFG7fA06btl5reYjqQ/xaWDWQ3lwDKzTyidZmonpFsbdciWTclv2CKwDZPBYDAYDPMUxjDNH9iGSYOqT7qu6QZKlEvX/0rUtRGGIrIXBZOTWBNV9kzOm3LRZRDXut1QkqiwCaQYHV9W1QnFEDOInxJWZ/6+IbiK4SiCCSPXIfW6FiFUBgUWA7G45JumCaFSWGIkMKJORreDLP6OgsJYDLUSRU8fP9ovkf6ry6klduVbqc7bN841M1SEZOlLJ9+FuZFwEKPYQ8VMUd99lVeziR29qKqtruUcuLl+eYqUzij9OdVhPAjZpxYjWQ4lnRNlqSeBajPThFRW4e+oM3AxjWaX6rBH+qejxBwUz6K0VQVx7oQ30c9MqpdUvSif2ziWxeh12Kpul3JZVF5T39l1r2udwcSiEOAbhh93aHcegNpxuNYDz24M970Hi86Z6A+RAzUNyBFoMAhWi4MBMDaAnxiLY+CKeGPsoq6T98CQQBJ6ZOiz3k/ff8JERT8hFnTUJD92MpDkEdmn8DxnvS2xRo1UkfydLZQOIftmG6XlPJM/I1/9lWKZR5Vm2AFhGyaDwWAwGOYreo7Tn3N+wxaBbZg0HIIfnx7PvUVQU4fgH6bDTCivw4TgP6VOo387ztckvejAiFCpA98in9Fr30o1UlUcLI04zjK1hFFPD0c2LOg/Ucf6TQouAgBH6VjrMgkzAvE9NAzWah4xcLHOL1I/FPWiWJvk0gaIjFL4EXSbgjSZ9EpkKKO3dM3GaGk9jzPiPJb9SxMo9aFim2r2SI8PMotXsEwjdAiSF3fFLFXFFdDlpnWgfTOpNmp/TNSKZSWXVnwqT1jzFJiGfqKvLNvH8hhArZOiGJWaIcmdl3or5iB5pu+yUHWbCp88PcFS2WXGrHaVxrr+Ym30sFDycwZdkF6dp8qXUFFuXUe9DpHva1aYHaFd5MA0SP6YHDPwLAcv33VkekcgNwhj0zThMzYIQXJjoFzxel54xG4IBBeuDatBdMJKodBl4oa6frdqxLklD7B4kY8WnMJ21gwcXGUl52j0eCGPe9K20wGa45iFVw6l+9J/7muzclEevNZ3kzyvME/f8wbzOpacwWAwGAwGw3yAMUwKPPDAWLTGKlgHCpZjbSkxJgsr8RvEDGqVZ97kfXlUhVGUJwa7GHuNwvk+1+K1+N6JrEovu1RJuQwlMSuLMUlbWHhFnzW62MJCSvLU/mSkIuknqzxtFOQQfSMxFZYnWvARlolcv84AUYjjp3WXWPdnBhQ6Szo2l1NskyAFcdPsBBUsTofp0Ndqtkeqfq6WKjVz1ld/X98Z2a+Szld5W44d6/Yn6egh6DSlNRA9fQurIGOTYqJR9txcMSJoKLNjhIJ1ypZpJXPQqz9UsTJSR30xM3HUL1xTWVapN0XlfZ1N+7tCxcj0eKbOVpgqn2KzyvZX3aiYRCC00Y9JIoehb0DteFAKpsDu0ORkSDs1HZgc8cbeNKCxATBowIMGPD6AHxcFx1hDy+ETr4VxVOxG0osiiHdxBoCx4JMLzuVx0ERTzMcxX+e96Dm+n2T+K6ZQj1dcI2LNWLBHs6DzDBZUdk8hm8vsbCGYp+/5A9swGQwGg8EwX2FHcvMGtmFSoAEDjaJTEkSqit/lfmKislSWJcjMUnHUq8nWaECypEvKSig8NieP0lr/Q0tIXJBbRZNrXYksxWfGgIGgQ5Uk4HA2Ty0FH01MJYFVScaF5FyxK0miaUMaNxRLOVaCHOWf8j4YZJapRsG4SXpPOb6XGlbRMxPGLlssxrFoZJCR9cxYMjOIo/SsmBjxG1X7SVLDXqDP79FclDcJmNGLu8Slq8sRtkPfn5GJApKErisP6yKOQ7Xe0lflBT6wdFTqnugBcZRZTrVesw5RZguYkHWYUK3vggUry+gzNC1YP329aqP255OYWHTLS4WqOWRkT+Kdvlflp+e11psbVVfFSgGydgnsORifjTsMdw6vcDeIfpYG4TeNTQHDYdAvcpSt48bHweMD8FiTGEFuQqfJAUQM8tHRmosx1KKuT4dRUyxPQh0cUv9nL+84AB0dNeUDSY8Z1PzIvcQu9YBJ3XIAhtWwzmCi36u/pNsHJIb8OTPGhu0CtmEyGAwGg2GeIglBm5HfsGVgG6Y+FKwRCoupLEFGBkgJ2+FMn9N3AFH3KDJUShJOx+ajdCySTyVhQCizOj5fqlmfjn6EYyVFqzpEems463x4Cu1n5SlbDUVt5VRbgxVlx/LFM3mIBafGEZyscwIDx8FqZhBYH9IWhtXYwCGp2RTt021rghdo3b4+K7lUJiNaGFHuWz1cWq9kJGujpmoujBIj6gWp9Op77YeJonVazTD2MVFlRVm3Trtfj15vdPPjugrWiq5Vfa69HwtL0JQ+yfoYkxAvTFWiv1PWS5lRv0eXp9ONStN3M5WdC886VMjPkG5nPbZ6Tck/9bNYtz8+t/K912JuFKTNUVWIG8pkMzmABmgagnMOTizepscCu6T1jpwDDxpg4NBONIlZCtaiBBoQqGGQd6ChB3kXdJrGymHoQK81rbskFpm12StVukp6nLW1IyFZyGlGUrNTM7OIFPRRK3aU1PeQLLBpHU/fQBq/FCcx0bBbEXYkN29gVnIGg8FgMBgMs8AYJgWeduChAzXcEV1Is0dAphnUET6lf3TGzCxp4iqZDKXy5DpK1SYRLiLTxBTZH52+I7ErD9ZKcs715nKZEDxuC6HD0ds3cxmnSagHlOV0rPlEktbDx0GPKUjH4ZLnMHDcBOaCWwTdIXaBCRnkOejoNBGHyOZQOgs+D1hVdYmauYrMWtZhiuU7Sj6jinlT/RzJNLksrFLUoSgYqx7Gok/vqLaSk3JAmReq9ZQK31BqiXkXxlfGO+SJFka1bpbMN1EaVjQxf8/67o+Fptc2d6/Nxh71pePyep9lWic/unPUfV5KdmtGy7WaNWRVRs2OqXz14170w6mp6r56EnvnB2FSmQAX/UcRA5hwqU4eTw8YyPvgnTvVFTxx85iDH29iechrBQQaBAaThg7U+sLiMrWnyR2hVl4k6PoxSi8vPVeKXdJsXy2693iaL/Pn371sv4xtI9a/HJhpX7JMemzQsZhFZp5kUtoQv7Lj7+r5xByY6lnzG7YIbMNkMBgMBsM8hcWSmz+wDZNGEuOhpGHOjEakNLgQ7ZElJRcom0LqT9IQd6xqCN0yajEp6UgwkqQzcvnXkq5mm/oQQ9KL2kBia5KVXJTcItuS/O/oofFKqlRWLl3P08jxzFIaSu1sGwZaJTV7pXPTsJJAVcGOU7uTdDgTvRD7p0JaBatAjxhJXbUtKV6VXU6tSHNeNivpFTVxukj1O87hKOszXW5FEOXv0t/EinXnBJxZyl7LNVWZ1pWqLfBKHayygDSPrnOrBzJY3aI6pKW0P+rVFGsN3J2Mer1XZRb1jqq/YphG9YdV+zRrVDBTPVZ2xAhs5SjmTPoh16X82K6kT+NCXEeKz7VkCtaFDWjCKQtVhhsynGaYZH0PCH4sfAAkJln8dZEn0CD4lHMtg4acyyDAD4IJavAczykGIdf/MXvK6zP66RJ2qYwxqBZ9wTzla1xd48QWIT7XceCkjDhhwl6RjH9yZkblO2OGTQV5HzybI7Jobbi21WA6TPMGpsNkMBgMBoPBMAuMYVKgZoR1FiHs0lV0dC1ClnGqROSTa5IPgOdCmuvd9/coxWTGpS99z/eaVSL0Ei/EAFoCC2tFwuRQlBazpJYM3KRvnNkU0TFiKOkQOU1HpwmAm47takKZbip0zotFoVND4UUyDfdIS4pApePEmQVEFjaL9LGRyWt4arAqRfULPuj+aN9ahd4P1FBp9qJBZixaJGu4AjUDRKkLmc3Iw5C6ImxQ7YW8WJo97FKv3pVm3MQST+ru6VfSuZpDmYlxk7bXulpAydCka4TOc1iXDS7YCR7F7szAgBUWpFS2ta9eUcshX5Jvwi6lNiCXw5wd7c+mTyWPV3q2NLnDSN61PcK7iB2hHadkPSnz4qY5xg/MDaKWk18s31DSYZJ1GphQCuU0FGK8tQyS/yUiFc0O4Z3WcnhnpvdBZJx0cokzl/zJxXl1+Zq2agvjWOrF1fOXxtihjI0oeZVSaR6z+O4GkldxPQekWKk83iG6ACj3i+FD2q1J2sg7dHPyG7YIjGEyGAwGg2GeQnSYNufzfOGxxx7DySefjCVLlmDJkiU4+eST8bOf/Wxk+unpafzJn/wJDj74YCxevBgrVqzA7/zO7+CHP/xhke7oo48GERWfE0444Xnrx1xhDJMGqU/fvcJHiJZE4hemJOGXRURR3SFJMFyxVFWR3dwui5wzSczl+T8X17I1jBKkov5Oin9HCL5LnPLPw5QknMI/kEjnmk1TEr32js2c86ZOAXCTBD+GYE3mAGoJ5Al+zCdLmUxcUWJ5hBFIbFMhqXMi+7qDma3fUiMd5faVSVWnEZimxL5w1KOomCag1OtR7An5RJ6lMUiGRLXowsUfJB0X1SStE1agTzKfac2otlClz9Wbv2IYpT11nuS7RjzgR5rFtZyYgSJOYR/bo/rb1x7yslb779csRWFtKOlinSP/W1Fp0zpRz1K6pxkmymmIs9Vk3/9dfW1P+TWTp1g7EJIOkhRCPvvN8oPIFAkD2ZZsHzeK4ZG118jcRMbKARjkOkq9RAY5AsuT6ZEYp5SW8yNcWM+Jd3jNLAlrBRnHHovMaoyyjmhgyWUuE1kUPdbDR31MiXfIDvA+L2nH6FYm/eBspYwwjsHS1GgbADjxxBPx/e9/H1/5ylcAAL//+7+Pk08+Gf/2b//Wm/6ZZ57BbbfdhvPOOw+HHHIIHnvsMZx11ll4y1vegltuuaVIe9ppp+HCCy9Mv3faaafnryNzhG2YDAaDwWCYr1Abtk3O/zzg3nvvxVe+8hXcfPPNOPLIIwEAH//4x7Fq1Srcd999eNnLXtbJs2TJEqxdu7a49jd/8zd41atehYcffhgveclL0vWdd94Zy5Yte34av4mwDVMflO5G+q1/1MKIiDSeQQhsTWd9i2TqtVTIxX3u1BWL95R1jKhHGKrF7z6mrCNaq7p80OoJcdWCXgQpqoh8WUTNdtRjlaqQB51CvQWLowpwLcCe4McZbjr6Cmop6P0A4AErD7ykJELu6asquNY1GPXiIETLwNF9kvoIkWWScaDMNAFI+j9MYTzZCRsUWToKPpGAIMFzX2y4EWxXYvdEf6ZBf+yzan3wiOt1AmHl+mLVpSIkrc/LV/pYWNchjJZmcpI/ISa46J8qMB+c66PMRpBYZkq7qiWsmSvWz4Ve4tW4FCyWNLknn0Yf+ZDWgC6DAC+e0NWa5Mgsanc+HWhWSV9T8SWDvh8KXamUlMMzJNdpwIkprHXOUp8SE6P65QiUGBQq2ltauSrmKepOhXyU2hN0Nl2pj8W5rzpOJjdUXpe/fT68Koj+GAkD3+Q2RI4zjQ9c8GOHhsDCcpK8c6TA8L6RCAT1xIV0W5FhmqdWct/85jexZMmStFkCgFe/+tVYsmQJbrrppt4NUx8ef/xxEBF+7ud+rrh+1VVX4TOf+QyWLl2KY445Bueffz523XXXLdmF5wzbMBkMBoPBsJ3jiSeeKH5PTExgYmJik8tbv3499txzz871PffcE+vXr59TGRs3bsQHPvABnHjiidhtt93S9ZNOOgn77rsvli1bhu985zs455xz8N///d8ddmprwzZMGkoCyhJvIUfGa3W+eM9RYJl6hCEWiVzd67AtIw7tWZvU1VKoRpKUufhdFstFEl2/SIcQJsyXFYleFM3QXlY0AAOJVRF/LKkbqow0fNPROsZF6TgmYkYRhytYqAUmjKPfmORTJTWph0mLFZPoSoir85pRrLJL+zkuDKIofSr/OKzGXHRAEHWutH8ePWwU2QPt/6iwKhzFjqlpGmURV1+fSR9EJH8Gkm8bYZtqcEwvfnCAwHwU7CijwyZoXS7Jg1gftZR0bMoy8oLpWIsxEKzkVCdVX7ssbK6fa4amZhNrhqpm7Bilt32gjEen6kvfRa+tb25VOzrWrEBmEYEQa7GHjazbRFHvUFuwlZ2AGi/FFiWv3aTeC+GvEyWsKpZbmEMkC7vcrmBplyzMODJXlbdubqKPpuQLS98n9K39NF7Jx5LoYSpWigGK+dkhseZimZuKin6Yuh7A9QT3jN/WQu3Da1PyA9h7772Ly+effz7WrFnTSb5mzRpccMEFMxb57W9/GwCydaECM/derzE9PY0TTjgB3ntcccUVxb3TTjstfV+5ciX2228/HH744bjttttw6KGHzlr28wXbMBkMBoPBME+xpTx9P/LIIwWLM4pdOvPMM2e1SHvpS1+KO++8Ez/60Y8693784x9j6dKlM+afnp7GO97xDjz44IP42te+VrSrD4ceeijGxsZw//3324ZpXmEWfYYkzCb2g3Ja8dXUl01YolpoKdiazP4UFkKEwPZEhkck0T59iF79pj7GK/2TMyUJXzuDSU2jIi9JAXUbqEjQ9d+k+i7WZklKjuncFIEbBkcLnRz1HNn7t5N4asFCJsmG2vO26E1VqhDZQlCLyVUb+6bRRUYjsV9UsCzyl5poBRapjo4FmSYthZXg/vksGJZM3nUl7ZoRq77PaHEkLIRXEnvfvJbNTkxNr7dz5P4kxqdgFWIeH5gLRwDasm7ti6kkCbm8yOqjG1hZrDGQ9H96Gah6WGbwYq718ZIPph42ClJnZIA6lo19816NdeFBX+k0iQqfPIp9Xtpz2VT+HsHasB5wYY8ia8QSj1D6mZ7hrPeUdJgiY0gufmR9EYK1ml4LyjdUeh70O47zmHUsKIsxD42SNrAMkOsZ1EY96w2BEFyqs1csk+OwJhO7jPTyWIievnfbbbdZNyYAsMcee2CPPfaYNd2qVavw+OOP47/+67/wqle9CgDwrW99C48//jiOOuqokflks3T//ffj+uuvxwtf+MJZ67r77rsxPT2N5cuXz5r2+YT5YTIYDAaDwfCc8PKXvxxvetObcNppp+Hmm2/GzTffjNNOOw3HHntsofB9wAEH4NprrwUADIdD/NZv/RZuueUWXHXVVWjbFuvXr8f69esxNTUFAPjf//1fXHjhhbjlllvwve99D1/60pfw9re/Hb/0S7+E17zmNdukrwJjmEahwzQQSrEssksahH5JIElDqoxC2svXU2gwJdAwCJR0YXL5c5E5+jxd5wKiJJb0i5IP7OydfERtiaHqZUUyY5Ut5sqE4qOpyw5wliinY1qnPG2nNsd7iLpMojuR9LAoSrWxLVIp5WupTvHuns27evvTgauisyMwYNwgeEdWjEmy0hnBDCYdG2RWTpfMKk2Rp25ezZDOxJhJEuWBfBQbVrAnWuDtsdjSU12wMH1toBhyzAXv7y56RE919/Qx6MZE5oN70rrAYHV0pxR70cegdSzqKoapYHVV1bWeVt1eILN3jsrxBqP0hN/DfBWGrdXYJnYpPhrFtNfsVeVLbVQdBasTrcWKfNXaIubkvyv513LCxFCOSVczlxKrMbJLPED2v6Qe0cAupQc+6TmlMQErV+pINID4lyOO3r9jPhJL4MSMhjopxpdL1nEamlByDCxAhun5wFVXXYU/+qM/wurVqwEAb3nLW3D55ZcXae677z48/vjjAIDvf//7+OIXvwgAeOUrX1mku/7663H00UdjfHwcX/3qV/GRj3wETz31FPbee2+8+c1vxvnnn4+mabAtMe83TBdffDGuueYa/M///A922mknHHXUUfjzP//zYgfLzLjgggvwsY99DI899hiOPPJIfPSjH8VBBx20DVtuMBgMBsNmYh5vmHbffXd85jOfmaX6XP9LX/rSbpDmCnvvvTfWrVu3Rdq3pTHvN0zr1q3DGWecgSOOOALD4RDnnnsuVq9ejXvuuQeLFy8GAHz4wx/GpZdeik996lPYf//98aEPfQhvfOMbcd999z13vw21aF/cUL9GsQ61ZKmspzrrhOQf1gJUb5KgA8EzMgU9zRzNOKgf0esSEHWCAgvSXdTaMiZlr8dBRFsl/XYKSHk5lZfGk1P20jJqGDvRANyIXxXVetL5KUiEnsq2JgU01RzH2beTHivdN82CaV0uQh65ehgIoCYyUJFFEJ0rzbqI12bNfIzUI+pBzdx02KZR60F+tvGSZh1krSqGZRRD1OvPR1gnRsGwjewDh3ZwZF/6Yu5pPSnykUSIlErHQk3pVqVxpaoPszwn2WKrZNDSENXt65sHXVf87kmNi5SjWbUaNfOl6k/PlzwvtbfymjV06CfBaypTyqz9a6k26v6neIYeytO3xLcDqAnzSkNE67vqXeoCu+SjpVw9V9QCTusQVVZ2mqEHCBC2OfpHY4qWyxQeOI7xKJM+ZLSYY7iomxTfJ/pEIPWbZ54vw3aNeb9hEpfrgk9+8pPYc889ceutt+K1r30tmBmXXXYZzj33XBx33HEAgE9/+tNYunQpPvvZz+IP/uAPtkWzDQaDwWDYfGwhtwKGzce83zDVkLPQ3XffHQDw4IMPYv369ekMFQjmkq973etw00039W6YJicnMTk5mX7XDr065/Q9TNBMC5hq8VOkSuLMpKT8XKTpKQ1w0feRm0P61NaYtpYeqUiYbiSWSSzj+ruW7xXMTSyRy98dRkmNXxFLr2KbJC/rvJGlSP6Nos+V5KNJz5dItxITq811cZPHJMTTymxIYFR6es4o2aoRXZwRkakgMCSKVbB+LPuYyq1YGW0xlNJrdqdmEkegY12pWMN6+or6NVuj8vXpT3GTPV5TZI9mY5pCfC6AtaXciHZiiOQ9W+75JjNBXnSYGnTZJ2lDzTQpVqO2eusb2+IZ6AOV4yXzKeOfdPBizLawRlUfdRtnqp+ra3UzpC4u663T6EKyfmCXsepjPkn1JekvCrvklX5Tk/tWWApSZJnUupFrAJI+FAC4lsp5SWNTsUxAYJriXGo9JrE0ZFcOaIrXGa3jApNFpVn/NrCS21JuBQybjwVlJcfMOPvss/HLv/zLWLlyJQAkj6K134elS5eO9DZ68cUXp+jKS5Ys6Tj0MhgMBoPBYNBYUBumM888E3feeSf++Z//uXOv9iw6k7fRc845B48//nj6PPLII89Lew0Gg8Fg2CyI0vfmfAxbBAvmSO4973kPvvjFL+LGG2/EXnvtla5LNOP169cXTq02bNgw0tvoyBg64mGvDkVSH8tBX5sBPQqm+rhOjudKxfC60FgRhe+anh5Vf3bSyGUbdPnJo6OU1R/SZUZEZcuKrS7bXjturG2k9fOs3QzoECyx/8URXTwiI+qa9gPIgUfbfDSHeJznx1X9TexDMc8ozyPqI4SiorJLxTEWMs0vxyJBkZbzeOljKlGe1UcoddmVQvRs5uy6nSmPOvqREwgPZAeh8Z7X5VahRGZy1sgO8AOkIMnUAm6IHLC379mJ/SUJMFsf38VrrkVyhJjWdDyC8/FtJt/1kVw6Fo+Bi0kfhUr96hhNK3z3Bbqt29dx4gmpVx6O7ERVH6WJgj/po1Kf54KrdajnGtXYd+aCy7x63nXfWX0v1tyoOeobO/kryuzpSI5CfzxAA45pKMxjCuQb10wD+IGqVBx26iC8uo31sVznEDH8Ds42s+K35NFHusEtASXXDHIUFxqgykzuS7biJsTXD8Mm5DdsEcx7homZceaZZ+Kaa67B1772Ney7777FfQnQp4PyTU1NYd26dTN6GzUYDAaDwWCYK+Y9w3TGGWfgs5/9LP71X/8Vu+66a9JLWrJkCXbaaScQEc466yxcdNFF2G+//bDffvvhoosuws4774wTTzzxOdUl7CVBiXsi1RUsk8qg0UcOjayrYpekCK0YXhSkqYaZOlEyVimES0HRVOhhCeaEWlEbyAxd/M7MpYI3VJ6adUppEc2By3pScwtGpif0iEqXJFCXpeAkTbeUmTYCWGvl6opqiqEYA5FIJWnuuwy5DiKrhiBlyswZFwxTp54Y8LcYjo7ya3cgOoreyvmnA2IwUpVdmluvix5mqeMQMhbPDSdno+QBbiiwTIrF6rRT+in9L9i3wEh4BLaKCSEQrTATDeDHYtJBVB6uwrbIPBVK3zWEbRjBGhbtrcfGITmWFbYptz+OA1Gp0K9Yo0IRnNBhgkbW32FaVL6+MkY8L5EQnnG5d+am+q7dJQirSykIsDLCUCw+cRyv6LxSj0syyBBDCWbAo1x/gAqJVLJMxDEoLyMpflNilFQWh8Bai5uRkYMe/5Ngc1y5I2Leb5iuvPJKAMDRRx9dXP/kJz+JU089FQDw/ve/H88++yxOP/305Ljyuuuue+4+mAwGg8FgmFfYzA3TjOachueCeb9hms0rKAAQEdasWYM1a9ZsXmVR7yUIN7UyQG/F5T2RinrYo5GOLkegyFuIn7Nl7DZ3xrrTrTk8VPWQJAl3xFgxJ8kSStcp3opfRM9AZVdSYVFkZJOyvpEuv0LNwgDJdD1fj4liCIgseccKdEgIXValm1Ik0kxPH0HFan2MWNuc/lF1+ygdd8JL9BZRtlVlCePF6aIHBVJkgCC5a0ZAFyXj3ucUUoZB2BXN0jhOTiA5OhLsLLU43IVukC+GEGAkhoop6isRCv0l0U1L96hTRXDuWKrE9LYl9aNiXOrp1u12Q2RT9YEwSnksApPH6R0DxPEQdiiyMoGZQxlCRdXV+zjXrJC8i3S/9D39UzFVs71fEgsYmc7ESErbNEsmDJPKI24U2NVOZdW6ItXP2J4ULccTqOXESoX2qwmNTFJIzNmBKmU9plAupbIpNRDqQjVIogckbE9rDNOOiHmvw2QwGAwGg8GwrTHvGaatiYIN0ddFpymJhUUuFDeUSMy1iKtzjVCMmJWJ0sxOVU5fXh1yJAW7LRo0N+aq1xln0agRbRdpjbOkGRKLHg3nEpR0ijptZEZSOmGbgEIM14wTx+rZcQq4WwdUTepqrbQHySkmdJBekUxdPV4jxq+ap0JvRPTKqnb0pU9slKuYiZpZqxkP6au2qkS5BoLFWHCk6SJzQ8KqxHI0IycsUXIwqANBC5Mi31V/mBDCxDiqnqyy7VnnhQrmJrU1sgp+DOHNJe0ZZKs4ANk6To0HA2WQ27lCszyZlCiHPvaV1NjTdAzz0XCxtqWclFfWmvRRjWFybNrzeqkt9DpIlFpPnT19qNPMCClXMUtA/C6Wb2L9p5gopsAukUNwYlk95yloskOilFLfhGniGCbFR+vYtMbyeyaz17GZLjqtjOxTaA8rvSdkxknKiW0IOlOqUGagbQE/gzLelobXL49NzW/YErANk8FgMBgM8xUcz8o3J79hi8A2TJsCJWEVJlJyD0DS60kiaRB3RjFLnSpq8S9JdAQi7i2n38IOI4STLjMyE4vU2+4OSVXVH0XrkmkTkZDLKpTYy4XyCgrWRNglgMN7QLFNqZj4I1naMUqGsKcPEnKFmMGeir4X7JJmgrT/rD5yjZH04pL1lWZ8apaot22KgVNfCh9Oqkjy0edTZNZ02wr9JUDpcTA8RV9Vbcibvku1sf1ilcYNFwf6mmGSymorLhYKRpOySZ9LMRESRkX0YACgJbAPekpchM/IrERmmLgY1sRYSXDauTyCih2r57tm0OaCwPbJj9yGoLPESb9Lsy7EKPXuFGPEupx6jlUfOiymFDVT22frl15zXH3U85T01oSgUXPa8eeU1mzM16hHlhTTNIjltPX7FQCFd2NmFwl+wMmqkijoRhKoVOvxCJVFSzlQqcFa6BC1bdBfGtomZEeEbZgMBoPBYJivMKXveQPbMI2C0hsIv6l7v2ZdCsZASdJasusR7UYyQ52EFdNTMTy9SIwElelEQOsrb8T1whiuj3FiiixTVX/8cOUjpQDFf5hLXSdIXt0fDnUpy7bivsxDFFGDRQ2VknFfVyIjFPR4MkuRdIEkOO9MU+W4JNGoYoE8lWNXmz3VDEzBdHBm03S/Re8HyH6gYl5WrBjrsZG6HMLEeo4BbamwZkp+kxilZZywF31j0cMuddi5BM5jJSyTMIetZvqCrhU5AAOZUyhv3plZECuz1G7xgcToLtv6uZAxlz5odoOqe7p//cPQ19XeS+SVnk0cfx898Wvv2f2Zy+7IPRp1Xz4994viZ1rnNbOE8nv2n1SySTK/pDx9F2XoYNhSlmqHj+ld9SoRNoqrssQPU2Cb4xoUtk/aF718p3e6Q8GupobLX+8D07S1YDpM8wZmJWcwGAwGg8EwC4xh0hA2ojJXGrU/J1RizmyKASP97mjFhJz8uSKxVNIs7rmuq+hhS/S1HGuJi/t16LbUrdo3kXwXT9daUOrTreBROlgM0mOkWCYWsVLpwiT2BYi+hSh52y792lAqsma0yvYJO8KFRVJhxaXHIjIqiTTzAA2dsniqBx1AwyVbERmZpAqn2pD611LU5YjScxofUuwROpZyUNJ+YHECK0hD9b3NlnOpr9JHzRbVjIvqU2ZhKipg1NqODB9D5pPTAAQLKw6x5iR5ZAs6VnmuqiMOWdLv0utA1mbNGMVx0yxaYvkSy6bmrGftM1CtN9XwipVJXsHlt6fkyynrO1GHman9FRXPVzXtmjEj1efnos9U+/UCcru1HybNLsnzldJ5ZHYYmVHUvr7CWuhvX1Q37OTLTHJunY7hmJ49zyGGpCKNRI+pN2C7WMoB2WLOmx+mHRG2YTIYDAaDYb4inTVuRn7DFoFtmDSYog6LklCZSglSMBcGSKS4JM2NUhbofOlnYkbm60GPhAmgo5vUZxknOjz6XsF0dMpUTYpWfOE7svjHNPtDzwD1NDrpPnF1TZgn/UIR1immDxZS0fKNhW1SFao/hQ8nLbUL2yA6TCk36WUyEjR0oOloAVV7uhb9m2Hw20NjHjzg4HepODCP11LfxQ8Vl46JOYrehKzPVLEt2pIpMWAtgQeBTaU2WgsyZRYidp080EwR/JjS8dF/i44rJgpIrFlpuVWxQWIZxyisqYPPKCRdLcnbq0tU60txLo+ivpcwciPnTcZP+ZsSXSwqyufi2ehaida/pT1xnbH6LQybYpGYc5+Tp/fYhyKuYMUwacu04n7BluXvNUGmf3ceec28yXKu0yRGiQomKOlkDVDoZnX60nl3lu32iHpMyVIWVTw5hDUc9ZO4EfoqFEjMZf/FQi4NoNyMA8lqQtrW9IJ2UNiGyWAwGAyG+Qo7kps3sA2TRpTedJwhEEdBpxK9EKU/Jf4ULm5q0bySlPI99ZsqMVF/7ehk9IvGmd2hJKHNaglXXENilzqsUvV7lMVfbnfuD+vuoUcaB0pxX7NbSaclj3FiQNLfVEisNTNPHFmmgm2SNippP/ljkexN/B795BS6QJ6Czk/0B0PjQQLVHqYBBD2jYdQ1SgGx1F/S0joDbVw5Y6FBFNtARd1R4HVhnRVadpSZqL6QWFnKzl+DN/RQrvi3KXRJdFbpmye4aWFhKOhgiZWa1iHSfUtsFKu1pMacQzmF+pKUKaxT5eup1qWSOhO7JlaFwh5EtiHdrz2/x3KFTSQHoAkT5yK7RHKP8jjXzCtHplPYwHAtj1/y4K5/x7XIQ8pMZEvJYiuxPzpOm/ZVpfWnNKPDndslIyePT83k9HxP61V0x1y+3kmLzBamdgg71iJZYCYrOokfKKyWMEid+Ql//DAu0Zi/8+wVjwzBcWaXmBDWbWwjxzlkh6zHJAXUnr6ZwVvV07f8x7Q5+Q1bArZhMhgMBoNhvsIYpnkD2zBpaP0S+esyv8TyTzL9GL0WEzHUk6c/IRTj1EcNVFKsvt3DBCWv27XEN4pVSj+C5Owqfz6FPlNfe1STkvQcWaQ+Cbw3fzWYpcGKsFq5DtHTIHTHViR25ui7JzIywswAIv0K84DS3079t7IOZG1mBADDzBhwk7WbKDKMhafn1MGKcVF+nrglwLvMLjiOPp4Ug0eIOjWo5rk7x/qyVtNgH1Y3ec4DnhiEnjWrWQnN7uhyPcX2otRbin2jam3ldgqbBojlI6co8eJ/qsxblFus6bhexP9SzJDYuMjcccOBxUvtCN8zm5SfBXIMRwznPIgAV7BMfQwTwSumiZki6akXUmajQnsd/IDC/Gu2CUjqaax9NrWKQWMufIolz+nxWSheH3rcFeM3q8WcTqfya7ZK1yFMHun2tIgx5UJiHcdQL1Fq63dAVQeXpHChi4jIKsm7wQHchGc9j0dcA05YJupayWnrOADJYs42ITskbMNkMBgMBsN8hTFM8wa2YVLIVlKMUmqOEolI/yP0h0rEtCK495mb9Jqg9DWsyqbEwJHx34TV6WGiQj4UdXf0MRQr1FEhGKHD1MeLzRSfrkuiZUm7w0oJ+VGoEnRnIrFbSaINEiWL1+Q6EnpkMvqmJtet1gOpBjac9ZpqCV3GyAE0ALjSB0p5FEPSy5ZoRsnHfqT1ySVbU5Wtxy8zbmUiUgxQWKYxHpfW4xvR5sAgqPHpLBQ1JpR1fwLTlsetj52RPlPSS4mMEyOxa3qtlgXEP4ox5oYTqwQoMq1hUOPhGoZrfGCVSJgkRuN8al/jGA2V7JJmmWoIw9R6h7aHcarTAYD3Ib1vCewdeAxZ585H1qmN/RIdvpYAz9nPlPSRkfX3OLBt+R3X016Zwzi+uSB1fxaMem44tVeu57dFYIJ6XweBYa37VLWD2swSQdakdEXr7DGUvlIuh1ywmkyvfIkll3SZlAmf92D2W1cvyDx9zxuYp2+DwWAwGAyGWWAMk4acsddcSZK4wvWZBK0+KaxgmTR69Ik6ECloBsu0TpYe6bCuUzNK+rdI/KSvoUyjdZTm1KZRt+vh6DUlzG2S7+LrqV+wz20SST5IpRx1PzKrRyDlfXuGpo2gn+q4bYBi7pL0GuqGtmaqmJfcR5U3MkjF/M9Bws/sYHVDeVvXVoLsKVj8eQQLPelSR9+qiq0nTFHNhM3Qv5kbXvWhIkcDJVA9ezVbKRk6zxkCk9ZkvaS07l1glwZNGxikxqNxHk1kjxoXfgNAQx4D5wP7RAyH8HcmeCYM2WHoHVrvMGRXMEpAfn48E1omDFsH7x1aT/DepbTsCb518EOKcyjMEyLLRMlqM40fZ+ZJGCfyXI5XjZneH/X1vnUh92vWkWO8Qk8xNmOmn4RlQpk89UUzy6KTBAbQKObIqXvIeeNLIzwCjoIlZoybmCug5F8qPIcjOr4NdJiYI6u1GfkNWwa2YTIYDAaDYb5Ch2bZ1PyGLQLbMNXgmkfqUzzh7qXiN1cSs7o+E1KebjrtQXvOGKGjVFxT7I2wSn1pq9akNvVWS9zh4fraPsqP08hyi/LRHfeqiaLHxJHiIxe+Z4Yl6up03CX3l5cbMordQleqlkjpjpXOhKqto/+j5qRi1mZsk6q/N9ZfZBfYZ+WNFItOfETJdc0MqXLT9b5Yaqjy6HYUOmC5j0D/ukhFFOsoPZhVo9S1qj5SY0mO4QZRVylaugFIrNKYazGI7NKYazHetIlFGsS0jhgD8hi4tsMwOSqleB8VaTwTPAhD3ySmaegdPDKr5DXD5B2mfRP0nnzI2/pQVts6DFuHdkzpOAlrNADYu8QwFTHdIovI2ncTI0+csJ96fIv1noe1sIwcxToi369mNFirCZGs/CYRAsvUl6VggdVznRhTh7ykxBJW8ibWKVhcJos4ly0wpU+9VnIC7YcJAJtvox0StmEyGAwGg2G+oohxs6n5DVsCtmGaDbUlm6Y2auueSn8FGCFl96Fml3rS1rpDkq7UP8r1zRgLTiRvZFZJ0ojU3LGyUnV6ZX1SNrJs40yPaodNikXOxDJJPqra1OcTKhk8aqYp+oUKfUL2xaL9MSkrraJtmOF3f0vjn+iXqV4fim2p56XQiRqBUWOr36/JOk6YJWEagKBLImybMAZ9En66n9vfq3+V8nA3r24xobOGR3WsswYJSNZWBVOhPJxHyz/xoST+k5rGJ12lQWKYPMaaNjBMzmNAHuNNi3HXYuBaDMgn9mgsfpe/jjjoOo3wwuwjhdJyYJhaEKb8ANORbQKEYXKKiXKY8k1goSLjJGlbHximad8ktslzYA29jwyKWICKvh5QMEwUWcbgOT2OV2F1Nwe2qWKX0rqoddo6azdOmBPmsKQGk++4ijGk3NRk5VaomMpaaFG9A1GwTBzZJ3ZVvNDOX5ob27S14LUC5CbAdJi2GMxKzmAwGAwGg2EWGMO0uRghhIzW3xiFGXRV0GVQCh0QzUbMZAWnJPuaWXLpe7/0VFvEuViIr3SrtLdu5hxpr48x4p5yNcs02zjM1F5VVME0AZm9KmJ9iRVZyoRZWaQ+vbKR7FQhcXfZpFEs4Uzos7wcyS6Jvo9OG1mY0dZlJQtUM6iddo5k4cr7nTmrf/aamkoj1DXFJMkHCF66XeOTL6VBE/WTiDHWtElPCUBikzSjNHAtJtwQY+Qx0QwTgzRGgYlyCP6YHHk04I7+koboMk1zg5YdprnBpB9gmhsASMxTsKZrEvtU6zwBSL+nfYPptsFUG3SdvA+Wddr6ThgmnxglCvpNwjIyMrvoxZdTZmNJ7gvjJFPq4xQ0I7scE6r1IqyzTKQTNjdeaeLDRqEtBaGfLOlU2bIEZVnLM1O9Z0t9q5Ams0x5uaf8Km+Cqy9sA9iR3LyBbZgMBoPBYJinYO/Bm3EkZ24FthxswzQb6rP4Snejz7Nt7Ysn6aqMrCP+mYlRUPXUllN9ekuFp2xVviSt42H16TAJtM+YzAhFaR4lI6C/6/BLfT6bSP1Olm9Ar4WdMGJF/9N99EAxUVAqGkygQkmCI5kUr0pbR6ov6PZ35yvpX4niRb120D8vxbpBlW6mdtRjUfQu6IqQi7otLjBp2v1MKbwyRrJM9VrruVf3M5U5qu29SXoYhc5tLvSUKFq6JYaJODBK0eptvGmTntJ40yY9JQAYd0OMR0Zpwg0xcC0aYgyoxSI3jQk3jTEKaceoRQMf/pLPTNMMkeSzHlNgl8InM0xyTe4Hlslh0g8KxglAYp2m2vxX2KZh6wqLOvEYzhx0n0TPybcu+d7SVnLpmofSd4rz4HM6YmGZCNREb+99a0J/T/qMwjgzQJTjzLWU9JrkscmkJAedI+WdX9olDBI5ZB9MLcq1Kh8Xn33PinWShEixE5ko1KGVVWgba64YwzRvYDpMBoPBYDAYDLPAGKYa+uy9ut6xEkL+DVQMQTpTr3RURtRZ/ByVtmCZVP0qX80saVZJ6/w0rmSWZoqJ1fRc72OS4p0k0Gj2KXszrsth9T3Jnx30sUszWZDle5x1jaLFo4xI9iyeWSbQzAKZZpV6fb4zOgzSjPNL3bmci7+tkfHLgKTbxNJeWYtcWSGJTK8F2JmqHqFH1/letKbvJ5XXRulQ6Trjs5X1lRC8dCsruEETLd+UX6WxpsVEE1ikRYNhYpSSDlNklibcEIsim5Q/4doETYdyiTFGQ4xTCwePhjwaBKaphld9bOHQsoNHiCk3zQNMJYZp0GGeNvqxdG3SDzD0ktYl1ilY0jXY2A6SVV1tUScx7LSek3gOF6/hQNTp0T66ks8m+R77Fz3CEyN4hR9GJnXA4AZJp2zUVI4E5XUr5GwoRH5z0mVK8eKoWo6aTdLlUnmPq4+0NegxRS46PpAjLeVmevE8H/DcffaeC4xh2mKwDZPBYDAYDPMVQUN/M/MbtgRswzQbCglFsUt9eicFo6CYpV4hZYT+R18TRukI6HJiOm11RcBIFqnvmkjKcxKgKDNJTVJxyBm7jFJI76r75XdO/p36nvG6XXOJ40UkdY/uVEojv0dMSvJQnNL1NbL626lHX+jqK81l7Ef6x4r3Qju5EKEpjinVjJ72QyVKXCOYs7Ki2RKMSFyrYzCVXqk1W6sYi5Jd4sISTvSVRC9J9JXGogXcosEQi5ppjLshdmqmowVcSCvM0oSbxiKarlimIRbRNMZpGMqlFmNoA8NEjAZiJZc75Kv5aGMHWgRmZ4oDJ5UYJjSJcQrMUmSZOLNM0z68pmvWadIPMOkHiW0SpglAJ36d+HBqOf6NrJO0mT2hjfpNhY6T9gCf9JsoPNg+euZmwE07eGbwojCu5Kr/p6s5z+armHnpVEh6S3PPUqJmoUamU4mcooHjX3KmzbIjYruZ9SuuuAL77rsvFi1ahMMOOwxf//rXt3WTDAaDwWDYLASHpJv3MWwZbBcM0+c+9zmcddZZuOKKK/Ca17wGf/d3f4djjjkG99xzDwN2X2EAABI9SURBVF7ykpfMvaCKPZJrIun2MksdiaXSWaq+p6pG6K2Miq/W29w+3ZiKXXJRv6PPEo6IC1ZpNsambkuH3VDZOZXbxySFFF4xS8mT7wiLu7ru2cBMcMQdiZ9UQ7myKSvYmd76dQWVmNvTtrnoW43yrzUTqBzo7v2C1aOUKIfDoiJdMObjVFafL6mZGLqZ2pJvVPmVL6zc8Pq5Kr13kwNctIZrnC+YpbGmxXgTmKCgqxT9KzWBVRp3Q+zcTGMnN5VYJAAFs5T/TiU2aZEbYhxiJecxRowxMBoCGlCSOJs4wW1lwu0BtGC0LN8J00yJeZqO1nEbeQxTrsE0MtM0xQ0meQxTXDJMwjpN+gEmeQyT7QDT7Ap9pyE7TPlB8uMkVnVtZJum2wZtnINROk4hTp3L3sNZ9JyQWKJwLfwmD9Aw6kWNZatFACpf/wopHoOYLl3Tlqnc/UB/UJWj8tTXZ8RMx1hb2zeTBAHcrPyGLYHtgmG69NJL8a53vQu/93u/h5e//OW47LLLsPfee+PKK6/c1k0zGAwGg8GwHWDBb5impqZw6623YvXq1cX11atX46abbtpGrTIYDAaDYfNhR3LzBwv+SO4nP/kJ2rbF0qVLi+tLly7F+vXre/NMTk5icnIy/X7iiScAiGlpPA6QrWSl6E0OKI/iSqXuMlSJOr6TslS6TkDc0Iq5HX/ofKqcWtG7cX6kgrc+hkvXn4v5aq2Arl0IUFAmbfRxkFaOBRXuCvrdDpRHSaGd3WbU7Lm4EchOMXVZit7vuBgIaXuDHNf1jFDSHhVUdrYQLiPvzTYfs7h8YHTHuB4wro7HUriYIk09yHWZ6J666TI6GvNx/Opr8lzF4zjXyJGch2u6R3HjgyEmmiEWNUMsGsQjuXgEN6E+OzdTmHDT2NlNpaM3AMUx3CIaRkXvIRZRizFiLCLGWGzjGDk0cBgjhwEaNOTgZpE5PTxa9vBgeHhMs0cLxnQ8JplGi2mexjRPYiM3mEKDjTSIyuANppSTy408jpYpHdNNRvcDG5uxTsgVrRguoVZEKVy7IQAQgvl6h9ZTPLIj+PibOQfxZSCFXNFhhcLRnXJLALUs47RTwyE0S3SOSXJEh/hdLwGlaJ6O5tTxWjqdis419ad2kaGvSdnpOC++bMgzqOXwl8P3ULYP67Zty2dma29A7Ehu3mDBb5gEtb8MZu73oQHg4osvxgUXXNC57jduzC/tzdkw6e9z2DB1/tObqxOTGTdMsV61YWK1YZKtgt+cDVMFrzdMQPUfd5UW9XzJhqnb903ZMMlfrzYD8pLnnrQdK54ezMVyr46/ltM9TxumHowa996+Ah19ov4NU52nW9dM7Qjpe/RYdJp6w0QMqA0TNxzWc8NA49G6FsPBEE0zxHTTookbpqaZBmgIckPAtYAbommmwW4azg3BNAS7kNajhXctWgqfMfIYxs8YMaaLDRPgQBgjYABCQ+j1waThwZ0Nky82TIxpBoZM2MiEKRAmvcc0gGkGppkwHavYyC08gEkmTDEw5QnTzNjogSF7TPpc7pRnDH2LKe/RImyYpuNGST6yYRrGDZPnvg0TOhsmjNowFc6N1LzLFE+5uGmqNkxaiGnDZ9SGCXHDRBzScZvzhHzqtdizoeIhg4eAbxkuDqwbhu+uZbihhxt6UNvCtUNQOwT8JODbOKFDME9jyGHD3REkngcMMT03vauZ8hu2CBb8hmmPPfZA0zQdNmnDhg0d1klwzjnn4Oyzz06/f/CDH+DAAw/ED8770PPaVoPBYDBsP3jyySexZMmS56Xs8fFxLFu2DN9Y/6XNLmvZsmUYHx/fAq3asbHgN0zj4+M47LDDsHbtWvzmb/5mur527Vq89a1v7c0zMTGBiYmJ9HuXXXbBPffcgwMPPBCPPPIIdtttt+e93VsTTzzxBPbee2/r2wKD9W1hwvq2MPFc+sbMePLJJ7FixYrnrT2LFi3Cgw8+iKmpqc0ua3x8HIsWLdoCrdqxseA3TABw9tln4+STT8bhhx+OVatW4WMf+xgefvhhvPvd755TfuccXvziFwMAdtttt+3uRSCwvi1MWN8WJqxvCxNz7dvzxSxpLFq0yDY68wjbxYbp+OOPx09/+lNceOGFePTRR7Fy5Up86Utfwj777LOtm2YwGAwGg2E7wHaxYQKA008/Haeffvq2bobBYDAYDIbtEAveD9OWwsTEBM4///xCt2l7gfVtYcL6tjBhfVuY2J77ZtgyIN4adpEGg8FgMBgMCxjGMBkMBoPBYDDMAtswGQwGg8FgMMwC2zAZDAaDwWAwzALbMBkMBoPBYDDMAtswAbjiiiuw7777YtGiRTjssMPw9a9/fVs36TljzZo1IKLis2zZsnSfmbFmzRqsWLECO+20E44++mjcfffd27DFo3HjjTfiN37jN7BixQoQEf7lX/6luD+XvkxOTuI973kP9thjDyxevBhvectb8P3vf38r9qIfs/Xt1FNP7czjq1/96iLNfO3bxRdfjCOOOAK77ror9txzT7ztbW/DfffdV6RZqHM3l74t1Lm78sor8YpXvCI5bFy1ahW+/OUvp/sLdc6A2fu2UOfMsG2ww2+YPve5z+Gss87Cueeei9tvvx2/8iu/gmOOOQYPP/zwtm7ac8ZBBx2ERx99NH3uuuuudO/DH/4wLr30Ulx++eX49re/jWXLluGNb3wjnnzyyW3Y4n48/fTTOOSQQ3D55Zf33p9LX8466yxce+21uPrqq/GNb3wDTz31FI499li0bbu1utGL2foGAG9605uKefzSl8pYUvO1b+vWrcMZZ5yBm2++GWvXrsVwOMTq1avx9NNPpzQLde7m0jdgYc7dXnvthUsuuQS33HILbrnlFrz+9a/HW9/61rQpWqhzBszeN2BhzplhG4F3cLzqVa/id7/73cW1Aw44gD/wgQ9soxZtGs4//3w+5JBDeu9573nZsmV8ySWXpGsbN27kJUuW8N/+7d9upRZuGgDwtddem37PpS8/+9nPeGxsjK+++uqU5gc/+AE75/grX/nKVmv7bKj7xsx8yimn8Fvf+taReRZK35iZN2zYwAB43bp1zLx9zV3dN+bta+5e8IIX8Cc+8Yntas4E0jfm7WvODM8/dmiGaWpqCrfeeitWr15dXF+9ejVuuummbdSqTcf999+PFStWYN9998UJJ5yABx54AADw4IMPYv369UU/JyYm8LrXvW7B9XMufbn11lsxPT1dpFmxYgVWrly5IPp7ww03YM8998T++++P0047DRs2bEj3FlLfHn/8cQDA7rvvDmD7mru6b4KFPndt2+Lqq6/G008/jVWrVm1Xc1b3TbDQ58yw9bDdhEbZFPzkJz9B27ZYunRpcX3p0qVYv379NmrVpuHII4/EP/7jP2L//ffHj370I3zoQx/CUUcdhbvvvjv1pa+fDz300LZo7iZjLn1Zv349xsfH8YIXvKCTZr7P6zHHHIO3v/3t2GefffDggw/ivPPOw+tf/3rceuutmJiYWDB9Y2acffbZ+OVf/mWsXLkSwPYzd319Axb23N11111YtWoVNm7ciF122QXXXnstDjzwwLQpWMhzNqpvwMKeM8PWxw69YRIQUfGbmTvX5juOOeaY9P3ggw/GqlWr8Au/8Av49Kc/nZQYt4d+CjalLwuhv8cff3z6vnLlShx++OHYZ5998B//8R847rjjRuabb30788wzceedd+Ib3/hG595Cn7tRfVvIc/eyl70Md9xxB372s5/hC1/4Ak455RSsW7cu3V/IczaqbwceeOCCnjPD1scOfSS3xx57oGmajqSwYcOGjkS10LB48WIcfPDBuP/++5O13PbQz7n0ZdmyZZiamsJjjz02Ms1CwfLly7HPPvvg/vvvB7Aw+vae97wHX/ziF3H99ddjr732Ste3h7kb1bc+LKS5Gx8fxy/+4i/i8MMPx8UXX4xDDjkEH/nIR7aLORvVtz4spDkzbH3s0Bum8fFxHHbYYVi7dm1xfe3atTjqqKO2Uau2DCYnJ3Hvvfdi+fLl2HfffbFs2bKin1NTU1i3bt2C6+dc+nLYYYdhbGysSPPoo4/iO9/5zoLr709/+lM88sgjWL58OYD53TdmxplnnolrrrkGX/va17DvvvsW9xfy3M3Wtz4spLmrwcyYnJxc0HM2CtK3PizkOTNsBWx1NfN5hquvvprHxsb47//+7/mee+7hs846ixcvXszf+973tnXTnhPe+9738g033MAPPPAA33zzzXzsscfyrrvumvpxySWX8JIlS/iaa67hu+66i9/5znfy8uXL+YknntjGLe/iySef5Ntvv51vv/12BsCXXnop33777fzQQw8x89z68u53v5v32msv/s///E++7bbb+PWvfz0fcsghPBwOt1W3mHnmvj355JP83ve+l2+66SZ+8MEH+frrr+dVq1bxi1/84gXRtz/8wz/kJUuW8A033MCPPvpo+jzzzDMpzUKdu9n6tpDn7pxzzuEbb7yRH3zwQb7zzjv5T//0T9k5x9dddx0zL9w5Y565bwt5zgzbBjv8homZ+aMf/Sjvs88+PD4+zoceemhhKrxQcPzxx/Py5ct5bGyMV6xYwccddxzffffd6b73ns8//3xetmwZT0xM8Gtf+1q+6667tmGLR+P6669nAJ3PKaecwsxz68uzzz7LZ555Ju++++6800478bHHHssPP/zwNuhNiZn69swzz/Dq1av5RS96EY+NjfFLXvISPuWUUzrtnq996+sXAP7kJz+Z0izUuZutbwt57n73d383vf9e9KIX8Rve8Ia0WWJeuHPGPHPfFvKcGbYNiJl56/FZBoPBYDAYDAsPO7QOk8FgMBgMBsNcYBsmg8FgMBgMhllgGyaDwWAwGAyGWWAbJoPBYDAYDIZZYBsmg8FgMBgMhllgGyaDwWAwGAyGWWAbJoPBYDAYDIZZYBsmg2EHwpo1a/DKV75yk/N/73vfAxHhjjvu2GJtMhgMhoUA2zAZDDsQ3ve+9+GrX/3qtm6GwWAwLDgMtnUDDAbD1sMuu+yCXXbZZZPyTk1NbeHWGAwGw8KBMUwGw3aEH//4x1i2bBkuuuiidO1b3/oWxsfHcd111z2nI7lTTz0Vb3vb23DxxRdjxYoV2H///dO9Bx54AL/6q7+KnXfeGYcccgi++c1vFnm/8IUv4KCDDsLExARe+tKX4q/+6q+2SP8MBoNhW8E2TAbDdoQXvehF+Id/+AesWbMGt9xyC5566in89m//Nk4//XSsXr36OZf31a9+Fffeey/Wrl2Lf//3f0/Xzz33XLzvfe/DHXfcgf333x/vfOc7MRwOAQC33nor3vGOd+CEE07AXXfdhTVr1uC8887Dpz71qS3VTYPBYNjqsCM5g2E7w6//+q/jtNNOw0knnYQjjjgCixYtwiWXXLJJZS1evBif+MQnMD4+DiAofQNBF+rNb34zAOCCCy7AQQcdhO9+97s44IADcOmll+INb3gDzjvvPADA/vvvj3vuuQd/8Rd/gVNPPXWz+2cwGAzbAsYwGQzbIf7yL/8Sw+EQn//853HVVVdh0aJFm1TOwQcfnDZLGq94xSvS9+XLlwMANmzYAAC499578ZrXvKZI/5rXvAb3338/2rbdpHYYDAbDtoZtmAyG7RAPPPAAfvjDH8J7j4ceemiTy1m8eHHv9bGxsfSdiAAA3nsAADOnawJm3uQ2GAwGw3yAHckZDNsZpqamcNJJJ+H444/HAQccgHe961246667sHTp0q1S/4EHHohvfOMbxbWbbroJ+++/P5qm2SptMBgMhi0N2zAZDNsZzj33XDz++OP467/+a+yyyy748pe/jHe9612F0vbzife+97044ogj8MEPfhDHH388vvnNb+Lyyy/HFVdcsVXqNxgMhucDtmEyGLYj3HDDDbjssstw/fXXY7fddgMA/NM//RNe8YpX4Morr9wqbTj00EPx+c9/Hn/2Z3+GD37wg1i+fDkuvPBCU/g2GAwLGsSmXGAwGAwGg8EwI0zp22AwGAwGg2EW2IbJYNhBIWFS+j5f//rXt3XzDAaDYV7BjuQMhh0U3/3ud0fee/GLX4yddtppK7bGYDAY5jdsw2QwGAwGg8EwC+xIzmAwGAwGg2EW2IbJYDAYDAaDYRbYhslgMBgMBoNhFtiGyWAwGAwGg2EW2IbJYDAYDAaDYRbYhslgMBgMBoNhFtiGyWAwGAwGg2EW2IbJYDAYDAaDYRb8/+zcaVKFCCJFAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -201,7 +199,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c67472b60>"
+       "<matplotlib.collections.QuadMesh at 0x78c10e5e83b0>"
       ]
      },
      "execution_count": 7,
@@ -210,14 +208,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAGzCAYAAADdSEiSAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjUsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvWftoOwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAUwlJREFUeJzt3Xl8VNX9P/7XzSSZsCQDIWSzgeDGFvY1YBXUBhCM4o8lRSNUPxGryF4hVUoAJeCndSlUUbTFSqxYBYvVpiJr+SaBsEQQ+ETQQEJDgCJMQkIms5zfHzSjQ5Y5d7Y7k7yej8d9PJg773vuuXPvDO+cc+65ihBCgIiIiIiaFKR1BYiIiIj8HRMmIiIiIieYMBERERE5wYSJiIiIyAkmTEREREROMGEiIiIicoIJExEREZETTJiIiIiInGDCREREROQEEyYiIiIiJ4K1roC32Ww2lJeXIzw8HIqiaF0dIiLyY0IIVFVVIT4+HkFB3mtTqK2tRV1dndvlhIaGIiwszAM1cnT58mXMnj0bW7duBQCkpqZizZo16NChQ5PbCCGwbNkyvPXWW7h8+TKGDRuGP/zhD+jduzcA4PTp0+jWrVuj23744YeYPHkyACAxMRFnzpxxeH/RokVYtWqVB47MDaKFKysrEwC4cOHChQsX6aWsrMxr/y9du3ZNxEbrPFLP2NhYce3aNY/XcezYsSIpKUnk5eWJvLw8kZSUJCZMmNDsNqtWrRLh4eHi448/FkePHhVTp04VcXFxorKyUgghhMViEefOnXNYli1bJtq1ayeqqqrs5XTt2lUsX77cIe7H72ulxbcwhYeHAwD6P/g8dCHOs3Bze/m/KIIsQkWsdCisIfItYXvWPC1fsB8YtuQP0rE2NVenij8EhZdibSHysQCgWOVjDy0KrPNM/uOex9Z4p2A1DfbyP5Wqyt3+zjMqCpZTWVmJhIQE+/8d3lBXV4eKC1aUHOyKiHDXW7Eqq2zoNugM6urqPNrKdOLECeTm5qKgoADDhg0DAKxfvx7JyckoLi5G9+7dG2wjhMCrr76K5557Dg899BAA4N1330VMTAzef/99zJw5EzqdDrGxsQ7bbdmyBVOnTkX79u0d1oeHhzeI1VqLT5jqu+F0IWEIlkiYbKEqEqYgFQmTmu+EioQpIiJCRcHa0+nlv9RKgCVMSqh8LKAuYQq080z+Q+Z3zyV+kDB583vhiyEcEeFBbiVM9SorKx1e6/V66PV6l8vLz8+HwWCwJ0sAMHz4cBgMBuTl5TWaMJWUlKCiogIpKSkO9bjrrruQl5eHmTNnNtjm4MGDKCoqwh/+0PAP6dWrV2PFihVISEjA5MmT8atf/QqhoSp/ZD2sxSdMRERE/sgqbLCqSSYb2R4AEhISHNYvXboUWVlZLpdbUVGB6OjoBuujo6NRUVHR5DYAEBMT47A+JiamwXikeu+88w569uyJESNGOKyfM2cOBg4ciI4dO2L//v3IzMxESUkJ3n77bVcOx2OYMBEREWnABgGbqua3htsDQFlZmUNrW1OtS1lZWVi2bFmzZRYWFgJovIVNCOG05e3G95va5tq1a3j//fexZMmSBu/NmzfP/u++ffuiY8eOmDRpElavXo1OnTo1u39vYsJEREQUwCIiIqS6J2fNmoW0tLRmYxITE3HkyBGcP3++wXsXL15s0IJUr368UUVFBeLi4uzrL1y40Og2H330EWpqavDoo486rffw4cMBAKdOnWLCRERE1NrYYIPNze3ViIqKQlRUlNO45ORkGI1G7N+/H0OHDgUA7Nu3D0ajsUH3Wb1u3bohNjYW27Ztw4ABAwBcH9y+e/durF69ukH8O++8g9TUVHTu3NlpfQ4fPgwADomYFpgwERERacAqBKzC9S45d7ZtTs+ePTF27FhkZGTgzTffBAA88cQTmDBhgsOA7x49eiA7OxsTJ06EoiiYO3cuVq5cidtuuw233XYbVq5cibZt22LatGkO5Z86dQp79uzB559/3mDf+fn5KCgowOjRo2EwGFBYWIh58+YhNTUVXbp08crxymLCRERERA5ycnIwe/Zs+11vqampWLt2rUNMcXExjEaj/fWzzz6La9eu4amnnrJPXPnFF180mKLhj3/8I2666SaHO+rq6fV6bNq0CcuWLYPJZELXrl2RkZGBZ5991gtHqQ4TJiIiIg14atC3N0RGRmLjxo3NxogbWrgURUFWVpbTO/RWrlyJlStXNvrewIEDUVBQoKquvsKEiYiISAM2CFj9NGGihvjwXSIiIiIn2MJERESkAX/ukqOGmDARERFpwF/vkqPGMWEiIiLSgO2/izvbk+9wDBMRERGRE2xhIiIi0oDVzbvk3NmW1GPCREREpAGruL64sz35DrvkiIiIiJxgCxMREZEGOOg7sDBhIiIi0oANCqxQ3NqefKfVJEw6k4DO5rzDt43JKl2mLVT+YhVBai5s+Y7pIY+9rKJceYV/nO+VchWLfKxO/lTAFiIfG6TizzJbqHys0MnHXt9AZTyRCxQV3yN1BXupXBXfi5GTfisd+/8+WuhCZYh+0GoSJiIiIn9iE9cXd7Yn32HCREREpAGrm11y7mxL6vEuOSIiIiIn2MJERESkAbYwBRYmTERERBqwCQU24cZdcm5sS+pp2iW3Z88e3H///YiPj4eiKPjkk08axJw4cQKpqakwGAwIDw/H8OHDUVpa6vvKEhEReVB9C5M7C/mOpglTdXU1+vXrh7Vr1zb6/rfffos77rgDPXr0wK5du/DVV19hyZIlCAsL83FNiYiIqDXTtEtu3LhxGDduXJPvP/fcc7jvvvvw0ksv2dfdfPPNvqgaERGRV1kRBKsb7RbemmKLGue3d8nZbDZ89tlnuP322zFmzBhER0dj2LBhjXbb/ZjJZEJlZaXDQkRE5G/Ef8cwuboIjmHyKb9NmC5cuICrV69i1apVGDt2LL744gtMnDgRDz30EHbv3t3kdtnZ2TAYDPYlISHBh7UmIiKilshv75Kz2a4/v+KBBx7AvHnzAAD9+/dHXl4e1q1bh7vuuqvR7TIzMzF//g+P9aisrGTSREREfofTCgQWv02YoqKiEBwcjF69ejms79mzJ/bu3dvkdnq9Hnq93tvVIyIicotVBMEq3BjDxEej+JTfdsmFhoZiyJAhKC4udlj/zTffoGvXrhrVioiIiFojTVuYrl69ilOnTtlfl5SUoKioCJGRkejSpQt+9atfYerUqbjzzjsxevRo5Obm4tNPP8WuXbu0qzQREZEH2KDA5ka7hQ1sYvIlTROmAwcOYPTo0fbX9WOPpk+fjg0bNmDixIlYt24dsrOzMXv2bHTv3h0ff/wx7rjjDq2qTERE5BEcwxRYNE2YRo0aBSGaz5Afe+wxPPbYYz6qEREREVFDfjvom4iIqCVzf9A3u+R8iQkTERGRBq6PYXLj4bvskvMpJkxEREQasLn5aBQO+vatVpMwKbbrizM6s/wFKNTEBsn/JWAJk481t5WPDVLx4KERU38nH6xCW72KY2uj4q8nFb855jbysWq+IUFmFeUC4G+d/1BzvedtWuDFmmhLUXFNqnkqh8xvryvUlHtn6v9KxVnMtS7Whlq6VpMwERER+ROOYQosTJiIiIg0YEMQ52EKIH470zcRERGRv2ALExERkQasQoFVzWCwRrYn32HCREREpAGrm3fJWdkl51PskiMiIiIHly9fRnp6OgwGAwwGA9LT03HlypVmt9m8eTPGjBmDqKgoKIqCoqKiBjEmkwnPPPMMoqKi0K5dO6SmpuLs2bNu79sXmDARERFpwCaC3F68Zdq0aSgqKkJubi5yc3NRVFSE9PT0Zreprq7GyJEjsWrVqiZj5s6diy1btuCDDz7A3r17cfXqVUyYMAFW6w/z3riyb19glxwREZEG/LVL7sSJE8jNzUVBQQGGDRsGAFi/fj2Sk5NRXFyM7t27N7pdfVJz+vTpRt83Go1455138N577+Hee+8FAGzcuBEJCQn48ssvMWbMGJf37QtsYSIiIgpglZWVDovJZHKrvPz8fBgMBnvCAgDDhw+HwWBAXl6ey+UePHgQZrMZKSkp9nXx8fFISkqyl+utfXsCEyYiIiIN2PDDnXKuLPUTnSckJNjH+xgMBmRnZ7tVr4qKCkRHRzdYHx0djYqKCrfKDQ0NRceOHR3Wx8TE2Mv11r49gV1yREREGnB/4srr25aVlSEiIsK+Xq/XNxqflZWFZcuWNVtmYWEhAEBRGk5ZIIRodL27bizXl/tWgwkTERGRBtx/NMr1bSMiIhwSpqbMmjULaWlpzcYkJibiyJEjOH/+fIP3Ll68iJiYGNcqCyA2NhZ1dXW4fPmyQyvThQsXMGLECHuMN/btCUyYiIiIWoGoqChERUU5jUtOTobRaMT+/fsxdOhQAMC+fftgNBrtiY0rBg0ahJCQEGzbtg1TpkwBAJw7dw5ff/01XnrpJa/u2xOYMBEREWnABgU2uN7N5M62zenZsyfGjh2LjIwMvPnmmwCAJ554AhMmTHC4S61Hjx7Izs7GxIkTAQDff/89SktLUV5eDgAoLi4GcL3VKDY2FgaDAY8//jgWLFiATp06ITIyEgsXLkSfPn3sd83J7lsLHPRNRESkgfouOXcWb8nJyUGfPn2QkpKClJQU9O3bF++9955DTHFxMYxGo/311q1bMWDAAIwfPx4AkJaWhgEDBmDdunX2mFdeeQUPPvggpkyZgpEjR6Jt27b49NNPodPpVO1bC2xhIiIiIgeRkZHYuHFjszFCOM4DNWPGDMyYMaPZbcLCwrBmzRqsWbPGrX1rgQkTERGRBtyfuJKdRL7EhImIiEgDNqHAJtwYw+TGtqQe01MiIiIiJ9jCREREpAGbm11y7kx6SeoxYXKHd557CDU3PtiC5ZtkdXXyFbbq5ctV1SqsIjbIquIDtjoPsZcbqqIStfKhtsYn121mA/nQvvNekY498so8lRUhNUZM+Z10bN6HC7xYkwAi5L/LiorvhaLmN1j2a+/DXi6bCILNjTvd3NmW1OOnTUREROQEW5iIiIg0YIUCqxtNWu5sS+oxYSIiItIAu+QCCxMmIiIiDVjhXiuRiqGb5AFMT4mIiIic0DRh2rNnD+6//37Ex8dDURR88sknTcbOnDkTiqLg1Vdf9Vn9iIiIvKW+S86dhXxH00+7uroa/fr1w9q1a5uN++STT7Bv3z7Ex8f7qGZERETe5c8P36WGNB3DNG7cOIwbN67ZmH//+9+YNWsW/vnPf9qfgExERETkS3496NtmsyE9PR2/+tWv0Lt3b6ltTCYTTCaT/XVlZaW3qkdEROQyAQU2NwZ9C04r4FN+3Z63evVqBAcHY/bs2dLbZGdnw2Aw2JeEhAQv1pCIiMg17JILLH77aR88eBCvvfYaNmzYAEWRz6IzMzNhNBrtS1lZmRdrSURERK2B3yZM//rXv3DhwgV06dIFwcHBCA4OxpkzZ7BgwQIkJiY2uZ1er0dERITDQkRE5G9sQnF7Id/x2zFM6enpuPfeex3WjRkzBunp6fjFL36hUa2IiIg8w4ogWN1ot3BnW1JP04Tp6tWrOHXqlP11SUkJioqKEBkZiS5duqBTp04O8SEhIYiNjUX37t19XVUiIiJqxTRNmA4cOIDRo0fbX8+fPx8AMH36dGzYsEGjWhEREXmfu91q7JLzLU0TplGjRkEIIR1/+vRp71WGiIjIh2wIgs2NbjV3tiX1/HYMExERUUtmFQqsbrQSubMtqcf0lIiIiMgJtjARERFpgGOYAkurSZhswQpswRIXl5euPxEkX7CaWMUmXwerXj5WZ3IeU0/ovBMbZJGP1Znkx8IpVvly1Xy+dRHqLh41ZdtUfG6knppzEWgsbeWvy/0b5kvHjpj6O+lYRf7rCcWmIlgF2XPsy2tBiCDY3JitW3Cmb5/ip01ERETkRKtpYSIiIvInViiwutGt4c62pB4TJiIiIg3YhHvjkLzUe0lNYJccERERkRNsYSIiItKAzc1B3+5sS+oxYSIiItKADQpsboxDcmdbUo8JExERkQY403dgYXseERERkRNsYSIiItIAxzAFFiZMREREGrDBzUejcAyTTzE9JSIiInKCLUxEREQaEG7eJSfYwuRTbGEiIiLSgE0obi/ecvnyZaSnp8NgMMBgMCA9PR1XrlxpdpvNmzdjzJgxiIqKgqIoKCoqcnj/+++/xzPPPIPu3bujbdu26NKlC2bPng2j0egQl5iYCEVRHJbFixd7+AjVYwsTEREROZg2bRrOnj2L3NxcAMATTzyB9PR0fPrpp01uU11djZEjR2Ly5MnIyMho8H55eTnKy8vx29/+Fr169cKZM2fw5JNPory8HB999JFD7PLlyx3KaN++vYeOzHVMmIiIiDTgr3fJnThxArm5uSgoKMCwYcMAAOvXr0dycjKKi4vRvXv3RrdLT08HAJw+fbrR95OSkvDxxx/bX99yyy148cUX8cgjj8BisSA4+IeUJDw8HLGxsR46Is9glxwREZEGPNUlV1lZ6bCYTCa36pWfnw+DwWBPlgBg+PDhMBgMyMvLc6vsGxmNRkRERDgkSwCwevVqdOrUCf3798eLL76Iuro6j+7XFWxhIiIiCmAJCQkOr5cuXYqsrCyXy6uoqEB0dHSD9dHR0aioqHC53BtdunQJK1aswMyZMx3Wz5kzBwMHDkTHjh2xf/9+ZGZmoqSkBG+//bbH9u0KJkxEREQa8NSz5MrKyhAREWFfr9frG43PysrCsmXLmi2zsLAQAKAoDeslhGh0vSsqKysxfvx49OrVC0uXLnV4b968efZ/9+3bFx07dsSkSZPsrU5aYcJERESkAXfvdKvfNiIiwiFhasqsWbOQlpbWbExiYiKOHDmC8+fPN3jv4sWLiImJca2yP1JVVYWxY8eiffv22LJlC0JCQpqNHz58OADg1KlTTJiIiIhaG08lTLKioqIQFRXlNC45ORlGoxH79+/H0KFDAQD79u2D0WjEiBEjXKprvcrKSowZMwZ6vR5bt25FWFiY020OHz4MAIiLi3Nr3+5qNQmTLeT64jQuVH4cvJprVRHysTL1rGdpKx8rdPIVDvtevsKhVTbp2CCLfLlBVulQKCrKDQlRc+LkQ4OvqbuHQrHJ11kEyVfk7ntWScfu2O6duU3uGZ3tlXLVnI/tOzLlg4WKc6HiezTs0ZelY/f9eb507PBH5MtVVFyWaspVc7Ur8j8RCKpT8WOpJl+QLdaqYv8tVM+ePTF27FhkZGTgzTffBHB9WoEJEyY43CHXo0cPZGdnY+LEiQCuz7NUWlqK8vJyAEBxcTEAIDY2FrGxsaiqqkJKSgpqamqwceNG+yB1AOjcuTN0Oh3y8/NRUFCA0aNHw2AwoLCwEPPmzUNqaiq6dOniy4+hgVaTMBEREfkTX7cwqZGTk4PZs2cjJSUFAJCamoq1a9c6xBQXFztMOrl161b84he/sL+u7/6rH4R+8OBB7Nu3DwBw6623OpRVUlKCxMRE6PV6bNq0CcuWLYPJZELXrl2RkZGBZ5991ivHqQYTJiIiIg34c8IUGRmJjRs3NhsjbmiZnTFjBmbMmNFk/KhRoxpsc6OBAweioKBAup6+xHmYiIiIiJxgCxMREZEGBODmw3fJl5gwERERacCfu+SoIU275Pbs2YP7778f8fHxUBQFn3zyif09s9mMRYsWoU+fPmjXrh3i4+Px6KOP2kffExEREfmKpglTdXU1+vXr12DkPQDU1NTg0KFDWLJkCQ4dOoTNmzfjm2++QWpqqgY1JSIi8ixPPUuOfEPTLrlx48Zh3Lhxjb5nMBiwbds2h3Vr1qzB0KFDUVpaqvl8DERERO5gl1xgCagxTEajEYqioEOHDk3GmEwmhyc110+KRUREROSqgJlWoLa2FosXL8a0adOafWZOdnY2DAaDfbnxKc5ERET+gF1ygSUgEiaz2Yy0tDTYbDa8/vrrzcZmZmbCaDTal7KyMh/VkoiISJ4QitsL+Y7fd8mZzWZMmTIFJSUl2LFjh9MnMuv1euj1eh/VjoiIyDU2KG7Nw+TOtqSeXydM9cnSyZMnsXPnTnTq1EnrKhEREVErpGnCdPXqVZw6dcr+uqSkBEVFRYiMjER8fDwmTZqEQ4cO4e9//zusVisqKioAXH/GTWhoqFbVJiIichvvkgssmiZMBw4cwOjRo+2v58+fDwCYPn06srKysHXrVgBA//79HbbbuXMnRo0a5atqEhEReZy745A4hsm3NE2YnD252NlTjYmIiIh8wa/HMBEREbVU7JILLEyYiIiINMAuucASEPMwEREREWmp1bQw6UwCOpvzMVFCRQppbief3QudfLmWNvLl1kbJl6tY5GODa+TrEHJVRbnXbNKxQWb5WDWCq+XLFUHyn0NQmIqTDECEyF9sisU7n8U9o1ZKx27f9WvpWDXnTuhUfI9UnA81/t9HC6Vjk6f9Tr5gbw3DVDG+U7F6qw7yoYrEb2+9IIuKY1PxOcheO0Eq6uou4WaXHFuYfKvVJExERET+REBV7tvo9uQ77JIjIiIicoItTERERBqwQYHCR6MEDCZMREREGuBdcoGFCRMREZEGbEKBwnmYAgbHMBERERE5wRYmIiIiDQjh5l1yvE3Op5gwERERaYBjmAILu+SIiIiInGALExERkQbYwhRYmDARERFpgHfJBRZ2yRERERE5wRYmIiIiDfAuucDChImIiEgD1xMmd8YwebAy5BS75IiIiIicYAsTERGRBniXXGBhwkRERKQB8d/Fne3Jd5gwERERaYAtTIGFY5iIiIiInGDCREREpAXhgcVLLl++jPT0dBgMBhgMBqSnp+PKlSvNbrN582aMGTMGUVFRUBQFRUVFDWJGjRoFRVEclrS0NLf37QutpktOVyegk7gHs7ajfA55rbN8c2holXSoKopVPtYapiJWLx9rbif/mSkqvuC6OvlydTXyH0SQVb4SiopYtayKiuZ0NfcPq/gzSDHLl/uzES+oqIN3ugoUm3fOx8jJv5MP9oNfTTXfI1VUlKvmXCgWFbEqrnVV5UoeXJDFJl2m29zskoMXu+SmTZuGs2fPIjc3FwDwxBNPID09HZ9++mmT21RXV2PkyJGYPHkyMjIymozLyMjA8uXL7a/btGnj9r59wQ+++kREROQvTpw4gdzcXBQUFGDYsGEAgPXr1yM5ORnFxcXo3r17o9ulp6cDAE6fPt1s+W3btkVsbKxH9+0L7JIjIiLSQP1M3+4sAFBZWemwmEwmt+qVn58Pg8FgT1gAYPjw4TAYDMjLy3OrbADIyclBVFQUevfujYULF6Kq6ocuGG/v2x1sYSIiItKAp+6SS0hIcFi/dOlSZGVluVxuRUUFoqOjG6yPjo5GRUWFy+UCwMMPP4xu3bohNjYWX3/9NTIzM/HVV19h27ZtXt+3u5gwERERBbCysjJERETYX+v1jQ9CzcrKwrJly5otq7CwEACgNDLGUgjR6Ho1fjy2KSkpCbfddhsGDx6MQ4cOYeDAgV7dt7uYMBEREWlBKO4N3P7vthEREQ4JU1NmzZrV4I60GyUmJuLIkSM4f/58g/cuXryImJgY1+rahIEDByIkJAQnT57EwIEDERsb67N9q6XpGKY9e/bg/vvvR3x8PBRFwSeffOLwvhACWVlZiI+PR5s2bTBq1CgcO3ZMm8oSERF5kKfGMMmKiopCjx49ml3CwsKQnJwMo9GI/fv327fdt28fjEYjRowY4dHP4NixYzCbzYiLiwMAn+5bLU0TpurqavTr1w9r165t9P2XXnoJL7/8MtauXYvCwkLExsbiZz/7mcMAMSIiIvKcnj17YuzYscjIyEBBQQEKCgqQkZGBCRMmONyl1qNHD2zZssX++vvvv0dRURGOHz8OACguLkZRUZF97NG3336L5cuX48CBAzh9+jQ+//xzTJ48GQMGDMDIkSNV7VsLmiZM48aNwwsvvICHHnqowXtCCLz66qt47rnn8NBDDyEpKQnvvvsuampq8P7772tQWyIiIg/y44krc3Jy0KdPH6SkpCAlJQV9+/bFe++95xBTXFwMo9Fof71161YMGDAA48ePBwCkpaVhwIABWLduHQAgNDQU27dvx5gxY9C9e3fMnj0bKSkp+PLLL6HT6VTtWwt+O4appKQEFRUVSElJsa/T6/W46667kJeXh5kzZza6nclkcrilsrKy0ut1JSIiUsufnyUXGRmJjRs3Otm/Y8Y2Y8YMzJgxo8n4hIQE7N692yP71oLfzsNU34R34yCvmJiYZm8tzM7Otk+nbjAYGtxuSURE5Df8sHWJGue3CVO9G28jdHZrYWZmJoxGo30pKyvzdhWJiIiohfPbLrn6adMrKirso+cB4MKFC83eWqjX65ucg4KIiMhf+HOXHDXkty1M9TOB1s/+CQB1dXXYvXu35rcWEhERuc2PB31TQ5q2MF29ehWnTp2yvy4pKUFRUREiIyPRpUsXzJ07FytXrsRtt92G2267DStXrkTbtm0xbdo0DWtNRERErY2mCdOBAwcwevRo++v58+cDAKZPn44NGzbg2WefxbVr1/DUU0/h8uXLGDZsGL744guEh4drVWUiIiIPUf67uLM9+YqmCdOoUaMa3Jb4Y4qiICsry62HCBIREfkld7vV2CXnU347homIiIjIX7jcwmS1WvHJJ5/gxIkTUBQFPXv2xAMPPOAwWycRERE1gS1MAcWlhOnUqVMYP348zp49i+7du0MIgW+++QYJCQn47LPPcMstt3i6nkRERC2LUK4v7mxPPuNSwjR79mzcfPPNyM/PR2RkJADg0qVLeOSRRzB79mx89tlnHq2kJyji+uKMUNFJWddBPjbILB/b9oJNOlZ/Rf4LU9lNPrYuQjoUaGYi0RtZ9fItkCHVKj4Hm/yfWopQ0Qqq5i84lY8OD6qTPz41FDX1UHHu1HTgC518uWp+82W+w64IMqs4F6oqrL4uUsVa5WPV/KYFWdTEqjgZai5Jq4rvslX+vOlqJH+ErXXSZVLr4lLCtHv3bhQUFNiTJQDo1KkTVq1aZX/iMBERETVNCNV/ZzXYnnzHpYRJr9ejqqqqwfqrV68iNDTU7UoRERG1eBzDFFBcuktuwoQJeOKJJ7Bv3z4IISCEQEFBAZ588kmkpqZ6uo5EREQtT/0YJncW8hmXEqbf//73uOWWW5CcnIywsDCEhYVh5MiRuPXWW/Haa695uo5EREREmnKpS65Dhw7429/+hpMnT+L//u//IIRAr169cOutt3q6fkRERC2S7M1IzW1PvuPWTN/1z3gjIiIilTiGKaC4lDBZrVZs2LAB27dvx4ULF2CzOd7auWPHDo9UjoiIiMgfuJQwzZkzBxs2bMD48eORlJQERc1cLkRERMSJKwOMSwnTBx98gA8//BD33Xefp+tDRETUOrBLLqC4lDCFhoZygDcRERH5rcLCQvz1r39FaWkp6uocZ3DfvHmz6vJcmlZgwYIFeO211yA4zSgREZFrhAcWatQHH3yAkSNH4vjx49iyZQvMZjOOHz+OHTt2wGAwuFSmdAvTQw895PB6x44d+Mc//oHevXsjJCTE4T1XMjciIqJWhV1yXrNy5Uq88sorePrppxEeHo7XXnsN3bp1w8yZMxEXF+dSmdIJ040Z2cSJE13aIREREZE3ffvttxg/fjyA649zq66uhqIomDdvHu6++24sW7ZMdZnSCdOf/vQnAIDFYkFOTg7GjBmD2NhY1TskIiIi8C45L4qMjLQ/8/amm27C119/jT59+uDKlSuoqalxqUzVY5iCg4Pxy1/+EiaTyaUdEhER0Q8zfbuzUON++tOfYtu2bQCAKVOmYM6cOcjIyMDPf/5z3HPPPS6V6dJdcsOGDcPhw4fRtWtXl3ZKRETU6nEMk9esXbsWtbW1AIDMzEyEhIRg7969eOihh7BkyRKXynQpYXrqqaewYMECnD17FoMGDUK7du0c3u/bt69LlSEiIiJyV2RkpP3fQUFBePbZZ/Hss8+6VaZLCdPUqVMBALNnz7avUxQFQggoigKr1epWpYiIiIhcpdPpcO7cOURHRzusv3TpEqKjo13KU1xKmEpKSlzZjIiIiP5LgXvjkDjku2lNzRNpMpkQGhrqUpkuJUyyY5fGjx+Pt99+2+U5D4iIiIhk/f73vwdwvdfr7bffRvv27e3vWa1W7NmzBz169HCpbJcSJll79uzBtWvXvLkLabZgBbZg5/l4kIpWOptORWyI8xh7HczysYrNJh2rvyxf4dpI5zH22E7yscFh8rEiSP4mTplzW09XJ/856Ezyf/4F16hr4g29In+nqdDJfxYiWEVskPznpipWxflQrPKfsbDJx94zaqV0bIiKz9cWIn9s5vby19qw9JelY3UqWiWCLPKxOpP870mQWb4Sas6xYpGvg5pyg6pq5eKsPrwDnNMKeNwrr7wC4HoL07p166DT/fAdDA0NRWJiItatW+dS2V5NmIiIiKgJvEvO4+qHDI0ePRqbN29Gx44dPVa2S8+SIyIiIvJXO3fuRMeOHVFXV4fi4mJYLCqaWpvAhImIiEgLfPiu11y7dg2PP/442rZti969e6O0tBTA9bv7V61a5VKZTJiIiIg0wJm+vWfx4sX46quvsGvXLoSF/TB49t5778WmTZtcKpNjmIiIiKhF+eSTT7Bp0yYMHz4civLD4PhevXrh22+/dalMr7Yw/frXv3aYbdMVFosFzz//PLp164Y2bdrg5ptvxvLly2FTcXcYERGR3/HjLrnLly8jPT0dBoMBBoMB6enpuHLlSrPbbN68GWPGjEFUVBQURUFRUZHD+6dPn4aiKI0uf/3rX+1xiYmJDd5fvHixqvpfvHixwaSVAFBdXe2QQKnhVgvT8ePHUVpairq6Oof1qampAK4/v8Vdq1evxrp16/Duu++id+/eOHDgAH7xi1/AYDBgzpw5bpdPRESkCT++S27atGk4e/YscnNzAQBPPPEE0tPT8emnnza5TXV1NUaOHInJkycjIyOjwfsJCQk4d+6cw7q33noLL730EsaNG+ewfvny5Q5l/Hg+JRlDhgzBZ599hmeeeQYA7EnS+vXrkZycrKqsei4lTN999x0mTpyIo0eP2h+J8uMKefLRKPn5+XjggQcwfvx4ANczz7/85S84cOCAx/ZBRETka+6OQ/LWGKYTJ04gNzcXBQUFGDZsGIAfEo3i4mJ079690e3S09MBXG9JaoxOp0NsbKzDui1btmDq1KkNEqLw8PAGsWpkZ2dj7NixOH78OCwWC1577TUcO3YM+fn52L17t0tlutQlN2fOHHTr1g3nz59H27ZtcezYMezZsweDBw/Grl27XKpIU+644w5s374d33zzDQDgq6++wt69e3Hfffc1Gm8ymVBZWemwEBERtVQ3/p9nMrk3+WZ+fj4MBoM9WQKA4cOHw2AwIC8vz93q2h08eBBFRUV4/PHHG7y3evVqdOrUCf3798eLL77YoCfLmREjRiAvLw81NTW45ZZb8MUXXyAmJgb5+fkYNGiQS/V1qYUpPz8fO3bsQOfOnREUFISgoCDccccdyM7OxuzZs3H48GGXKtOYRYsWwWg0okePHtDpdLBarXjxxRfx85//vNH47OxsLFu2zGP7JyIi8goPzfSdkJDgsHrp0qXIyspyudiKiopGx/9ER0ejoqLC5XJv9M4776Bnz54YMWKEw/o5c+Zg4MCB6NixI/bv34/MzEyUlJTg7bffli777rvvxl133YV3333XYf3ly5dx9913Y8eOHarr61LCZLVa7c1nUVFRKC8vR/fu3dG1a1cUFxe7UmSTNm3ahI0bN+L9999H7969UVRUhLlz5yI+Ph7Tp09vEJ+ZmYn58+fbX1dWVja4mIiIiDTnoTFMZWVliIiIsK/W6/WNhmdlZTltUCgsLASARgdGCyFcHjB9o2vXruH999/HkiVLGrw3b948+7/79u2Ljh07YtKkSfZWJxm7du3C0aNHcfjwYbz//vto27YtAKCurs7lLjmXEqakpCQcOXIEN998M4YNG4aXXnoJoaGheOutt3DzzTe7VJGm/OpXv8LixYuRlpYGAOjTpw/OnDmD7OzsRhMmvV7f5MVCRETU0kRERDgkTE2ZNWuW/f/SpiQmJuLIkSM4f/58g/cuXryImJgYl+v5Yx999BFqamrw6KOPOo0dPnw4AODUqVPSCRMAfPnll5g5cyaGDRuGTz/9FImJia5WF4CLCdPzzz+P6upqAMALL7yACRMm4Kc//Sk6deqEDz74wK0K3aimpgZBNzyEVafTcVoBIiIKaL4e9B0VFYWoqCinccnJyTAajdi/fz+GDh0KANi3bx+MRmOD7jNXvfPOO0hNTUXnzp2dxtYP84mLi1O1j7i4OOzevRuPPfYYhgwZgr/+9a/o2bOnS/UFXEyYxowZY//3zTffjOPHj+P7779Hx44dPdZcV+/+++/Hiy++iC5duqB37944fPgwXn75ZTz22GMe3Q8REZFP+em0Aj179sTYsWORkZGBN998E8D1aQUmTJjgcIdcjx49kJ2djYkTJwIAvv/+e5SWlqK8vBwA7EN0YmNjHe54O3XqFPbs2YPPP/+8wb7z8/NRUFCA0aNHw2AwoLCwEPPmzUNqaiq6dOkifQz1uYher0dOTg5eeOEFjB07FosWLVL5afzApbvkHnvsMVRVVTmsi4yMRE1NjccTmTVr1mDSpEl46qmn0LNnTyxcuBAzZ87EihUrPLofIiIiui4nJwd9+vRBSkoKUlJS0LdvX7z33nsOMcXFxTAajfbXW7duxYABA+zTAKWlpWHAgAFYt26dw3Z//OMfcdNNNyElJaXBfvV6PTZt2oRRo0ahV69e+M1vfoOMjAz85S9/UVX/+umO6j3//PPIycnB7373O1Xl/JgibixVgk6nw7lz5xqMov/Pf/6D2NhYjzwV2FMqKythMBgwfPwKBIeEOY2vC5fPIS/1lm9NC7skHYqI0/LdjYpN/vRVx+mkY2tVTNAuVLRTBlfLx+qvqCj3mvznoKtTEWuSjw2uUTf/WOgV+Vt/hU7+uhTBKmKDPNsi/EMd5MtVrCp+glRc72qo+XxtIfLHZm4v/52ztJGvg5rrUk23jc4k/9sTZFZRBxXnWFcr//+HmnKD/3NVKs5iNeHLb1+F0WiUGhfkivr/l25eshK6MOf/LzXFWluL71b82qt1DVRnzpxBly5dGvR6HTt2DAcOHGh0DLQzqrrkKisrIYSAEAJVVVUOD7SzWq34/PPPG70VkYiIiG7gp11yLUHXrl0bXd+7d2/07t3bpTJVJUwdOnSwP9fl9ttvb/C+oiicA4mIiIhaHFUJ086dOyGEwN13342PP/7Y4cG6oaGh6Nq1K+Lj4z1eSSIiohaHLUwBRVXCdNdddwEASkpKUFpaijfffBPffvstPvroI9x0001477330K1bN9xxxx1eqaw7bMEKbBLjKtRMuhp8TcX+Q9XEyldCqLgrUX9F/ttlCZMv9+qt8mN3LFVq7jNQM75GPvZaJ/nYNpdUjNNQOb5GsagYq2aW/4yt7eQvNluI/BgbNafDGiZ/nhWLmvEtKqYTUXOpeWmWEsUPZj/R1clXIuSqivGnfvCftarvnOxwXfXDel3mr8+So8a5dJfcgQMHMGbMGLRp0waHDx+2P7emqqoKK1eu9GgFiYiIiLTmUsL0wgsvYN26dVi/fj1CQkLs60eMGIFDhw55rHJERERE/sCliSuLi4tx5513NlgfERGBK1euuFsnIiKilo9jmAKKSy1McXFxOHXqVIP1e/fu9fiz5IiIiFqi+jFM7izkOy4lTDNnzsScOXOwb98+KIqC8vJy5OTkYOHChXjqqac8XUciIiIiTbnUJffss8/CaDRi9OjRqK2txZ133gm9Xo+FCxdi1qxZnq4jERFRy8RWooDhUsIEAC+++CKee+45HD9+HDabDb169UL79u09WTciIqKWi2OYAorLCRMAtG3bFoMHD/ZUXYiIiIj8klsJExEREbmGE1cGFiZMREREWmCXXEBx6S45IiIiotaELUxEREQaYJdcYGHCREREpAV2yQUUJkxERERaYMIUUDiGiYiIiMgJtjARERFpgGOYAgsTJiIiIi2wSy6gsEuOiIiIyAm2MBEREWmBLUwBhQkTERGRBjiGKbC0moTJ0laBCFWcxtWFO4+pp6uV379VLx9b21G+DqFV8t+Y4Br5WFuIis+hg0k61homf8mJ70OlY83tpENhDpePDTbJfw76SvlYALCFhUjHBl2rk45VrPLnWREqrokg+eOz6eRjFRUfm2KTH0UQZLFJx+pMVunYug7yX+a69ipGPaj4HPI+XCAde8f/91vpWGuofH11JhWfb61FOhYqrklFxTkWkt83YZUvk1qXVpMwERER+RV2yQUUJkxEREQaYJdcYOFdckREREROsIWJiIhIC+ySCyhMmIiIiLTAhCmgMGEiIiLSgAJVN0c2uj35TkCMYfr3v/+NRx55BJ06dULbtm3Rv39/HDx4UOtqERERUSvh9y1Mly9fxsiRIzF69Gj84x//QHR0NL799lt06NBB66oRERG5jl1yAcXvE6bVq1cjISEBf/rTn+zrEhMTm4w3mUwwmX6YSLGystKb1SMiInIJpxUILH7fJbd161YMHjwYkydPRnR0NAYMGID169c3GZ+dnQ2DwWBfEhISfFhbIiIiaon8PmH67rvv8MYbb+C2227DP//5Tzz55JOYPXs2/vznPzcan5mZCaPRaF/Kysp8XGMiIiIJwgML+Yzfd8nZbDYMHjwYK1euBAAMGDAAx44dwxtvvIFHH320Qbxer4der+LBbURERFph0hMw/L6FKS4uDr169XJY17NnT5SWlmpUIyIiopbt8uXLSE9Ptw9vSU9Px5UrV5qMN5vNWLRoEfr06YN27dohPj4ejz76KMrLyx3iTCYTnnnmGURFRaFdu3ZITU3F2bNn3dq3r/h9wjRy5EgUFxc7rPvmm2/QtWtXjWpERETkvvpB3+4s3jJt2jQUFRUhNzcXubm5KCoqQnp6epPxNTU1OHToEJYsWYJDhw5h8+bN+Oabb5CamuoQN3fuXGzZsgUffPAB9u7di6tXr2LChAmwWq0u79tX/L5Lbt68eRgxYgRWrlyJKVOmYP/+/Xjrrbfw1ltvaV01IiIi1/nptAInTpxAbm4uCgoKMGzYMADA+vXrkZycjOLiYnTv3r3BNgaDAdu2bXNYt2bNGgwdOhSlpaXo0qULjEYj3nnnHbz33nu49957AQAbN25EQkICvvzyS4wZM8alffuK37cwDRkyBFu2bMFf/vIXJCUlYcWKFXj11Vfx8MMPa101IiIizVVWVjosP55axxX5+fkwGAz2hAUAhg8fDoPBgLy8POlyjEYjFEWxz5t48OBBmM1mpKSk2GPi4+ORlJRkL9dT+/YGv29hAoAJEyZgwoQJWleDiIjIYzw1D9ON0+csXboUWVlZLpdbUVGB6OjoBuujo6NRUVEhVUZtbS0WL16MadOmISIiwl5uaGgoOnbs6BAbExNjL9cT+/aWgEiYiIiIWhwPdcmVlZXZkxIATd4pnpWVhWXLljVbZGFhIQBAURo+qU4I0ej6G5nNZqSlpcFms+H11193Gn9jue7s25uYMBEREWnAUy1MERERDglTU2bNmoW0tLRmYxITE3HkyBGcP3++wXsXL15ETExMs9ubzWZMmTIFJSUl2LFjh0O9YmNjUVdXh8uXLzu0Ml24cAEjRoywx7i6b29rNQlTVYICnd55dipUJLBCJx8bZJGPVazOY+yxNvlYW6j8wdXGyH+LYzpWSccaa8KkY61hodKxQsWVbJMvFnXOf4PsaupUXBAAFBUVCbug4kSr+QFWUWyQTb5gXa18wUEW+XJDquqkYyHkyxU6+eGcIkj+e2RpKx+rM8nXd/DjL0vHikj567KdWcU5rlNx8aigmOV/ABWrfH2VWrNkmXJxgSgqKgpRUVFO45KTk2E0GrF//34MHToUALBv3z4YjUZ7YtOY+mTp5MmT2LlzJzp16uTw/qBBgxASEoJt27ZhypQpAIBz587h66+/xksvveTWvn3B7wd9ExERtUh+OtN3z549MXbsWGRkZKCgoAAFBQXIyMjAhAkTHO5S69GjB7Zs2QIAsFgsmDRpEg4cOICcnBxYrVZUVFSgoqICdXXX/9AxGAx4/PHHsWDBAmzfvh2HDx/GI488gj59+tjvmpPdtxZaTQsTERGRX/HTaQUAICcnB7Nnz7bf0Zaamoq1a9c6xBQXF8NoNAIAzp49i61btwIA+vfv7xC3c+dOjBo1CgDwyiuvIDg4GFOmTMG1a9dwzz33YMOGDdDpfmgJldm3FpgwERERkYPIyEhs3Lix2Rjxo27vxMREh9dNCQsLw5o1a7BmzRq39q0FJkxEREQa8NSgb/INJkxERERa8OMuOWqIg76JiIiInGALExERkQYUIaComP6ise3Jd5gwERERaYFdcgGFXXJERERETrCFiYiISAO8Sy6wMGEiIiLSArvkAgoTJiIiIg2whSmwcAwTERERkRNsYSIiItICu+QCChMmIiIiDbBLLrCwS46IiIjICbYwERERaYFdcgGFCRMREZFG2K0WONglR0REROQEW5iIiIi0IMT1xZ3tyWdaTcJUG2dFUBur0zhdlXyjm1Dx6Sk2+VgIRTrU0kY+Vk3Tr7W9WTq2fahJOrbOqpOOvdLWOz8GNr18udYw+c/XFiIfCwA6s/xnodjCpGNDjHXSsUEW+QtTsao4HyrarnXXnH8v6wmdiu+nijqIYPngILOaz0y+3LDL8uW2/79L0rGWyHbSsWrGxChq/rNWce3Y9CHSsbqrtfJ1sEl+vkLNj7V7eJdcYGGXHBEREZETraaFiYiIyK/wLrmAwoSJiIhIA4pN5XCNRrYn32HCREREpAW2MAUUjmEiIiIicoItTERERBrgXXKBJaBamLKzs6EoCubOnat1VYiIiNxTPw+TOwv5TMAkTIWFhXjrrbfQt29fratCRERErUxAJExXr17Fww8/jPXr16Njx47NxppMJlRWVjosRERE/qa+S86dhXwnIBKmp59+GuPHj8e9997rNDY7OxsGg8G+JCQk+KCGREREKgkPLOQzfp8wffDBBzh06BCys7Ol4jMzM2E0Gu1LWVmZl2tIRERELZ1f3yVXVlaGOXPm4IsvvkBYmNyztPR6PfR6vZdrRkRE5B7eJRdY/DphOnjwIC5cuIBBgwbZ11mtVuzZswdr166FyWSCTif/AFMiIiK/4e6dbrxLzqf8OmG65557cPToUYd1v/jFL9CjRw8sWrSIyRIRERH5hF8nTOHh4UhKSnJY165dO3Tq1KnBeiIiokDCLrnA4tcJExERUYvFZ8kFlIBLmHbt2qV1FYiIiNzGFqbA4vfTChARERFpLeBamIiIiFoEm7i+uLM9+UyrSZhCIq9B19b5xVUXFipdprAo0rG6q/IftbWNdCiuJVikY4Nq5RsU1dS3ojJCOradvk461hIpf2yKWUVjqYrzpqiIVTuewNxORT1s8neEKmb5c6e/VCsda9PLl2tuLx9r6hAiHatY5T9kSxv5z1cEycdaVUzzZpX/OUH7g2elYy1n/y0dG3zbLfKVqLkmHSo6GaRjLQa5efQAQOjkz0XwRfnfE1itcnE2yThP8OMxTJcvX8bs2bOxdetWAEBqairWrFmDDh06NBpvNpvx/PPP4/PPP8d3330Hg8GAe++9F6tWrUJ8fDwA4Pvvv8fSpUvxxRdfoKysDFFRUXjwwQexYsUKGAw/XE+JiYk4c+aMQ/mLFi3CqlWrvHOwklpNwkRERERypk2bhrNnzyI3NxcA8MQTTyA9PR2ffvppo/E1NTU4dOgQlixZgn79+uHy5cuYO3cuUlNTceDAAQBAeXk5ysvL8dvf/ha9evXCmTNn8OSTT6K8vBwfffSRQ3nLly9HRkaG/XX79u29dKTymDARERFpQIGbg749VhNHJ06cQG5uLgoKCjBs2DAAwPr165GcnIzi4mJ07969wTYGgwHbtm1zWLdmzRoMHToUpaWl6NKlC5KSkvDxxx/b37/lllvw4osv4pFHHoHFYkFw8A8pSXh4OGJjY710hK7hoG8iIiIt1M/07c4CoLKy0mExmUxuVSs/Px8Gg8GeLAHA8OHDYTAYkJeXJ12O0WiEoihNduPVx0RERDgkSwCwevVqdOrUCf3798eLL76IujoV3a9ewhYmIiKiAJaQkODweunSpcjKynK5vIqKCkRHRzdYHx0djYqKCqkyamtrsXjxYkybNg0REY2Pc7106RJWrFiBmTNnOqyfM2cOBg4ciI4dO2L//v3IzMxESUkJ3n77bfUH40FMmIiIiDTgqXmYysrKHJKSph5An5WVhWXLljVbZmFh4fWylYYdfkKIRtffyGw2Iy0tDTabDa+//nqjMZWVlRg/fjx69eqFpUuXOrw3b948+7/79u2Ljh07YtKkSfZWJ60wYSIiItKCh+6Si4iIaLIV58dmzZqFtLS0ZmMSExNx5MgRnD9/vsF7Fy9eRExMTLPbm81mTJkyBSUlJdixY0ej9aqqqsLYsWPRvn17bNmyBSEhzd8pO3z4cADAqVOnmDARERGRd0VFRSEqKsppXHJyMoxGI/bv34+hQ4cCAPbt2wej0YgRI0Y0uV19snTy5Ens3Lmz0eSmsrISY8aMgV6vx9atWxEW5nzKicOHDwMA4uLinMZ6ExMmIiIiDShCQBGuNzG5s21zevbsibFjxyIjIwNvvvkmgOvTCkyYMMHhDrkePXogOzsbEydOhMViwaRJk3Do0CH8/e9/h9VqtY93ioyMRGhoKKqqqpCSkoKamhps3LjRPkgdADp37gydTof8/HwUFBRg9OjRMBgMKCwsxLx585CamoouXbp45XhlMWEiIiLSgu2/izvbe0lOTg5mz56NlJQUANcnrly7dq1DTHFxMYxGIwDg7Nmz9kku+/fv7xC3c+dOjBo1CgcPHsS+ffsAALfeeqtDTElJCRITE6HX67Fp0yYsW7YMJpMJXbt2RUZGBp599llvHKYqTJiIiIg04K8tTMD1VqGNGzc2GyN+tP/ExESH140ZNWqU05iBAweioKBAvqI+xHmYiIiIiJxgCxMREZEW/PhZctQQEyYiIiIt/Gi2bpe3J59hlxwRERGRE2xhIiIi0oCnZvom32DCREREpAV2yQUUdskREREROcEWJiIiIg0otuuLO9uT7zBhIiIi0gK75AIKu+SIiIiInGg1LUxtwszQhTnPD8P0Zukya+tCpGMtbS3ysdKRQGiIVTrWbJI/3bZanXRsVUV76djqcPnPN6xDrXSsxSxfX+s1+c/BouIroqtV9/dHnfzHBnM7RTr2WlSodGxQnXws5KuAIDUXsYpuBbOKz8yqV1EHFadOeOlzqLi/q3RsaKX8Q0gVm3wrROhV+ZMRUiV/cHUG+d9KxSpf35A28tevcumaXKBNzcXrJk5cGVBaTcJERETkT/z5WXLUEBMmIiIiLXAMU0DhGCYiIiIiJ9jCREREpAUBVWP4Gt2efIYJExERkQY4himwsEuOiIiIyAm/T5iys7MxZMgQhIeHIzo6Gg8++CCKi4u1rhYREZF7BH4Y+O3SovUBtC5+nzDt3r0bTz/9NAoKCrBt2zZYLBakpKSgurpa66oRERG5zq1kyc077Eg1vx/DlJub6/D6T3/6E6Kjo3Hw4EHceeedDeJNJhNMJpP9dWVlpdfrSERERC2b37cw3choNAIAIiMjG30/OzsbBoPBviQkJPiyekRERHJsHljIZwIqYRJCYP78+bjjjjuQlJTUaExmZiaMRqN9KSsr83EtiYiInKu/S86dhXzH77vkfmzWrFk4cuQI9u7d22SMXq+HXq/mIVJEREQa4EzfASVgEqZnnnkGW7duxZ49e/CTn/xE6+oQERFRK+L3CZMQAs888wy2bNmCXbt2oVu3blpXiYiIyH1sYQoofp8wPf3003j//ffxt7/9DeHh4aioqAAAGAwGtGnTRuPaERERuYgJU0Dx+0Hfb7zxBoxGI0aNGoW4uDj7smnTJq2rRkRERK2E37cwCWbQRETUEtkAKG5uTz7j9wkTERFRS8SH7wYWv++SIyIiItIaW5iIiIi0wEHfAaXVJEymumDogkOcxoWGWKTLbN/G5Dzov5S28hd2SJB8x7TVJt8BHhzhnQ7va2bnn2u9WpN8bF2t/OVpq9NJx+rCrNKxaCN/PdQZ1DXYmoPkrwmh4jyLKvnPWLGoKDdC/rOAivoGXVFxntt45xpW2pvlY1WcN1tlqHRsbY2K60fNxxCkYpCMTf57FGqUP286+Z9K6C/LxwZXt5eODS2/IBUnbHXyFXCXTQCKG0mPjQmTL7FLjoiIiMiJVtPCRERE5FfYJRdQmDARERFpws2ECUyYfIkJExERkRbYwhRQOIaJiIiIyAkmTERERFqwCfcXL7l8+TLS09NhMBhgMBiQnp6OK1euNBlvNpuxaNEi9OnTB+3atUN8fDweffRRlJeXO8SNGjUKiqI4LGlpaW7t21eYMBEREWlB2NxfvGTatGkoKipCbm4ucnNzUVRUhPT09Cbja2pqcOjQISxZsgSHDh3C5s2b8c033yA1NbVBbEZGBs6dO2df3nzzTbf27Sscw0RERER2J06cQG5uLgoKCjBs2DAAwPr165GcnIzi4mJ07969wTYGgwHbtm1zWLdmzRoMHToUpaWl6NKli31927ZtERsb67F9+wpbmIiIiLRQP+jbnQVAZWWlw2IyqZgptBH5+fkwGAz2hAUAhg8fDoPBgLy8POlyjEYjFEVBhw4dHNbn5OQgKioKvXv3xsKFC1FVVeXxfXsDW5iIiIi0YBNwa2qA/45hSkhIcFi9dOlSZGVluVxsRUUFoqOjG6yPjo5GRUWFVBm1tbVYvHgxpk2bhoiICPv6hx9+GN26dUNsbCy+/vprZGZm4quvvrK3Tnli397ChImIiCiAlZWVOSQler2+0bisrCwsW7as2bIKCwsBAIrS8JE6QohG19/IbDYjLS0NNpsNr7/+usN7GRkZ9n8nJSXhtttuw+DBg3Ho0CEMHDjQ7X17ExMmIiIiLXhoHqaIiAiHhKkps2bNanBH2o0SExNx5MgRnD9/vsF7Fy9eRExMTLPbm81mTJkyBSUlJdixY4fTeg0cOBAhISE4efIkBg4ciNjYWJf37W1MmIiIiLQg4GbCpC48KioKUVFRTuOSk5NhNBqxf/9+DB06FACwb98+GI1GjBgxosnt6pOlkydPYufOnejUqZPTfR07dgxmsxlxcXFu7dsXOOibiIiI7Hr27ImxY8ciIyMDBQUFKCgoQEZGBiZMmOBwl1qPHj2wZcsWAIDFYsGkSZNw4MAB5OTkwGq1oqKiAhUVFairqwMAfPvtt1i+fDkOHDiA06dP4/PPP8fkyZMxYMAAjBw5UtW+tcCEiYiISAseukvOG3JyctCnTx+kpKQgJSUFffv2xXvvvecQU1xcDKPRCAA4e/Ystm7dirNnz6J///6Ii4uzL/V3t4WGhmL79u0YM2YMunfvjtmzZyMlJQVffvkldDqdqn1rgV1yREREWrDZALgx+aTNexNXRkZGYuPGjc3GiB8lbImJiQ6vG5OQkIDdu3d7ZN9aYMJERESkBT58N6CwS46IiIjICbYwERERaYEtTAGl1SRM5tpgWIOcH66iyF+AIcFW+dgg+b7msGCzdGynNjXSsREh16Rj62zyl0atNUQ61ibkJx5TE3uptq10rMksf2w2yNdBzTkG1J1ni5BvDP6+vfxnYbPJlxsaYpGODQqS/x61T5B/jMOgTmXSsVMj90nHDtfLXxMmIX/e8k2h0rGfXhkgHbv/Ylfp2Irvnc/PU0/Y5K93003SoRD/aXwixcbYQuSvSb1R/rcn1Cx5/Qr569xtHprpm3yDXXJERERETrSaFiYiIiJ/IoQNQrh+p5s725J6TJiIiIi0IIR73Wocw+RT7JIjIiIicoItTERERFoQbg76ZguTTzFhIiIi0oLNBihujEPiGCafCoguuddffx3dunVDWFgYBg0ahH/9619aV4mIiIhaEb9PmDZt2oS5c+fiueeew+HDh/HTn/4U48aNQ2lpqdZVIyIicp0fP3yXGvL7hOnll1/G448/jv/5n/9Bz5498eqrryIhIQFvvPFGo/EmkwmVlZUOCxERkb8RNpvbC/mOXydMdXV1OHjwIFJSUhzWp6SkIC8vr9FtsrOzYTAY7EtCQoIvqkpERKQOW5gCil8nTP/5z39gtVoRExPjsD4mJgYVFRWNbpOZmQmj0WhfysrkH6VARERE1JiAuEtOURyfbySEaLCunl6vh14v/9wiIiIiTdgEoOL5pQ2whcmn/DphioqKgk6na9CadOHChQatTkRERAFFCADuTCvAhMmX/LpLLjQ0FIMGDcK2bdsc1m/btg0jRozQqFZERETU2vh1CxMAzJ8/H+np6Rg8eDCSk5Px1ltvobS0FE8++aTWVSMiInKZsAkIN7rkBFuYfMrvE6apU6fi0qVLWL58Oc6dO4ekpCR8/vnn6Nq1q9ZVIyIicp2wwb0uOU4r4Et+nzABwFNPPYWnnnpK62oQERFRKxUQCRMREVFLwy65wMKEiYiISAvskgsoLT5hqs/AbddMUvFWYZYu22qTj1VUPJHaEixfrtlWJx1bFywfa1bxRTRb5f/KsYnG589yN9ZSq5OOtVqs8nWAfB3UnGNA3Xm2CPkbWq018p+FzSZ/fNYQ+c9NBMlfExaL3HcTAEx6+c+sOkT+fFTWyR+bScV3o9qkotyrKq6HavnPzFZTKx0rVFwPaohr8teD1SR/rVvMKn5Xhdzvn+W//wf4ovXGAjPgxm4skL9myH2KaOFtemfPnuXjUYiISJWysjL85Cc/8UrZtbW16NatW5NPrFAjNjYWJSUlCAsL80DNqDktPmGy2WwoLy9HeHi4w+zglZWVSEhIQFlZGSIiIjSsoefx2AITjy0w8dgCU1PHJoRAVVUV4uPjERTkvakKa2trUVcn3+rflNDQUCZLPtLiu+SCgoKa/SshIiKixf0Q1OOxBSYeW2DisQWmxo7NYDB4fb9hYWFMdAKMX8/0TUREROQPmDAREREROdFqEya9Xo+lS5dCr9drXRWP47EFJh5bYOKxBaaWfGzkHS1+0DcRERGRu1ptCxMRERGRLCZMRERERE4wYSIiIiJyggkTERERkROtMmF6/fXX0a1bN4SFhWHQoEH417/+pXWV3JaVlQVFURyW2NhYravlsj179uD+++9HfHw8FEXBJ5984vC+EAJZWVmIj49HmzZtMGrUKBw7dkybyqrk7NhmzJjR4FwOHz5cm8qqkJ2djSFDhiA8PBzR0dF48MEHUVxc7BATqOdN5tgC9bwBwBtvvIG+ffvaJ3FMTk7GP/7xD/v7gXreAOfHFsjnjXyr1SVMmzZtwty5c/Hcc8/h8OHD+OlPf4px48ahtLRU66q5rXfv3jh37px9OXr0qNZVcll1dTX69euHtWvXNvr+Sy+9hJdffhlr165FYWEhYmNj8bOf/QxVVVU+rql6zo4NAMaOHetwLj///HMf1tA1u3fvxtNPP42CggJs27YNFosFKSkpqK6utscE6nmTOTYgMM8bAPzkJz/BqlWrcODAARw4cAB33303HnjgAXtSFKjnDXB+bEDgnjfyMdHKDB06VDz55JMO63r06CEWL16sUY08Y+nSpaJfv35aV8MrAIgtW7bYX9tsNhEbGytWrVplX1dbWysMBoNYt26dBjV03Y3HJoQQ06dPFw888IAm9fGkCxcuCABi9+7dQoiWdd5uPDYhWs55q9exY0fx9ttvt6jzVq/+2IRoeeeNvKdVtTDV1dXh4MGDSElJcVifkpKCvLw8jWrlOSdPnkR8fDy6deuGtLQ0fPfdd1pXyStKSkpQUVHhcB71ej3uuuuuFnEeAWDXrl2Ijo7G7bffjoyMDFy4cEHrKqlmNBoBAJGRkQBa1nm78djqtYTzZrVa8cEHH6C6uhrJyckt6rzdeGz1WsJ5I+9r8Q/f/bH//Oc/sFqtiImJcVgfExODiooKjWrlGcOGDcOf//xn3H777Th//jxeeOEFjBgxAseOHUOnTp20rp5H1Z+rxs7jmTNntKiSR40bNw6TJ09G165dUVJSgiVLluDuu+/GwYMHA2ZWYiEE5s+fjzvuuANJSUkAWs55a+zYgMA/b0ePHkVycjJqa2vRvn17bNmyBb169bInRYF83po6NiDwzxv5TqtKmOopiuLwWgjRYF2gGTdunP3fffr0QXJyMm655Ra8++67mD9/voY1856WeB4BYOrUqfZ/JyUlYfDgwejatSs+++wzPPTQQxrWTN6sWbNw5MgR7N27t8F7gX7emjq2QD9v3bt3R1FREa5cuYKPP/4Y06dPx+7du+3vB/J5a+rYevXqFfDnjXynVXXJRUVFQafTNWhNunDhQoO/ngJdu3bt0KdPH5w8eVLrqnhc/d1/reE8AkBcXBy6du0aMOfymWeewdatW7Fz50785Cc/sa9vCeetqWNrTKCdt9DQUNx6660YPHgwsrOz0a9fP7z22mst4rw1dWyNCbTzRr7TqhKm0NBQDBo0CNu2bXNYv23bNowYMUKjWnmHyWTCiRMnEBcXp3VVPK5bt26IjY11OI91dXXYvXt3izuPAHDp0iWUlZX5/bkUQmDWrFnYvHkzduzYgW7dujm8H8jnzdmxNSZQzltThBAwmUwBfd6aUn9sjQn080ZepNVoc6188MEHIiQkRLzzzjvi+PHjYu7cuaJdu3bi9OnTWlfNLQsWLBC7du0S3333nSgoKBATJkwQ4eHhAXtcVVVV4vDhw+Lw4cMCgHj55ZfF4cOHxZkzZ4QQQqxatUoYDAaxefNmcfToUfHzn/9cxMXFicrKSo1r7lxzx1ZVVSUWLFgg8vLyRElJidi5c6dITk4WN910k98f2y9/+UthMBjErl27xLlz5+xLTU2NPSZQz5uzYwvk8yaEEJmZmWLPnj2ipKREHDlyRPz6178WQUFB4osvvhBCBO55E6L5Ywv080a+1eoSJiGE+MMf/iC6du0qQkNDxcCBAx1uDQ5UU6dOFXFxcSIkJETEx8eLhx56SBw7dkzrarls586dAkCDZfr06UKI67eoL126VMTGxgq9Xi/uvPNOcfToUW0rLam5Y6upqREpKSmic+fOIiQkRHTp0kVMnz5dlJaWal1tpxo7JgDiT3/6kz0mUM+bs2ML5PMmhBCPPfaY/Texc+fO4p577rEnS0IE7nkTovljC/TzRr6lCCGE79qziIiIiAJPqxrDREREROQKJkxERERETjBhIiIiInKCCRMRERGRE0yYiIiIiJxgwkRERETkBBMmIiIiIieYMBERERE5wYSJqIXIyspC//79Xd7+9OnTUBQFRUVFHqsTEVFLwYSJqIVYuHAhtm/frnU1iIhapGCtK0BEntG+fXu0b9/epW3r6uo8XBsiopaFLUxEAeLixYuIjY3FypUr7ev27duH0NBQfPHFF6q65GbMmIEHH3wQ2dnZiI+Px+23325/77vvvsPo0aPRtm1b9OvXD/n5+Q7bfvzxx+jduzf0ej0SExPxu9/9ziPHR0Tkz5gwEQWIzp07449//COysrJw4MABXL16FY888gieeuoppKSkqC5v+/btOHHiBLZt24a///3v9vXPPfccFi5ciKKiItx+++34+c9/DovFAgA4ePAgpkyZgrS0NBw9ehRZWVlYsmQJNmzY4KnDJCLyS+ySIwog9913HzIyMvDwww9jyJAhCAsLw6pVq1wqq127dnj77bcRGhoK4Pqgb+D6WKjx48cDAJYtW4bevXvj1KlT6NGjB15++WXcc889WLJkCQDg9ttvx/Hjx/G///u/mDFjhtvHR0Tkr9jCRBRgfvvb38JiseDDDz9ETk4OwsLCXCqnT58+9mTpx/r27Wv/d1xcHADgwoULAIATJ05g5MiRDvEjR47EyZMnYbVaXaoHEVEgYMJEFGC+++47lJeXw2az4cyZMy6X065du0bXh4SE2P+tKAoAwGazAQCEEPZ19YQQLteBiChQsEuOKIDU1dXh4YcfxtSpU9GjRw88/vjjOHr0KGJiYnyy/169emHv3r0O6/Ly8nD77bdDp9P5pA5ERFpgwkQUQJ577jkYjUb8/ve/R/v27fGPf/wDjz/+uMOgbW9asGABhgwZghUrVmDq1KnIz8/H2rVr8frrr/tk/0REWmHCRBQgdu3ahVdffRU7d+5EREQEAOC9995D37598cYbb/ikDgMHDsSHH36I3/zmN1ixYgXi4uKwfPlyDvgmohZPERyAQERERNQsDvomIiIicoIJE1ELVP+YlMaWf/3rX1pXj4go4LBLjqgFOnXqVJPv3XTTTWjTpo0Pa0NEFPiYMBERERE5wS45IiIiIieYMBERERE5wYSJiIiIyAkmTEREREROMGEiIiIicoIJExEREZETTJiIiIiInPj/Ae1E3fwSD3VDAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -291,7 +287,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c6540df00>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f62f4110>"
       ]
      },
      "execution_count": 11,
@@ -300,14 +296,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -357,7 +351,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c655162f0>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f634d790>"
       ]
      },
      "execution_count": 13,
@@ -366,14 +360,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -400,7 +392,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c6567e740>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f61f8380>"
       ]
      },
      "execution_count": 15,
@@ -409,14 +401,12 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAELCAYAAAA1AlaNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAay0lEQVR4nO3df7RdZX3n8feHAIIFpZrrL5IYtNEOZRiBC8WxVfw5kbpApy4XcTGAMpNOV/FHa7VoZ4Qy41jtVDstjDZqxB8IRVTM2FhkEKWdKiYRBBJAMyASRJMI/pha+ZXP/LH3DScnJ/eec+8+Z+9z9ue11ln37H323s/37JzzPU+e/eznkW0iIqId9qs7gIiIGJ0k/YiIFknSj4hokST9iIgWSdKPiGiRJP2IiBZJ0o+IGCJJayVtl3TLPl6XpL+UtFXSTZKOHWY8SfoREcN1MbByltdfDqwoH6uBDwwzmCT9iIghsn0dcN8sm5wKfNyFrwOHSXrqsOLZf1gHrtrixYu9fPnyusPYw6ZNm2op97jjjqul3GGp6zzGo5r4mVrg52Kn7an57rxy5Urv3Lmzr203bdq0GfhFx6o1ttcMUNzhwN0dy9vKdfcOcIy+jU3SX758ORs3bqw7jD1IqqXcpp2HharrPMajmviZWuDn4q6F7Lxz5042bNjQ17b77bffL2xPL6S8URqbpB8RMUojHJfsHmBpx/KSct1QpE0/IqIH2309KrAOOKPsxXMi8BPbQ2nagdT0IyL2UmFCR9KlwEnAYknbgPOAA8pyPgisB04GtgI/B15XScH7kKQfEdFDVUnf9qo5Xjfwe5UU1ock/YiIHnbt2lV3CEORpB8R0cOkTjCVpB8R0aXKNv2mSdKPiOghST8iokWS9CMiWiQXciMiWiJt+tHTQj4UGW8mYnazfb9G8f1J0o+IaJFJTfpDHXtnXzPGSHqDpNskbZb03mHGEBExHyMce2ekhl3Tvxi4EPj4zApJL6SYNOBf2X5A0pOGHENExEDGNaH3Y6hJ3/Z1kpZ3rf5d4E9tP1Bus32YMUREzMek9t6pY2jlZwG/Kel6SV+VdHwNMUREzCrNO9WW+QTgROB44HJJz3CPsydpNcVEwSxbtmykQUZEu41jQu9HHTX9bcBny0mAvwHsAhb32tD2GtvTtqenpuY93WVExED6reWP4w9DHUn/SuCFAJKeBRwI9DcDcUTEiExq0h9q884+ZoxZC6wtu3E+CJzZq2knIqJOk5qWht17Z18zxpw+zHIjIhZqUnvv5I7ciIgu49p0048k/ZpM6gcqZjfXv3vGZOrPKM7jpH5Hk/QjInpI0o+IaJEk/YiIlrCdC7kREW2Smn5ERIsk6UdEtEiSfkREiyTpR0S0RG7OiohomfTeiYhokdT0IyJaJEk/Ykhm+3K1bSyanItmSJt+RETLTGrSH+rMWZLWStpeTpjS/dpbJFlSz6kSIyLqNKkzZw17usSLgZXdKyUtBV4GfG/I5UdEzMuuXbv6eoyboSZ929cB9/V46f3A24Dx+5mMiIlX9cToklZKul3SVknn9nh9maRrJd0g6SZJJ1f+pkojnxhd0qnAPba/NeqyIyL6VVXSl7QIuAh4OXAksErSkV2b/SfgctvHAKcB/7Pit7PbSC/kSnos8A6Kpp1+tl8NrAZYtmzZECOLiNhThe31JwBbbd8BIOky4FRgS2dxwOPK548Hvl9V4d1GXdN/JnAE8C1J3wWWAN+U9JReG9teY3va9vTU1NQIw4yIthugpr9Y0saOx+quQx0O3N2xvK1c1+l84HRJ24D1wBuG9LZGW9O3fTPwpJnlMvFP2945yjgiImYz4CQqO21PL7DIVcDFtv9c0nOBT0g6ynblV4qH3WXzUuBrwLMlbZN09jDLi4ioSoUXcu8BlnYsLynXdTobuLws92vAQcBQurMPtaZve9Ucry8fZvkREfNVYZv+BmCFpCMokv1pwGu7tvke8GLgYkn/giLp76gqgE65Izciooeqkr7thyWdA1wFLALW2t4s6QJgo+11wFuAD0n6fYqLumd5SHd+JelHxKxmG/NnHO9I7VeV7832eooLtJ3r3tnxfAvwvMoKnEWSfkREl3EdYqEfSfoRET2M4xAL/UjSj4joITX9iIgWSdKPiGiJtOlHRLRMkn5ERIsk6UdEtEh670REtETa9CMiWiZJPyKiRZL0I2ow1xdvtnFhFnrs+VpITLNZyLlYyHud1OQ3l0l930n6ERFdBpxEZawk6UdE9DCpNf1hz5y1VtJ2Sbd0rPszSbdJuknS5yQdNswYIiLmo8KZsxpl2BOjXwys7Fp3NXCU7aOBbwNvH3IMEREDS9KfB9vXAfd1rfuS7YfLxa9TzBcZEdEoSfrD8Xrgi/t6UdJqSRslbdyxYyjTRUZE7KXfhJ+kPwBJfww8DFyyr21sr7E9bXt6ampqdMFFROvt2rWrr8e4qaX3jqSzgFcALx7W5L8REQsxqalp5Elf0krgbcALbP981OVHRPRjUpP+sLtsXgp8DXi2pG2SzgYuBA4FrpZ0o6QPDjOGiIhBTXKb/lBr+rZX9Vj9kWGWGRFRhXFM6P3IHbkx1mb7Yg5rDJyFmCumSU0042hS/y2S9CMiehjHnjn9SNKPiOgyru31/UjSj4joIUk/IqJFkvQjIlokST8ioiUyiUpERMukph8R0SJJ+hERLZKkHxHREpPcT7/uSVQiIhqpygHXJK2UdLukrZLO3cc2r5G0RdJmSZ+q9M10SE0/JlYTa2pNjCl6q6r3jqRFwEXAS4FtwAZJ62xv6dhmBcV84c+zfb+kJ1VSeA+p6UdE9FBhTf8EYKvtO2w/CFwGnNq1zX8ALrJ9f1n29krfTIck/YiILgOOp794Zi7v8rG663CHA3d3LG8r13V6FvAsSf9H0tfLyaaGYqjNO5LWUkyLuN32UeW6JwB/AywHvgu8ZubXLSKiKQZoittpe3qBxe0PrABOApYA10n6l7Z/vMDj7mXYNf2Lge5frHOBa2yvAK4plyMiGqXC5p17gKUdy0vKdZ22AetsP2T7TuDbFD8ClRtq0rd9HXBf1+pTgY+Vzz8GvHKYMUREzMeuXbv6evRhA7BC0hGSDgROA9Z1bXMlRS0fSYspmnvuqOzNdKijTf/Jtu8tn/8AePK+NpS0eqadbMeOHaOJLiJar8o5cm0/DJwDXAXcClxue7OkCySdUm52FfAjSVuAa4G32v7RMN5brV02bVvSPs+a7TXAGoDp6en0dYuIkamye63t9cD6rnXv7Hhu4A/Kx1DVUdP/oaSnApR/h9Y1KSJivqq8OatJ+k76kpZI+pykHZK2S/qMpCXzKHMdcGb5/Ezg8/M4RkTEULU+6QMfpUjYTwWeBvyvct0+SboU+BrwbEnbJJ0N/CnwUknfAV5SLkdENMqkJv1B2vSnbHcm+YslvXm2HWyv2sdLLx6g3IiIkZrkSVQGqen/SNLpkhaVj9OBoVxdjoio26TW9AdJ+q8HXkPRzfJe4NXA64YRVERE3Zqc9CUd12PdK/rZt+/mHdt3AafMuWFExARoeC3+Q5LOsH0LgKRVwJuBL8y1Y99JX9IUxUhwyzv3s/36AYONiGi0MWi6eTVwhaTXAr8JnAG8rJ8dB7mQ+3ng74H/DTwyaIQREeOkyUnf9h2STqMYvuF7wMts/3M/+w6S9B9r+4/mEV9ExNhpYu8dSTcDnb9GTwAWAddLwvbRcx1jkKT/BUknl7cTR0RMtIbW9Pu6WDubOZO+pJ9R/LIIeIekB4CHymXbftxCg4iIaJKmtumXHWqQ9Exgm+0HJJ0EHA18vJ9jzNll0/ahwGHAStv72T7Y9uNsH5qEHxGTqsldNoHPAI9I+hWKQSmXAn1Npt5XP33bu4AL5x1eRMSYaXjS31UO2fxvgb+y/VaKIXLmNMjNWddI+m1Jmk+EERHjpMJJVIbhobJv/hk82jf/gH52HCTp/w7waeABST+V9DNJPx0szoiI5qtyEpUheR3wXOBdtu+UdATwiX52HOSO3ENne13Sr9ne3O/xIiZVXYmgiRcex1mTz6ftLcAbO5bvBN7Tz75Vzpz1CeDYCo8XEVGbJid9SSuAdwNHAgfNrLf9jLn2rXLmrLT1R8TEaHjzzkeBDwAPAy+k6K75yX52rDLpD/TuJf2+pM2SbpF0qaSD5t4rImI0Gp70D7Z9DSDbd9k+H/itfnasY45cJB1O0R41bfsoituIT6sjloiIbjOTqDS4984DkvYDviPpHEmvAg7pZ8cqk/6DA26/P3CwpP2BxwLfrzCWiIgFaXhN/00UefONwHHA6RTdN+c00IVcSb8MrGDPCwfXlX9P7Pc4tu+R9N8pRof7Z+BLtr/Uo7zVwGqAZcuWDRJqRMSCNPlCLkVz+ieAp/No//wPUQzHMKtBxtP/9xS/LkuAG4ETKSY9f9Fgse7+8TgVOAL4MfBpSafb3uNChO01FLcYMz093eh/gYiYLA1P+pcAbwVuBgZqYxqkeedNwPHAXbZfCBxDkbDn4yXAnbZ32H4I+Czwr+d5rIiISo3BzVk7bK+zfWd5IfeumcHY5jJI884vbP9CEpIeY/s2Sc+eZ8DfA06U9FiK5p0XAxvneayIiMo1vKZ/nqQPA9cAD8ystP3ZuXYcJOlvk3QYxUwtV0u6H+jrl6Wb7eslXQF8k6Kf6Q2UzTgREU3QxElUOrwO+FWK9vyZQE3RajKrQYZheFX59HxJ1wKPB744WJx7HO884Lz57h8RMUwNr+kfb3teLS19t+lL2j2Yj+2v2l4HrJ1PoRERTTYGbfr/KOnI+ew4SPPOr3UuSFpE0T80ImLiNLymfyJwo6Q7Kdr0Z2YyXHiXTUlvB95BcSPVzFDKorgZK+3wETGRGp70V853xzmTvu13A++W9F6KPqHPsP0nkpYBT5lvwRERTdbkC7n9ds/sZZB++o+j+C/FzBg5PwMumm/BERFNNQZt+vM2SJv+CbaPlXQDgO37JR04pLgiImo1jgm9H4Mk/YfKi7cGkDTFgLf/RkSMi0lN+oM07/wl8DngSZLeBfwD8N+GElVERM2qbN6RtFLS7ZK2Sjp3lu1+W5IlTVf2RroMcnPWJZI2UQyZIOCVtm8dVmAREXWqqqZftpBcBLwU2AZskLSunOe2c7tDKcY4u76SgvdhoKGVbd8G3DakWCIiGmFmEpWKnABstX0HgKTLKEYZ3tK13X+hmNz8rVUV3EstM2dFRDTdAM07iyVt7His7jrU4cDdHcvbynW7SToWWGr7b4f6phiwph8R0RYDNO/stD3vNvhy2sP3AWfN9xiDSNKPaAFJs74+qT1VFqLCc3IPsLRjeUm5bsahwFHAV8p/p6cA6ySdYrvyIeeT9CMiulR849UGYIWkIyiS/WnAazvK+gmweGZZ0leAPxxGwoe06UdE9FRVl03bDwPnAFcBtwKX294s6QJJpwz5beyltpp+OSHLhyn+W2Pg9ba/Vlc8ERGdqhx7x/Z6YH3XunfuY9uTKiu4hzqbd/4H8He2X10O5/DYGmOJiNjDpF7nqCXpS3o88HzKq9W2H6QYqjkionbjOphaP+pq0z8C2AF8VNINkj4s6Ze6N5K0eqbv644dO0YfZUS01qSOsllX0t8fOBb4gO1jgH8C9hqPwvYa29O2p6empkYdY0S0WJJ+tbYB22zPjDFxBcWPQEREI+zatauvx7ipJenb/gFwt6SZ2dxfzN7jUERE1CKTqAzHG4BLyp47dwCvqzGWiIg9jGNC70dtSd/2jcDQxoyOiFiIJP2IGFuTmsCGaVLPWZJ+REQPSfoRES1R8SQqjZKkHxHRQ2r6EREtkqQfEdES49oHvx9J+hERPSTpR0S0SC7kRkS0SGr6EREtkTb9iIiWSdKPiGiRJP2IiBZJ0o+IaIkMwxAR0TKTWtOva7pEACQtKidG/0KdcUREdMvMWcPxJuBW4HE1xxERsYdxTOj9qK2mL2kJ8FvAh+uKISJiX1LTr95fAG8DDq0xhoiIvYxrQu9HLTV9Sa8AttveNMd2qyVtlLRxx44dI4ouIqIYe6efx7ipq3nnecApkr4LXAa8SNInuzeyvcb2tO3pqampUccYES02qc07tSR922+3vcT2cuA04Mu2T68jloiIXiY16dfdeycionHGNaH3o/akb/srwFdqDiMiYg9J+hERLTKOF2n7kaQfEdHDpNb0ax2GISKiifq9iNvvD4OklZJul7RV0rk9Xv8DSVsk3STpGklPr/xNlZL0IyJ6qCrpS1oEXAS8HDgSWCXpyK7NbgCmbR8NXAG8t+K3s1uSfkREDxXW9E8Attq+w/aDFPcmndpV1rW2f14ufh1YUumb6ZA2/YiIHgZo018saWPH8hrbazqWDwfu7ljeBvz6LMc7G/hiv4UPKkk/IqLLgJOo7LQ9XUW5kk4HpoEXVHG8XpL0IyJ6qLD3zj3A0o7lJeW6PUh6CfDHwAtsP1BV4d2S9CMieqgw6W8AVkg6giLZnwa8tnMDSccAfw2stL29qoJ7SdKPiOihqqRv+2FJ5wBXAYuAtbY3S7oA2Gh7HfBnwCHApyUBfM/2KZUE0CVJPyKihypvzrK9Hljfte6dHc9fUllhc0jSj4jokgHXIiJaJmPvRES0SGr6EREtMqlJv645cpdKurYcYGizpDfVEUdERC9VD7jWJHXV9B8G3mL7m5IOBTZJutr2lpriiYjYwzgm9H7UkvRt3wvcWz7/maRbKcanSNKPiEbIhdwhkbQcOAa4vuZQIiJ2S01/CCQdAnwGeLPtn/Z4fTWwGmDZsmUjji4i2mpc2+v7Udt4+pIOoEj4l9j+bK9tbK+xPW17empqarQBRkSr5UJuhVQMLvER4Fbb76sjhoiI2YxjQu9HXTX95wH/DniRpBvLx8k1xRIRsZfU9Ctk+x8A1VF2RMRcBpxEZazU3nsnIqKJxrEW348k/YiIHpL0IyJaJEk/IqJFkvQjIlpiXHvm9CNJPyKih/TeiYhokdT0IyJaJEk/IqIl0qYfEdEySfoRES2SC7kRES2Smn5EREukTT8iomWS9CMiWiRJPyKiRSY16dc5R+5KSbdL2irp3LriiIjoNjOJSj+PcVNL0pe0CLgIeDlwJLBK0pF1xBIR0cukTpdYV03/BGCr7TtsPwhcBpxaUywREXtJ0q/W4cDdHcvbynV7kLRa0kZJG3fs2DGy4CIikvRrYHuN7Wnb01NTU3WHExEtMqlJv67eO/cASzuWl5TrIiJqN3MhdxLVVdPfAKyQdISkA4HTgHU1xRIRsZcqa/pz9VaU9BhJf1O+fr2k5VW/nxm1JH3bDwPnAFcBtwKX295cRywREb1UlfT77K14NnC/7V8B3g+8p+K3s1ttN2fZXg+sr6v8iIjZVNhev7u3IoCkmd6KWzq2ORU4v3x+BXChJHkIFw3G5o7cTZs27ZR0V8eqxcDOuuLZh8TUn8TUvybGNQ4xPX2Bx7uqPGY/DpK0sWN5je01Hcu9eiv+etcxdm9j+2FJPwGeyBDO89gkfdt7dN+RtNH2dF3x9JKY+pOY+tfEuNoQk+2VVR2raRrdZTMiYgL001tx9zaS9gceD/xoGMEk6UdEDFc/vRXXAWeWz18NfHkY7fkwRs07PayZe5ORS0z9SUz9a2JciWkAZRv9TG/FRcBa25slXQBstL0O+AjwCUlbgfsofhiGQuN4R1lERMxPmnciIlokST8iokXGLuk3cfIVSd+VdLOkG7v66446jrWStku6pWPdEyRdLek75d9fbkBM50u6pzxfN0o6ecQxLZV0raQtkjZLelO5vrZzNUtMtZ0rSQdJ+oakb5Ux/Um5/ohyqICt5dABBzYgposl3dlxnp4zqpjGTr+3GjfhQXER5P8CzwAOBL4FHNmAuL4LLG5AHM8HjgVu6Vj3XuDc8vm5wHsaENP5wB/WeJ6eChxbPj8U+DbF7fG1natZYqrtXAECDimfHwBcD5wIXA6cVq7/IPC7DYjpYuDVdX2mxukxbjX9TL4yC9vXUVz573Qq8LHy+ceAVzYgplrZvtf2N8vnP6MY/+lwajxXs8RUGxf+X7l4QPkw8CKKoQJg9OdpXzFFn8Yt6fc1+UoNDHxJ0iZJq+sOpsuTbd9bPv8B8OQ6g+lwjqSbyuafkTY5dSpHMzyGosbYiHPVFRPUeK4kLZJ0I7AduJrif9o/djFoItTwHeyOyfbMeXpXeZ7eL+kxo4xpnIxb0m+q37B9LMUoer8n6fl1B9SLi/8TN6FW9AHgmcBzgHuBP68jCEmHAJ8B3mz7p52v1XWuesRU67my/Yjt51DcRXoC8KujLL+X7pgkHQW8nSK244EnAH9UX4TNNm5Jv5GTr9i+p/y7HfgcxZejKX4o6akA5d/tNceD7R+WX9xdwIeo4XxJOoAiuV5i+7Pl6lrPVa+YmnCuyjh+DFwLPBc4rBwqAGr8DnbEtLJsHrPtB4CP0qzvYKOMW9Jv3OQrkn5J0qEzz4GXAbfMvtdIdd7efSbw+RpjAXYn1BmvYsTnS5Io7oC81fb7Ol6q7VztK6Y6z5WkKUmHlc8PBl5Kca3hWoqhAmD056lXTLd1/FiL4hpDk76DjTJ2d+SWXdb+gkdvZ35XzfE8g6J2D8WwFp+qKyZJlwInUQwJ+0PgPOBKit4Wy4C7gNfYHtmF1X3EdBJFc4Upej79Tkdb+ihi+g3g74GbgZk58d5B0YZey7maJaZV1HSuJB1NcaF2EUUF8XLbF5Sf+csomlFuAE4va9h1xvRlYIqid8+NwH/suOAbHcYu6UdExPyNW/NOREQsQJJ+RESLJOlHRLRIkn5ERIsk6UdEtEiSfkREiyTpRyNJepqkK+becvf2Z0m6cJgxRUyCcZ4jNyaY7e/z6F2fs+oYEiAi5pCaftRO0vHl6IgHlcNabJZ0VOfEKz32OUvSuvJOzGvK1U+T9HflJCjv7dh2lYpJbm6R9J5hv5+IJksNKWpne4OkdcB/BQ4GPgn0cwv9scDRtu+TdBbFcAXHAA8At0v6K+AR4D3AccD9FENgv9L2lVW/j4hxkKQfTXEBxYB6vwDeyJ6jqe7L1V1j41xj+ycAkrYATweeCHzF9o5y/SUUs3ldWV3oEeMjST+a4onAIRQzIR3U5z7/1LXcOejXI+TzHbGXtOlHU/w18J+BSyiaY6ryDeAFkhZLWkQxauVXKzx+xFhJTShqJ+kM4CHbnyoT8z9SzMO6YLbvlXQuxRjwAv7Wdu1zCkTUJUMrR0S0SJp3IiJaJM070WiS/g17t/HfaftVdcQTMe7SvBMR0SJp3omIaJEk/YiIFknSj4hokST9iIgW+f8Dy0k/u1dmBQAAAABJRU5ErkJggg==\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -457,7 +447,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c65740c40>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f62ba240>"
       ]
      },
      "execution_count": 18,
@@ -466,14 +456,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -525,7 +513,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c65989e40>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f62bb2f0>"
       ]
      },
      "execution_count": 19,
@@ -534,14 +522,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -566,7 +552,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c659e24d0>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f5cd03b0>"
       ]
      },
      "execution_count": 20,
@@ -575,14 +561,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -636,7 +620,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c65d5f9a0>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f5d0d790>"
       ]
      },
      "execution_count": 21,
@@ -645,14 +629,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -710,7 +692,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.QuadMesh at 0x7f3c65346ec0>"
+       "<matplotlib.collections.QuadMesh at 0x78c0f64721e0>"
       ]
      },
      "execution_count": 24,
@@ -719,25 +701,37 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "zeta_remapped_extrap.isel(ocean_time=0).plot()"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Avoid extrapolation when remapping to a larger domain with the `nearest_s2d` method\n",
+    "\n",
+    "When remapping to a larger domain with the `nearest_s2d` method, target grid\n",
+    "cells outside the original source domain will get the value of the closest\n",
+    "source grid cell at the domain edge, independent of the selected\n",
+    "`extrap_method`. This can be an undesired behaviour. Please see\n",
+    "[Curvilinear Grid - Undesired Extrapolation](Curvilinear_grid.ipynb#Undesired-extrapolation)\n",
+    "for more details.\n"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -751,7 +745,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.5"
+   "version": "3.12.11"
   }
  },
  "nbformat": 4,
diff --git a/xesmf/backend.py b/xesmf/backend.py
index 5a85543d..43eec4f5 100644
--- a/xesmf/backend.py
+++ b/xesmf/backend.py
@@ -137,7 +137,7 @@ def from_xarray(cls, lon, lat, periodic=False, mask=None):
             grid_mask = mask.astype(np.int32)
             if not (grid_mask.shape == lon.shape):
                 raise ValueError(
-                    'mask must have the same shape as the latitude/longitude'
+                    'mask must have the same shape as the latitude/longitude '
                     'coordinates, got: mask.shape = %s, lon.shape = %s' % (mask.shape, lon.shape)
                 )
             grid.add_item(ESMF.GridItem.MASK, staggerloc=ESMF.StaggerLoc.CENTER, from_file=False)
diff --git a/xesmf/data.py b/xesmf/data.py
index e534c3a1..28917f96 100644
--- a/xesmf/data.py
+++ b/xesmf/data.py
@@ -20,7 +20,7 @@ def wave_smooth(lon, lat):
         2D wave field
 
     Notes
-    -------
+    -----
     Equation from [1]_ [2]_:
 
     .. math:: Y_2^2 = 2 + \cos^2(\\theta) \cos(2 \phi)
diff --git a/xesmf/frontend.py b/xesmf/frontend.py
index 616d992b..e8a92f7c 100644
--- a/xesmf/frontend.py
+++ b/xesmf/frontend.py
@@ -18,10 +18,11 @@
     add_nans_to_weights,
     apply_weights,
     check_shapes,
+    mask_source_indices,
     post_apply_target_mask_to_weights,
     read_weights,
 )
-from .util import LAT_CF_ATTRS, LON_CF_ATTRS, split_polygons_and_holes
+from .util import LAT_CF_ATTRS, LON_CF_ATTRS, _get_edge_indices_2d, split_polygons_and_holes
 
 try:
     import dask.array as da
@@ -249,6 +250,7 @@ def __init__(
         output_dims=None,
         unmapped_to_nan=False,
         parallel=False,
+        post_mask_source=None,
     ):
         """
         Base xESMF regridding class supporting ESMF objects: `Grid`, `Mesh` and `LocStream`.
@@ -330,6 +332,28 @@ def __init__(
             generation in the BaseRegridder is skipped and weights are generated in paralell in the
             subsest_regridder instead.
 
+        post_mask_source : str or array-like, optional
+            Optionally applies a post-processing step to remove selected source grid cells from
+            contributing to the regridding weight matrix.
+
+            Note: This differs from the typical masking approach, which prevents source cells from
+            being used during weight generation. Here, the regridding weights are modified *after*
+            creation to remove the contribution of specified source grid cells.
+
+            Options:
+
+            - If set to ``"domain_edge"``, the outermost edge cells of the source grid are
+              automatically detected and their contribution to the regridding weights is removed.
+              This is useful to avoid extrapolation beyond the domain boundary when using the
+              nearest-neighbor method ``'nearest_s2d'``, particularly when remapping from a smaller
+              to a larger domain (as is common with regional source grids like CORDEX).
+              Only supported for ``Grid`` type ESMF objects as source grid.
+            - If an array-like of integers is provided, it is interpreted as flat indices
+              (i.e., 1D indices of the flattened source grid) identifying source cells
+              whose contribution to the regridding weights should be removed.
+
+            Default is ``None``, meaning no post-weight-generation source grid cell masking is applied.
+
         Returns
         -------
         baseregridder : xESMF BaseRegridder object
@@ -362,10 +386,41 @@ def __init__(
         self.n_in = self.shape_in[0] * self.shape_in[1]
         self.n_out = self.shape_out[0] * self.shape_out[1]
 
+        # Validate post_mask_source
+        self.post_mask_source = None
+        if isinstance(post_mask_source, str) and post_mask_source == 'domain_edge':
+            if self.sequence_in:
+                raise ValueError(
+                    "post_mask_source='domain_edge' is only supported for 'Grid' type ESMF objects "
+                    'as source grid (i.e. structured - rectilinear or curvilinear - grids. '
+                    f"Grid type detected: {type(grid_in)}"
+                )
+            self.post_mask_source = _get_edge_indices_2d(self.shape_in[1], self.shape_in[0])
+        elif post_mask_source is not None:
+            try:
+                self.post_mask_source = np.asarray(post_mask_source)
+            except Exception as e:
+                raise TypeError(
+                    f"`post_mask_source` must be array-like of integers. Got: {type(post_mask_source)}"
+                ) from e
+            if self.post_mask_source is not None and not np.issubdtype(
+                self.post_mask_source.dtype, np.integer
+            ):
+                raise TypeError(
+                    f"`post_mask_source` must be of integer type. Got dtype: {self.post_mask_source.dtype}"
+                )
+
         # some logic about reusing weights with either filename or weights args
         if reuse_weights and (filename is None) and (weights is None):
             raise ValueError('To reuse weights, you need to provide either filename or weights.')
 
+        # decide whether unmapped cells should be mapped to NaN
+        self.unmapped_to_nan = False
+        if (
+            (grid_out.mask is not None) and (grid_out.mask[0] is not None)
+        ) or unmapped_to_nan is True:
+            self.unmapped_to_nan = True
+
         if not parallel:
             if not reuse_weights and weights is None:
                 weights = self._compute_weights(grid_in, grid_out)  # Dictionary of weights
@@ -393,10 +448,13 @@ def __init__(
             ):
                 self.weights = post_apply_target_mask_to_weights(self.weights, grid_out.mask[0])
 
+            # Optionally apply post_mask_source to manipulate the weights and removing
+            #  the contribution of the specified source cells
+            if self.post_mask_source is not None:
+                self.weights = mask_source_indices(self.weights, self.post_mask_source)
+
             # replace zeros by NaN for weight matrix entries of unmapped target cells if specified or a mask is present
-            if (
-                (grid_out.mask is not None) and (grid_out.mask[0] is not None)
-            ) or unmapped_to_nan is True:
+            if self.unmapped_to_nan:
                 self.weights = add_nans_to_weights(self.weights)
 
             # follows legacy logic of writing weights if filename is provided
@@ -887,6 +945,29 @@ def __init__(
             If an output mask is defined, or regridding method is `nearest_s2d` or `nearest_d2s`,
             this option has no effect.
 
+        post_mask_source : str or array-like, optional
+            Optionally applies a post-processing step to remove selected source grid cells from
+            contributing to the regridding weight matrix.
+
+            Note: This differs from the typical masking approach, which prevents source cells from
+            being used during weight generation. Here, the regridding weights are modified *after*
+            creation to remove the contribution of specified source grid cells.
+
+            Options:
+
+            - If set to ``"domain_edge"``, the outermost edge cells of the source grid are
+              automatically detected and their contribution to the regridding weights is removed.
+              This is useful to avoid extrapolation beyond the domain boundary when using the
+              nearest-neighbor method ``'nearest_s2d'``, particularly when remapping from a smaller
+              to a larger domain (as is common with regional source grids like CORDEX).
+              Only supported for ``Grid`` type ESMF objects as source grid.
+
+            - If an array-like of integers is provided, it is interpreted as flat indices
+              (i.e., 1D indices of the flattened source grid) identifying source cells
+              whose contribution to the regridding weights should be removed.
+
+            Default is ``None``, meaning no post-weight-generation source grid cell masking is applied.
+
         Returns
         -------
         regridder : xESMF regridder object
@@ -949,6 +1030,7 @@ def __init__(
             parallel=parallel,
             **kwargs,
         )
+
         # Weights are computed, we do not need the grids anymore
         grid_in.destroy()
         grid_out.destroy()
@@ -1000,6 +1082,7 @@ def __init__(
             self.out_coords = xr.Dataset(coords={lat_out.name: lat_out, lon_out.name: lon_out})
 
         if parallel:
+            # Generate the weights in parallel
             self._init_para_regrid(ds_in, ds_out, kwargs)
 
     def _init_para_regrid(self, ds_in, ds_out, kwargs):
@@ -1092,6 +1175,12 @@ def _init_para_regrid(self, ds_in, ds_out, kwargs):
             chunks
         )  # template has same chunks as ds_out
 
+        # If post_mask_source is specified, set it to None, as it needs to be dealt with
+        #   for the final weights only
+        if 'post_mask_source' in kwargs:
+            kwargs['post_mask_source'] = None
+
+        # Compute weights in parallel
         w = xr.map_blocks(
             subset_regridder,
             ds_out,
@@ -1112,6 +1201,15 @@ def _init_para_regrid(self, ds_in, ds_out, kwargs):
         weights.name = 'weights'
         self.weights = weights
 
+        # Optionally apply post_mask_source to manipulate the weights and removing
+        #  the contribution of the specified source cells
+        if self.post_mask_source is not None:
+            self.weights = mask_source_indices(self.weights, self.post_mask_source)
+            # replace zeros by NaN for weight matrix entries of unmapped target cells
+            #   if specified or a mask is present
+            if self.unmapped_to_nan:
+                self.weights = add_nans_to_weights(self.weights)
+
         # follows legacy logic of writing weights if filename is provided
         if 'filename' in kwargs:
             filename = kwargs['filename']
diff --git a/xesmf/smm.py b/xesmf/smm.py
index de0b70e7..09db7a8a 100644
--- a/xesmf/smm.py
+++ b/xesmf/smm.py
@@ -210,8 +210,8 @@ def post_apply_target_mask_to_weights(weights, target_mask_2d):
     weights : DataArray backed by a sparse.COO array
       Sparse weights matrix.
     target_mask_2d : array-like
-        Mask array of shape (nx, ny) for the target grid.
-        False / 0 indicates a masked cell whose weights shall be set to zero.
+      Mask array of shape (nx, ny) for the target grid.
+      False / 0 indicates a masked cell whose weights shall be set to zero.
 
     Returns
     -------
@@ -286,6 +286,86 @@ def add_nans_to_weights(weights):
     return weights
 
 
+def mask_source_indices(weights, source_indices_to_mask):
+    """
+    Remove entries in a sparse.COO weight matrix that map from masked source indices.
+
+    Parameters
+    ----------
+    weights: DataArray backed by a sparse.COO array
+      Sparse weights matrix.
+    source_indices_to_mask: array-like
+      Flat indices of source grid cells whose contribution should be removed
+      (eg. output of xesmf.util._get_edge_indices_2d)
+
+    Returns
+    -------
+    DataArray backed by a sparse.COO array:
+      New weight matrix with masked source contributions removed
+    """
+    # Extract the sparse.COO remapping weight matrix (ntarget, nsource)
+    W = weights.data
+
+    # W.coords is a 2D array with shape (2, N), holding the non-zero entries in the
+    #   sparse matrix. Rows being [0] target_idx, [1] source_idx.
+    tgt_idx = W.coords[0]
+    src_idx = W.coords[1]
+    # Each W.data[i] represents the weight from source_idx[i] to target_idx[i]
+    data = W.data
+
+    # Validate source_indices_to_mask
+    n_source = W.shape[1]
+    invalid = np.asarray(source_indices_to_mask) >= n_source
+    if np.any(invalid) or np.any(np.asarray(source_indices_to_mask) < 0):
+        raise ValueError(
+            f"Some of the provided source indices are out of valid range [0, {n_source}). "
+            f"Invalid indices: {np.asarray(source_indices_to_mask)[invalid]}"
+        )
+
+    # Boolean mask for the source_idx - False for masked source indices
+    mask = ~np.isin(src_idx, source_indices_to_mask)
+
+    # Create new sparse matrix with only non-masked entries
+    data_masked = data[mask]
+    # Create new coordinates array by vertical (row-wise) stacking of the new target and source indices
+    coords_masked = np.vstack([tgt_idx[mask], src_idx[mask]])
+
+    # Create new sparse weight matrix and assign it to the weights DataArray
+    weights = xr.DataArray(
+        sps.COO(coords_masked, data_masked, shape=W.shape), dims=('out_dim', 'in_dim')
+    )
+
+    return weights
+
+
+def gen_mask_from_weights(weights, nlat, nlon):
+    """Generate a 2D mask from the regridding weights sparse matrix.
+    This function will generate a 2D binary mask out of a regridding weights sparse matrix.
+
+    Parameters
+    ----------
+    weights : DataArray backed by a sparse.COO array
+      Sparse weights matrix.
+
+    Returns
+    -------
+    numpy.ndarray of type numpy.int32 and of shape (nlat, nlon)
+        Binary mask.
+    """
+    # Taken from @trondkr and adapted by @raphaeldussin to use `lil`.
+    # lil matrix is better than CSR when changing sparsity
+    m = weights.data.to_scipy_sparse().tolil()
+
+    # Create mask ndarray of ones and fill with 0-elements
+    mask = np.ones((nlat, nlon), dtype=np.int32).ravel()
+    for krow in range(len(m.rows)):
+        if any([np.isnan(x) for x in m.data[krow]]):
+            mask[krow] = 0
+
+    # Reshape and return
+    return mask.reshape((nlat, nlon))
+
+
 def _combine_weight_multipoly(weights, areas, indexes):
     """Reduce a weight sparse matrix (csc format) by combining (adding) columns.
 
diff --git a/xesmf/tests/test_frontend.py b/xesmf/tests/test_frontend.py
index e9d1e849..8d391c0e 100644
--- a/xesmf/tests/test_frontend.py
+++ b/xesmf/tests/test_frontend.py
@@ -1020,6 +1020,108 @@ def test_spatial_averager_mask():
     assert_allclose(out, 2, rtol=1e-3)
 
 
+def test_post_mask_source():
+    # Define source and target grids
+    ds_in = xr.Dataset(
+        {'lat': (['lat'], np.linspace(1, 10, 10)), 'lon': (['lon'], np.linspace(1, 10, 10))}
+    )
+    ds_out = xr.Dataset(
+        {'lat': (['lat'], np.linspace(0, 15, 20)), 'lon': (['lon'], np.linspace(0, 15, 20))}
+    )
+
+    # Build regridder with post_source_mask='domain_edge'
+    regridder = xe.Regridder(ds_in, ds_out, 'nearest_s2d', post_mask_source='domain_edge')
+
+    # Regridding
+    da_in = xr.DataArray(np.ones((10, 10)), dims=['lat', 'lon'])
+    da_in[0, :] = 10  # top edge
+    da_in[-1, :] = 10  # bottom edge
+    da_out = regridder(da_in)
+
+    # Check that edge values (10) did not make it into the result
+    assert not np.any(da_out.values > 1), 'Edge contributions were not removed'
+
+    # Check that cells outside the original domain are 0
+    lat_mask = (ds_out.lat >= 10) | (ds_out.lat <= 1)
+    lon_mask = (ds_out.lon >= 10) | (ds_out.lon <= 1)
+    assert np.all(da_out.sel(lat=lat_mask).values == 0)
+    assert np.all(da_out.sel(lon=lon_mask).values == 0)
+
+
+def test_post_mask_source_exceptions():
+    # LocStream source should give an exception
+    ds_src = xr.Dataset(
+        {
+            'lat': (['location'], np.linspace(-90, 90, 5)),
+            'lon': (['location'], np.linspace(-180, 180, 5)),
+        }
+    )
+    ds_dst = xe.util.grid_global(5, 5)
+    with pytest.raises(ValueError, match="post_mask_source='domain_edge' is only supported.*"):
+        xe.Regridder(
+            ds_src, ds_dst, 'nearest_s2d', post_mask_source='domain_edge', locstream_in=True
+        )
+
+    # Not using an array-like should give an exception
+    ds_src = xe.util.grid_global(10, 10)
+
+    class NotArrayLike:
+        def __array__(self, dtype=None):
+            raise ValueError
+
+    with pytest.raises(TypeError, match='must be array-like of integers'):
+        xe.Regridder(ds_src, ds_dst, 'bilinear', post_mask_source=NotArrayLike())
+
+    # Not using integer indices should give an exception
+    bad_index_mask = np.array([0.1, 2.5, 3.7])
+    with pytest.raises(TypeError, match='must be of integer type'):
+        xe.Regridder(ds_src, ds_dst, 'bilinear', post_mask_source=bad_index_mask)
+
+    # Using out of bounds indices should give an exception
+    bad_index_mask = np.array([100, 200, 300, 400, 500, 600, 700])
+    with pytest.raises(ValueError, match='indices are out of valid range \\[0, 648\\)'):
+        xe.Regridder(ds_src, ds_dst, 'bilinear', post_mask_source=bad_index_mask)
+
+
+def test_post_mask_source_parallel_mode():
+    # Create source and destination grids
+    ds_src = xe.util.grid_global(10, 10)
+    ds_dst = xe.util.grid_global(15, 15)
+
+    # Chunk destination data to enable parallel mode
+    mask = np.ones((12, 24))
+    ds_dst['mask'] = xr.DataArray(data=mask, dims=('y', 'x'))
+    ds_dst = ds_dst.chunk({'y': 12, 'x': 12})
+
+    # Define source data with known values
+    data = xr.DataArray(
+        np.ones((18, 36)),
+        dims=['y', 'x'],
+        coords={'lat': ds_src['lat'], 'lon': ds_src['lon']},
+    )
+
+    # Choose some source indices to mask (e.g., corners)
+    mask_indices = np.array([0, 1, 2, 3, 4])
+
+    # Create regridder with post_mask_source and parallel=True
+    regridder = xe.Regridder(
+        ds_src,
+        ds_dst,
+        'nearest_s2d',
+        post_mask_source=mask_indices,
+        parallel=True,
+        unmapped_to_nan=True,
+    )
+
+    # Regrid and compute the result
+    result = regridder(data).compute()
+
+    # Assert that the result contains NaNs
+    assert result.shape == (12, 24)
+    assert isinstance(result, xr.DataArray)
+    assert result.isnull().any()
+
+
 def test_locstream_input_grid_output_with_target_mask_applied():
     # Create locstream input (6 coordinate points)
     locstream_in = xr.Dataset(
diff --git a/xesmf/tests/test_smm.py b/xesmf/tests/test_smm.py
index 0374100e..9594615f 100644
--- a/xesmf/tests/test_smm.py
+++ b/xesmf/tests/test_smm.py
@@ -30,6 +30,44 @@ def test_add_nans_to_weights():
     assert np.allclose(Matin.todense(), Matout.data.todense())
 
 
+def test_mask_source_indices():
+    # Create a small sparse matrix
+    coords = np.array([[0, 1, 2, 3, 4, 8], [0, 2, 4, 10, 11, 19]])
+    data = np.array([0.3, 0.5, 0.2, 0.26, 0.7, 0.25])
+    shape = (10, 20)
+    W = sps.COO(coords, data, shape=shape)
+    weights = xr.DataArray(W, dims=('out_dim', 'in_dim'))
+
+    masked = xe.smm.mask_source_indices(weights, source_indices_to_mask=[4, 11])
+
+    # Only selected entries should remain
+    expected_coords = np.array([[0, 1, 3, 8], [0, 2, 10, 19]])
+    expected_data = np.array([0.3, 0.5, 0.26, 0.25])
+
+    assert np.array_equal(masked.data.coords, expected_coords)
+    assert np.allclose(masked.data.data, expected_data)
+
+
+def test_gen_mask_from_weights():
+    """testing creating mask out of weight matrix Nans"""
+    # Create input and output Dataset
+    ds_in = xe.util.grid_2d(20, 40, 1, 20, 30, 1)
+    ds_out = xe.util.grid_2d(20, 40, 2, 20, 30, 2)
+
+    # Create random mask for ds_out
+    mask = np.random.randint(low=0, high=2, size=(5, 10), dtype=np.int32)
+    ds_out['mask'] = xr.DataArray(data=mask, dims=['lat', 'lon'])
+
+    # Create remapping weights
+    Weights = xe.Regridder(ds_in, ds_out, method='bilinear').weights
+
+    # Generate mask from weights
+    maskwgts = xe.smm.gen_mask_from_weights(Weights, 5, 10)
+
+    # Assert equality between both masks
+    assert np.array_equal(mask, maskwgts, equal_nan=False)
+
+
 def test_post_apply_target_mask_to_weights():
     # Create a small sparse weights matrix with shape (9 target, 4 source)
     #  coords = [[target_indices], [source_indices]]
diff --git a/xesmf/tests/test_util.py b/xesmf/tests/test_util.py
index 5e0680fa..6f25a360 100644
--- a/xesmf/tests/test_util.py
+++ b/xesmf/tests/test_util.py
@@ -44,6 +44,19 @@ def test_cell_area():
     assert_almost_equal(area.sum(), np.pi * 4)
 
 
+def test_get_edge_indices_2d():
+    ny, nx = 3, 5
+    edge_inds = xe.util._get_edge_indices_2d(nx, ny)
+
+    # Flat indices: [0,  1,  2,  3,  4,
+    #                5,  6,  7,  8,  9,
+    #                10, 11, 12, 13, 14]
+    # Expected: all indices but 6, 7, 8
+    expected = np.array([0, 1, 2, 3, 4, 5, 9, 10, 11, 12, 13, 14])
+
+    assert np.array_equal(np.sort(edge_inds), expected)
+
+
 def test_simple_tripolar_grid():
     lon, lat = xe.util.simple_tripolar_grid(360, 180, lat_cap=60, lon_cut=-300.0)
 
diff --git a/xesmf/util.py b/xesmf/util.py
index 560dfdc1..dc8c2aa0 100644
--- a/xesmf/util.py
+++ b/xesmf/util.py
@@ -405,3 +405,13 @@ def cell_area(ds, earth_radius=None):
     if earth_radius is not None:
         area = (area * earth_radius**2).assign_attrs(units='km2')
     return area
+
+
+def _get_edge_indices_2d(nlons, nlats):
+    """Get edge indices for a 2D nlats x nlons grid."""
+    edge_mask = np.zeros((nlats, nlons), dtype=bool)
+    edge_mask[:1, :] = True
+    edge_mask[-1:, :] = True
+    edge_mask[:, :1] = True
+    edge_mask[:, -1:] = True
+    return np.where(edge_mask.ravel())[0]