{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "86222039-9b97-49b6-92d9-f75e0ae37d4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4ef9230d-dda7-4194-85c1-5182993a7a4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "with xr.open_dataset('output/lmr_v21_avg_reg11.nc') as ds:\n",
    "    dsm = ds.load()\n",
    "\n",
    "with xr.open_dataset('output/lmr_v21_avg_hist_reg11.nc') as ds:\n",
    "    dsh = ds.load()\n",
    "\n",
    "with xr.open_dataset('output/lmr_v21_avg_boosted_reg11.nc') as ds:\n",
    "    dsmb = ds.load()\n",
    "\n",
    "with xr.open_dataset('output/lmr_v21_avg_boosted_hist_reg11.nc') as ds:\n",
    "    dshb = ds.load()\n",
    "    \n",
    "with xr.open_dataset('output/lmr_mira_bc_reg11.nc') as ds:\n",
    "    dsmbc = ds.load()\n",
    "    \n",
    "with xr.open_dataset('output/lmr_online_avg_reg11.nc') as ds:\n",
    "    dsmo = ds.load()\n",
    "\n",
    "with xr.open_dataset('output/lmr_online_avg_hist_reg11.nc') as ds:\n",
    "    dsho = ds.load()\n",
    "\n",
    "with xr.open_dataset('output/lmr_mira_hist_reg11.nc') as ds:\n",
    "    ds_hist = ds.load()\n",
    "\n",
    "with xr.open_dataset('output/lmr_mira_nat_reg11.nc') as ds:\n",
    "    ds_nat = ds.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "75ba7f5b-ae49-459f-bc61-5c6cc5918b75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\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",
       "<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",
       "<path d=\"M23 18h-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",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
       "\n",
       ":root {\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",
       "  line-height: 1.6;\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",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-obj-name,\n",
       ".xr-group-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-group-name::before {\n",
       "  content: \"📁\";\n",
       "  padding-right: 0.3em;\n",
       "}\n",
       "\n",
       ".xr-group-name,\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "  margin-block-start: 0;\n",
       "  margin-block-end: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
       "  height: 0;\n",
       "  margin: 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",
       "  cursor: pointer;\n",
       "  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",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-top: 4px;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-group-box {\n",
       "  display: inline-grid;\n",
       "  grid-template-columns: 0px 20px auto;\n",
       "  width: 100%;\n",
       "}\n",
       "\n",
       ".xr-group-box-vline {\n",
       "  grid-column-start: 1;\n",
       "  border-right: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "  width: 0px;\n",
       "}\n",
       "\n",
       ".xr-group-box-hline {\n",
       "  grid-column-start: 2;\n",
       "  grid-row-start: 1;\n",
       "  height: 1em;\n",
       "  width: 20px;\n",
       "  border-bottom: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-group-box-contents {\n",
       "  grid-column-start: 3;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".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",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".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",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  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",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\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-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  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-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\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: 79MB\n",
       "Dimensions:         (time: 1002, rgi_id: 3927)\n",
       "Coordinates:\n",
       "  * time            (time) float64 8kB 1e+03 1.001e+03 ... 2e+03 2.001e+03\n",
       "  * rgi_id          (rgi_id) &lt;U14 220kB &#x27;RGI60-11.00001&#x27; ... &#x27;RGI60-11.03927&#x27;\n",
       "    hydro_year      (time) int64 8kB 1000 1001 1002 1003 ... 1998 1999 2000 2001\n",
       "    hydro_month     (time) int64 8kB 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 8kB 1000 1001 1002 1003 ... 1998 1999 2000 2001\n",
       "    calendar_month  (time) int64 8kB 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1\n",
       "Data variables:\n",
       "    volume          (time, rgi_id) float32 16MB 2.594e+06 ... 9.493e+06\n",
       "    volume_bsl      (time, rgi_id) float32 16MB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0\n",
       "    area            (time, rgi_id) float32 16MB 1.22e+05 2.292e+06 ... 2.524e+05\n",
       "    area_min_h      (time, rgi_id) float32 16MB 1.22e+05 2.292e+06 ... 2.457e+05\n",
       "    length          (time, rgi_id) float32 16MB 420.0 1.922e+03 ... 1.2e+03\n",
       "    water_level     (rgi_id) float32 16kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    glen_a          (rgi_id) float32 16kB 6.084e-24 6.084e-24 ... 1.326e-23\n",
       "    fs              (rgi_id) float32 16kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "Attributes:\n",
       "    description:    OGGM model output\n",
       "    oggm_version:   0.1.dev1420+gc7c715f\n",
       "    calendar:       365-day no leap\n",
       "    creation_date:  2025-07-24 16:03:18</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-55b90a07-f4d9-458d-89d7-c031c41da918' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-55b90a07-f4d9-458d-89d7-c031c41da918' 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>: 1002</li><li><span class='xr-has-index'>rgi_id</span>: 3927</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-370ad132-e842-4075-8ab6-abe7a0cf0681' class='xr-section-summary-in' type='checkbox'  checked><label for='section-370ad132-e842-4075-8ab6-abe7a0cf0681' class='xr-section-summary' >Coordinates: <span>(6)</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'>float64</div><div class='xr-var-preview xr-preview'>1e+03 1.001e+03 ... 2e+03 2.001e+03</div><input id='attrs-277b7c1e-ec42-449e-b2e3-67f0b3c70292' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-277b7c1e-ec42-449e-b2e3-67f0b3c70292' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1db1220e-6532-41b3-a643-9f72bf12e8a8' class='xr-var-data-in' type='checkbox'><label for='data-1db1220e-6532-41b3-a643-9f72bf12e8a8' 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>description :</span></dt><dd>Floating year</dd></dl></div><div class='xr-var-data'><pre>array([1000., 1001., 1002., ..., 1999., 2000., 2001.], shape=(1002,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rgi_id</span></div><div class='xr-var-dims'>(rgi_id)</div><div class='xr-var-dtype'>&lt;U14</div><div class='xr-var-preview xr-preview'>&#x27;RGI60-11.00001&#x27; ... &#x27;RGI60-11.0...</div><input id='attrs-844a4c77-f055-4d24-a355-736a0c1daa70' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-844a4c77-f055-4d24-a355-736a0c1daa70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-765e0109-33cf-4975-b455-0d4c9a1dd9f0' class='xr-var-data-in' type='checkbox'><label for='data-765e0109-33cf-4975-b455-0d4c9a1dd9f0' 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>description :</span></dt><dd>RGI glacier identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;RGI60-11.00001&#x27;, &#x27;RGI60-11.00002&#x27;, &#x27;RGI60-11.00003&#x27;, ...,\n",
       "       &#x27;RGI60-11.03925&#x27;, &#x27;RGI60-11.03926&#x27;, &#x27;RGI60-11.03927&#x27;],\n",
       "      shape=(3927,), dtype=&#x27;&lt;U14&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000 1001 1002 ... 1999 2000 2001</div><input id='attrs-ed0674b1-365f-4534-9d60-f5dbb6027ddf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed0674b1-365f-4534-9d60-f5dbb6027ddf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8f4752f-caa2-41b4-a301-ba0802e3c955' class='xr-var-data-in' type='checkbox'><label for='data-a8f4752f-caa2-41b4-a301-ba0802e3c955' 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>description :</span></dt><dd>Hydrological year</dd></dl></div><div class='xr-var-data'><pre>array([1000, 1001, 1002, ..., 1999, 2000, 2001], shape=(1002,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4</div><input id='attrs-9a89e001-5d17-4629-b4e4-1c8be827bf43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a89e001-5d17-4629-b4e4-1c8be827bf43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d1813ba-407a-4565-a521-594caa066f9d' class='xr-var-data-in' type='checkbox'><label for='data-5d1813ba-407a-4565-a521-594caa066f9d' 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>description :</span></dt><dd>Hydrological month</dd></dl></div><div class='xr-var-data'><pre>array([4, 4, 4, ..., 4, 4, 4], shape=(1002,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000 1001 1002 ... 1999 2000 2001</div><input id='attrs-b11c16a6-2b6e-481d-b522-2f00840c2e1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b11c16a6-2b6e-481d-b522-2f00840c2e1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3cfd8e24-e72d-42c1-80a8-05c0ccb82f37' class='xr-var-data-in' type='checkbox'><label for='data-3cfd8e24-e72d-42c1-80a8-05c0ccb82f37' 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>description :</span></dt><dd>Calendar year</dd></dl></div><div class='xr-var-data'><pre>array([1000, 1001, 1002, ..., 1999, 2000, 2001], shape=(1002,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-55a25eef-c016-4f25-8b26-1679383f68ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55a25eef-c016-4f25-8b26-1679383f68ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd655fa0-88de-4325-a6f2-80a97b988246' class='xr-var-data-in' type='checkbox'><label for='data-dd655fa0-88de-4325-a6f2-80a97b988246' 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>description :</span></dt><dd>Calendar month</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1], shape=(1002,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f38c95d1-c196-4a42-8cfe-694d63de9526' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f38c95d1-c196-4a42-8cfe-694d63de9526' class='xr-section-summary' >Data variables: <span>(8)</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>volume</span></div><div class='xr-var-dims'>(time, rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.594e+06 9.928e+07 ... 9.493e+06</div><input id='attrs-9c0f9aa4-1377-40f8-aa35-fae24016ade1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c0f9aa4-1377-40f8-aa35-fae24016ade1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa7a536b-eefc-4d8d-9b6f-a41440736f3e' class='xr-var-data-in' type='checkbox'><label for='data-aa7a536b-eefc-4d8d-9b6f-a41440736f3e' 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>description :</span></dt><dd>Total glacier volume</dd><dt><span>unit :</span></dt><dd>m 3</dd></dl></div><div class='xr-var-data'><pre>array([[2.59405525e+06, 9.92803840e+07, 3.41318720e+07, ...,\n",
       "        1.00311156e+05, 2.82710406e+05, 2.01588734e+05],\n",
       "       [2.75620725e+06, 1.02740256e+08, 3.51845160e+07, ...,\n",
       "        1.77503031e+05, 3.59349125e+05, 2.66122625e+05],\n",
       "       [2.95755175e+06, 1.06524984e+08, 3.63596360e+07, ...,\n",
       "        2.41231984e+05, 4.20814219e+05, 3.15447219e+05],\n",
       "       ...,\n",
       "       [5.46155100e+06, 1.56589072e+08, 4.61171840e+07, ...,\n",
       "        1.68262150e+06, 3.15853275e+06, 1.03473710e+07],\n",
       "       [4.79415600e+06, 1.47473600e+08, 4.29743560e+07, ...,\n",
       "        1.46114725e+06, 2.87221725e+06, 9.90029300e+06],\n",
       "       [4.32061400e+06, 1.40151792e+08, 4.04189720e+07, ...,\n",
       "        1.26359900e+06, 2.62133850e+06, 9.49257400e+06]],\n",
       "      shape=(1002, 3927), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>volume_bsl</span></div><div class='xr-var-dims'>(time, rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-e6813dc0-f81e-4c85-a7d4-eacf6feec3ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6813dc0-f81e-4c85-a7d4-eacf6feec3ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a4c03d4-982f-4415-bbcd-e2759d44b5b5' class='xr-var-data-in' type='checkbox'><label for='data-2a4c03d4-982f-4415-bbcd-e2759d44b5b5' 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>description :</span></dt><dd>Glacier volume below sea-level</dd><dt><span>unit :</span></dt><dd>m 3</dd></dl></div><div class='xr-var-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",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]], shape=(1002, 3927), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>area</span></div><div class='xr-var-dims'>(time, rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.22e+05 2.292e+06 ... 2.524e+05</div><input id='attrs-4858b3f6-8026-426b-92ef-1301d473e972' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4858b3f6-8026-426b-92ef-1301d473e972' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-547facbb-db2f-4d44-bd8e-c3b205bb0b07' class='xr-var-data-in' type='checkbox'><label for='data-547facbb-db2f-4d44-bd8e-c3b205bb0b07' 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>description :</span></dt><dd>Total glacier area</dd><dt><span>unit :</span></dt><dd>m 2</dd></dl></div><div class='xr-var-data'><pre>array([[1.22000000e+05, 2.29200000e+06, 8.51000000e+05, ...,\n",
       "        1.00000000e+04, 1.30000000e+04, 1.50000000e+04],\n",
       "       [2.87692250e+05, 2.29748400e+06, 9.43569125e+05, ...,\n",
       "        9.99439375e+04, 1.24901000e+05, 1.48504625e+05],\n",
       "       [3.17094094e+05, 2.30363850e+06, 9.75538125e+05, ...,\n",
       "        9.45989844e+04, 1.08413320e+05, 1.46511297e+05],\n",
       "       ...,\n",
       "       [2.66434562e+05, 3.07288850e+06, 1.09235725e+06, ...,\n",
       "        9.20655703e+04, 1.25934141e+05, 2.60311719e+05],\n",
       "       [2.53426281e+05, 3.04984775e+06, 1.07992188e+06, ...,\n",
       "        8.97033594e+04, 1.22699211e+05, 2.56218141e+05],\n",
       "       [2.24353766e+05, 3.03083225e+06, 1.06418138e+06, ...,\n",
       "        8.43997188e+04, 1.17425484e+05, 2.52424312e+05]],\n",
       "      shape=(1002, 3927), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>area_min_h</span></div><div class='xr-var-dims'>(time, rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.22e+05 2.292e+06 ... 2.457e+05</div><input id='attrs-61bf2479-9cea-4c7e-a54f-b7613867aefb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61bf2479-9cea-4c7e-a54f-b7613867aefb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0038a67c-4059-4211-a6ba-628693870d6f' class='xr-var-data-in' type='checkbox'><label for='data-0038a67c-4059-4211-a6ba-628693870d6f' 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>description :</span></dt><dd>Total glacier area of gridpoints with a minimum icethickness of 2.0 m</dd><dt><span>unit :</span></dt><dd>m 2</dd></dl></div><div class='xr-var-data'><pre>array([[1.22000000e+05, 2.29200000e+06, 8.51000000e+05, ...,\n",
       "        1.00000000e+04, 1.27034551e+04, 1.50000000e+04],\n",
       "       [1.22748484e+05, 2.29748400e+06, 8.54188062e+05, ...,\n",
       "        1.01786768e+04, 1.32584297e+04, 1.52983623e+04],\n",
       "       [1.23556914e+05, 2.30363850e+06, 8.57689812e+05, ...,\n",
       "        2.73364414e+04, 2.39216523e+04, 1.55545381e+04],\n",
       "       ...,\n",
       "       [2.62245219e+05, 3.07288850e+06, 1.09235725e+06, ...,\n",
       "        9.20655703e+04, 1.25934141e+05, 2.60311719e+05],\n",
       "       [2.20718297e+05, 3.04984775e+06, 1.07410075e+06, ...,\n",
       "        8.97033594e+04, 1.20270672e+05, 2.56218141e+05],\n",
       "       [2.17469000e+05, 3.03083225e+06, 1.06418138e+06, ...,\n",
       "        8.43997188e+04, 1.17425484e+05, 2.45654375e+05]],\n",
       "      shape=(1002, 3927), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(time, rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>420.0 1.922e+03 ... 816.0 1.2e+03</div><input id='attrs-80d2a1ae-cc29-452e-9bf1-1be49f4983d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80d2a1ae-cc29-452e-9bf1-1be49f4983d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5835574f-358a-4a45-b3c4-ee3f77443253' class='xr-var-data-in' type='checkbox'><label for='data-5835574f-358a-4a45-b3c4-ee3f77443253' 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>description :</span></dt><dd>Glacier length</dd><dt><span>unit :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([[ 420., 1922., 1380., ...,   66.,  216.,  216.],\n",
       "       [ 420., 1922., 1380., ...,   66.,  240.,  216.],\n",
       "       [ 420., 1922., 1380., ...,  176.,  360.,  216.],\n",
       "       ...,\n",
       "       [1020., 3596., 2116., ...,  484.,  840., 1224.],\n",
       "       [ 780., 3596., 2070., ...,  484.,  816., 1224.],\n",
       "       [ 780., 3596., 2070., ...,  462.,  816., 1200.]],\n",
       "      shape=(1002, 3927), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_level</span></div><div class='xr-var-dims'>(rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-d6332f68-9701-4743-bc6a-2a67ea34b4d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6332f68-9701-4743-bc6a-2a67ea34b4d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd9039df-3e1c-400d-b828-077a421cec0a' class='xr-var-data-in' type='checkbox'><label for='data-bd9039df-3e1c-400d-b828-077a421cec0a' 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>description :</span></dt><dd>Calving water level</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., ..., 0., 0., 0.], shape=(3927,), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>glen_a</span></div><div class='xr-var-dims'>(rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>6.084e-24 6.084e-24 ... 1.326e-23</div><input id='attrs-6dc77262-0e79-4083-bcf2-0daa7b5c6707' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6dc77262-0e79-4083-bcf2-0daa7b5c6707' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c65ac580-2537-4019-9486-47f3cfaa822b' class='xr-var-data-in' type='checkbox'><label for='data-c65ac580-2537-4019-9486-47f3cfaa822b' 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>description :</span></dt><dd>Simulation Glen A</dd><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><pre>array([6.0841808e-24, 6.0844112e-24, 6.0844112e-24, ..., 6.0844112e-24,\n",
       "       5.9811694e-24, 1.3263582e-23], shape=(3927,), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fs</span></div><div class='xr-var-dims'>(rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-626ee144-256b-4bca-a64a-9bf987624d2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-626ee144-256b-4bca-a64a-9bf987624d2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1576d22-a461-4c29-bdcf-707adcd35c97' class='xr-var-data-in' type='checkbox'><label for='data-c1576d22-a461-4c29-bdcf-707adcd35c97' 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>description :</span></dt><dd>Simulation sliding parameter</dd><dt><span>units :</span></dt><dd></dd></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., ..., 0., 0., 0.], shape=(3927,), dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d9d3d93f-875d-44e5-949e-a46364b9cf28' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d9d3d93f-875d-44e5-949e-a46364b9cf28' 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>description :</span></dt><dd>OGGM model output</dd><dt><span>oggm_version :</span></dt><dd>0.1.dev1420+gc7c715f</dd><dt><span>calendar :</span></dt><dd>365-day no leap</dd><dt><span>creation_date :</span></dt><dd>2025-07-24 16:03:18</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 79MB\n",
       "Dimensions:         (time: 1002, rgi_id: 3927)\n",
       "Coordinates:\n",
       "  * time            (time) float64 8kB 1e+03 1.001e+03 ... 2e+03 2.001e+03\n",
       "  * rgi_id          (rgi_id) <U14 220kB 'RGI60-11.00001' ... 'RGI60-11.03927'\n",
       "    hydro_year      (time) int64 8kB 1000 1001 1002 1003 ... 1998 1999 2000 2001\n",
       "    hydro_month     (time) int64 8kB 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 8kB 1000 1001 1002 1003 ... 1998 1999 2000 2001\n",
       "    calendar_month  (time) int64 8kB 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1\n",
       "Data variables:\n",
       "    volume          (time, rgi_id) float32 16MB 2.594e+06 ... 9.493e+06\n",
       "    volume_bsl      (time, rgi_id) float32 16MB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0\n",
       "    area            (time, rgi_id) float32 16MB 1.22e+05 2.292e+06 ... 2.524e+05\n",
       "    area_min_h      (time, rgi_id) float32 16MB 1.22e+05 2.292e+06 ... 2.457e+05\n",
       "    length          (time, rgi_id) float32 16MB 420.0 1.922e+03 ... 1.2e+03\n",
       "    water_level     (rgi_id) float32 16kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    glen_a          (rgi_id) float32 16kB 6.084e-24 6.084e-24 ... 1.326e-23\n",
       "    fs              (rgi_id) float32 16kB 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "Attributes:\n",
       "    description:    OGGM model output\n",
       "    oggm_version:   0.1.dev1420+gc7c715f\n",
       "    calendar:       365-day no leap\n",
       "    creation_date:  2025-07-24 16:03:18"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "86e17a4a-4af1-4477-9e67-823cd9458607",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds_hist.isel(rgi_id=2).area_min_h.plot();\n",
    "ds_nat.isel(rgi_id=2).area_min_h.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a8e3c90f-0e4f-44d9-9883-7392039c064b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds_hist.isel(rgi_id=2).volume.plot();\n",
    "ds_nat.isel(rgi_id=2).volume.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fbacecd4-0417-4897-94b9-b352d6c62c7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAHFCAYAAAAaD0bAAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAxyBJREFUeJzsnQeUG+XVhq963d7tXVfcO7hiTMdA6M0EQichhZYQkj+QBgmhJISahIQkQAg19N7BNsa9YxsbG/f1rrerd+k/9/tmRqMu7art7n3O0Uo7GkmjOu/c8l5FKBQKAUEQBEEQxCBCWegNIAiCIAiCyDckgAiCIAiCGHSQACIIgiAIYtBBAoggCIIgiEEHCSCCIAiCIAYdJIAIgiAIghh0kAAiCIIgCGLQQQKIIAiCIIhBBwkggiAIgiAGHSSACKLIWbx4MSgUCnaeLnv37mW3eeqpp1Kue8cdd7B184n4mOJJo9HAsGHD4Hvf+x60trbGvY3H44G//vWvcNxxx0FVVRW7DZ4ff/zx8I9//ANsNlvE+ni/N9xwQ8z97Nu3D6655hoYMmQI6HQ6GDp0KJx33nkx67W1tcFVV10F1dXVYDQaYd68efDJJ5+k/RyXLVsG3/3ud+Goo45ij4Pbg+9LPB566CE4//zzYeTIkWw9fE6Z4PP54M4774QRI0awxxo/fjw8+uijcdfdvXs3e6zy8nIwm81wyimnwPr16+Ou+8ILL8D06dNBr9ez1+vHP/4x2O32mPVwGV6H6+C6eBu8bTSPPPIIzJ07l72muJ34nn/729+GrVu3ZvR8CSIbqLNyLwRB5IwjjzwSVqxYARMnTkz7Ng0NDew2o0ePLup35v3334eysjK2A/3www/hz3/+Myxfvhw2btzIBI5Ie3s7nHbaabBlyxa48sor4aabboLa2lro7OyETz/9FH7+858zwfHf//436ePh7VFcjBo1Cu6//35obGyElpYW+OCDD2LE1kknnQQ9PT3w8MMPs8dC8YXb8PHHHzMRlgoUS7jujBkzoLS0NKmA/fvf/w4mkwlOPPFEeOuttyBTfvSjH7Hn/vvf/x5mzZrFns/NN9/MROHtt98e8TouWLAAKioq4IknnmBi5Z577mGvyZo1a2DcuHHSus8++yxcdtllTMQ9+OCD8PXXX8P//d//wbZt29h7JQcFFd7+3nvvhbFjx8Jzzz0Hl1xyCQSDQbj00kul9fD9Ov3002HatGlsG1CM4W3mzJkD69ati3h8gsg5OAuMIIj84XA4iurl/u1vf4vzAAvymO3t7RHLr776arb8008/jVi+cOHCkEajCS1ZsiTu/XV0dIT++9//RizD+7n++uul/4PBYGj69Ons5Ha7k27fX//6V3b75cuXS8t8Pl9o4sSJodmzZ6f1HAOBgHT5T3/6E7u/PXv2pFx30qRJoeOOOy6ULlu2bAkpFIrQ3XffHbH8e9/7XshgMIQ6OzulZT/72c/Y67h3715pmcViCVVXV4cWLVokLfP7/aGGhgb2ust59tln2fN49913pWXvvPMOW/bcc89FrHvKKaeEhgwZwu4rGdu2bWO3//Wvf532cyaIbEApMILIQ6oHUwwXXnghO+oVozIYZfjpT38K9fX1LMVy7LHHsqNgTGNg6iUXKbB33nmHpScw/YDpFoyCFBMzZ85k54cPH5aWYWQBIw7XXXcde43igakwjFYkY+nSpSyyhKkafP7JeO2111g0AtNeImq1mj3G6tWrobm5OeVzUSrT/3nNZN1oXn/9dVSvcPXVV0csx/9dLheLssmfF0aZhg8fLi3D6BRGcDDy5Pf72bKVK1eyyFj0fV500UUsbYb3I79PXIbXRT/+oUOHYNWqVUm3v6amRnp9CSKfkAAiiDyAO5gjjjgCXnrpJZbuEHcQWPuB52+88QZccMEFrBYF0y65AFMy55xzDpSUlLD6jD/96U/wv//9D5588sm0bo/pDNxBpjoFAoFeb+OePXvYOaZRRD766CN2fvbZZ0NfQAGE4PP/1re+xdI/uOM+88wzYfv27TGpsqlTp8bch7ismGpWcFtRRKCQjreteD2CYuibb75J+LzwekxJyW8TvS6mJbG+SLxeXHfChAkxAib68eXgZwQPAPB1xxQbphijxRZB5BqS3ASRB7BuBYtURbCO4vnnn2c1FViDgWAxal1dHaudyAW//OUv2f2joMCdP3LqqaeyiFM6/O53v4t4DonA6EKiYt94O0IUTVgDhNv12GOPseePdU8iBw4ckO5XDkY95GILI14qlSrhY4lRG9zRYrQCo2EY5fjVr37F6mI2b97MaqfEWpXKysqY+xCX4fXFQqJtxZoirVYrbWt3dzd7zdJ5XuJ5onXl7y+uizVVqe4zettQAIliF6ObTU1NGTxrgug7FAFK46jxrLPOYt0N+AOL4eZMwR8dTDXgFx1D7/hFv/vuu3v7nhH9EIzuyFmyZAk7X7RoUcRyTJPlIhXgcDhYKgkjUaL4EaMh+PlOB0xB4X2kOmVSxItRC4wqYGoQXwvsmPrPf/6T1m0xaoa3FU9YTJ0qgoVgWutf//oXK3LGlBZ+pzs6OliRs5xknXHiddFRsb5Ev/pCOtuazXX7cp8IFrpjkf4zzzzDPoMnnHBCUUXViMEBRYDS2HFgxwIeNUbvxNIFuzGwhgFF0JQpU8BisbAfXGLwIEYWRMSjYozIyEHxg/Us2QaP/nFnHZ0mQeItiweuh6mKVGTSUo9dUihcurq64PHHH4dXXnkFbrzxRilNiGCrtNi+Lu8SEjuXEIxMffbZZ0kfS3xdMeolB2ui8P2Rt4LjuvEiF7id8ugGttPLBRt2h2VSq5UNcFuxtineb5fX65W2FUUmvjfpPC/xtcJ1oz+juK48MpTuayVHjPBhSzymNjE9jN1qKGoJIl9QBCgF2LJ51113sSPneOAPDLbgopcIhnWxnVP+A/jVV1+xsD5+sfGLjoWn+IN78sknZ/edJIqaaFEg7mDkxb4IRhFykV4Rd37xPHYS+e7ES4HJIy6JTpm03uPBBRY+L1y4kNVHYRoQhZAobBBchrz55psRt0UfG7wtntIRjfFqX+RRWnkhMh6ofPnllzHricsmT54sFbnLo1/oR5RvcFuxvT36fYzeVoPBwIRGoueF14upLLxP+X3IP59YtyPep7gu/s6JBdSJHj8RGAHCuiJssyeIfEICqI9gZOiLL75gRaVYQ4C1BegVsnPnTnY9pgPwR+Xtt99m4gfrLbDoTzw6IgYnYjfTiy++GLH85ZdfjtmRZAMU57Nnz4ZXX30V3G63tBx9YtJNWeUiBSYHBRqmobCOB+tyRESB9M9//hM+//xz6MvBDHbbvffeexHLMfKD4gGjESJYjI47enkHE74vmLLBgxxMiSP4fRZFGJ4K4WODhe342kWnDrEDEEUN/h7Jnxf6Jol1VeJnAD8XeIAmpl/xOWJULLqLED+fWK8lPyDE+8RlGL2Tg9uDrxPeVzIwGo5iCcUZQeSVrDTTDxLw5Xrttdek/3ft2sX8N5qbmyPWO+mkk0K33XYbu/z9738/pNPpQnPmzAktXbo09NlnnzEfkhNOOCHv20/kn0R+N8gll1wSUqlU7LPy0UcfhR566KFQU1NTqKysjPnhiOBnBu8Dz9MF/WbwNk8++aS07MMPPwwplcrQMcccwz7HL7/8cmjWrFnsMYvFBwj50Y9+xK77/PPPpWVtbW2hGTNmhLRabei6664LvfLKK+x69KC55557QkOHDmW+Ncl8gJD777+fLb/yyitD77//fuipp55iz3/YsGERfjnoE4R+PHgdet/g+3PeeeeF1Gp1aPHixWk9R9zml156iZ2uuOIK9rh/+9vf2P/R97FmzRppXXxM9BsS/5d79vznP/9hnxk8l/Pd736X/c6g3xDe9+23385+m/7whz/EbBO+TlOmTGGfAfTzOfbYY0MlJSWhr776KmJd9FXCbcbXGz97jz/+eKi8vJz5+0SDyyoqKtg66OGEHkR422eeeUZap6enh33eHnzwwdDbb78d+uSTT0KPPfZYaPz48SGj0cheA4LIJySA+iCA/ve//7FlJpMp4oQ/kqKpmPhDsGPHDul269atY8u2b9+ezfeSKEKS7ehxJ3vLLbeEamtrQ3q9PjR37tzQihUrmAD6yU9+knUBhLz55puhqVOnMiGBO/177723qIwQkcOHD4fMZnPMQQK+Xo8++igTcLgjxu9ZZWVlaMGCBaH77rsvQsAkEkDIP//5z9DkyZPZa1BVVRX6zne+Ezpw4EDMeq2trUy44GOI7w8KoXQR37d4p2ijQxRkidaVv4d4Od776vV62WuK7yk+r7Fjx4YeeeSRuNuFB27nnntuqLS0lAkPPGDD36R4oLmh+Hmpr68P3XTTTSGbzRazHi7D63AdXBdv8/zzz8e8fyjUJkyYwN5ffP8aGxtDl112WWjr1q1pv64EkS0U+Ce/Maf+C4aZ0fTr3HPPldIX3/nOd1j3QnT7LfqLYNHob3/7W9bxhbN6RNBvA0PxWBgt1jcQhNgdM3/+fDaGQD5CgCAIgsgu1AXWB3DGD7a94tBE9BGJB+7MsHYADcjE4lCx2C/a14QYXKDvDbYCY+s31mps2rSJzUUaM2ZMwqJ7giAIIjtQBCgFWNy3a9cuSfA88MADzLMCWzuxPRd9RLAIGoc44vVY0IdFhtgZgW6z2HqMwwkxIoSuv/j/9ddfz+znowcKEoMLLLDFURhoioiFqDghG1u00Rgxum0+kflfPDAame/p7gRBEP0NEkApwJZ2FDzxnH2xQwJTW9gm//TTTzOnWWzHRaM19CURW0lxHg56m6DgwW4c7EZBwRTPH4MgevN5lIOjLeSzxAiCIIhYSAARRD8CI0U7duxIug7aLeTCTJEgCGIgQQKIIAiCIIhBBxkhEgRBEAQx6KAusDhgoTLW7aBFOxWTEgRBEET/ABtFsFQAXcjl423iQQIoDih+cGI7QRAEQRD9Dxz30tjYmHQdEkBxwMiP+AJiuzpBEARBEMWP1WplAQxxP54MEkBxENNeKH5IABEEQRBE/yKd8hUqgiYIgiAIYtBBAoggCIIgiEEHCSCCIAiCIAYdJIAIgiAIghh0kAAiCIIgCGLQQQKIIAiCIIhBBwkggiAIgiAGHSSACIIgCIIYdJAAIgiCIAhi0EECiCAIgiCIQQcJIIIgCIIgBh0kgAiCIAiCGHQUVADdc889MGvWLDa1tba2Fs4991zYsWNH0tssXryYDTmLPm3fvj1ivVdeeQUmTpwIOp2Onb/22ms5fjYEQRAEEYvH56GXpQgpqABasmQJXH/99bBy5Ur46KOPwO/3w8KFC8HhcKS8LQqllpYW6TRmzBjpuhUrVsDFF18Ml19+OWzatImdL1q0CFatWpXjZ0QQBEEQYf727//B32/+DJatX0cvS5GhCIVCISgS2tvbWSQIhdGxxx6bMAJ0wgknQHd3N5SXl8ddB8WP1WqF9957T1p22mmnQUVFBTz//PMptwNvW1ZWBhaLBUpLS/vwjAiCIIjBzF9/8Ck7Dyj8cNNjCwu9OQMeawb776KqAcINRiorK1OuO2PGDGhoaICTTjoJPvvss4jrMAKEkSQ5p556KixfvjzufXk8HvaiyU8EQRAEkS1UITXcf/+z9IIWEUUjgDAQdcstt8AxxxwDkydPTrgeip7HH3+c1fi8+uqrMG7cOCaCli5dKq3T2toKdXV1EbfD/3F5olokVIziqampKYvPjCAIghisOAzd0mXDrgbw+f0F3R4ijBqKhBtuuAE2b94My5YtS7oeCh48icybNw8OHDgA999/f0TaDAujowVW9DKR2267jYkvEYwAkQgiCIIg+kLrHguYXBURy5rbWmHEkEZ6YYuAoogA3XjjjfDmm2+yVFZjY+YfjLlz58LOnTul/+vr62OiPW1tbTFRIRHsFMNcofxEEARBEL2lfb8NXrkvtvC5taODXtQioaACCKMyGPnBVNann34KI0eO7NX9bNiwgaXG5FEh7CqT8+GHH8LRRx/d520mCIIgiFTs3tQe8b+thAufrm6qMS0WCpoCwxb45557Dt544w3mBSRGbbAOx2AwSOmp5uZmePrpp9n/Dz30EIwYMQImTZoEXq8XnnnmGVYPhCeRm2++maXD7rvvPjjnnHPY/X/88ccp02sEQRAEkQ26oE26HFD7AAx+ABuApcdOL3CRUNAI0GOPPcY6v44//ngWwRFPL774orQOevzs379f+h9Fz6233gpTp06FBQsWMFHzzjvvwPnnny+tg5GeF154AZ588km23lNPPcXuc86cOXl/jgRBEMTgo8vWI10+8toqUBqC7LLd6i7gVhFF6wNULJAPEEEQBNEX/v74KxBYXwGWsXvg9luuhQcfeQ602+rBP/Uw3PyjS+jFzRH91geIIAiCIAYCLoeXnZvNRnauN/OKE5+TR4KIwkMCiCAIgiCyjMfJ/X7MZl7PqtFxARTkuogoAkgAEQRBEESWCXq471xJCY8AaUUBRD6IRQMJIIIgCILINh5VRARIq9Pw5b74hrxE/iEBRBAEQRBZRuXlgqe0xMTO9Totv8JPAqhYIAFEEARBEFlG7dOx89JSMzvX60UBxCNDueaFN9+DPz/wLHh9vrw8Xn+EBBBBEARBZBGPzws6P099VVeUs/OKct6SrfZwYZRLLDYbdL6rA/3XDfDFhvU5f7z+CgkggiAIgsginV09oAAlBCEAlYIAqquuYuc6rxECgUBOX++DrYely/s+duT0sfozJIAIgiAIIot0dVnYuVvrAJ2ap77qq2qEna4KOq1hl+hc0NEZvn9HeJACEQUJIIIgCILIIl3dNnbu1TmlZXqdDgIK3gNvs+c2KtPTTfPG0oEEEEEQBEFkEWsPFzh+nSdiuV/F/7c5citQbN1h4UUkhgQQQRAEQWQRh5MPPFXoIsdesKnwKFCcuRUoTit1fqUDCSCCIAiCyCIuF4/0qLSRnj8BDU+BORyunL7eTkvkvI1AgOaPxYMEEEEQBEFkEZfLHTH+QkIdiBBIucJjiewy8zho/kY8SAARBEEQRBZxu72R5ociGh6JcTlzK4A0Vu4+LWK35Tbi1F8hAUQQBEEQWcTn4REYnV6Y/yWgEPSQ2527Gh273Qk6PxdAbjUvxrbZyAsoHiSACIIgCCKLhLy89kejj0yBKQUB5HXnLiW14u2d0mWrrpOdN3eEjRGJMCSACIIgcsgnn66BP/7uOfh83Vp6nQcJQSHAo4uqAdIYuDDyOHIXAWrfH26xd2v45d2te3P2eP0ZEkAEQRA5ZPv/bGA6VA/LXttBr/Ngwcd3rbqoGiB9CU+JeR25G4WhG8LrjOzmDjCU8sdzWakIOh4kgAiCIPJA0J6fKeBE4VH4BQFkiKwBMpfyAakBV2R7fDZxCh5E1qGHoLqazyGzd0a2xRMcEkAEQRA5wim0QyMKZe52ekRxofTyyI/ZaIxYrtMJgsiXu8+C28nTa1qDGkaOrWeXQy36nD1ef4YEEEEQRI5457Ol0mWVgn5uBwPBYBB0bt6FNaSOD0AV0WiFmqBA7gSQ18XTXXqDBmZNncwum5wV8NHy5Tl7zP4KfSMJgiByxP73wxEgpT/KFI8YkLR2dYA6xCM9w+qHRFyn0wk1QYHc7Xr9bl4DZDDpoLaySlq+YcnunD1mf4UEEEEQRA5o7W4Hvdcs/a/2R5niEQOSgy2t7NyttbMJ8HK0QgRIEchdPVjQw6NLJSaefrPWtvDHNlENWjQkgAiCIHLAfx/4NOJ/TUDH0iPEwKb1cAc79xli3Zd1Wi6ClTmMAIGH33eJmafhykZy0RXwhHL3mP0UEkAEQRA5wNgeWf+hACXYnOTIO9Dp6rSxc4U5tvVcjAgpgrmLxih9XPCUlZawc51RHREZIsKQACIIgsgBjrIudm41tUNAwXeGLR3t9FoPcDpbuPmgtjxWcOiFGiBVIDf1YKFgCFRCqrWqtIydG4xcdIVIAMVAAoggCCIHKNz8KP+o84eC09zDLu/8Zh+91gMc32G+W20aXR1znUHH29GVQXXOZpApgAuvqrIK/pgmoQ7JSzVA0ZAAIgiCyDKbdnwFRg8/Am+sbQAwcW8Wq4VSYAMdlZObHTY0VCeMAGGXWC7qwSx2Hn3CiGOVuZJdNpkE0eWNNGUkSAARBEFknY/fWy9dHtXUCEodL0BtO2ilV3sA4/X5wOgpZZeHDWmIud6g4+IIcXk9WX/8zp5uvh0qN5g0vAjabObdYGofdSFGQxEggiCILKPR8XSDV+UCvV4HQRf/qdVu4868xMDk9Q8+kS4Pqa6Nud5kDDsyO92xXWJ9pdvGBXZA4wWFgqfCykq4FYPar2M1QkQYcuYiCILIMl5XAPBYX3ckT3mVDldDqI1e5oGc8sSon357OOqjUsXW3GhUGghCEJSgBJc7bJKZLXqsXAAFNeEONFEAYW2Q1xMAnYF2+yIUASIIgsginZZuMHzdEDEMc/bciZI5HjGwsDsdsOzBlkjxM7cz7rpKpRICSi5OXJ7sp8B62p3sPGgK33epqQT8Cl6DZrfx6wkOCSCCIIgs8tHSldJltYZHASrLeUG0xqcnM8QBxsG2wzHLaur5FPZ4BAUB5MmBAHL08PtUlIQjQCa1CQJKQQC5qAhfDgkggiCILHL4AG95RwwGXnhaU8FbklUhNVgdFAUaSHRbIgvb/UofHD1zesL1g0re/eX3B7K+LR6Pl51r9eE0l0qpkh7T7iUBJIcEEEEQRBbxyAICZ59yAjs36Y1SGqKjm3fqEMXF3/79P3jw0eeSRuiwy+utTxZDW1c4xdXVbWHnPqUHvN/dBDf/7VRoqI50AZcTUgRyJoB8Hr7tGl1knU9IwZd7vfwzSHBIABEEQWQRlYO3OptO75FGH2Dth0/Di167LHyHSRQPFrsNQmuqQbu1HlZu3pRwvadfeAv2vxSEf/75PWnZoYN89petvhV+fNSPUz5WKIcRoICX37dW6EIMPyZ/LJ8/djzHYIYEEEEQRBZRubnoaRwRGQUIaHl6osfKZ0URxcO+Q83S5T17DyVcz7KeC4vyziFSpMjWwetuymsNUut5MsRoTCCQfSPEkBDg0QhT56XlypAUwSLCkAAiCILIEuizohZmMZULwyhFgjp+9G2zUR1GsdHcGp7R1tWaRKBqwqLlwYdfYOdeKxcXJRVhk8NCRYCCPi7A9HptXNHl85MAkkMCiCAIIkt02rqlWUyjaoZH/tjqhUJUa/b9X4i+0d4WLlz3OBILE6U5fJ1+Rz1LnekP85ETlVWRgjcRYkFyIAcCCPx8l67TR429ECJAPh+lwIpGAN1zzz0wa9YsKCkpgdraWjj33HNhx44dSW/z6quvwimnnAI1NTVQWloK8+bNgw8++CBinaeeeoqFIqNP7hwYTxEEQYiIxbHYCVRp5p1fIio+mQDsFvodKjasXWF/nEASg+ZA1Fv3n5+tAE2ApzzraqvSezBFKGcpMIWP79INemEAalQKjGqAikgALVmyBK6//npYuXIlfPTRR+D3+2HhwoXgcCQOES9dupQJoHfffRfWrVsHJ5xwApx11lmwYcOGiPVQHLW0tESc9PqwDTlBEES2sdr5b5dPHStyjGX8qNxloTREseFoD78nIXfiOp6gJ/I6tDUQGdnUmFEKLCcCKCAIIIMufgQoF1GnfkxBPbHff//9iP+ffPJJFglCYXPsscfGvc1DDz0U8f/dd98Nb7zxBrz11lswY8YMaTlGfOrrae4OQRD5w9IjHLypYnduZVUmwESLn+ahFp2Ts/nAkPACT/zd4vYt+8Hk4FE91xEtYNgVOey0tqIqsxogX/YFkNLPt91oiKpHUnEBhEEGokhrgCxCe2hlJc+ppgNW4ttstpjb2O12GD58ODQ2NsKZZ54ZEyGSg46cVqs14kQQBJEprWt45Ceojj3Srq7mbtAKB03lLia+3rs34n+1Jyp6IvDeeyuky1d/71sR1532yyPSf0AhGhPMQQRIFdDEF0Aa/nl0tVMEqCgFUCgUgltuuQWOOeYYmDx5ctq3+/Of/8xSZosWLZKWjR8/ntUBvfnmm/D888+z1Nf8+fNh586dCWuRysrKpFNTU1NWnhNBEIMLr4ILILUyNopQXcWjB2ovpeKLCZs9cj5WonElnm6h7f2YHVBVFlnfNaxBFkFKgViPk+0UGOtADHJxbTYaI64LVvHCJmcPpV+LUgDdcMMNsHnzZiZY0gXXveOOO+DFF19kqTORuXPnwmWXXQbTpk2DBQsWwP/+9z8YO3YsPProo3Hv57bbbmPRJ/F04MCBrDwngiAGF24rTzGEpofbqkVKTLwKWh2gCFAxYbNyAWQ18/dMHdKAwx07NFTh5aL2qFFTI5Z7VS7QqNW9iADx82zh8YTFTbQAMhj5Z85DTtDFUwMkcuONN7JoDRY4Y8oqHVD0XHvttfDSSy/BySefnHRddGHFbrNEESCdTsdOBEEQfSFgV7CjyvLK2JbocjNfpg5qwOPzgE5DvznFgN2GUTsNBM0eCDoCoAypoL2rG0qM5oj1VD6eXio18+XO0S1g/KYBRpyT4fsoRoD82Y0A2V1h0VZqiNx2dCTHR/V7KQVWNBEgTHth5Adb2z/99FMYOXJk2pGfq666Cp577jk444wz0nqcjRs3QkNDZNEaQRBENlG4+JF2fU1sQWxZSXinZLHRQNRiwWXzhH2aQrzL6733lsesp/ZxoVMmGFxe98OzYcEtQ+C8hckPwPMVAbIJ3dM+pRf0msg0q1rLHaxDVANdPBEgbIFHEYNdXOgF1NraypZjHY5BKOLC9FRzczM8/fTTkvi54oor4OGHH2apLvE2uD7eDrnzzjvZdWPGjGEFzY888ggTQH/9618L9lwJghjYeN1+yQV6aF1dzPUY8UF/IIwA9dhtUFuZpm8MkVPcDq4KVEa0L3CBzm8C257I6AxG7DRBLoAqSkrZeZm5BKaOHd/rsEOyoau9wSlEgAIqX8xIDo1WBSxB5k89qmMwUdAI0GOPPcZqbo4//ngWnRFPmN4SQf+e/fv3S///4x//YK18KJ7kt7n55puldXp6euC6666DCRMmMF8hFFCYXps9e3benyNBEIMDSxc/Aveq3NBYGb8o1q/i0QYrRYCKBp+HCyCNXgXVx/NlCm/kMFH5/LaKUn6g3VsUQkt60J/dCJDd5ZIEUDQogJAQCaDiiQBhaioV2M0lZ/HixSlv8+CDD7ITQRBEvmhuP8zOXRobVOrjW3kEND7AQ3GHM4ndMJFX/N4goDzQajUwftxwWPNxR0ynXreVW7T4lB7QaqLGTGSIUqXMiSuzyyVYMKhi7xefm3xUBsGhV4MgCCKLYzCCOh8oFfF/WoNqvnOyO2K7jIjCEBQnqOtU0NjAzXP1XjMcbGuR1uno5rPCfBoewesLarUqJwLIKQigkDo2tabRqSOcogkOvRoEQRBZwGIVCpv1STptREM6Z993pER2BZBOp4H6ympp+ar1W6TLe/dyMRQoc2ZPAGV5MKnb7RUeIFYA6YQIkCIQmdob7JAAIgiCyAJ2G09rqZL5HGp52t/lIgFUNPh4YbBWp2GWKbZKnsp0OsLz3NoO8OkAhrq+FxGLnkHZHkvh9ggCSBMrgLANHlGSAIqABBBBEEQWcNq5qNEaEx9lKwUB5HYJOyui8Ah1MXo97+BTlvIondsRfo+8Fv6+lddGGgz2Bo1GnZPBpF43D2Up4pQolZt45xoJoEhIABEEQWSBwB5u3aE3Jy6SVel4BMHnJkO6YkHhj5ygrjbw/90uWTeVi4va0jLu5t0XxILkoC+7XWBeoZtNmUQAqYKatJqPBgskgAiCILKAws4jCKboQZQyNAa+I3VaaSZTsaAI8IiMQc8FkFZ4j3yucCpJ5ebvbXlZpMNyb9AbuUIJebLryeMTXJ5V2tj7LTeFW/edbupAFCEBRBAE0UfYUbWwvxw+ObHB4ZARvD3e30bFqMWC0q+KmKCuM3CB4ncHpZEVehd3f65tiByC2ht0emGkRstQ8PqyJ4R9Hi6A1JrY3XqJbDSGzcn9qggSQARBEH3G5faAMsQjCWMaE4/0ESMICh8JoGJBHeCCxGTg1esGkxDJ28vNLO09LlCCCgIKP9RWx/d3yoSQIpyC+mLDesgWAW9IauePV3cUVHCBZHPRGBYRigARBEH0keZOPpIHd5IN5bFjMERMJl5Eq/T3zUyPyA7BYAhUIVEA8ffGZDZEXN9ls0gO3+X68j4/5pknHidd3r+Pd5xlg4A3GOH6HA2OYYkemjrYIQFEEATRRyw9fFSCV+MClTJxdMdk4jtXNQmgokB0T0bMRl7gPPmoEdIyj8MHFjt/bwMqL2jiVRhnCLake8ZzXyFrZ/bESEhs5xdSeNEEVTwC5BRGZhAkgAiCIPqMzcZ3ZP4UTsGlwk5WHdBBIJDdYZhE5oj1MCEIQomBvzdDSxtYtEecAWYVpqwHNNnz7dEIVgk+VyjrAkisMYq5XhRA7rDoG+xQBIggCCJLJog4BiMZDTW14FN6QQlKONicvfQH0TvEdBCmh7RqXvtjUBvAq+bvZ0dPF9gFARQSXLyzgc7E68WC2QzG+CLb+aMJqcUIEAkgERJABEEQfcRh5ZGfoD65waFOowWXnteUtLS10+teYMShtPIJ6gqFAkJKHp2zuuzhwbVxHJZ7i94keAFlsRVekUoA6fwRhp0ECSCCIIg+47II6RFT6jSJeCRO7ciFR/TECURPUFfx1JTX55Xmtil5gCgrGI3CvBRv9mIQSj+PKhmFbrZoQnr+HN128qASoQgQQRBEH3Gu4cXNSlPqKEFIiCTQPLDCI74HwSgBJEaAPF6fNLYknsFgbzEahSiNELXJBkqhnd9sjG/EqTQIz8me3Rlk/RkSQARBEH1AXswsdw9OiCCAaB5Y4XG7uQAKRU9QV/H/HR0+cO/mwkKty97ussTEC66VPh61yQbqAA9RmYX7jkZj4tvvddAYFpHsvfoEQRCDEPlcL8uIfSnXV2h4esUjDK8kCofbjdEdJUCMAOLvUetHIVABN6+sHc7doLOBmflB2UAliJa+go7S6qDgMG0yJyy8xmfpc9AsMBGKABEEQfQBrzucUrjqmEtTri/WkpAAKp4IUEyBc5w9Y+OYxCNOMqXMzMWU2q/NynBSq4N7FSElgtVCNOYKnnYL2ciEU4QEEEEQRB/osvawc5faDuMqx6VcX6wlEWc3EYXDI0xQV0RpgtK2hph1q6r5RPVsUFbCBRDaIWSjLb29q4ud+5QeMOjjF0GX1ggmnPb41w9GSAARBEH0gdbuNnYeVPtBp4ptQcYj/IA93B6v1pEAKhZ8ggBKx+C53BCeqN5XyozhdFq3MGrD7nRAW1cnPP3yW9Bp6c7o/to6+fpeXWJjofLSkohuMYJqgAiCIPrEwd2d7Nxl5juyaCxv7wb7F4eg6upJYBhXCWphWGXAQ7UYhcbn5VE4lSayw6v2Sju0/SdcS2MxtkGtaX7WHletUjO3aW1ADwd3dcKS5eug6wMtG7oKYIJ/f/0O/Pz2y9K+v65u/OwpIahP7PFTbsIIlhtUQQ2EgiFQKLPX1dZfoQgQQRBEH1i6aTU7323YEnNd0Btg4gexvLWbnWv1XAAFhendROHwiwJIG7krvHDuWdBa8Q27bC/phO/feWrc6F5fQPGDtB2ywKHlbkH8cEz7h0CPzZr2fTXv4SIc9Im7ECtNFTHCb7BDAoggCKIPVDmGsPMuIxc6chyr+NBLRFXKq5+1wqymoJeOwAtNQBChmigBhG7QP/jJWaA9uhsu+9kCqCoJi4ds0V1/gJ0f+MQNRlvs/T/7s7XQ3RUubk6GYkNNSifySnN4kj2ZcHJIABEEQfQBk5fvWCz6jpjrLO/skS57D9oh5AuAURhVEMqiCR7ROwI+LoDEtKScobX18L0rLmDnuaCitSnlOlu/DH9+0sE0LPFnyqg1sjl0SJctsxqjgQp9AwmCILKQyvjBzOuSrhfyBsDf7QGDMAZBkcUxCETvEOuwdLr8t4aLs7mSYXPaU64T8IfTXtNmjUy4Hka1fBrecdbZzTsXBzv0DSQIguglLrcbVCHeVXPa2IWxP7DC0EuRgM0LZpMwNoO6cQpO0MZ3gTXV2U9xpWLoRfHrdZpLd0qXLfbUAkhup6DTJzdW9Ol5l1h3d3qptYEOCSCCIIhe0mkNpxLKzOaY9vegix/lq+vQ+RfA1+KQxiCofGRIV2j0Lu7tU99QmffHPnf+qWC9YH3EMouuHRaPfh5sow5IrfHpCqCAwg96bfJC7ZCBp8As3c4+bPnAgQQQQRBEL9nw5XZ27tLaQKWKrCMJeYMAQZ5iMU7lRaruHV1QKgglHIOQDRdgond4XX7Q+bgwLavm5/kEU1K3nXIrHJq0UVr2wow/wPePuRoMZh7J6T7sTFsA+VQe0KYYWa8QhvU6LInb5QcTJIAIgiB6yf7d3AQx1BSbqgi6hFlfKgUYplSzi57dFijRGiUXYK9gxEfkH5fdJ7knG4W6rEIwfl4DuNUO2F23HpZfuhyunHQlTDmS1/Ko95enFMmSAFJ6QKNKHlXUmHnnodtKc+gQEkAEQRC9xG3nOx9jeay7btApuAwb1KCuMYCqXAcQCIGpHSDIxlICWNOo8SByQzAQlFJHmnSsoHPEBdPOgcYfueBXt10LZi2PDk6bNJada/0GsNsSuzsj/gwiQPoSHqX02SnyiJAAIgiC6CVBP9+RqDSxbdRBIcKgMmtYukM/jhfaBr9xgF/FUxAWOxWjFgqflwvUgLKwAsioMcLFExdBhT5ciF1qKgGnhn82OtqTd2y1WTskAaRXJ49kmcp4jVDQEft5HYyQACIIguglIUEAqdWxP6X+Ht5yrCrnOyXNUH50H+jygF/FxZHNkbrIlcgNXj9/D4KKQMrUUb5BQSaKZGuKVvg2iyCAlF6oNyX3LCqt4AX4CmdxPd9CQQKIIAiil4QCvKZCHScCFOjmOzCW+hJSYYh7excbnIrYndSNUyg8Xt4RFVQGChoBSkRQxVNbDlfyFJjLxT9nBkPy9BdSUclFuNqjY/PABjskgAiCGPR0Pr8dmu9YDiGZqVw6hAQLlngCyN/FI0DqSsH4ULaOVs0fhwRQ4fD6fFINkFpZhBPShc+Iw5VcJLtdXMgp0tBw1ZXl7PkqQyro7qT6MxJABEEMagJ2L7g2tUPIHYDmX32R4Y0TR4A83/DaDVUFF0DqirBHi1GtiDh6J/KP18ejcEFlEJSKItwVqnmExunmQjoRbjcXQEpt6ohOubEcLPp2dvnjTZ/DYKcI33WCIIj8IXZr9Qo/FzIaTWQEIWDxSEXQmlru/Kyp4/UXiFnwDHI5k+/ciNzh8XLxGVIW52R0MSiFbuPJ8Lr9cSfax6NcVw5OLZ8yb7VS/RkJIIIgBjVBZ6QnimtHV8YRIK02Mv/g6+B1GwqdKkL4mGbxItVaBY8GuYSjdyL/WF08BaRU8fcwF2CdTferO8G2hDs7Z4JSCBhae5xpdbOpdal352W6MnCphdSXkzrBSAARBDGoCVgjRUjnk1uh6+WvISgcWSdD5eF7qfLyyDEYQRu/T63Q+SWtX8XTYXoh5eJ1kyFdobA4eJu5UpM7AeQ9YAPH6lawvLcXLO9nNtm9tJGLatveQFpGiJo4E+3jMaqRT6HvOZy8uHowQAKIIIhBjVisLMe59jC0/WVjUhfeYDAIOg+P7jRU10ReJ+yUFPrI1JjSyP/XKfjOyusuzvTLYMDaLgiAktxF4dxfh2fF2RYfjIk2JqNsGO/qUlmSj+kICJuv06fXyVbdUMLO/TwTNqgpqAC65557YNasWVBSUgK1tbVw7rnnwo4dO1LebsmSJXDUUUeBXq+HUaNGwd///veYdV555RWYOHEi6HQ6dv7aa6/l6FkQBNFf8Xe7wfr+XnbZNLch8roOF9iXHUp42/buLmkS/NDauojrQoIAUkYdlauMfCdlDKojXHyJ/OMSxkFoS3OzG3Rt6QDbJ/sjlnlb0q+7EcdzKPzJty/o5SJdp0tPAOn1PGoZEurXBjMFFUAoZK6//npYuXIlfPTRR+D3+2HhwoXgSGIOtmfPHvjWt74FCxYsgA0bNsDtt98ON910ExM8IitWrICLL74YLr/8cti0aRM7X7RoEaxatSpPz4wgiP6A9aN90mXzvAaou3VmxPU4vDQRB9sOs3OP2gkGvT5+BChKAGma+NF3mVcNeI1f2HkR+UcsHjYYkk9Q723tT+czX8UsdyxPLKijMRl58bzam9zdOeTlQkaf5vPQifVqfkoAFfQVeP/99+Gqq66CSZMmwbRp0+DJJ5+E/fv3w7p16xLeBqM9w4YNg4ceeggmTJgA3/3ud+Gaa66B+++/X1oHrzvllFPgtttug/Hjx7Pzk046iS0nCIIQUcpSVOpaI6ir9KCfWCUtC1gTt6lv3foNO/ea4gxCdfhi7p89RpkOlCVaUIACSlUK6eidyD9i7YzJlP1BqO6d4dSXaV44suja2gn+zvRqb0qM4eL5p55/M/GKPr4bN6YrgHQ8taYIkAAqqlfAYrGw88rKyoTrYHQHo0RyTj31VFi7di34BGOrROssX748J9tNEET/RIzQGKfXsHldeKq+YiLU3XIUWx6wJK4PsQujLjR1sWks32EexcYhqNGIbfFmJUBI2HkR+Sdk4ZGQElNYaGQLfxsXOYYp1VBxzhFQsYgPN0Uca3jkMBWjakaEb7MksphejsIvfIYN6Qk5oxCtVASoC6xovn1YbHjLLbfAMcccA5MnT064XmtrK9TVRebb8X9Mn3V0dCRdB5fHw+PxgNVqjTgRBDHwEWt1RLNCEVWZVrpeTGcliiBEtx9j+gO7fxCtkPKSo67mAsiE7dckgAqC2+MBo6OMXR4zcnhW7xvffzG1qjQLNV9Tw0Xy9uXNEPKldhyvMVen9XhKQQCZZRGjdGqAzK6KpEX+g4GiEUA33HADbN68GZ5//vmU6+JRmhzxTZQvj7dO9DJ5MXZZWZl0amribYIEQQxsxHSEOKdLRKlTg0KrSpoG83uCcduPWaePOCRVaHuXo67mXT1mpQK0ruQdPkRusDrsoBB2fxNGj8rqfXt2dkPIKxTBC0XvCrUSGn41h10OeYPgt6R2AMf9VetwXkfkK008tkIV4I9hNqX3WSotDQslq+BXNVgpCgF04403wptvvgmfffYZNDY2Jl23vr4+JpLT1tYGarUaqqqqkq4THRUSwRohTL+JpwMHMjetIgiifxFw+KQ2Zf342LS7GAWK9gkSCQodzRpdpHhybeaRaIVBDQpV7E+sKIpMSgXo3SUQ7MdDKe0rDoHt84P9LpJgExptcC6WTpPdImjvwbBYMcjqyVRmrZQSDaRZBzRihvC5VCS2YlAH+Oe01JQ4TSansiYclfR6+uCCPgAoqADCLw1Gfl599VX49NNPYeTIkSlvM2/ePNYxJufDDz+EmTNngkajSbrO0UcfHfc+sVW+tLQ04kQQxMDGg+InBKCq1IOmNvboWVWSXAAFhIN4bVShc8+bvDg65Iq/cxFTYOVqBZgUSqkbqZD4vAF46Z41sOzlnWnfBo0ie974Bizv7AHPN5Z+JYLEAaN+VfY9gLz7eQlF2VmjYowwtY1cfHj2pVdmIc2YExzHo3F53FIkK10BpFfpwa7lc+pcwjiQwUpBBRC2wD/zzDPw3HPPMS8gjNrgyeVyRURnrrjiCun/H/zgB7Bv3z5WL/TVV1/BE088Af/+97/h1ltvlda5+eabmeC57777YPv27ez8448/hh//+Md5f44EQRQnFqFOQ5zWHo2ylAug7hd3QFBIaURg58Knqro0ov5DxHhU/IizWlZvNEqnlKIRhWTv5g5o22eDTR8fSFvIdL+2S7rc8a8voeXuVQnFYrHhcPEC9oAqu07cWC/m3sGjirrhsQfS2kYuUnytycdbiEgz5oLxBVCPLSykSo1pCiC1HoIKLrpdHkqBpSS6QDidUzo89thjLOV0/PHHQ0NDg3R68cUXpXVaWlpYa7wIRoneffddWLx4MUyfPh1+//vfwyOPPAIXXHCBtA5Gel544QXWVj916lR46qmn2H3OmcNzsARBEFiXgWiGmJNej9i/iPVv0Tp5LUVjQ620TByAilScOzr+/WrC9+sKAVhsies78oVc9PRYeAF3MnDWmWsTnyouErT5wL6qBfoD+9fxCEhAm10BZBWND1UK0DTEfq7EYvtk9gpyxKxGoghQl5V3TntVLlAJA3ZFEglZnHwfUvLr3N7BPYw3MnabgPLy8oQFxPHAdb/++mvm0pyMdI40ULxEc9xxx8H69euT3u7CCy9kJ4IgiHgO0P42fhRuiFP/g+iPKGcjMdj67ZFH7J2WbtD5edpspDBbCfEe4mIGaz0UYvoiDqbZ9WxGFP4AW4tAAB22tEmX9xw+ABXlk5Ku793Dd7zRoPOx55seqLluKiiUxes03LGaF7CbnOVZvd+AaI3QYAJFnCGrYlcYisVMTAsVwfjJmh4rF6t+TaSgcm5sg64XdkDJiU1QtjDcTi8SUvLn7/b2j4hdQQUQ8vLLLyf155GLGnRqJgiCKFZsSw9KlxX6+ELFMK0GTLstTKg417dBxYVjpZ36noPN7NytcUCZOVxU6t7WmbD9XY7YdVaiUoDdkV46JJfsasVxIDxiYbel3h55G/cahx9mmcK7Eu9eK3h29YB+bAUUI/IDb9UQb05sFcxzIseqiKjLwxEgTKsqhU7DRNSX1MEB6Aa1Twd/v/M9uPYXCyO6Dm3CeyWPZPl73Ez8sOs/PQClpwyPDWBQBCh9ATR8+HA49thjpS6rVGDkRwrdEQRBFBnyHbi6PH4XEO400B1apOPJLVBz7RR2ubmFR0x8RkfEjhXFkrzYNRFi2g1b4Q84Cl+H0bbZDWZBAFmsqWuSRG+kNl8QDvlCsMoZgDnG8I7ZvvxQ0QqgPfu5eEWmLUrPawffW6ztwQ4+TU38dvOAxSPV/0QPwRVRlWrZQNyg0w+BLjco65N794yuGwFrgN9noEUHS1/cAXMXjQST3iATq1oAbSBCgMrBVKVxejhNKxdAHsE8eLCSVhE0zt9KV/wgW7ZsIS8dgiCKFrFY13xco+TVEg/9uPBO3LOzB4JCZ5fVIogEYyCuqIrXVh+vwwyzJE5nYesw2ro6wWwNC4HWgzyKlYiQPwi2xdwqxCYUfVv9kcZ+7u1dUjqw2Hj9f8uky5OaxqdVmmFbchA6n9oKHU9uTVi6YRGG6sYbgitHFEeJDDblVJVFisjty1vhb//3Adid/PPndPDUl0If3iZRhIk4N7TFboOweR4fdYERBEEMKvDoG0kVpcCj/YZfz5X+F9uX3Wh2yHZ0oZj0B3q2qCqSe8sotPzYU60AcDkLW4fx9oefR/zftS+5IHOsbZWeq1FICTqDAFVXTYKqyydK6/XIusSKCbUyLE7K9eEaIBQ27U9sgebbloF7VzcfaPrsV9D9xi4W0RI/N5jew2Lvg7/4HHre3s2We/ZYIoSGZkjiyI6Y9pI+LymYfUPYRRoxekph8ao17LLLwT87Kl1YnIrbIaZ24wpRIfTh8Q3uGqCM2+APHjwIdnvsC4pzuJYuXZqt7SIIgsgJuGPDIuhkLfByVCYN8wpCrB/wo3yPiwsgtUEZ4YuDoIN0qqYR0WUa/7pdhd0JuRZHtmuHrMnLF5wbw91fewU3bEdlBysmN0yqgspLeFTF22xPa+RDvlHtFLIZI22xBdyCMWbHv7ZA8+3LwPVlBzhWtEBQ1t7f8e8tkrizL2tmbuLt/9gsXV912QRmephq/pzoFp2KWZOnwIV389SryL4Xg6wQ3yMM3dUY+ecwYAtvZ8X5Y5gYx4Lr6K4zpZCh87hJAKUFtqPPnj2b1QNhV9iVV14ZIYS6urrghBNOSO/OCIIgCpn+CoSwHxhUpbqMIka+Fp568Dj4zktrCEcTxCP6ZOmP6AgQpsD87sIYCAbs3gjfIoexi51rPPqktxFrTLa7A9AmjPwAb1gIGqZWszoXCIakobDFQiAQFh0lTZF1OtaPw3YrmdD6p7XSZU29EQyTk9cViQLIuaUj4vVPRl1lZBQIefuDz8Fr47c3lfHPMdYW8Qfhg1jFGraWu1cz6wIRpZAyc9opBZYWv/jFL5jPwKpVq+D999+Hbdu2Mf+e7u5wvrE/OYESBDE4CQjRH1W5Lm6rcjxKjg+P6AkFguDjWgEqak3Sb1/nM19JaYhU4Kwxtg0YKSpACZB7Zze03LUKuj7cDSHg23v81Xxiud5rhgOH4/v5OGXePzYUkQImeyUsW7+OXcbol9jl1vaXjVBMvPjW+9LlhvGRheqJCpfTpfLicVDzw+kp1xPNEF0b21mUKd39ZmsJT7eJ9LQ7IGjjwrO80hzR3ajAWXYKBWhlHlc9r4VdvjUmfjunkEIbrKSdAkMn5YcffpiNnDj55JNh2bJlbG7XiSeeyKI/SCZeQQRBEIXA35V++kuk9NSwl4rnsBNK2uvZ5eHDGyDkC7BUSaCHH00bZJO/E4H1GQGFMEzVk39D/p63+M7UtfgQG6XgV/jgqImTwK3hUf0vVm2Ie7ugLMXS6guB9ujwAfCmx8PeQPLXIN0oRz7YvzKc9qotD0dqMCUaElKY5eeMZoLXOLMOC4YiUltD7z4GGu9dwE6lp0ZOkTfOqE0r+meaHdki701zLMZno5+DQyW7wKvkn1/X4RDorbyG6YhRjaxAXzSnFJ+LcXr4ffC1hSNAehNPc/rsxZeizCdpf/PQsbmioiJifhZ6A40YMYKlvnDYKEEQRH+JAMlHUqSCHU0P4xGDjkc2wDnlGmjSKmB8fRM0/3o5dD23XVq3TCaWkt2fW83TMWWe1DvNbIIRB3nkS6MAUIc03ElYqIs5sD2yk0gkYOECaKsrwOJG1152HmiPkYmgHTwKVnrSMGlZUKhTKQYUofAub0glF7Hox9N6Hy8qRkwz66DstJFQeeFYaLxrviR4MLUlN3csOb4JTHO5mNFPSO2RJ7ddMC8YGl6QpkCcPmYivDn5UWg7kUfaStrqQRPgqa/Rw4ZB9ytfS+uK4kw/rhIqLhorvQ9iLZCxhN/OX3gHhv4hgNDbZ/PmcKEXghPYX3rpJXbdmWeemYvtI4iCgAWtWO9ADNwIkKoysyngIVnKBznSqAb3w9xwTsR8zFAp/ZOK1jJeH9Poy+408mSwTqfHv5RqmRC9LHBfN6KMnQcSeCH6WvntXMEQ2BtbQKlUwvcuu0CqH9q+c580RkScpebcHDkyo5Ao/fy9cYw7ADXlXLS4tobb/jHyk8zBO1rEYrSo+rtTWPorE+QiOSTWUaXgj8f+Ef618F9wx7n/F7Hcq3KDWWMA1xb58wi7kxuPrOVT6IMh8OzmUbrSMsHLyFXQcaAFJ+1nf/rpp8Pjjz8es1wUQTiXiyAGAriTaPvrRlYjga2uYncPMTDwt7syToFFRzUSoYma/p2MrlJ+NK5LMOYgVwXg0WMsdEoFuLQ88qM3cNES8sWWMwQcPkk4WQMhUMv8ABX1/Ln0dIYbYzTC1HvLW7uz9h36ctcOeOKF13vtX6N1840+9vRwV5V7a0f4+mGxA0xTiSAcmaLMsH4IBaJWGJaajh8QYtQYYU7DHNCptaCcHRY7HrMNHMLIFqTy2+MiylHYNgp2D94D/H0uK+WfU6UncbfaYCDtb94f/vAHJnTigSLo1Vdfhd27I4u0CKI/EnL5pZ1kdNsv0b/BehRvC99Ja4cmd2uOxjCxinkCravthvao9m6s6dHUm8CQQSrELwR+tKH81U76D8eGdrAedvz5PPKj1/MdosIfGwXxCx1dToUfbEGA8rqw142+jK9v7/bEzL0SW+L7QjAYhHeXLIWl9zeztv2nn3874/vAkSPqAH9+jbX10sGOPHKSSSqrr4jdYNhGnykl5VxcIrrGANg+D7tbx7g+Y7RT7BIT0pFVFfz9VnvzF33s1wIIRU5paWJ1jPljbJEniP6OXyhmFel5fVdR+pkQmcN2AJhySMOsMJEn0O6AC9Y7AxGePkPvOBpqb56RUSQgIOzDykDNxijkA/nOVjTKq1Qpoa6ORwgMel1CAeQTxFNXgEdzaoaG9wdlVTyy4rPET/OII0J6y/srlsKe58NRpM49mbfOrd6yiZ171S4YWsFrd3wyYVb34yPz2sijEyJA7h1CS2EGmM1hAdQwvBw0dUapEDseYlo26Oaf2xphsoPOb4S2jswff6AwuBOABCEDTcS6Xv4aLO/tiXld0AmWucOS1UPWwGiM5YO94FgXDt/nGrFTC/1/FKre/fwFrSpA656Vkzuh/KxRUHvTDLY8052nxxQW1dZPeudBkynia20+dihsb+Q1bhVqBYweyWtGDAZ9RK2MHDGK4/Ty62obwwKoukZwVLaHoz7qKoM0EgS7k/pyELF1xzeRC3rRWLZpFf9ee0qt0nuFk+sRNHDECF4+0R3BXzPvHiv42jMbiDv7yCngVbnAp/LA3JlTJf+fRBEsafyGMMqlvrIaekz8s/Dua6tgsEICiCAEHGtawbn2MJv5FD0lHEURusO6ZQWTRO/BgmL0QLF9dgC6X/o6Le+cbAoA9ADqLUq7cNvhGjDPHyrVumR8PzIXaZ8s5ZqXDrhKPezoapcm0pf6eU1IfTVvDdd7TeDz+yPEqjjp3hIAOFi2A2qqw13BjQ088qBzRtZAYQGuiFh/0hu0HTxlI1LS2gC7m/k8slTgQctnL3wF2m087aUfEtvVpk4w4DSXyFvm2x6Jbzsg1m3ZV7ZENGUMqa6Fs/5vMpx922QYMaRRcoDGYavxEJeLDuhYvO4o57VPjnU6aOsenL9rJIAIQsAvc0pFShY0QslxYQM8xPlluGCS6D2WdyPrBbtf3RnTZZULpFSTrJ05U5RevjOpKM+sYDaa2pJa+MrFUxJYmJxrvxxsgQ46RH+YWvDYVJKZoe8gj+401TdAQOEHZUgF+w41R3w32ATzUIj5/7RX7oHR5aOl64cP4W3d2oAe7n/gWWm5cWoNcyQW52X1FoU1VrD+79Ev0rptyzcW2LY4bOzYOCo82FsUBImEQz5qgBCMjsV7/50b26Dl7lUsDY8nOUcMGw6jGpvY7cThvolGcLDoFo7FsHqldbcZw63/+5r5rLPBBgkgghCI3gGb5tRLYWrpC4MW/0SfwKNV+xeRP7jO9W1gX5H7H2F/G081RAvbdAkGQ6AO8DRPZWnkZyNTxgwZAa2yyJfcZDAXeL6xSNEvrFUKeZXQLbRgi2Z8GrUaXEZ++eW/rZBGRwTtvHjWFQTm/3PNqZdE3HeZOVxQbvg60uhP28ivyzTNI0fVwdNTijPDUZ+SntqI0Rbx8HkD8Nr96yOW1daGI1feg7aMu/eyRbRpohidk0euet4Mp/6wWBtTxtFF0+wz7Q+y8SqqBN5W+FhqIVIpjicZNzP8PtnsxTWypKgFkNvthtWrV8Pbb78Nb775ZsSJIPor4pGRCB5NoQAqO3OUtCwkFBESvUfc6eAgLPRQEbEIk7VzBaYQ/J1udiSsG9G76I1P1s5dVdY3ATSioRG6QuHPXHfUEX62wTZ2BA0dsatKZymFrkAwNjpT7pEExmsffsIuB4Xhrz6hBq6xvi7pY8nTZwpDZtPPo7HIhFNtdRWcens48pRoZIfI7g2RHZxdhhaYPWWqZICIg0IRjTAzK5/guAo5biH1LoKWA9JsLwFMGePssaAzbC7p2W+VhGay0S5i2lf8nbttzm3QZuK+TQ5nAeax9EcBhHPAhg0bBnPnzoWzzz4bzj33XOl03nnn5WYrCSIPBIUcu2FyFbO8R7BYsuSYoVCxiLupOje0USF0H7F+wH900VlXN7pMKpSVmxTmAvGHX2nSZOzbImIVjpQxTVRpDEcSegPWYXg14aN591e57cYRW6Dx+X+2mhe+dokRoL1WKTLQMCEczWlr5jtlMWLnE4KkDdWx3UbuceFOr0Pth2MiHdEHGOkib62fNnoCS/3YSngqes2GrQlvt+79vfDxk9uk/7fULYWf3Hsu6HWCEBA+awqDOm3zymyCYqXulqNAN6Y8wmRSBGvjRKIjVId+t1K67N1vS8vDSBz8K3o5levLwaDlEaOtiykFlhY33HADXHTRRWw6PB5FyE+pwpEEUcyI9SGlC0dEWN4jOsEhl62HUQSiV2Cxs/hDr67QMYFZdeXE2OhQDkhVJ5EOh5r5jteu6wGTpu9dQz6tGxxC6lVeE5ILxB0fFkB7vTyygH4+Iu4dfKTFxeecKi3zuPzsPRM7wDr8Ieg4YidLlUVz4w0XSZcPtoYFkNhthy3nGHXJNF3qdPMIkFXXCUPLedpGVcPFXHtr4rqila9HRhQvWHgqmHUmVm9z8JfL4PBD63tliJlNMPJknsOfk2NlS0RkB4WqSPWVE6HsjJERjRk97+5hB2OeXVykiqNaEqEXhJY82lfSXSeN1fDIHnuwkHEECGd+3XLLLVBXlzwEShD9CXRSDXmDCQsi8UdSI0xxFkPOROa4toSLyE3zeDsOiiDTbN6hIx/RkG08X/MdvGZI74VLZxt/73H0QzY8Y0I6P6wR0hyYIsIaj1zhE+qfMFWCB6wipSdzh2tRmOo0OlAfzaNRfhcvsMVtC4SCsNMTBK8pvkjVajRgq+AzIdvau2JM+BDr+8mfHxb0tj+xBTpf2M5GaLT8YRUoP+PF2C6NDQxqXsdSVs9Fi2V3fIdp+fNDevRtcOLRc9hl99ddALJ6P3VV4QRQdHSn+5XwxHbJtPCKiSx6g00ZDbfz54DYlx6E5tuWSdYOqQSQtkmoxWp1QEhMfY4PR+2+eCP82IOFjAXQhRdeCIsXL87N1hBEgeh+ORxuTnQkLhZzyl2iid4XmsuFpqbBJNU45AqP0IatH9f71JXNxkVESJ+l8SiaIDhkQRF8/plGSdKNboopH9zhezw8GmarPCy99liILnZFGU1CmsgFUoTBKzhWV4xMLBgUZv66dHfaIne8an5bt+C7kwh/u5MJVdfGdmnArK7FA7VqBYTUQUl0zp07iZ2XdtbDuq9i02Cb1kT6Bk1ZVAVKBd/dWaJEmFkYaFoo5ALRtb1LEoJiVyqb4yWg1Kqg+prJ8e8nRWRTValnhdIo/sRU87kXLpCu/3rrQRhsZJz4/Mtf/sJSYJ9//jlMmTIFNJpwmA656aabsrl9BJEX1LUG8Le5QD+xKuGRvVREGOUUTaRPSNi5Y2u0/HXWylOMNi+oSrLflix2WanKe3fEj+mGgx/z+1Dos+NbpNIqIFpKYceVsjK76TDRgwc/wxhN8HowuqDCMfCgaQhHIFyb26HkuCYoKTECi3W5VVL3lkGpALu2B65aEE51RaMp4e+poyey3qf+lpnQ+sc1bBQHiuBExbqePfGjq/PMajgsRH+QCaOOgM+B162sfPgwHPV3LohEtshqWrbXrIJZxgVMWCo0SukABgeZok+RMqoYOd9gur3y0vFc8AVCbP4gprqYcaRKEZOiw7lepaeNiIimpSPq8fumNGog4PVIxdV1zPeJR36U1YNv+HPG7/xzzz0HH3zwARgMBhYJih66RgKI6G9gjYP4o1h2auJxLlizIhZCV1w0NqZOiEiN+MMbHWXTClEIBNMeQ+48OqZNuK/vsWgkp5LNqMqEQ/vCaZ2gLjv1Eiod/wx9MbQb5jfznRirA8liXQoKt85nvuL/CF4zYg0QCiD5DlYclVBaaoJmcILKqZdcl/d5guBTuaFCX5FSAPmjsmRy40nnusNSyjOaaK8bOROU4a47rEHqadoP5Qd4+s7t8ILeFBbNyko/wB4FNJfuhJkGDQx5IQSHYHnEfDLTzLq0J7/nGpwzx7yphPdH7DbVjS6P61heenwT8/RBh3oERWs6iAdvHU9sgaF3Hg0mvQHay/dBTc9wFmEbbGScAvvVr34Fv/vd78BiscDevXthz5490omGoRL9kQB6nODvDh5tJXGElUcORAt9IjPETiMckxDz+spqMeQzmrIWAfGHWGFpIq+UVHR1hqMTP/p2pA9Ob1Hr+E/wYYVLSkWJ7erZQu4vJBaCWzp5VEel5zvckhOaIlrVRw9vghAEwegphbY2XrflRMM9pQ80ysQCUlfCBUXQGblrkR8sBByJIw3yIl+xI1NEHRU1+snPF7HCaKR5b6STMY9wccfqk6zhuhnRz4g9VpGIH3E6fM13Y1Nbxuk1CW9TfvZo9r4ZZ9aBNkNbB3yfQ0IdkGk0/wz4RVE8iMhYAHm9Xrj44otZCydBDASk1IhZkzSqIxYRyk3liMzwCo7D2qZY47mK88ZIl8Uf52zhFupY0Nept5E7p5tHCQ+X7oGmOtk8hT6gFSImAZtCik7Id9LZICjz38E6EMTZzpdVNQkGg0K0TYwoDG8YCvZqXtBs6+LhHLxFUBWuw4mHQYzCeGL3D6L5ZLIUckTn0/emQNVlE2FdCReeJkzZyR9LbYAuMy+QXrtlS8R1bYd5wfuY6rCHlxyc4VZs6EaVQ8Pts5k3Fr5PxqPqEg43lQ+crbww/Wh0qSzC7WsVRLCGv1cBwRJhMJGxirnyyivhxRdfzM3WEEQBEOfoKFPUneCPTMUFfCftpU6wPlkNiK60cvQy1+1sDwcVu8vECdy9wenihaMhdfaKlPUVfKeu3VfNJs3L/aiyhXwIafUV3HJA9F80GIXp7+rYXYHCKNxOMP/B+vUkwR9GWSkXtiFPbHRFFF/JRmKIEaja66eDfjT/PDiEx693GSM8uFCIOcu50Ok86Ixo3Td08PEbFQbZBqsUoGkqgaF3zWcz3IoRrM/C70HDz2dBJabZszydvvSEYaAdWRoRjVUJ731o8AWAMq8BQq+fP/7xj6wOaOrUqTFF0A888EA2t48gco5UG5JG4a244/aLM6VyQNDjZ47F2iH5t+fPJWzgqdAFht0syUBjvlwIL3En3BtcLn4f2ayVMFXqQHSVagMb4DtueW8vmI8Z2utp9YkEED53aeK5j9+3wcAFEEYaRCdujL7hY2v9/LOu6tSwPUUAQqBNYSBZX1ELB6ATlMLEeDn6Mbx2CLubxMeI2M5gKGzWKBs5Y/OERU/Pa7ug4vxwpHDyuCMg+A2AVzaiz9bpAlVIBV6lG84cOwdgm421mld9ZwIoTeq4Ym8wgelnnEAfEAwm1dgZRgIoPb788kuYMWMGu7wlKuyYbbVKEPkAiwnTFUC5SlPIaX9sM/PqwE4p/NEuFvDouy/fcbEDDFEkEECYJrEtOZhxTUMqxB2rGGXpDXve4SkwI5Mp2cFrxpQgf667u3tgKuglV2h0ys6mAMIOKAm/KiICxJyQhSJcbAhAoaTp5s+zQqi9sQUA9OXJhWu5GZ9LpzQvLboQGrcBtwfbsDVR9XbevRZWi4efDdG1GHG6ADrVQahSK8GxuhXKvjVScvKur6xhvWABT2yq0q9xgPFTNyvvwwOXQhoeFhPiaxcUvo9qjYp1Iob8g2//nXEE6LPPPsvNlhBEIYugZeImGaJIYkWEvkBOCilFQzrXlx0sGlSINl3cSdmWHAD9uErmQ3LojhVsedVlE3q9Y/bLaj8SHYVrR5YBLDkYIZayAb5X7HGFo92+UKbLnjhbeMTJ8ArwcQ37Nqlgannsa5Wtz5P8NVf5+GfdaNRL6V3tUDMrFsd0IQog1cJW0L7ZBCqFAoI4mDMQgvphyeefabX8flUhTYxgxsdAIYL3j1GgGAF0SEhTjimXxBreh9qjh2XuAJxRrwS1m/sSiZ/BqtJyOAROUPrC3xG7y8lE2zmGeghZ+XfbMClcTD3YEb8DIUkAKQetABrcsUCCkKdH4jhAR8OKRYUjYlE4ZQtMC3S9uCNimXNDO9hXtUh1SvkCDdmsH++Htr9ulMQP0vms0E7dm1bsp7fFpDeiEa+LHgLZV0SX794KVkzPiAz/VvYiCfWmevBX8B0/bqFpHjfls37E56X1FTzKF1Nb4uccXZK1HqPMByYquil6NQ0FKBU+6w4h63fc/JlJH0+nCx9E+OOIWCmFLJj8yXGsaomJxHqcflCGhPdsJL+tOJYDMZv581D7tVJ9kMPlhBFCd52IYUJ43txgR7SXCAn1Vhqt8H0MkACKy/nnnw9Wa/o5+e985ztsZAZB9AfYhHA27iK2MDcaPKIVHVeznQZzbetkHkPRvihY99DzZqSzbS5Bt1634EgbjVRDkiEoaMTuH5Mw+ygeKqMm62aTuGOMmwbKAJ+sk6q6KmzamA00M3mHmq/GItkD4M5JHF3RF3yHwmKh7LSR7Ly9uwvUIf46N9XWx6QlRbGIgzJNQneRTajdGhJnCKocnTYsXry+2O+Hps4YI2JEJId12X7YJQh/jwrTcsaY5yQKIBRJAV8QAv4grH6iFXwywYqt4sXU8l5oxPc5KHgNaTUkgJLyxhtvQHt7OxNBqU7oD/TWW2+B3Z5dHw+CyAXcct6Z0UwgZYmwk85yVCbkSVxcy9Jh7vSiIgGrJ+4Rdnq39ULHP79kZnVxr++lR42YgsKRCNi6mwh5dMibrblgWHwt0NsUmNPJRXIQAlBuyq4AMpu4qAz6AMzCfDTRlbmviMJPXWdkxn9It40fzPqUHjDow595sTBdTI3o1XrQCGLEGwIwLUj9fqBBYZDFsgDc7jgCSBwnEzX5XI5xStj7xmZxSXPA9MPLpKGtjjV8hlWpwcz8isTur3efXccuawXhVnJiE5SektjcdDAijt7wCu7gRoNw4EcpsMRHUGPHjoWKioqUp8rKSnA4cjfQkCCyCWtnx99PtSLtEQnhduUsp8D8yeteOoXZSKk8X1ruXg2t96+NECs4wBWHTPo7kwujRAIHrfrZ/Vu94FgfXxxlIwWlwGJcgd6KuGjcX4dNKxXq3kUCvj7E00gejQtGV4yGbCJ1VvmVbESE6MmDKUgxbdVXASTvunO4+OsaUPni14b4wgLIqxOiU6EQNNSlrv3SqDTMLFH0jEuYAut0R7S0M4R0m9wQs62TRyJdGjuYR1VHDA3FlLFJZwKvir9GDrsLdOsdMNOogibhuSgNyb29BiOin1nQ5mXf9xqz8LoGBl9FjDpXhc9DhxanzwJBxEt/Yct5ovlE0YhOwngElcjSvzeIIgHBwmP0KrF+uFeqh8EhkR3/2QrG6bVgnBbfIda2ODxM1H/YAapR5Vz8/G0TW9b6p7XQeG94AGKyaIkIdqNh0amyVMsEkO3TA2A6sq53O+IUKShMMerHV7IUXCjNiFc0GB1wrDsM1VdPYuH+zv8KtUcl2rTf42h2b0XRpwKf2ZHUCbk3aIUid7GQVz+hkg0DRVruWQ0Nv5zT69lozHoAkRVAOxw84hlQR76+0SmwclUZDFXyFJNd6YZj5xyV8vHUSjX40S06qAOP4MYccX2Z0ETgC7JxD6LgjbBIkH1GdjLhqQWFIQBajRbKTh8Jlvf28Nt4AmDQG9h4Dl3AAM7lB2GiIUrgkvZJajbZ8vuVUPeTYRCCLtD5jOC0esGYRi3koBJAxx13XO63hCg6nF92gGdnN5QuHJ5y0nC6YBrHs9vCHHlTecHkAzHcn04BtPwIyrGyBfw9ooNLdsD2bwQdYNFwEY9ccVI11gaJBcTYHo2neAIIowXyaeqONYdZEbWYLhDB7VYniHZFTyKv+/GRUt1P9ZWToO3RDSwy4/yyHQyTqtM+unZt7YgYxZAMcRyC9bMDYJpVn7GnE0YHkEO/XcFapuWjA3qLvZUPDw1UZz+1LwmgAH/emCIUBZCYCuutcV+82qevt+NnpBxMrvL4tSFCvdOE/Y1gBS42nhjzFzir5LSUj6dSqMIRoDg1QBgBRNETcvlZqpa13yexSOjqxnRdNZSWm5g4RpsEy4d7mVjCz6raqAe9j38+mze1wHDBRiDeKA1CeH2jvrNlpWZwamxg8pWBvcc1qATQ4It5EWljeXc3893oEbpIsgEeveHO/NBvlkc41KYDHiU6N7eDdfEB8GUpPSL+8CbypYmH+KMddGWvUwldWUWvGrws/5FigxKjOPzohpiaIIz0yMGC6mjxg3j3WVO+HppGMwy955iIomfNkPDlrme3g20pF2zpgFGjdBFTjIGuzAUmpo3kWN7lO3AsoDVO6b2vTnc3r5cIVWfncydHp+fPV+lX87bvCj00/HqudH2gDx1xYgRI3gLv+CJ+IXt0CizQFn6u3xjSc+ZGkRJQ8u31euJvtxjNkothsaMSt0G+rT4HjwppzcqYLib70mawLWsGdYjfn9rJz/2hEOx0B8D48/EJhf5gB6O6IurmAARU/L1wCG7ngwUSQERCRKdQPBrN1oBGefdH6/1rYusAkmBf2QJdz20H6/t74fD9azO6bSJcW4UhihnUCYgCyHfQnrVCaN/hcMePcWpsdCfaowiHhbq/5mMAYtJMKdIl/o7EP3LiFGp2pB5leoj/60aVRRRmp4tCqHNBh+NUmBc0hrdH1s2TDokiTKo4w1fTxe3ygqqDi4ZtHp5KzCZ6PX+/FKBkXUyiCDQv4K9VpgcKcQW+LALkKud1NbbqSHEcLoIOsu+WcxOPQv297iWY3zg/7ceUBJA3/m+GGG3t+PcWOPjLZSyV7G8XGhGivIFCwlBVtWyx+JnAuWXY4j+nVIjiCh/XL10BuOuIP0FJWXLPosFM2WnhRgTbv3bAXA33tnIK9WGDBRJARFqfDswVp9uFlAy5/X3A4oXm25axqE46MKdYGc2/Xi6ZvPUGDKF799ti8uKpUFWEXWrxCDQbiMWuuKMyzY1tE8f0UzTRZoHi/9phJVB58biI63D+UanwoxevBRlhqS1hpye2K0dTIbtfHB6bLuK2iTv1ZKhM6tjusQwfRz4uAemLq/L+Xe2gCxjBoemBA+avIVcRoOh2e8kMMMPXQI7Y6SOfvaZ3cBE78ZS6uBEgrL/Cz6Mohi+79Ifw0AkPpf2YQRW/nS/BdHE0XJQIhFiE2SdEmzS1UZ87NxdlamNYjIvbJVKv1INOgQlKToepFf686A+sIJuIj1hoLzJGxd8Tu4MEEDGIYMWIcSIpbFnUYvuKQ1JY3bPXAqFACLwHbVJ9RzJQPDX/dnnc9AtGdZJFc1CotPxpDbi2CNEaEX8Qul7u/Q5JnpYxJ/GmiQbD6thWjLg2tcfUzfQGsfAUZzLFq43CuqP6W2fG+Kb4hCNn+X3g7fF+6n8+C3RjK6D25iNZWkGHLsuYKtvZHfN6B50+aH1wneT/I85tikZdppM6wtKNTODnBEcsIGnNYcJ1hP1dpp12Yv0KRsyqrpoE2uGlUH7eEXGjaulit/PX2Krvgj8efx9kG51GB36FL44AiixKzhR/txtcm/l3Uz+Wv5+BQBA0Xp4Wqmw0xi3uF+vHECx8H183AXSqsOhPRVCIAHkSRIBifKCUCvA1C0KtNjJSJw7o1Mjc0KuEga5yUACJQdySagNMr52e9vYORlh3nCGyBPiccg10vLkXBhMFjQAtXboUzjrrLBgyZAgLr7/++utJ17/qqqvYetGnSZPCR8dPPfVU3HXc7sGV20wHFDHNv/mCOf223LsanBvbWKs0Fj+zH90oTWL9YB/rQkLR0f73zawGpO0vG6Hzv19Jpm14xIlHdB6Z0MF21cMPrpecRxF5KgXxR5m+4cRovC9MabT/80sICN1aMWZ2QudIpmC0Q+yYwh16pnOCzEcPkQz7xC6jvpCOUZ9YHCwvmj7853Vw8Befg+WjfVJNkngkj8+p5prJoG3g6RtNjUE25uJgbOpI9lpGvz8R2yFsYzBdAST34UnDiJCl3oS9GXatpYryYRoSXwM8+YSIBz6OYXwl1P5wGhO3ve3+kreNh9R+OHrI0ZBtsKvML9Rg+GVeUGIdWCJPpmRgmqj1vjXSDC6MCiIBmZiS/F+i2qMR9w4uhHW9mMkmDtfsskemaBOlczFqJx7caKIHAAut2ZJZn1ATV/+zmUzgip42J5Rq2KwwRF8+eIp4ewt+Hxp+NhNqfjgtYvkUMOXddb6QZDxk6PDhw3DrrbfCJ598wtyeo48kcVp8uqBf0LRp0+Dqq6+GCy64IOX6Dz/8MNx7773S/36/n93+oosuilivtLQUduyIHCmglxl+ERxW3IyBHk8AAp4AdL2wQ2q3TgR2IIlYP9gb0alit/tYdxT7/8sOqLvlKFaw6DvkiPAzwanU+OOF0QaM/ohFkJo6/sONRdJiJEIcnijHfGwj2D7dzwcnCj96GGVAQ0N1rTGtgZ0dMtESr8g4FfLIhGdn2Gemz7OqkggE7MTDjjzrh7FjEmyfhItUY3YiAkqjBszzh4D9i0OsjgpPuCNB92ExciKtG3V0KEfcRhQb+H6l6gSLEEDpTuKW1f5girQsyoEa/Yy63/gGTEfWSp9bObjTzxbrP9gPajCC0ZVdA0SRKn0V+JTbQA8mcLnxe2KKqX/C7rZMOjHFmhqk9NQR0nfCL/sumfXGWAuCcRXMaBDr2xBNQ+aDX1XC3XYdjO9kHR3hxHo2ttyskSJVEsJ4BmlcgwB+ZvHUGccniYaepofSqAF1VGZYqVCwA9vyM0aleS+DTABhFGb//v3w61//GhoaGvo0Hfr0009np3QpKytjJxGMGHV3dzMBJQe3qb4+e/4sAw1MR+FO0C8rvE2EpsHEhhdm2n2DgufQb5czg0Hw8x9yTMdUXjgWFDolT9NMrQH7580s0oN5fTzysLy/N2IMQ9w0SzAE1ddMZkWUeJtm7CgT0lDo/Fq2MLHTcMwOXqlIf6csA4crZmteU6JunXiUnjiMRcucsjbp6Nw+pr8SYZrHBZBI64PrmUOwvAZKNzr5jl7eMYc7Wk1d8vEY0nuIJn9pFpvj2Aa53wtGgXCHJ4ovnFGG/kjxxDr66EQP2uwLagu/L7+Q2sk2tcZa8AumhB3WThgKfG4VekyJBxn4nmcigMSuKhSCJtnnwS8Ibb/CCyatKWVtSKJasGQEq1wA+7CDK3GEEIfqdj4TOVeu/JwjYgvvhQiQThiymgrs/mqcEi6iJ1L/DqrKdOBzemCfPQAjdSpWB4jp8u7XdjGzREw59uYgcUAKoGXLlsHnn38O06cXPsf673//G04++WQYPjzS6hzHcOAyjEbhdv7+97+HGTNmJLwfj8fDTiKZzD3rj9g+b46IGCTDOLMOLG/1oQ1eED+IblhJjN+O5Hr72X7pqDMeuIMuP2sUa+vGcQFY3xBvZhTW9aBISCUk1OU6wEBv2empxVI8sD285kfTJIPBdCIh6aXAUrfjo7W/KIDQNBDFgfg6GI+MX0MkbXe1gaW30IuJ4Q9KUTux5qMqTsF1olSJ5cN97Ggx2VF3uuJODvq94O1QZDrWtzHRZpheA1XfFhyp47SGs7TXlGqoOC+yALqvhCAEClCAZ272BK8c3OkH1Vyw8AgQSJ1gOBkdI4xYuK4blX5Xk9QRGJVustr4dwxbx0u04fdRRDu0RKob6q0A0giDSP1JapewKJ0dxDyxJbws3sR2IQJUYogficKDKiaCS9Twi9L/wOSaKfCLI47PeJsHKwqlAup+ciTsbNsF2+85xAQQmp2KvmMIXkbB2pdGggEjgJqamrLSftxXWlpa4L333oPnnnsuYvn48eNZHdCUKVOYkMG02fz582HTpk0wZkz8H8Z77rkH7rzzThgsyOttsD15yK/nsiN5TIPohpeCY20reA/aQTe6nHVsiAIId/ieXT1gW3ww3IEki/BgNKXk2KGsuyt6qGeiIZhifUe0+BFD8ZqhZqj5/lRpp44uyGJKIBHYHp7qiEWsX+nLkER55AN31pl4CUXjEwZBplMjg5EQ/OHHrjg090PxgXVb7m2dUHrCsJS3r7luKiuexvqhaLBeKJVBJe6wRUde99ZOaN3WCXU/ncnEVTT4PqFlASKvAUsHURyjaR7CzAEFARSdGsV1h/x2XtbHHrDfOgXmiRVw8pRjIVeInVOeqPlZ6AmEksjyzh5mhpju85Pa36NE5xvPLUc5wS6XaGIFEEadxMhbdGF0umiFaE3Ql3w/Id82w7SamOdmtTtA6+UCrMIcX/xhtyOm29Hw8L+msHcSkT5KvRoM5UbwhIKwzxOE4YKAlYPRuobb52RkGDsgBdBDDz0Ev/jFL+Af//gHjBjRu6PnbIAip7y8HM4999yI5XPnzmUnERQ/Rx55JDz66KPwyCOPxL2v2267DW655RbpfxROKPQGKvKajMpLxrGCOLnhnWlmPZiEhiN5bQiOi9ANK4WS45uYiHJt6WA/yt2v7WQhU/zxxDZ3LHrGoZb+LjdzLFaV6kA7sjRuuhR3pN0vRXZyYRt4+TmjwbvHygz54u2Q5W29IuLRMhZzpxJAfZ0OHn1bNHbErqve1B+ggaFYvIsjMNKh+vIJEPQGJdNANPnLxOhPLB6NWZ7m9muGytInIV43Fk8ARUyxR7GcAYmEGEbbxPev/hezwLGylRX55mLmUzAQAkWIv8/ywaFZfxxhLMXBtXYIHReSvivomI5mpAiOBlEY00sFSZ/v6HqbLiWI9xDv+4gpkbKzRrGDHqwX681rKjlbN5eCw+ECkyn+Z1purBkvErt2TThF1lQTHhIrh/klxbGNIDLDoDawESZfupQwstEEwXYXe08s74XrPL0HrMz9fdAJIBxyKv+yYPHy6NGjwWg0gkYT+YXs6grXb+QKPCp74okn4PLLLwetNrkiVSqVMGvWLNi5k9vjx0On07HTYKD71Z1SITMWExvG8XqDRGARc+0N0/HXUjpiwx9FFEyiaKq6dELEbVAElZ+V3tgB01F1rKZHHF+A4VgxspKsEwl3jpgKEutwMDqFxo0ogDCEH1oUZNuLn5V4P/TpFB2nInrngN1gdTcfmdF9YPF298s7pe4tjLql9dgaFaj6EL1K9LzFCFs6bbRyEg1ZladTqq+enNE2xhNjKK4xwihth1ETYeqWbeRt6SZj780UUxFU88fp2eWDQ1/3wNBxvBgY6+TERgGMWqb7aRVNMqPnqanKgwB2ANtcPOg4MWGHI9ogxDvISIcycymIjl0vPvspXHPdGQkjD+g2jsT7jtoFI9YuQyvUlCf/nSL6hk6tA7/SC4GgDpSLRsOQpgrJDkEcSuxY1zY4BRBGfYqJJUuWwK5du+Daa69NuS7uADdu3MhSYoMdbE0XjyYRRZpH5NrG2FB5NsF5T5nOfEIwEoXu0Gich6m6kKzwFWsmMNLV8c8v2f9DfjOXpds6/rON/bBLnSfiJO7egiJI6NZJNWk9HtaP9kopybIzRuVtcnW8HQ6KIkyBpnV7odU5WbG6PFVe+Z0JoE9T3InEE8DNv/wicjt6UcCeCT4hlRRQBMCgzWEnqZACQ7paHJIAEu0PsEkg2vgyHvg+9Ly7m/lTIaLRpwimpfAVM5r1ST8bMYaEGTC2YRSsAS58XV3JC8eTNdGIw1TdNbk/qB7sGNVGXojvB7A4bVAP/POH3mO4z2AHzts62e9qhJFlPyetX/8rr7wy4zvGdvUf/OAHLE2VCCxWRiEjsmfPHiZWKisrYdiwYSw11dzcDE8//XRM8fOcOXNg8uTYI0qs5cEUGNb7YCoL0154n3/9619hsIPeOnISTRTvV14Wt88GCPLLCoMS9JOqWF0K1iB5ZbOxDv1upXRZFD8I1hj1haF/mA8tf1jF2uLRxp9FllTKtIUM1lOJ5PuHBbu9vAfsoNAoIOjwswGs6YIi0ji9RirGjrtzlrVx64/IfCwBvoYVF46RImQx21BnzLlg3NvM3x+fygNNJblLiwfciph0mDzahwIIuzHxdY8b0fQHmZcT7qiwTk+k5ITIbQ75hNSaLncuydPGj5MEkNbc+yhl2xKhkFtT+JrTgY5aqYaQIMKxE3EchGsJsfkAP1cIDkNuvHcBDBT6ePibmLvvvhsWLVqUVACtXbsWTjjhBOl/sQ4HBRfW+GChM7bcy7FYLPDKK6+w4uZ49PT0wHXXXQetra2sZR67v9Bwcfbs2Vl7bv0WYYeEgyHxiDybrcKFgu0MZL+xWKeEAgg7mzSybqVEiDU0fXn8qu9MgPZ/bGbCCsdziFRdPgFC/hAzXMSaGywgLDm2MSK1IC/mRQ+jfFJ97RS248RWV5z1hvVdmTzvym+PB+2IMuh5fVdcU8SIIuVeRmqwHg3ry6yf7Afn+raI6BA6POea9kNcRFtKWkGvzl0ESKENv1br1uyAaceE03pKrRI1PkuF4TiT0uNjhRh249mjhtNiIwGmieM5K+uE+WO5AJ2tOyfsgKqvxkEw0DsXa5fMjC9gp4lN+UChDQE4Adp7umLKDcq+NVIaLNzXjtdBIYDS6RQ7/vjjk66HIigaFDVOZ2L/mgcffJCdCEi4Q8J22oEgfuKhnxj25/EncRBGr5iKc7OzA000fBQdskVELyUMJ2OqyzSnnv2wiGZ3WGeVqvsq2+CPGBbJKgVTuV7dhzSvKpi02D7TAmg5uG2Vi8YxARl0B1jnW75+gMVxDgFNbt1xjz5jHOz7F7/cfSDKtV4mHtG8Mp4AihY/1d+dEjfqFhC67IeW5bZw2FTKayp9B3ontLyyeV/OQO/n/RHpozSGAHoAurojMwXiEGNRAOHYnEw8qQalACKKC/zQil4xfSn8LXbkbZq4U8ZC2vqfHMkND2WDWLNJvO6nZFje2Q2+ww6owAiGMH6iv7rXirVA2AWGHYNYNB8jgNR8HE1fQXPEfOMV6lBy/Ut55sxT4M5Df4Tqd2eC2hvZkIHdfdbDPBIujrSIBpeL9T7Go+riip81y3aAwcNvP2UUtxPIFSVGM+Arp7BrwYIdRWl2N4r4ZSnVo88dm4MtJKLRmfh319ITKzjZAYdgeZLuDMD+wMDdExIRzs9YAyN68wxkARQdRcGiXqyhyJX4EUGjMNGPpuHXkX4k2MocjXPt4cgUUZ6jP9lCJYt+ofN3yx/XSHPhRN+fXBcq5xJxorlCnfs6lKOPmMXOVX51RGS85MRhrOAfQZGDo0FEcD1vi0OqwcLoYsX58SOb278KGznWV+e2m6e6JNy11ZOG43w0oomiTdcJx04gf598YKrm32VPZ/zPukIt+HKRACL6E76oH6CBLICiUy3yEQ+5hDnbXj2JDd/EuiIUQTiGAJ2V0ayt7sdHQuW3x0XcRgwps8OQPgzrLCTRrdKBLrc0ZFYcaaKUTfLub/h8+RNAZhNPSytACQG5OEbbiYZwyhprgfw9PE2GDtltD68HX6tT8tZJJPbFMRhtk7ZCrpk3b0rEzMZMcQuO2H6Fn3nUELmnTPwuO9QZp7v7K/33l4lIm+gPbG/9PfoD0akWnGWWL/QyTyUmgn4xW/IhwkgJ+iah423zbcvYOqIlAbr9ZiNFVAiwFkBhUEtuzfLxC67t3VIxbn+la7nwo+/KfYTOpMfvpUOqgVHLooLYpScHuw59/hBYcKCxjGR1ZOIgVFUeDoCqyyrhQNl2aLKMh7Xrv4LR0+syuv37b6/Gwwrmwo0t2kTuMZowDR8A8KqSCyB5bV8/J2ffhAULFoDBMHB3tP0J+Qe24qKxA87MKhqcjyWKn2SDQfNBzHBHhYKJIDmlJ0d26vQ30Cskco6TArwHbeAVbBfQWK+/U9aRe7fhoaVDwa3mAuib3TyKJi/ujz6oEUeMJBtmGi8CpM6DANIoNdJzaV0XVdSdBh47F3x2bTdoVPmJ4g52zGYuNJX+5BEgtFsQmzcGZQQoGAwy/562tjZ2Wc6xx/J5Oe+++252tpDoO4IA0o4o5c7LAxycXoz1J9LE9yIDp6+LRnXa4aXMZ6M/g9GuqssnguXDvWwYLXYkybuSVBX902Vd/iM/+vTcmoEiVYYq6C5pgYbuI6Cj3RozvHfo7+dD2982so5C+/JDce8Do4mJCAoz+9R9cBDPBP/oToBOAHUg846hkJ8fODQdPXBM94qdEpaCtYHKF//9EusUu579CgxTq2MmAPRHMt5DrFy5Ei699FLYt29fTAs7Ht3iBHaiuJDmAvXjYtSM27uLVPxEH6Wj+WB/TX9FEy80jsW7/bUG6MMnwrUyk8alN9qlrwS1gvuxbCq8/Ahc3AnhANB4JKvvw8JifCe0UeOLcsUJM+ZBK2aycKdp7YHK0gym2Qu7EY2mf352+iNDa/Hg+DDofSbosligsqwspttVnFnIRtxcCv2ejPeI6O48c+ZM2LJlC5v71d3dLZ3yMQeM6P2OabAIoKJHdtygKhsYfhpI0OaL2Rnnck5Xrtm1Nmy8WG5O3ySyL4jF1rvfcYLdGduO7O+OSicpAaqunMh8pYbeNT/pfXvtXFVUJpisnm3MJeHanbfe+TyzGwf4QUG+xBoBUFdVDU49T1tv/CrsYSb3AhpoZCyvcajoyy+/DEcckXsXViI7ZGPyOZE9sDtMpL9GR+KBYxdEq4WSk4ZBadQYhv5MqTE/qRhjZ7jW54v1G+DUY/iwUBFMYds+C9cHlZ97BBgmVLFTMix2GxisXPhMGRvZjZgrcLgmK2TGz7lH0ysBRBGg/BIodwK0lsHBg2GrBfmoHkx9sejPYHWCxhlcWP9DAqh/4Gt3Qs+b3yScrk3kH3WZDmp+OK1oa5R6Cw7QHEhzguTo82Sn4Ne7AdyRLfhycLSFyqwBrD5A88N0x5ds3vQNa6/3KT0wY9xEyAfHDD0GXh/yR5h+6CQ2hDUjgsLMMu3AiZD2B5S6UKQBaBToM8UE0MDQP5kLoBtvvBF++tOfsllbOGFdExWinDp1aja3j+gj9mXN0mVzLyauE7kh3anrRHGQr9Ebx182Hrb8xRUxDT16O8zzM09FbP4vL0/QBPNXkF6mK4NhFY0Ah8LGhqlA1+iSKj0oAjxardUOrIOEYkepUcQ4ccuRyigCoQExEyzjT9cFF1zAzq+55hppGRZxin4nVARdXIiuvJiSGMj+PwQxEDhu8jxYUfsclLTVw4Fd8Qud+0JQE//IPleInkOiB1Eytq9sgU+e+grGza2XUmDVpuSpPSI3AsiXSgAJtaX91cG+1wJozx7BvZboF4SEIy9dghlCBEEUFyorT1VrttSBz+8HjToLUZBGB8BBEzhn7oV8ohJmxfm3m6SD5ESseZvvW3asbAWlsGtqKKeodT5RC+9XIEHETl5H6j/sBG1T/96vZPzNGj68f5u2DVoXaOoAI4h+gdEd7tLatGM7zJw0uc/3GfTxll+1Ib8pC70uXMPTsqsHhoxJ7Aoeku1zlUKDcn1F//bI6m+oNUrWpKrZGl94srEsjWbwHbSDe1f34BBAb775Jpx++ums3gcvJ+Pss8/O1rYRWSAUoBZ4gugVugCARwXWWTsB4MS8vYh2cweY7dyt/Zs9B7MigEIBXtyqyXNNTZW+Cnhjdeo0WLSvHBZsG/TUuJFP6hrLoVUwGG/r7oTaitgUJLrrWw7awbs30qyzP5LWt+Hcc89lRc+1tbXsciKoBqgIGWQmiASRLYIGHyg9KtDW5Hf20enfnwqf/5k7PR/Y3glwZt/vU3RWzndX1ZFHjYPPPuJt+109VhgGiWt6oscr+LSZj9Ag+sa5p5wEf399CbtsdzrjCiDdCG6Q6NnPTRH7M2ntFXHcBYof8XKiExVAF7MJYv+u1ieIfBMUoqdGbX6bB6aOGQ9DzuePHTqYnUGgQaGjPt++Ok1D6sGh6WGXv3h6D2xeyy054hEVAIKAFn2EiHyiUqnAq+LC0+WOL0BF81YcgBwdtetvUFhgAIMfzqCT//JRBIggMvz+CIEfoy7/08jnz5rBH9tdBh09fXfYD3n4AdDwqvyaU5o0Jggow35GWzYnbqKJ2ZnqaaxSIQioeKegK844lph9iTBfrr/Sq8OB1atXw+LFi+MOQ33ggQeytW1EH3F/3R3+h1JgBJERYkrGrDXl/ZXD1INTZwWjpxS27vwGjptV2ev7OtTRBjofF3Gzxk2DfKJUKMHkDRd1B+LMi0O8Lj+4okapKPX5TT0SnJCSC0+nk/tRpWyF78cTBjIWQHfffTf86le/gnHjxkFdXV1EW+NAGeo4UPAdskuXVWZyVCWI3kSATAUQQIjaz01mV7y6C46bNavX9/PVTp52chh6oNSU/+nqNl0XlLtrkxZCf/TktphlKiPtTwqB3s1NWld/vAuOjfe5Uym4E3Qo/gDkAS2AHn74YXjiiSfgqquuys0WEVkDWxVF+3IFfmgJgkifEP/OmHWFEUAesw20FgOUdOOU7t7T1oaRYD0ESwpTVHzWDTPg8/ubkwqgvTheIQqdkVygC4FTawGztwI03vi1bxjowCgQWqxINiv9lIxjV0qlEubPTz51mCgOgi6ee1eV0kRlgsgURbCwAmjBt8dKlz2++PUYqXDZvdD1Hm8lV+oLU68x9Yhx0D2TTxcPZLDDNJdRC3whMBxrjfj8x0VIg/X3CFDGAugnP/kJ/PWvf83N1hA5EUBKAwkggsjouxMMgtrP52aVlRbG7G3etOngU3Hhs6OXDvwHtocLqBWqwhrsIR5v+p1dEyaMyOEWEYkQvaJCSaamiHU/oQQjM/oLGccYb731VjjjjDNg9OjRMHHixJhhqK+++mo2t4/oJdhREbDxH5uBNnWcIHKNzeGQ3IirSsNFvPkEo+1uswU0llrYuXs/TB07PuP7+Oij1RhLYZd1ZYUrVjUYeTTHaU1fAFWVF+Z1H+xotWpwy7yj4qGu0IPX6gV/hwu0jf3XDVrZm2nwn332GYwdOxaqqqqgrKws4kQUB/jBDNp9rGBNXZf/Nl6C6M90Wbl/cUDhB7OhMCkwRFPHj7AP7uzs3R3sCxc9X33FWVAoFs5ewM5LLbXwx7ufTes2lWUkgAqBVseDGhqrGdy4D4mDRtin+A7zYdv9lYxDA08//TS88sorLApEFC+eb/gPuG54KSj7+cRegsg3PVZeB+FTe1gkplAMHVMBnV8DuJsz/w5/vTs8+LRr6g4oMeZvnEc0E4YfAZ/CfnbZtL8Btu/5BsaPHJ30NmXm/HesEQA6QQAhHz65Bc6+kXtSyVHXcgFk++wAlJ3af1OVGX+zKysrWfqLKG58hx3svL8PqyOIQmC18+9PQFNYN+LGMXwUgdFSmdBDJxHLPgi3lp93EY/AFBLDceJUMICNW75Ouq5P7WauxET+qSkNj784sFXmJSdDUx/OKgSdSYqFBpoAuuOOO+C3v/0tOJ39O/Q10PG3cxMrpYkKoAkiU2yCAApqwi7GhcBUxguxlSEl+DMsOBULjveVb4VJ1ZOg0FxzyXngHMVnnPV08tc3Eb76sFgi8suxE+dJl9XD4lsn6EaF05NBT2DwpMAeeeQR+Oabb5gJ4ogRI2KKoNevX5/N7SN6gXNDG3h28fk7Ch0dRRFEptjteAChA9AW9sddr9VBCIKgACUEMhw74HUG2A/8kImlRWNSayjn+wtHV/K2/tqxhau7ylVTylPL90KVWQcVRg3MGVkF2iJ151cpVWCZtx3KVoyHoCL+51+hVIBCr4KQO9CvW+EzFkDJpsETxYF9BT/KQkLe/vvhJIhCYW/mP/zB8sJOJNepdKwQWx3Sgt+XYQTI4Wc/8JVF1JxSXm0CjO34eIlVXPZWbIF7L7gBBhJf7OqEO98KpyR/espYuPGkMVCsaDT8wDm4z8QsIeLVwTEzRAgABEKDRwBh+isdnn/+eTj77LPBZBpYSr5foAwf7Rln1BR0UwiiP+K1c7GhKi9sCkyr0rJhouqANiMTQa/PB7ouLnxGNTVCsVBdUwYW8IHCnng0j23MflCpijM60hve2nQIbnx+Q8SyP3/0dXELIG04s/PUi2+w9GU0CuE96s8RoJx9yr7//e/D4cOHc3X3RBoGiNXfnUwzwAiiF/jd/KhWW2ATUYwA+ZW8yDSTIuiDh1tBHdSy6NGcqdOhWGhs4GM9dM4SCATiR7QqDAOn/d3h8ceIH2RiA5+3lQ8OdDnhgY++Bps7g2LlQPhi55r4ER6Fmh9o+zsLGyUtSgGEOU8i/4R8AQh08Q8kDUAliN7hETpbzGZ9UUSA2DZ509+BHTjUws7dehto1MVjhDp2+EjwKb2gCWrhqz18SGs0FYYKGAhsabbApN9+EPc6myd/nVM/fWkTPPLJTphyx4ewbl/8rq5ogs6wNND44n8HgkJRftfz2/vt/n7gxBkJhq/VyQbUYfeX6NVAEERmBIUa3VG1hfU4MWlMEFLyHc1ny9HVOT2aW9vYedBU2Db+aLQaDbiNvACotTW+uWOlcWAIoEv/uTJm2TXzR7LzQz1u8AdynzpatbsTVu8Jj0N58KPk9gMiJ82fEyGA4tWfBW1hERd0FjZV3FtIAA0wvAdtkk8DVuoTBJEZPr8fzA7uhVJWUlgfLbVSDZogb4Vv7wrvyFLReVj4HSie+meJgIFHqC3d8VvhqwyVMBBSX1Z3rCi4+eQxoFUpIRAMQYsl96mjZ1dx80kRmyc9oTJt7ASYenP4APrjj9bErKOfEH6f/J3cdqW/QQJogOE9aGfnupFF+MtHEP2ANz/+TLpcUZK/Wo1E1B7DO3I8B9O3tHC18ehCaX3iYuOCYeTRBLs1vgCoMoeN+PoL/1t7AN7Y2Cz9v1aWapo0pBRev34+7L33DCgzaGBohYEtP9jNRcNfPt3J6oRQFGU7BffmpnBHMGJxph8RPGb8HLCYeSTxmzedsGLDxojrK84fAyAcY3v3c8Hd3yABNMDwtfKjKlVFYWsXCKK/gXUMO1a2QNc34R1zeYEmwcuZM2syOy+x1sDWb3amdRtVN+++LRtSfL8DagPfa7rs8XfGY5t4mqjYCAZDsPOwDSwuX0TNy642G/z85c1w8wsbWcExgushZ0xtgHduWgDTm8KF3Y2CAFq/vxvarG64/8OvWafYxgPp1eeky5mPLpMuP3nVLHZ+yOKGdpsH/rHkG+i0J/diQu+oceeFP//r/xEZgVSVaKH0lOHssne/tV/WAeVMAA0fPjzGJJHILa6tHeBrtkcMqyMIIj2+Wd8OHz/1FXi/DFt3VJUXvh5l7LBwHdKH78SmIuKh8vC0WYmwsy0mtEaVZNQYj/rqaihGnl21D055cClMu/ND+NvicAH3W5t4wTnywdZWdt4qpLeGlMUK0MYK/tv8pw92wKOf7pKW3/te9oqJRSEmMv+IakAvTK8/CLP+8DHc8952OOquj8GaojPsjDknSZe9qtiInbqaf75cmzug+baw4ILBLoC2bNkCTU1Nubp7Ig6uLzuky5qhNEiQIDLh8N5Idz57Pd+ZZZuthywpdzxy0ITOWtkaUZydCpWfd36VmIrvQEhv5gfGPle4CFihLX4vmY++4ukg5L0tYdGzdl84MrKng0fgu4UuwkoTF6JyxtSGf5v/u3KfdHnN3m7YeIA7+PeVr1rCn+Uqk5a5TsfTVqt2J68r06v10HwML+YO6mIjdqryyOfX3zyBMhZA6N1w//33w+zZs6G+vp4NR5WfMmHp0qVw1llnwZAhQ1i47fXXX0+6/uLFi9l60aft27dHrIfT6idOnAg6nY6dv/baazAYCNj4B7Ti4nFFY31PEP0VpSb73yHsyDnjkWVw0WMrMrrd0Hn8SDvUHbtDjQb9gpQhHmUpMRefEW1pKd+mgCxI4avkkWvvseEJ9sUEpqqWft0u/e+Uzb/qlKXyvtjFD0Ldfn69QRO7i714VhNMk6XE5Nz0QqxnUG9wybq2jhAEl1x4ibTZUhdinz77BHauc5pjvKi0Q8ygLNHGeNANWAF05513wgMPPACLFi0Ci8UCt9xyC5x//vnsKAUHpWaCw+GAadOmwV/+8peMbrdjxw5oaWmRTmPGhB01V6xYARdffDFcfvnlsGnTJnaO27pq1SoY6Hi+4QMEVTQAlSD6jDIH9jliimTHYRt0pKjBkFPRwCM5hq4KeO+fm2HFa+HUSTR2R1hZDC0fAsVGVTnf+Yfc4d2PP8h3nCXG4hNsiDxVhbRa3VK6qkc2DX1vpxNc3gC4BY8cgza2cN2kU8Mb18+HYZWx0TmDMIKir+A2iPx50TR2/tQ1s6GmJFJA72lPPpQWKa8wg1fpZvPorB2umHEY9T85cvAIoGeffRb++c9/wq233gpqtRouueQS+Ne//gW/+c1vYOXKWN+DZJx++ulw1113MQGVCbW1tSz6JJ5UqvCH5qGHHoJTTjkFbrvtNhg/fjw7P+mkk9jygYy/O6zk5YqcIIj0iI73qOIcvfeV+tJwTQgWvqbLEcN5sSmye10HrP9gPyx5dRusfXcvhKK6h/Z38G4kv9ILVcbiaylvqK6V6pRQRFg7XaBv49tp1hZn6l5MTV09n9djOb0B1ua+q83OxJAcrO0RI0D6JIJGrQp/4l64bi4792dprpYYATpzaoNUczS03ABrfnky60a761xeWL9bSNklA98Tq55HtuIV4SuNGlALNafOTeEoWX8g4294a2srTJkyhV02m80sCoSceeaZ8M4770A+mDFjBjQ0NDBh89ln4ZZVMQK0cOHCiGWnnnoqLF++HAYyfsH9WfQAIgiib6hKslvPgIWxf3j3K+n/T7eHa0pSMaFmPLRPCg/TRLZ82Aqr3twNn7yxSVqGguL9t3m0222yFWUqfFh9Azs3+MzQ47LAi/eFo/PVFYUvOo/u/MLXdL9QVHzJ7GHSdf9etgf+9AEvvxhfH+6WeuKLPeAW5rbp1EkiOjKtU2niB62dDm9WCqFfXHOAnWPHWjxGVfNIm1izlIwh5iHQZeQ1T2s3hD+/cvSjeVTPvS2+ueWAEUCNjY0s7YQcccQR8OGHH7LLa9asYTU3uQRFz+OPP85qfF599VUYN24cE0FYSyQXaHV1fN6MCP6PyxPh8XjAarVGnPobog+Dbkx5Uf7oEUTRE/W10ZRl73v0yVeHYe49n0QsW7+vOyM34AsvOT7u8h0fhAtZV23eDMav+PBTZU36KbZ8Ul5WAgEFj1Dsb20GrzX8GkwdPw6KBXxvTn/4czj5gSWSkGgo00OFkRdxP7FsjzRa4vvHjYIfnzwmJgUVLwUmctd5k6FEp4Y/XjiVRWd0aiV7HIwq9ZXtrXx/gC3v8RhVwyNtKOywMyzVPLpp0/lz83XE/06Y5jXEHIgPSAF03nnnwSef8C/yzTffDL/+9a9ZDc4VV1wB11xzDeQSFDzf+9734Mgjj4R58+bB3/72NzjjjDNYUbacaAGAijqZKLjnnnugrKxMOvXH7jWf4ACtG0UGiASRDXS67BQBPfXFHrj2P2tjlju8AWjuSd9Bd2LVRGgp2Z10nX1fhVMQ42cWzxR4Ofhb7NPziMq2jZFOxbUVxWOCiKktrNX6RqiTMevUUKLXwGOXHcX+t3v80CEUQM8ZWQXXHjOStZoj24QuLOzASsTRo6th028XwqKZTawuaGxdSdpRmejP1w+fWSeJrm5HuCj77vN5tiaaulIdGLUqZr742Y7UkciSKh7cUNnj+0qhJxAS8gQgGMcBe8AIoHvvvRduv/12dvnCCy+Ezz//HH74wx/CSy+9xK7LN3PnzoWdO8N5SawJio72tLW1xUSF5GCdEKbyxNOBAzx82F9w7+wG11YeelRFFbkRBNE7tNq+19Id6nHBHW9Fpq4QvVBfhCmPdFEqlGA9YSt8PvKlmOsCQsrF3cL3wG2m/XDWifEjRtkCox9iUXemBAw8MtH1Yfj3atjFxRW5lhcSi9EfZM7I2LqqKrOWiaNxgohBMKKTauq7UjauCKNAyOEEDtmJwM/Xe1ta4T8r9kY4TKPIOXJY/JQi66AGzvf/uy6lC3VpFd82jdMUU3PG7k+nAmUJj4xZP40UtcWMMhsCBDvBzj77bCgEGzZsYKkxEYwMffTRRxHrYJru6KOPTngfmLorLS2NOPUn0IRKhPx/CCI76LIggF5YHbkzOHlCHez6w+nSjrIrgRtyIu455S44/rRpoDutA7zf2gUh4MLHI3TfiN46rgkHIdezri54bDnbeW47lHnJQMgY+7zPOoG3WxcLWOgsxy/s+FE83H1eOLIystok1frIi549aEeQwTxGs55HHO2yFvtUyFOoXYKYFgugjdrkEcw7zp4kXR59+7vQk2RMRlV1KQQhAMqgCqxxopb4mujHcLHljfLTGnAC6L///S/Mnz+f+ffs28eNnLDL6o033sjofux2O2zcuJGdkD179rDL+/fvlyIzmFoTwcdAryCM+GzdupVdj/VAN9xwg7QOpuVQ8Nx3333MHwjPP/74Y/jxj38MAxW/hR9NlRzfCNqG4mwjJYj+hl7XdwHUFbVT+c2ZE0GtUsqKXj0ZT4f/wbQfwHfPXQRnLDgePCq+M/pq766ISJBal5126kTIPXFW7O5F4aspcifvmRM2BCwETq+fOT3jiIglwnN7eV2kiJSnphbJ0ovyNJfcyPCOsyZmtA0moV7ovve3R7y+yeiRFTnjnDHE7UvdgYZcNDOy1OOhjxOPWZlcOxkcOt7wtOtAfK8m00yeZQk40jf57HcC6LHHHmMRn29961vQ09PDjBGR8vLyjFvN165dyzq68ITg/eJlbKlHsNhaFEOI1+tl7fdTp06FBQsWwLJly1jnmbyNHiM9L7zwAjz55JNsvaeeegpefPFFmDNnDgxUQsLRn7ap8HOLCKK/4ejxwK51bTGhfYO+7+lkl5cLEqwNueDIRmiqNEQ4BGeSAoum0dwILaW8JmjxJxshGAyCr5Xv9DRJim+zgdzDCIduZoraHPlaV5cXtvbnjY2H4JevbWEjIq58YjWs2dsV4dKMPPzt6dJlFLEicj+f204fL12+Yl54hEk6rN8fFk9XPrk6YQeXHHnqCjvW5BEgMc2ajIUT6yIcypM5QgfMPDW35eOwC7YcpZkLwUCnG0KCEC92Mq7ye/TRR5kP0LnnnhtR8zNz5kwmTjLh+OOPT9ryh+JFzs9//nN2SgXWJuFpsCAWnSmEECpBEOnz/O9WgcfpB3XUDsOg6/sgUfFo/I6zJsGVR4d3iNXCziLTFJgco8YIU2YNB/uHAPod9fDH/3sZSkJ8jtbQinBZQK7TQ8t2dbAdsSqDdE95RQnIK11OmM+HdRaKlqi0zvOrwgfe357VBL87ZzIbJyHn3vOnwPOr98P/yUTP948bDd9bMCqj1JfI8CojfCmISdwtYjfYUcMr0hZAYopO/MylY6p417mTocqsY8/DlqJ42aDm3wf7TgUEA0FQykQgoirTAqC3USAEjrWtYJ5XfCacfY4AYZpKjNhE19GgszORX3D2SsDKf0SVBhJABJEpKH4Qf9RRazYEEKZW2H1FRWTkvi994dyF4WGVJbbwENHJQzJLv/RFAGGrdXO3ix3Mvrr+IGw+mHqe1fFzZ0GP4TAcLNsBR/3aCE21uRVsqYg+DH91AzeTnDGsnNX7RIsf5Nuzh8EbNxwDdTJzS6Q34gf59ZkT4ZLZTZKQtGYYARIvp5sCQ2pL9XCp4G2UKuI0cSE3sESWreRlK3KU2CW3gKcG7SvjR4n6vQAaOXKkVLMj57333mNzt4j84lh3mLUeYkk/TYAniOxRXmXu8/yoz3a0xz0az5YAKjOXgG9SZCeWb3IrzJsUHk+QC6JrlzB9gsM8b/nfJjj7L1+k7GQa3TgMfvngJXDPfT+EuUO5C3IhwYLlePzpwmm9FjSZgkLqnvOnwtxRvMvs6qfWwKOfJK7LQeQJFDECdNjK35sKY3o1bNVCCzsKWV8SX6rT5h8LnUbuXv7VxvhF9pqhvAbVf9gJzi/bB54A+tnPfgbXX389q6tBxb969Wr4wx/+wFrj8Toiv4jOm0qTBhRRIUmCIHqHS23v81yqZ2RpFOwUklNt5jVAXRkWQcdj2pzR0mXP+Fb48Q2X5tQMFSMMz6yM7G774bPrYZWsGHrZznBnan/AIxseKnLKxDppkGg+qRE+G8ifP/o6wtcnmoBMAQWCwYhi7dG1prTHsxg0KiagxBb6ROinc/8mnyV+6Yq6IhwNc65L3+m8UGScM7n66qvB7/ezWhyn0wmXXnopDB06FB5++GH49re/nZutJOLi73SBewd3Ii09JTwriCCIvmHwm8Go7ttImU1CRxCOSZg8tCx+BKgPNUAiMydPgjXGDyBo8MDPbrwYco2800kO7qxFdrX33c24UBGgWxeOhTOmDomY25ZPFk6qh9c3hufEoani/CPC6c1kNUDYyv6akL4bXpmeAFIoFFBu1IDLEgB7ijogveD14xTKLqJBGxY04/XstkTMpyxWMgoZoPD5z3/+A2eddRZrf0eDQTQdROPAa6+9NndbScS+F11uaP2T4C6rUoBpVj29SgSRRXAEQG9ps7mldur7L+LTuOMJIEw7pBpFkIoSoxluvf88+NnvLo4YDJ0r3tjId7DIJz89Lu46iUYwFLsA+uW3JsANJ45hEbtkYyxyybemNMAjl4TrbL9JIiaDERGgEPzilS+l/+NNm0+EQUjRih1kCdczcwEELlVCMVV62ggpDdb9WvIUXr8SQDj9HV2fcXYWUl1dzSazE/nH+pGsRTMQAkWe8tQEMVhQKXu/A3zvy3BdjjjiINpVuKZEx47al+3qe62EUqnsk/hB1+P/rT0AB4Shn4nYedgGz6/mTvn/uPwoGF1jhscv56MhEJxthbRY0h/xUQyIUS19gURPNGdPGwI/OI6nNpPNBouOAL0vc+YWLRfSQS8IILFoPxGzR/HaMp3PBP5A/HXlzTiOVa0QymDeXb7JuGgE/XTQfZkoLP0hvEgQgxWc7SQSr4MIfWSOHVPDLm9pLqxzLkYYJvzmffj5y5vh/MeWS11E8Vgqq+0Rtx9TNmt+eTL87TtHwn+unc2WbW+xZWWqeT6wun3hupma4jGSrS8V68S86UWAApGvt2iMmA5GQfgle++RcUOOYOfqoAbarfENMFWlOlDILCUClr6neYumBuhHP/oR/PSnP4WDBw/CUUcdBSZT5AcGzQeJ3CNX2eVnjaKXnCCKCI+f70hOnZR4BmFjhUEaullITvrzkojUFUYcomuWRLDdHUF/GnmKCKNZmLrBHSi2cWN3Gz6vhrL0oxCFQu7FhENNiwUxKpNMlAh1z4x3v2xhHWQrd3ex/zMphDcI72WqrkS9QQs+pQc0QR30dNugoSL2863UqaD2xhlw+IF1fBsFo94BIYAuvpgX2d10003SMnyhxYnrojM0kVtY6zu2Ol4whup/CKLI8AieQuKMqHjUC8M1Wy3FFc19a/OhuAIIzfKe+GIPuzyuviThTntMrRm2t9pga7O1Xwggsf4HzSkzMXPMNaIoSVaXI+8Cs3n8UiTrV2dMyOixjqg1w+c7O2D1ni74zpzkDTUerRM0bh1YLInTpZpaI6hrDeBvcxX1dHh1b4wQicKCOVXPfh42V5X2fV4RQRDZjf5sEswAcSJ4KgHUUmABhGmfb9odcMbUBnhncwv8Y8lumNZYziI6IniAe9ur4QLbZC7D6GiMAqilwJGtTKN12iKzEREjQNFT6eVET3EXPYB0aZggyjnmiGp48ou98PXh1N17Pp0LwF0B9hR1XkphMkFQMBodEAJo+HBqty407Y9/CeDnH3ztyPihaoIgek/r6G0AcGKvbnvHm1vZbClEl2QeU5OQAtvb4WCdYPFqhXIFzo0a/5v3IzrQjh1TzQQQ8qNn18Pee8+QrtsQ1fqerLxHFEfxvHWKOQKUqWjINeHOrMRFxInqrPQZfpbKjZq0iqARv46LLEcKgatCT6D9NnCuOwzGKfHb+AtNr2cnbNu2jQ0qxQGlcs4+++xsbBeRBO8+q+S5oCySrgWCGEj4K3vvYyN2ScU7QpczqtrMuqYwdbG/ywFH1OZvmPHafd0x7fcjqiLrOeXzvTA6ICeZWJNSN0kiF5myfFcHG9uQC2PCcLqyuCJA4uvo8CQWJYk+X+mMwZAjpmrF1yIZKhN/zI6u5CNPcDi3a1M7eA/Y2KDhYuxUzlgA7d69G8477zz48ssvpdofecEV1QDlHoVWCSFvECovGpuHRyOIwYdGnX4HjZzoI+jpTeUJ18URC5gGs7XZWeoinwLIL6+eFRhSboAr5w2H/6zgFhujb38XnvveHJg3qgqW7OCuvmdMaWCi6IdCi3aynalbSC1lo0vt0n+tYpd33/2trI+mEFNgxSaAMJWI7O9ywg/+uw7MejXccfYkMMs6DOU1QHJGZdjNphcileJrkYySah3AHgBHa/JokXluA1je2wNBhw/8bU7Q1BdPh51Ixu/4zTffzOaBHT58GIxGI2zduhWWLl3KpsEvXrw4N1tJSKDgDAkqXSmELQmCyC5ade+C4y+tDc9I+vSnx8FFRzUlXV8cidFhz69xoD+qZVrs5LrznMkwtDxcuHzPu9vhQJcLrG4/Ez5/XjSNmfSVJfntCUeAsuP/gt5DIs+ukvmfZYluJx8Cms8UZDrUloSdqNHf5+V1B+GVdZEzuKJ1LBag/+L08TBpSFnvIkD+1O+ZppKvE3Ik/44o1ErQ1PDPUsBWnK3wGb/jK1asgN/97ndQU1PDzLfwdMwxx8A999wT0RlG5AaM/IijizESRBBE9tGqe9dc8IhseOWoGnPKaIXoFySfrp4PxNZq3LwKowbuOGuilDaRC6ASvRoWf90mtb6nk1rRCztTmzv1NPN0aJO5Sq/ey0f/ZJP1+/l9TmgohWLjxhO5744IiqB/L9sjZV6iI0AXHNUoGShmgk4Qf/i5SOXfpBE+syFf6kicQlxX6FouNjLeg2KKy2w2S07Qhw4dkoqjd+zYkf0tJCLAkKKIosiK9ghioKDtZQps3mjuI3Pi+NqMDOiS1XnkAvFIf/bIStjwm4Vw1fyR0nX//e7siDTLb97Yys5PGJfecxpTx/cPq/ZwP5q+0tzjihsNyhZYhI5g51ux8eOTI8scvmy2wO/f3ia9tnIjRGTSkN6JOJ0gWrGkSJwqn3BdnfDd8KeWDwqdcL8DRQBNnjwZNm/eLLlC//GPf4QvvviCRYVGjSJDvlzjWMm7NBCFqviKyghiMEeAxF3HgjHpdb2YdNkvGM6o8ymOTxEuu/eCKTEi5oTx3Pk5Ffjc1UoFq135fGffx3y0Ca3dyO52R0q34kzZ18n9bEZU9234bS7AtOPlc2M7rz/edljq5kNqS3TwrytmwvzRveu2MmhVLBqIpBqHotVzAaTwpZYPaIpYzK3wGQugX/3qVxAUEo933XUXG4q6YMECePfdd+GRRx7JxTYSAnIVrSoj/x+CyBVaTe++X6KQESM7qTBoeKTFkXcBlLzwV/TEkXcZja9PL7pQotfAKRO5Q/Dl/14NFqHGprfIxaE3EISPhJ1/NsD7PiT42QyP6oIrFn5/7mRpeK7Iv5btAYvLJ70/WMB+8sS6XheIa9VKluJENh+0JF1Xr+fbEvKnfixVBa9xc6wJH7j3awF06qmnwvnnn88uY8QH2+E7OjrYZPgTT+ydbwaRHiHZD0H9z2fRy0YQOULXRwFk0KZXRI01Nsjfl3wD+eTzr/lMrypz/OcZ7Ylz2dxhGd3/MbII2I5epK1wHAc6T2OEQ+wmE1+r/3tlc8ooRSYdZphFQoFRFSUyiol42/bZ9jZJAGmykA0YWc0FIEbukq5Xwz8LmoAObA6ePkyEcRpPm6IjdEA2cqRYyEoVbWVlZUZzR4jeIRaSYV5VUWSupQQxkNDrtL1qgV+xmw+ILE9zEKW8Vfz9Lbk/SvYHgnDVk6tZVxH+ZF959Ii460VHhqI9glJxwZGN0uXe/FT98Jl1zHn6vg+2Sykv7G4aW2dmBePvbwlPPe8LbTa3VPhdzPuwBy+eDseNrYG3bzxGaln/+rCNRcQQtbLv+wOzUNuTbPQGMq1pMnjUXCR9cyDseRUP7VAzaOp5atG7L/v1W32F9qL9iKBwdEndXwSRW/Q6HrrPBNEs0KRVseLidPjO7HB9xw+eWc+GkeaSu975Chbv4HU5V84bkTCtFS2AMk0PYbcYihXEnYa5XjQ727gRJY7lEKNqNWYdXHgUF1ZvbGpOenvsZPr+f9fCT17cmLSrqcvB03MVRRz9QXA223+umc3Ob104ji3b1+UEn2BnoMlCC79WuI9UZogoFJ1GboLY1Zpa1KjKeTt/0JWdrsBsQgKoH2H7jKtt6v4iiNxi0Ic9WNLl0+28XfzUSfVpO/EOE8zuRHqcuU0TyCMnPzklsZGqfNI7MrIXBcLia5COuV4yNgk1KXh/s0ZwYbml2Qq/fO3LhOLmudX74YOth+G1Dc3SgNB4iK83WgH0F4ZV8vcC04AY0UO0WUiB6QQB5E1joLnHyAWqoyf151U8YC/GVngSQP0IdNRElMZeTzAhCCINSg2ZjVz4wzvbYN0+7ifz01P5EXpv6E20JBMmNHC36fsumAJlSdJ0Yj2ISGOFsdc71GdX7s+4c0t0QY4WZfIp9c+u2i+Jo2jEWWxi63gixO1Kt2i9GBCH6GJ3nE8QQJoslEToRDfoND6DIRVfx+cLd3cFEpgoKoTXNpglY8xsQgKoHxEUuinKTo2ftycIIjvUlKTfToxH4f/8nPtzYROO3EgwU15cux9yiZgyidf+LgevlxfWZjpbCrG6+M7xk+1t8K/Pd2d022jBhGJtfH0J29HjOAxxxMi7X8avm/rqEJ+XiKxNYp4o2gEU2yT4ZIjvBdb/iO+nOgvbrxXuQ6wrSoZCzR/XL6Qnm3d0w99vWAzrP4h16hbnVcqbeIqF/vOuD3JwmJxoJ04jMAgit9RXpud5Ez0+QBwemgl/OG+ydPmZlfulo/pcIA5ATWfsw40njmHnJ4xL/7VINI8qVWdRNNEjGb57zEjWXo9gq7fYZp8oZSi//VctYTHUl9ejWJCEij8oiwBlIQWmSX8gKqi4APIJ6c3PntnOzle8FtvNqNCLXkBUA0T0Es8eCwQdftYBphbmqxAEkX3azfvBoEu/Bki+s70sjmldKr4zJ/I2zhzWSnikmpHUO/zvLRgFD108Hf76nSN79Vg/XTi2VxEkrOsRC59Pm1QPp06qg+8dG2myaxDuzxVnZ42t4fIoRouFd3plaghZrEipKn9AEkDZiGDphPvADsFEU+ZFlGpFRAQoGepKvr/ydyZ+HwpF/5G9gxx/Ky/k0x1RLoUUCYLIPh4DL/BMd2f9nqx9XezQyZSTJ/CIBmLN0gytZBGPdLqGsObm3BlDwZimp1E0ON3+Z0I91Oc7O+CLXdx7KBXYpYbCBEXOQ9+eDv+4fGaMgBL/f2vTIRjxi3fgvyt4B578OYoctroT7tA9/TgChOkv8bmqsxABGi/UhyE3Pb8h6bpKdfK6HznqWi6AfG3Z8W7KJv3nXR/kBOz8R1FVWtztmgTR31Er0u8I+uSrNvjla1ukQlpxuGmm/OqMCdLlK59cDbkimxGDdBAjNdiJ9Z1/rUpr5tmfPuAzJb81pSFh5MgQNQj6129slcRAdP0QzrZqEdyeoxE71PqTAJKbVNqFaGE2fICmymahvZOgtkpEI4hilzu1bYO6UmiDt3ohlMP0bm/oP+/6ICdg5bluVQkJIILIJWrx8DYNlspmXfVlovsIWdcVzrvCqEW2wWgVOiznc4cfLWDsaQggUawsmtmY+H7jpKxEU0nxHOeRTROKpY+57zO4+snVzPlZjiiaEo0EKUbk4nWX8HxqSjL3rYrHeTOGsvN5o6oihGS0qBxSWc/OLd3JnaDlXWBIyJ88tZZv+s+7PsgJCjbiJIAIIreoFekLIEcW63Ww3kXEmgPTuK2yzqghgjldrolOzaQqsMX0X7dQLNsk+N3EoyyObw+KGYw0zbvnUyny84vTxkvXf7ajHe4XokvR9UHJLAGKDXnB89KvuQAfFWVb0FvmH8G7H9HRfP69n0KXwwu3vrQJJv7mfXhnczgqNHZcEzs3dlZKA1kToZCJy1AaKbN8QgKonyB1gFEEiCCKJgIkr9eZk6b7cyKw2NgspNCiu6B6m+6Sd5StFMZ0TGssg4ay/DRSnDqRFzGLpDJFnP2Hj6XLZmH2V9z1RlTCr8+cCE9dPSvsYOwPwqX/XCmtU23WwbzRVRGu3G2C0zZGw46571PJu2nGMD4ItD+ATszi5yReBLEv6IUCa6TT4YXL/rUKXl53EFDjiGILqWo0QRCCoAnowSXsmxJuL3ZGCqKNBBDRKwI2oQaIBBBBZI2daw/3SQCJQzlvOOEI+PtlR/VpW7CFvloYTnrZv1fBXz/b1acZV2N++R47rfiGCx/x/MypQyBfYKQGi5gbBPO+ZEaPbPCp7HpzkuJr9L259piRcPy4Wql76ZmV+yI6vl64bg47f/qa2XDsWN7KjzVIVzyxGn7zxlY42B2uCxoRx3ixmLn7/CkpjSN7gzaqNmybzEJge2v4sl6jh4CS75MC+J6lqMGWokA5NvrMFIoA9QOCngAEBZVNAoggeofL7uU/1jI+/NfWmPVUaRYIbzrQA9uFWUjHj6vJyjwpsR27x+ljxcC9nXouih3k+ufWM8NANCRE5o6qgnwj1tgk63BzyupM0BsJ/X7SwSbUFT22+Bup9mf7709jXWhiHdI507jow/cLIxn/XRk27Fv7q5OLehBqPOZGRRt726kXDaYNE7G52RKumVLpwC8IIH8aokYhRJYoAkRkjGcvt3JXmtSgNPefXDVBFAv2bg88cesyeOY3K1KuqxGM21Lx8Vfh6JF8RENfiHbhTWbil4zmnnB0A+s4fvTseun/iUPiD0DNJWK0BTvB5LUkcmyCOEIBc+nsYb1+LJyanqhtPpqbThrDUmX9jdpSPXx8y7Fw+dzh8NIP5mXtfk8cXwtHj44UyH+6cCpLM+LYNfFzpVVpIaDkwtPnTV3YLkaASAARGRMU0l+aoSU8n0oQREYc+KpTEkKp0BrSE0CHetxS+qs3oyLiET2485X1B3t1P4nMFHGQZm/cqvuKvEYFI1Lx2tJtbr4jLdGr+xSREQt55STq8vrxSdztuj+CEa7fnztZGhCbDfQaFTz3vblQK+squ2hmE0wVBP7jS3fD3xbvgpYePwQUfL/k9ngAUjR3SfPAhPe4WKAUWD8gIHaAUfSHIHpJ+jtUnTByIRlYRPu50AI/pi6zwampjsAR8Sh8+Ted0sTvTBBb8idFRXuwHqYQ/POKmdIUcyReFEhs/c80lXjyBP6aPbBoGvz+nElwxbxYN+54AhWjJ+mm2QYbVx49gonGxy/ndW1XzefzJ59fvR/++P4O+Pbf10oRICaAUqAq54LK11pcZog0VrwfEBRMECn9RRC5x2BMnRI5ZHGzjiJsSV44Mdy+3lfuOncybDzQw5yh597zCUtfPbV8L3x3QeQoiHjpI4ygDBEGsTqFtMTpk+vhkUtmsA6ws6cNkeZp5RucLr/05yfA/728GV5cewBW7u6KeU7bW3g9FQ49zYTHLjsKLC5f0lRWpUxUYcv73edNkcQmEcv1JxwB310wUqpJk1s0IDZ3CAJKLrJbunhtWTJ0w0rA83U3uDa3Q8kx3GuoGKAIUH/yABI6RAiCyIxMMipGY2qPnG6HV9qx4siIbIECBh2Qsebi3Ol8R3HXO1+l9FrB2pqj7/0UXljNp8k7hAgQFseOrjGzeWOFEj9yLp3Da3tW7emMGfr6ldBlNL4+sxolnBCfqo5nRHU4+nTMmGo4Y2pDVt+3gYhOZjaJXXcbf3MKLJxYJwlUq4pHfrZu25PyvkyzuYDy7rdBwFE8Q1FJAPUDxA+M0lT4HzCC6JdkIIDM5tQeOaJRYWkORQUegYvsS9INhp05mw/yRolfvPolLP+mA9ptYjqpuH4zsFi83Khh0Sq5MWNfIkDpgELwX1fMhB8ePxr+fNG0rN//YKDcqIXHr5gJT1w1i/2/T8ffP3+nMuX3S1WqK8qp8JQC60dF0NQCTxC5p2FUeCZSIjDlkmsHYYwGDSnTs3Sb2CElp93mgZ+/vAnGN0RGTC795yrp8rDK7BjkZQsswJ5QX8qchnEsx3RhVAVGg8QxHROink+2OHliHTsRff9cHjW8AhyHhc+kJ7UAEjvBQhAACBTPOIyCRoCWLl0KZ511FgwZMoRV/b/++utJ13/11VfhlFNOgZqaGigtLYV58+bBBx98ELHOU089xe4r+uR2Z3+2Tr4ICOF2qgEiiNwGgOzaHqirTe2TI7YD15XmdqSEmLYSO6TkvLGxmY13EP1v4g0ijS6CLgaOqOVF46LgQVbv6WIWABVGDTRW5Melmug96O4dEPLKIX963y6pFb6IzBALKoAcDgdMmzYN/vKXv6QtmFAAvfvuu7Bu3To44YQTmIDasGFDxHoojlpaWiJOen1+Zt9km1AwBEEhBUZdYASR2yKgbkMrmDWpu7r2djqk4t5cIo6DiPYDwi60l9YeTOoGjJ1k2WrPzybidh6SeRUtEcYsnDKxrt+ZEg5G6kr1IEnyQIYCqIgmwhc0BXb66aezU7o89NBDEf/ffffd8MYbb8Bbb70FM2bMkJbjF6i+PnudGYUk6PIDCJ8XqgEiiNyiUipBpUwtGrqFg5JsTeFOhDhCAguh8bGOH1sLz63eD/VlOthxmNfMTG0sY/5Bz353Dry2vhn+/NHXMKbWzOpdihGTMMdKbNWX+x9ly1CSyC31TAApMhRAxTcPrF/XAAWDQbDZbFBZGWkEZbfbYfjw4RAIBGD69Onw+9//PkIgRePxeNhJxGrtnftqLjvAlEY1KNK06CcIonekI34CwRC88yX3scGC3lxy3oyh8LbgmXPzCxtZSktePHzS+Fr4t1CUitx40hh2KmaMQveVy8djCLvabLBhfw+7jB1rRPFTX6aHgCSA0twvSW7QVAOUFf785z+zNNqiRYukZePHj2d1QG+++SY8//zzLPU1f/582LlzZ8L7ueeee6CsrEw6NTU1QbEQIA8ggugz6WZV0hFAT6/YK10eKvju5Ar0qlkwJuxsHN05dc6M4vFUSResTUIcngB8sasDTn5gKXTYPew9wmgW0V9SYEp2WZGmAJIGohZRBKjfhhRQ3Nxxxx3w4osvQm1t2NBq7ty5cNlll7HaogULFsD//vc/GDt2LDz66KMJ7+u2224Di8UinQ4cOADFgjgEVZmFQYsEMWhJUwCp0xBAd761TbosdjHlCkzn//faOazoNJ6QOGNKA/Q3xMGdLm8A/rF0t7RcqVAUhVcRkRqsLdNqhH1SML0vl1LHv1sBaoPvGyh6rr32WnjppZfg5JNPTv6iK5Uwa9aspBEgnU7HTsWI9wDP82vqIgscCYLIPipV+kXD6LKMBnH54K5zpzDBgzueV9c3s46pS2YPK8hcr75SauACqMvpjdj+C49sLOBWEZlSouMjR9QBLfg8qWd8qWuNADu6wV9E4zDU/THyc80117DzM844I+X62C2xceNGmDJlCvRH/F28fV9TX1x+HgTRX3n6l8vhtOsmQ+3w2BZxVRrNouj+jCMqcJJ4vsAC6Ie+zesY0Sl67b5u+P6xycdjFCviYFT0MXL7woXQd5/fP3+jBysTmoaBc88+MPpLwGlJbW4o7sO8LZEDfwdtCgyLlVGc4AnZs2cPu7x//34pNXXFFVdI66Powf+x9gdTXa2treyEaSuRO++8k3kD7d69m90XRorw/Ac/+AH0RwJWYQxGGaXACKK3KGQ5MFunG977+5cQiNOOqzYk/0nEHTaKH3mHVr45dmwN3HLKWKmbqr+B7tmiP5Hob/TKD+f1y2jWYGZ4pQn2mQ+lvb66Qh9R1gGDXQCtXbuWdWeJHVq33HILu/yb3/yG/Y/+PaIYQv7xj3+A3++H66+/HhoaGqTTzTffLK3T09MD1113HUyYMAEWLlwIzc3NzD9o9uzCTEHuKwEL705TlRVnio4g+gVR+9aAPwhvP7opZjWdKXkKrNXCI7KYjsqlC/RAZ2xdeNwFul0fNTyyk5cofkw6Faw2hM0sUyEa+RbTLLCCHkIcf/zxLEWVCOzmkrN48eKU9/nggw+y00AA/RLESfCqUooAEUQ2Obi9O2aZPkWzwSELN+9rKNeTYV8fwG6v1zY0s8vuIuoKItLHrFODG9LfL4k+diGXn5khFoOtS+G3gEiZ/gKVgkwQCSIPmEqSp7VaetwFTX8NFLCAu6mSWwic3w9b+QlgHljeYAYCCIvfhUhs0Jm6aDof9M8k8iAh0BNOf5E9PEH0nnS/PyUlyX19WsQIUBnNq+oL2M229GcnsGLuYpxXRqTm+HG14PbFzs07dLADhjSGvatEFEoFM/QNOvxsvFMxDPcmAVTEePZx0zNtA3WAEURWSSCIKqqS74z3dzmlidhEX98CBcwaQbU//VnEnj9tLMBnXRHLX7trMzs3HmeDqy85J+I6pVnLBBDWthZDZzOlwIqYgBBuVxfBB4UgBgPV1YmdiLFeccXuTnZ5YgNFLQhieJUJ/tewOu4L4VxSAl1tNnj9w0/giedfY6OpNOgFBAC+9vAg3EJCAqiICVioBZ4gskE6GbDtNSuhqrQi4fXoW3OgywXYrX3s2NgQP0EMNiYNKYX93hEJr3/+N2vg4CsAjk9c8OKfH5HSXpgCKwZIAPWHFvhSaoEniD6RhgDa3LAESrTh9uxodrXbpfSXOM6BIAYzw6uMEAqUwLrKbdBtbANrYzO0l0aOkgp4NoHX9hy0b9gECj23mQi6iqMImgRQEROwkgcQQeQCl9hhKcOg0YNGmdjbR5xYPi3H878Ior9QJnhhfRocCf/SloBu9mx4SlkNSyq3S+soNXxkhj/QCU4rTyGTACKSEvIFWbEYQh5ABJE9J+hEmDTJa+32dnAL/3EyEz+CGMyURpmBPvLpLna+OjgcHqlsgcAiNyz46QQoQasnRQisB75h15MAItKK/oBayVoHCYLILWatOen1+4QOMAz7EwQBrBOsLkGJhidYDg98GILp4ydCuZF/t7oO7ZbMEIsBSoH1gxlg5AFEELmvATJrzEk7wHa3O6TOF4IgOPeePzWpmaXF5YMRU/m4q4Mte9l5UJgBV2hIABV9AXThzaIIYjCQLAV2yOKGDrsH1EoFpcAIQsYJ42vhgYunyxfBRz85Nnx522GYsOgSdtkC3NqFUmBEehEg6gAjiIKnwHa18Q6wkdUmMGiTD0wliMHI6l+eBEfUmuG208fDmLoSuGR2k2QeWtI0DIyBEHiDHkkAJZsDmi+ouKRICdgEAVQEduEEMRh8gIyaxO7O1z61hp1r1RQ0J4h41Jbo4eNbjpP+b6rktXIHhNq5ptoG+KaLd4FBIMQafRQFPpigb3OxCyBKgRFEXhSQQRO/uNnlDYA/yI9WhTOCIFIwvJKnlL/Y1cGiPdXDR4A/5INgKFA0A1FJABUpQSkFRhEggsgHRnX8CNCSr9uky/+84ih6MwgiDRYIbultNg902L1QfcRY9r/bb48Y9VRISAAVeQRISSkwgugz6cyC12v0cZdf/9wGdn7qpDporKAWeIJIh1K9BoaU8e/UgW4n1E2czC7b/NxQNNAtWL0UEBJAxV4ETQKIIPKCQRUbAXL7AhAQ8l7fmtJA7wRBZEB1CfcI6rJ7wdDYBMogFkK7i6YVngRQEYIfjJCH50kpBUYQ+QkBGeIUQYvdX5UmLZw9bQi9FQSRAfi9QbqcXlCXlIAmGAR/kB/cB4V9XCEhAVSEeA/a2LmqUg9KPTXqEUQ+MMYpgt7Ryr+LY+vMZEhKEBlSaRQEkIOLHp1SBT6hFT7kJgFExMHfxUOEmprEbbkEQaRPOm7qZnOsAPrbYj7biOZ/EUTmVAgRoG5BAJUaTGEvIKcPCg1FgIoQsThMVRG/KJMgiOynwCrLSiP+d3j88I0w/qLKHH/eEUEQiakw8mGp/1jKZ4DVDRsBTr+VXfb3UBE0EYdAN48AqcrpR5cgskIa/j3DSodF/H+oxyVdPnMqFUATRKYMKTdENBSMWXg6uAK2yIHfBYQiQEWIqIzVFSSACCIf7JiyJCZNtm5fNzvHadejapJPiicIIpbzZENSm3tcUDPjKKkLLGAnAUREEQqGwN/OrcMpBUYQ2SHZ3KFXJz8AzjHNMctX7ua2/d+eFRkZIggiPfCgYpgwEqPH6QVtSQmofeJAVKoBIqLwHXZC0OEHUClAU0umawSRe0JQqo2s/xEnwCM44JEgiL4VQnc5uOAx63ldEAQU7IC/kFAKrMgIiB1gDSZqgSeIPBBSAHgCseF4q3CEWi4UchIE0ftCaLETrKSmDIKhIChAAUE7X1YoSAAVGeJ8FHUZ1f8QRNZIcqAZgiAsPbg0clkoBB1CjUK5gebxEURfvYC6nVzsmCqrwp1gwgF/oSABVGT4LdQCTxD5plJfGfH/gS4XG+CIddGNFeTHRRB9ToEJAshcUwuegLMoJsKTACpWDyBqgSeIrJGs0iCkCMFd8++KWNZm40emTRVG6QecIIjej8MQU2BDp04Hn9AJZm1ug0JCAqjI8AseQGoSQASRPZJ0gaE8GlE6ImJJj+BSK9YvEATROyoMSpis2A0VXRvZ/6VHjAGD3ZJw/l4+IQFURAS9AfA126UiaIIgcg9KI60qMsrzv7UHIo5eCYLoHVMPvwFv634FZ3b8m/2vKi+H8vpqdjkodIYVChJARUTQ5ee/xkoFG4RKEETuA0CYAtOpwk0HW5ot8OG2w+zy6ZPJAZog+sTwY9jZeN82AI+NeQOZj53HrwsUVoKQACoiQm5eEKbUq2jyNEHk75sHGlU41XXf+9ulyxfNbKT3gSD6wORpMwFKG0ET8gEc4mkwpUEdPugvICSAioigO8DOFXr+4SAIIveEIAQGdbgWwSociHx7VhMdiBBEX8FWyjJhJIarK2IfFxS+a4WCBFARIeZDRXVMEESWSJICO2n4SaBUhH8Kff4gOz9tcj29/ASRDQyCzYSTCyClJID4QX+hIAFURHgP8Cm56iqq/yGIfFGijRx1Yffwo9ISisQSRHYoHcLPD62XyjzkZR+FggRQEeHdx90xtU0lhd4Ughhwaa5EaNWRnV4OQQCZdBSJJYisMPEcfr7jvcgUmIciQISAmA+lIagEkb8UmE4R7gD7fGc7dAqGbQ2l5ABNEFmhcSbKHgBHO4C9vWgiQHSIU4xF0FQDRBB5QwPhCNDbm1qky2VkgkgQ2UFr4mkwazNAzz5QVU2H0tNGgNJYWAlCAqhIwOGLUhE01R4QRJa/X7HLttUuh4DSByfUTZKW2b38iPQnJ4+ld4Agskn5MC6AunaDsnEmlB7fBIWmoDVAS5cuhbPOOguGDBnC2k1ff/31lLdZsmQJHHXUUaDX62HUqFHw97//PWadV155BSZOnAg6nY6dv/baa1DsBHo8EMJ8qEoB6gqaBE8QuebLhsXwxchXQa8Of99cXh6FrS+j7yBBZJWG6fy8mRdCFwMFFUAOhwOmTZsGf/nLX9Jaf8+ePfCtb30LFixYABs2bIDbb78dbrrpJiZ4RFasWAEXX3wxXH755bBp0yZ2vmjRIli1ahUUuwASZ4ApNDw/ShBE7hCDQnWmuhgBZNBScJwgskq5EPHBOqAioaDf8tNPP52d0gWjPcOGDYOHHnqI/T9hwgRYu3Yt3H///XDBBRewZXjdKaecArfddhv7H88xaoTLn3/+eShWAjZeeKksodlDBJGLFHPMMgVfNrFqorTM6RMEEB2EEER2MVZFmCEWA/2qDR6jOwsXLoxYduqppzIR5PP5kq6zfPnyhPfr8XjAarVGnPJNoJtHgFSlJIAIImffM4W864QLoFJtKTv3BYJwqMfFLpupBZ4gciOAiigC1K8EUGtrK9TVhcPVCP7v9/uho6Mj6Tq4PBH33HMPlJWVSaempvwXZ/kOO9i5po6mwBNErvCoucARvYFGl42W/v/kqzZot3mYAeL0pnJ6Ewgim5hq+LmdBFCvwWLpeKFt+fJ460Qvk4NpMovFIp0OHDgABasBoinwBJF9hAyYR+WMWHxk3ZERU+CRM6c2gEFLdXgEkVXMQmDC0QYQ5ONmCk2/qvSrr6+PieS0tbWBWq2GqqqqpOtER4XkYLcYngpJwCKkwMooBUYQucIriwBpglq4YcYN0v+HLPy6oeVkgEgQWUcnjJwJBQECHhx6CYWmX6XA5s2bBx999FHEsg8//BBmzpwJGo0m6TpHH300FCsYofJbeBG0itpvCSL73zEhBORT8u8Z8rPZP4NKPR/SiLU/r65vZpcbygr/w0wQAw6VLMjgdwMM9giQ3W6HXbt2RbS5b9y4ESorK1m3F6ammpub4emnn2bX/+AHP2At87fccgt873vfYwXP//73vyO6u26++WY49thj4b777oNzzjkH3njjDfj4449h2bJlUKz4DzsBcAK1SkECiCByiSIES0a9AGZPBUyqC3eg/vPz3ewc639On0JT4Aki66h4kILhDx+IDNoIEHZvzZgxg50QFDZ4+Te/+Q37v6WlBfbv3y+tP3LkSHj33Xdh8eLFMH36dPj9738PjzzyiNQCj2Ck54UXXoAnn3wSpk6dCk899RS8+OKLMGfOHChWfCiA0C28sQQU6n4VlCOI/oGsC/6ruhWwZti7oFGGf5DF7q9LZg8DI3kAEUT2wTpctZ5fxhTYYI8AHX/88XH9OURQvERz3HHHwfr1yZ0kL7zwQnbqL4geQFT/QxC5Id7PjFoZ/vn7YOthdj5laBm9BQSRyzQYpr8oAkSIBKyCADJTATRB5AsxAtQsRH+QchqAShC5Q60tqhogyrcUAYFO/gOsqhLCgwRB5LQYWh4BenF1OM0+awQviiYIIoeF0EWSAiMBVAT4O7kaVldR9wlB5DYHFoqJAG1r4c7v18wfCXoagUEQuUMcPOwnAUSILfBCBEhNESCCyBtiBKjTwVPQc0ZR9Icg8uIF5OWTDwoNRYAKTKDTDSFfEAAL5CsoBUYQuSA2/gOgVCghGAzBhv09Ugs8QRA5RMfn7oEn//M240ECqMC4d3Wzc3WNgVrgCSLXCBPgxejrd59eK/1fopP5lBAEkX10JfzcY4NigA55Ckygh4ffdaNp+CJB5AxZ6Oec0edAhb4CRpePhi92vS8tH1pBNXgEkZcIkPUQFAMkgAqMv0voAKMRGASRFx+gSydcChOrJrLLGpUSPP4gPPzt6VBpIhsKgsgpDdMANr8A0LIZigFKgRUQDMF79vAJ1NomITRIEESOv3cKdu4PBMHu8bPLC8bU0KtOELmmtKGoUmAkgApI0O6DoM3HCqB1w4TQIEEQOSAk+QDd9spWdnnTQX7woVMroZQKoAkijzVAVAQ96BFHYChNGlBoSIsSRD7Y0syPPpfsaGPnJ0+sA7WKvn8EkXO0xVUETd/6IjBAVJVQ7QFB5KsGKIQhVwBYL7S/H3NENb34BJEPDBX83NEOEAxCoSEBVEDc2zrZuW4UDWAkiHwQwjZ4oQbokIU3IAwpp+4vgsgLlaP4RHivHaCNp6ILCQmgAuIVQvH6ceRASxD5AUNBSli1uxN2t3M32kojRWAJIi+o1ABNc/jllk1QaEgAFYiQPwj+DmEGWC0dgRJEbr9w8stKuPjxldK/5P9DEHnEXMfPXTwFXUhIABUIf4cLIBgChU5FHkAEkWMCQr0B00GhsOPzo5fMIP8fgihEHZCLT0EoJCSACoTl/b3sXFNnBIWC1yQQBJEbAiHu94OEgtz/ddaICjhr2hB6yQkin5iEpgP7YSg0JIAKQNDpA/f2LnZZN0ZQwwRB5Ax/UBRAWATNBVB9GaWeCSLvVIzg5wdWAQTCByaFgARQAXBt7ZRe/dKThxViEwhiUOEPBmSlQCr2t4pGXxBE/hlxDIDGBGBpLngnGM0CK8D4C8fqVna59KThlP4iiDzgD/hijvlmDKMBxASRd0qHAFz0JEBZE0Adn8lXKEgA5Rn70oPgPWADUCvAeJRQDU8QRH5SYEI32JXzhsMZU4S5RARB5Jexp0IxQAIoz7h38tY//ehyUJfr8v3wBDEocfjckgv0Kz88Go4aTrV3BDHYoRqgPBL0BMC7nw+BK10oFIIRBJFztrUeYudK0MGRlPoiCIIiQPkl0O0GZYmWTSLSDDHRB5Ag8oTN7wKN0ggGrZ7q7giCYChCWJVLRGC1WqGsrAwsFgv8f3v3GhtF1QZw/IG+bS2VlosIlCKYBjQKInhBDAiSSGrEaopatRHxlkhslQgRjDGoMeIlIWpU5ANWvMT6pTVGSI3Etmq4NRS0VgG1hYIiFYS2Ulp6OW+e87672d0u1OiwO7Pz/yWT3Z2d3cyzZ87Os+eyk5GR4einox93b9spScqg+wuIpZOnuqW1o11GOlynAXjz/M0YoBjTPz0k+QFiLy3lP5KWQvID4H8YAwQAAHyHBAgAAPgOCRAAAPAdEiAAAOA7JEAAAMB3SIAAAIDvkAABAADfIQECAAC+QwIEAAB8hwQIAAD4DgkQAADwHRIgAADgOyRAAADAd7gafBTGGHvb2toa6/IAAAD/UOC8HTiPnwkJUBRtbW32duzYsf+0DAAAQBzP45mZmWfcZoD5O2mSz/T29spvv/0mgwcPlgEDBjienWpideDAAcnIyJBEksixKeLztkQuv0SOTRGft7XG8PjUlEaTn6ysLBk48MyjfGgBikI/tOzsbDmb9CBIxC+qRI9NEZ+3JXL5JXJsivi8LSNGx2d/LT8BDIIGAAC+QwIEAAB8hwQoxlJTU2XlypX2NtEkcmyK+LwtkcsvkWNTxOdtqS49PhkEDQAAfIcWIAAA4DskQAAAwHdIgAAAgO+QAAEAAN8hAYqht956Sy688EI555xz5IorrpCvv/5a3G7VqlVy1VVX2X/FPv/88+XWW2+VPXv2hG2zaNEi+4/Zocs111wTtk1nZ6cUFxfLeeedJ+np6ZKXlycHDx6UeHvmmWf67PuoUaPC/lVUt9F/FU1LS5M5c+ZIfX29J2JT48eP7xOfLo888ojnyu6rr76Sm2++2ZaF7ucnn3wS9rxTZXXs2DG555577J+p6aL3jx8/Htf4urq6ZPny5TJ58mS737rNwoUL7T/Wh9KYI8vzzjvvdH18Th6Lbo0vWj3U5ZVXXnF9+a36G+cBL9Y/EqAY+fjjj2XJkiXy1FNPyc6dO2XWrFly4403SlNTk7hZdXW1PVlu3bpVvvjiC+nu7pZ58+bJiRMnwrbLzc2VQ4cOBZeNGzeGPa+xl5eXS2lpqXzzzTfy119/yfz586Wnp0fi7dJLLw3b97q6uuBzL7/8sqxevVreeOMNqampscnRDTfcELxenNtj030OjU3LUN1+++2eKzs95qZMmWLLIhqnyuruu++WXbt2SUVFhV30vn4JxzO+9vZ2qa2tlaefftrelpWVyd69e+0JJNJDDz0UVp5r164Ne96N8Tl5LLo1vtC4dHnnnXdsgrNgwQLXl1/13zgPeLL+6bXAcPZdffXV5uGHHw5bd/HFF5sVK1Z46uNvbm7Wa8eZ6urq4Lp7773X3HLLLad9zfHjx01ycrIpLS0Nrvv111/NwIEDTUVFhYmnlStXmilTpkR9rre314waNcq8+OKLwXUdHR0mMzPTvP32266PLZrHHnvM5OTk2Ni8XHZ6DJaXlzteVj/88IN9761btwa32bJli123e/fuuMUXzfbt2+12+/fvD66bPXu2LePTcXN8ThyLbo4vksY6d+7csHVeKb/miPOAV+sfLUAxcOrUKdmxY4fNmEPp482bN4uXtLS02Nthw4aFra+qqrJNoxMnTrS/YJqbm4PPaezahB8avzaTTpo0yRXx//TTT3Z/tHtSm5sbGhrs+sbGRvn999/D9lv/yGv27NnB/XZ7bJHH4QcffCD3339/2EV+vVx2AU6V1ZYtW2yz+/Tp04PbaDeMrnNTvIG6qOU4ZMiQsPUffvih7WLQls1ly5aF/QJ3e3z/9lh0e3wBhw8flg0bNsgDDzzQ5zkvlF9LxHnAq/WPi6HGwJEjR2wT38iRI8PW62M9aLxCf9g8/vjjMnPmTHvQBmhXnnapjBs3zlYEbaafO3euPeC1EmiMKSkpMnToUNfFrxXtvffes1+4+qX0/PPPy7XXXmv7rgP7Fq3c9u/fb++7ObZIOiZB+9J1rEUilF0op8pKb/UEHEnXuSnejo4OWbFihe0uCL24ZGFhoU3ktfvh+++/lyeffFK+/fbbYNenm+Nz4lh0c3yh1q9fb8fT5Ofnh633QvmZKOcBr9Y/EqAYCv3VHTiQIte5WVFRkXz33Xe27zZUQUFB8L5WiCuvvNJ+iekvnMgK7rb49Us3QAeYzpgxQ3JycuwXVGAA5j8pNzfEFmndunU2Xv3VlQhlF40TZRVtezfFq7+itaWyt7fXTqwIpa0moeU5YcIEW6Y6bmjatGmujs+pY9Gt8YXS8T+a7OiEGK+VX9FpzgNerH90gcWANmcmJSX1yWC1eTcyY3YrHbn/6aefSmVlpWRnZ59x29GjR9svLu1aUvprRrtfdHS/2+PXmQmaCOm+B2aDnancvBKb/grbtGmTPPjggwlZdk6VlW6jLYGR/vjjD1fEq8nPHXfcYVtItFUgtPUnGj1pJicnh5Wnm+P7t8eiF+LT2b86g6q/uujG8is+zXnAq/WPBCgGtNlPp70HmjED9LF2t7iZZt6a8eusky+//NI2z/bn6NGjcuDAAfsFpjR2rcSh8evsBm3idVv8Ok3zxx9/tPseaIoO3W+twDojIrDfXomtpKTENiPfdNNNCVl2TpWVtgDq+Ibt27cHt9m2bZtdF+94A8mPngw1mR0+fHi/r9GuXH1doDzdHJ8Tx6IX4tOWWI1FZ4x5pfxMP+cBz9Y/x4dVIyod+a4j4NetW2dHui9ZssSkp6ebffv2ufoTW7x4sR3JX1VVZQ4dOhRc2tvb7fNtbW1m6dKlZvPmzaaxsdFUVlaaGTNmmDFjxpjW1tbg++gMuOzsbLNp0yZTW1trZz/o7Kvu7u44RmfsvmtsDQ0NdubB/PnzzeDBg4PlorMaNP6ysjJTV1dn7rrrLjN69GhPxBbQ09NjLrjgArN8+fKw9V4rO93fnTt32kW/ulavXm3vB2ZBOVVWubm55rLLLrOzT3SZPHmyPS7iGV9XV5fJy8uz+75r166wutjZ2Wlf//PPP5tnn33W1NTU2PLcsGGDnWk6depU18fn5LHoxvgCWlpazKBBg8yaNWv6vN7N5be4n/OAV+sfCVAMvfnmm2bcuHEmJSXFTJs2LWwquVtpRY62lJSU2Oe1AsybN8+MGDHCJnh6otXprE1NTWHvc/LkSVNUVGSGDRtm0tLS7AEduU08FBQU2Eqq+56VlWXy8/NNfX198Hmd3qlT5XWKZ2pqqrnuuuts5fZCbAGff/65LbM9e/aErfda2elJMdqxqPvsZFkdPXrUFBYW2kRYF71/7NixuManJ8TT1UV9ndI4NGaNTb9j9O8OHn30URuP2+Nz8lh0Y3wBa9eutfutU8Ijubn8pJ/zgFfr34D/BwcAAOAbjAECAAC+QwIEAAB8hwQIAAD4DgkQAADwHRIgAADgOyRAAADAd0iAAACA75AAAUgYVVVV9qKJetV7ADgT/ggRgGfNmTNHLr/8cnn11VeD1x/6888/7YUT3XT1bwDu85947wAAOHnh4cCVqQHgTOgCA+BJixYtslebfu2112xrjy7vvvtuWBeYPh4yZIh89tlnctFFF8mgQYPktttukxMnTsj69etl/PjxMnToUCkuLpaenp7ge2tL0hNPPCFjxoyR9PR0mT59uu1eA5A4aAEC4Ema+Ozdu1cmTZokzz33nF1XX1/fZ7v29nZ5/fXXpbS0VNra2iQ/P98umhht3LhRGhoaZMGCBTJz5kwpKCiwr7nvvvtk37599jVZWVlSXl4uubm5UldXJxMmTIh5rACcRwIEwJMyMzNtl5e26gS6vXbv3t1nu66uLlmzZo3k5OTYx9oC9P7778vhw4fl3HPPlUsuuUSuv/56qaystAnQL7/8Ih999JEcPHjQJj9q2bJlUlFRISUlJfLCCy/EOFIAZwMJEICEpglSIPlROkBau740+Qld19zcbO/X1taKMUYmTpwY9j6dnZ0yfPjwGO45gLOJBAhAQktOTg57rGOEoq3r7e219/U2KSlJduzYYW9DhSZNALyNBAiAZ2kXWOjgZSdMnTrVvqe2CM2aNcvR9wbgHswCA+BZ2pW1bds2O2D5yJEjwVacf0O7vgoLC2XhwoVSVlYmjY2NUlNTIy+99JIdNA0gMZAAAfAsHZys3VQ6kHnEiBHS1NTkyPvqYGdNgJYuXWqnz+fl5dlEa+zYsY68P4D445+gAQCA79ACBAAAfIcECAAA+A4JEAAA8B0SIAAA4DskQAAAwHdIgAAAgO+QAAEAAN8hAQIAAL5DAgQAAHyHBAgAAPgOCRAAAPAdEiAAACB+81/CwaWLNOltpAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsm.isel(rgi_id=2).area_min_h.plot();\n",
    "dsh.isel(rgi_id=2).area_min_h.plot();\n",
    "\n",
    "dsmb.isel(rgi_id=2).area_min_h.plot();\n",
    "dshb.isel(rgi_id=2).area_min_h.plot();\n",
    "\n",
    "dsmb.isel(rgi_id=2).area.plot();\n",
    "dshb.isel(rgi_id=2).area.plot();\n",
    "\n",
    "dsnew.isel(rgi_id=2).area_min_h.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5f8518f7-c1e9-44af-9e7e-297c8900d703",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsm.sel(rgi_id='RGI60-11.01450').volume.plot();\n",
    "dsh.sel(rgi_id='RGI60-11.01450').volume.plot();\n",
    "\n",
    "dsmb.sel(rgi_id='RGI60-11.01450').volume.plot();\n",
    "dshb.sel(rgi_id='RGI60-11.01450').volume.plot();\n",
    "\n",
    "dsmbc.sel(rgi_id='RGI60-11.01450').volume.plot();\n",
    "\n",
    "dsnew.sel(rgi_id='RGI60-11.01450').volume.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08208bac-3b22-49c7-9200-6ab6944b98d7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "10d7929e-66a3-473f-96af-3ea72f1ea6e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "58"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsh.isel(time=0).volume.isnull().sum().item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "add84cd9-59fb-4c69-b69d-ad48dfcd04a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "408"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsmb.isel(time=0).volume.isnull().sum().item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "507c4f02-7763-4195-9ad7-9ae9c4301df9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "267"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsmbc.isel(time=0).volume.isnull().sum().item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac87a24e-06cb-430f-b92d-62a9778a9e2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "254"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsnew.isel(time=0).volume.isnull().sum().item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d98aa9a-d7e8-4cb0-b72b-c6941c47362b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "922edaf7-4f2b-4605-b0d9-340dd37aec21",
   "metadata": {},
   "outputs": [],
   "source": [
    "valid_ids = ((~dsh.isel(time=0).volume.isnull().data) & \n",
    "            (~dsho.isel(time=0).volume.isnull().data) & \n",
    "            (~dshb.isel(time=0).volume.isnull().data) & \n",
    "            (~dsmbc.isel(time=0).volume.isnull().data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5893874d-c461-4d0c-b1d5-4749125dc6d0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7096fd92-ae61-4c16-8e93-2b3b8aa37a14",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "operands could not be broadcast together with shapes (3927,) (3892,) ",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mValueError\u001b[39m                                Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[14]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m valid_ids = (\u001b[43m(\u001b[49m\u001b[43m~\u001b[49m\u001b[43mdsh\u001b[49m\u001b[43m.\u001b[49m\u001b[43misel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtime\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvolume\u001b[49m\u001b[43m.\u001b[49m\u001b[43misnull\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[43m&\u001b[49m\u001b[43m \u001b[49m\n\u001b[32m      2\u001b[39m \u001b[43m            \u001b[49m\u001b[43m(\u001b[49m\u001b[43m~\u001b[49m\u001b[43mdsho\u001b[49m\u001b[43m.\u001b[49m\u001b[43misel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtime\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvolume\u001b[49m\u001b[43m.\u001b[49m\u001b[43misnull\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[43m&\u001b[49m\u001b[43m \u001b[49m\n\u001b[32m      3\u001b[39m \u001b[43m            \u001b[49m\u001b[43m(\u001b[49m\u001b[43m~\u001b[49m\u001b[43mdshb\u001b[49m\u001b[43m.\u001b[49m\u001b[43misel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtime\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvolume\u001b[49m\u001b[43m.\u001b[49m\u001b[43misnull\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[43m&\u001b[49m\u001b[43m \u001b[49m\n\u001b[32m      4\u001b[39m \u001b[43m            \u001b[49m\u001b[43m(\u001b[49m\u001b[43m~\u001b[49m\u001b[43mdsnew\u001b[49m\u001b[43m.\u001b[49m\u001b[43misel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtime\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvolume\u001b[49m\u001b[43m.\u001b[49m\u001b[43misnull\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m)\n",
      "\u001b[31mValueError\u001b[39m: operands could not be broadcast together with shapes (3927,) (3892,) "
     ]
    }
   ],
   "source": [
    "valid_ids = ((~dsh.isel(time=0).volume.isnull().data) & \n",
    "            (~dsho.isel(time=0).volume.isnull().data) & \n",
    "            (~dshb.isel(time=0).volume.isnull().data) & \n",
    "            (~dsnew.isel(time=0).volume.isnull().data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "14dd6d0c-cd47-4ded-b0e9-09c33a6e40b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for ens in range(0, 20):\n",
    "#     with xr.open_dataset(f'output/lmr_v21_ens/lmr_v21_ens{ens}_hist_reg11.nc') as ds:\n",
    "#         print(ds.isel(time=0).volume.isnull().sum().item())\n",
    "#         valid_ids = valid_ids & (~ds.isel(time=0).volume.isnull()).data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e655e30d-3a87-47a2-986f-71dc8b6c5d16",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('https://cluster.klima.uni-bremen.de/~oggm/gdirs/oggm_v1.6/L3-L5_files/2023.3/elev_bands/W5E5_spinup/RGI62/b_160/L5/summary/glacier_statistics_11.csv',\n",
    "                 index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cc2d79c3-6b96-49eb-9bc6-42e6d37b9ccd",
   "metadata": {},
   "outputs": [],
   "source": [
    "valid_ids = dsm.sel(rgi_id=valid_ids).rgi_id.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ecd936dc-9177-4f9b-af10-23b8513cbc33",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfok = df.loc[valid_ids]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "96bd84e7-6eac-4f5c-a961-ba326034da45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9831923775874152, 0.9918850619301501)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfok.rgi_area_km2.sum() / df.rgi_area_km2.sum(), dfok.inv_volume_km3.sum() / df.inv_volume_km3.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8d97c768-b3e5-49a6-8e8f-1b991c2dd539",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0000092489742014"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsm.volume.sel(rgi_id=valid_ids).isel(time=0).sum().item()*1e-9 / dfok.inv_volume_km3.sum() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4b643a40-5475-4c49-8b68-7abef4ef4655",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = df[['rgi_region', 'rgi_subregion', 'name', 'cenlon', 'cenlat', \n",
    "          'rgi_area_km2', 'rgi_year', 'main_flowline_length', 'inv_volume_km3', 'reference_mb', 'reference_mb_err']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "595c3bd1-08d7-46c0-be94-5063dc1c6e57",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs.to_csv('filtered_update/glacier_statistics_reg11.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6237fe2-d7fa-4968-9f5f-735eae8f8b76",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1d07569b-7fa3-4e00-bee1-bf49fdcbe898",
   "metadata": {},
   "outputs": [],
   "source": [
    "_dsm = xr.concat([dsm.sel(rgi_id=valid_ids).isel(time=slice(None, -1)), dsh.sel(rgi_id=valid_ids)], dim='time')\n",
    "_dsmo = xr.concat([dsmo.sel(rgi_id=valid_ids).isel(time=slice(None, -1)), dsho.sel(rgi_id=valid_ids)], dim='time')\n",
    "_dsmb = xr.concat([dsmb.sel(rgi_id=valid_ids).isel(time=slice(None, -1)), dshb.sel(rgi_id=valid_ids)], dim='time')\n",
    "_dsmbc = dsmbc.sel(rgi_id=valid_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "48ae4cfb-b877-4acf-854c-4d0790e81a9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a690b017-9183-4e6c-a54e-a45b4b230096",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"whitegrid\"):\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    (_dsm.volume.isel(time=slice(200, None)).sum(dim='rgi_id')*1e-9).plot(label='LMR v2.1');\n",
    "    (_dsmo.volume.isel(time=slice(200, None)).sum(dim='rgi_id')*1e-9).plot(label='LMR Online');\n",
    "    (_dsmb.volume.isel(time=slice(200, None)).sum(dim='rgi_id')*1e-9).plot(label='LMR v2.1 Boosted');\n",
    "    (_dsmbc.volume.isel(time=slice(200, None)).sum(dim='rgi_id')*1e-9).plot(label='LMR Mira bc');\n",
    "    plt.plot(2003, dfok.inv_volume_km3.sum(), 'o', c='k');\n",
    "    plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5afc13de-d4cf-43cb-8a88-edad2e347576",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"whitegrid\"):\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    (_dsm.volume.sel(time=slice(1200, 2003)).sum(dim='rgi_id')*1e-9).plot(label='LMR v2.1');\n",
    "    (_dsmo.volume.sel(time=slice(1200, 2003)).sum(dim='rgi_id')*1e-9).plot(label='LMR Online');\n",
    "    (_dsmb.volume.sel(time=slice(1200, 2003)).sum(dim='rgi_id')*1e-9).plot(label='LMR v2.1 Boosted');\n",
    "    (_dsmbc.volume.sel(time=slice(1200, 2003)).sum(dim='rgi_id')*1e-9).plot(label='LMR Mira bc');\n",
    "    plt.plot(2003, dfok.inv_volume_km3.sum(), 'o', c='k');\n",
    "    plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d5318ed5-ccdf-4815-9038-0ba93bcb27a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Main division</th>\n",
       "      <th>Region name</th>\n",
       "      <th>Area LIA</th>\n",
       "      <th>Area 2003</th>\n",
       "      <th>Area 2015</th>\n",
       "      <th>Relative area change (P1)</th>\n",
       "      <th>Relative area change (P3)</th>\n",
       "      <th>Relative area change rate (P1)</th>\n",
       "      <th>Relative area change rate (P2)</th>\n",
       "      <th>Volume LIA</th>\n",
       "      <th>Volume 2015</th>\n",
       "      <th>Volume change (P3)</th>\n",
       "      <th>Mean elevation change (P3)</th>\n",
       "      <th>Elevation change rate (P1)</th>\n",
       "      <th>Elevation change rate (P3)</th>\n",
       "      <th>Elevation change rate (P2)</th>\n",
       "      <th>Increase rate (P2/P1)</th>\n",
       "      <th>Change of median elevation (P3)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>west</td>\n",
       "      <td>Dauphiné Alps</td>\n",
       "      <td>159.04</td>\n",
       "      <td>90.77</td>\n",
       "      <td>64.76</td>\n",
       "      <td>-42.93</td>\n",
       "      <td>-59.28</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-2.39</td>\n",
       "      <td>7.98</td>\n",
       "      <td>1.96</td>\n",
       "      <td>-6.02</td>\n",
       "      <td>-40.20</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>3.42</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>west</td>\n",
       "      <td>Cottian &amp; Maritime Alps</td>\n",
       "      <td>20.69</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.55</td>\n",
       "      <td>-87.03</td>\n",
       "      <td>-92.52</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>-3.53</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>-30.63</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>2.73</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>west</td>\n",
       "      <td>Graian Alps</td>\n",
       "      <td>636.44</td>\n",
       "      <td>332.27</td>\n",
       "      <td>267.42</td>\n",
       "      <td>-47.79</td>\n",
       "      <td>-57.98</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>-1.63</td>\n",
       "      <td>43.35</td>\n",
       "      <td>15.76</td>\n",
       "      <td>-27.60</td>\n",
       "      <td>-44.22</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>2.99</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>west</td>\n",
       "      <td>Savoy Prealps</td>\n",
       "      <td>16.45</td>\n",
       "      <td>8.25</td>\n",
       "      <td>4.40</td>\n",
       "      <td>-49.84</td>\n",
       "      <td>-73.24</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>-3.89</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>-22.74</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>5.01</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>west</td>\n",
       "      <td>Pennine Alps</td>\n",
       "      <td>703.03</td>\n",
       "      <td>431.00</td>\n",
       "      <td>387.67</td>\n",
       "      <td>-38.69</td>\n",
       "      <td>-44.86</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>50.31</td>\n",
       "      <td>21.51</td>\n",
       "      <td>-28.80</td>\n",
       "      <td>-41.70</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.73</td>\n",
       "      <td>3.02</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>west</td>\n",
       "      <td>Bernese Alps</td>\n",
       "      <td>689.78</td>\n",
       "      <td>462.42</td>\n",
       "      <td>389.37</td>\n",
       "      <td>-32.96</td>\n",
       "      <td>-43.55</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>-1.32</td>\n",
       "      <td>64.48</td>\n",
       "      <td>31.68</td>\n",
       "      <td>-32.80</td>\n",
       "      <td>-46.38</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-1.03</td>\n",
       "      <td>3.88</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>west</td>\n",
       "      <td>Glarus Alps</td>\n",
       "      <td>107.52</td>\n",
       "      <td>53.23</td>\n",
       "      <td>41.49</td>\n",
       "      <td>-50.50</td>\n",
       "      <td>-61.41</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>-1.84</td>\n",
       "      <td>5.91</td>\n",
       "      <td>2.46</td>\n",
       "      <td>-3.44</td>\n",
       "      <td>-30.07</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>-0.86</td>\n",
       "      <td>5.71</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>west</td>\n",
       "      <td>Lepontine Alps</td>\n",
       "      <td>182.72</td>\n",
       "      <td>52.40</td>\n",
       "      <td>39.51</td>\n",
       "      <td>-71.32</td>\n",
       "      <td>-78.37</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>-2.05</td>\n",
       "      <td>7.51</td>\n",
       "      <td>1.36</td>\n",
       "      <td>-6.15</td>\n",
       "      <td>-33.84</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>4.52</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>east</td>\n",
       "      <td>Rhaetian Alps West</td>\n",
       "      <td>352.62</td>\n",
       "      <td>147.96</td>\n",
       "      <td>118.38</td>\n",
       "      <td>-58.04</td>\n",
       "      <td>-66.43</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>-1.67</td>\n",
       "      <td>18.53</td>\n",
       "      <td>5.52</td>\n",
       "      <td>-13.01</td>\n",
       "      <td>-37.48</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>-0.82</td>\n",
       "      <td>4.19</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>east</td>\n",
       "      <td>Rhaetian Alps East</td>\n",
       "      <td>470.85</td>\n",
       "      <td>207.99</td>\n",
       "      <td>185.97</td>\n",
       "      <td>-55.83</td>\n",
       "      <td>-60.50</td>\n",
       "      <td>-0.36</td>\n",
       "      <td>-0.88</td>\n",
       "      <td>31.41</td>\n",
       "      <td>7.87</td>\n",
       "      <td>-23.53</td>\n",
       "      <td>-50.18</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>-0.82</td>\n",
       "      <td>2.78</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>east</td>\n",
       "      <td>Rhaetian Alps South</td>\n",
       "      <td>284.48</td>\n",
       "      <td>122.53</td>\n",
       "      <td>100.59</td>\n",
       "      <td>-56.93</td>\n",
       "      <td>-64.64</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>-1.49</td>\n",
       "      <td>18.06</td>\n",
       "      <td>4.90</td>\n",
       "      <td>-13.16</td>\n",
       "      <td>-46.67</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>3.43</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>east</td>\n",
       "      <td>Tauern Alps West</td>\n",
       "      <td>540.64</td>\n",
       "      <td>195.52</td>\n",
       "      <td>194.76</td>\n",
       "      <td>-63.83</td>\n",
       "      <td>-63.98</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>30.72</td>\n",
       "      <td>6.18</td>\n",
       "      <td>-24.54</td>\n",
       "      <td>-45.51</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>2.22</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>east</td>\n",
       "      <td>Dolomites &amp; Carnic Alps</td>\n",
       "      <td>23.24</td>\n",
       "      <td>4.80</td>\n",
       "      <td>4.20</td>\n",
       "      <td>-79.35</td>\n",
       "      <td>-81.91</td>\n",
       "      <td>-0.52</td>\n",
       "      <td>-1.03</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>-26.50</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>1.58</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>east</td>\n",
       "      <td>Northeastern Alps</td>\n",
       "      <td>23.62</td>\n",
       "      <td>7.32</td>\n",
       "      <td>6.17</td>\n",
       "      <td>-69.00</td>\n",
       "      <td>-73.89</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>-1.32</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-0.78</td>\n",
       "      <td>-32.41</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>2.14</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>west</td>\n",
       "      <td>Western Alps</td>\n",
       "      <td>2515.67</td>\n",
       "      <td>1433.02</td>\n",
       "      <td>1196.17</td>\n",
       "      <td>-43.06</td>\n",
       "      <td>-52.45</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>-1.38</td>\n",
       "      <td>180.63</td>\n",
       "      <td>74.88</td>\n",
       "      <td>-105.76</td>\n",
       "      <td>-42.26</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>3.51</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>east</td>\n",
       "      <td>Eastern Alps</td>\n",
       "      <td>1695.45</td>\n",
       "      <td>686.12</td>\n",
       "      <td>610.07</td>\n",
       "      <td>-59.53</td>\n",
       "      <td>-64.02</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>-0.92</td>\n",
       "      <td>100.31</td>\n",
       "      <td>24.76</td>\n",
       "      <td>-75.56</td>\n",
       "      <td>-44.89</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.78</td>\n",
       "      <td>2.96</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>All</td>\n",
       "      <td>Alps</td>\n",
       "      <td>4211.12</td>\n",
       "      <td>2119.14</td>\n",
       "      <td>1806.24</td>\n",
       "      <td>-49.97</td>\n",
       "      <td>-57.27</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>280.95</td>\n",
       "      <td>99.64</td>\n",
       "      <td>-181.31</td>\n",
       "      <td>-43.32</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.82</td>\n",
       "      <td>3.30</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Main division              Region name  Area LIA  Area 2003  \\\n",
       "Region ID                                                               \n",
       "1                  west            Dauphiné Alps    159.04      90.77   \n",
       "2                  west  Cottian & Maritime Alps     20.69       2.68   \n",
       "3                  west              Graian Alps    636.44     332.27   \n",
       "4                  west            Savoy Prealps     16.45       8.25   \n",
       "5                  west             Pennine Alps    703.03     431.00   \n",
       "6                  west             Bernese Alps    689.78     462.42   \n",
       "7                  west              Glarus Alps    107.52      53.23   \n",
       "8                  west           Lepontine Alps    182.72      52.40   \n",
       "9                  east       Rhaetian Alps West    352.62     147.96   \n",
       "10                 east       Rhaetian Alps East    470.85     207.99   \n",
       "11                 east      Rhaetian Alps South    284.48     122.53   \n",
       "12                 east         Tauern Alps West    540.64     195.52   \n",
       "13                 east  Dolomites & Carnic Alps     23.24       4.80   \n",
       "14                 east        Northeastern Alps     23.62       7.32   \n",
       "15                 west             Western Alps   2515.67    1433.02   \n",
       "16                 east             Eastern Alps   1695.45     686.12   \n",
       "17                  All                     Alps   4211.12    2119.14   \n",
       "\n",
       "           Area 2015  Relative area change (P1)  Relative area change (P3)  \\\n",
       "Region ID                                                                    \n",
       "1              64.76                     -42.93                     -59.28   \n",
       "2               1.55                     -87.03                     -92.52   \n",
       "3             267.42                     -47.79                     -57.98   \n",
       "4               4.40                     -49.84                     -73.24   \n",
       "5             387.67                     -38.69                     -44.86   \n",
       "6             389.37                     -32.96                     -43.55   \n",
       "7              41.49                     -50.50                     -61.41   \n",
       "8              39.51                     -71.32                     -78.37   \n",
       "9             118.38                     -58.04                     -66.43   \n",
       "10            185.97                     -55.83                     -60.50   \n",
       "11            100.59                     -56.93                     -64.64   \n",
       "12            194.76                     -63.83                     -63.98   \n",
       "13              4.20                     -79.35                     -81.91   \n",
       "14              6.17                     -69.00                     -73.89   \n",
       "15           1196.17                     -43.06                     -52.45   \n",
       "16            610.07                     -59.53                     -64.02   \n",
       "17           1806.24                     -49.97                     -57.27   \n",
       "\n",
       "           Relative area change rate (P1)  Relative area change rate (P2)  \\\n",
       "Region ID                                                                   \n",
       "1                                   -0.28                           -2.39   \n",
       "2                                   -0.57                           -3.53   \n",
       "3                                   -0.31                           -1.63   \n",
       "4                                   -0.33                           -3.89   \n",
       "5                                   -0.25                           -0.84   \n",
       "6                                   -0.22                           -1.32   \n",
       "7                                   -0.33                           -1.84   \n",
       "8                                   -0.47                           -2.05   \n",
       "9                                   -0.38                           -1.67   \n",
       "10                                  -0.36                           -0.88   \n",
       "11                                  -0.37                           -1.49   \n",
       "12                                  -0.42                           -0.03   \n",
       "13                                  -0.52                           -1.03   \n",
       "14                                  -0.45                           -1.32   \n",
       "15                                  -0.28                           -1.38   \n",
       "16                                  -0.39                           -0.92   \n",
       "17                                  -0.32                           -1.23   \n",
       "\n",
       "           Volume LIA  Volume 2015  Volume change (P3)  \\\n",
       "Region ID                                                \n",
       "1                7.98         1.96               -6.02   \n",
       "2                0.58         0.02               -0.56   \n",
       "3               43.35        15.76              -27.60   \n",
       "4                0.51         0.13               -0.39   \n",
       "5               50.31        21.51              -28.80   \n",
       "6               64.48        31.68              -32.80   \n",
       "7                5.91         2.46               -3.44   \n",
       "8                7.51         1.36               -6.15   \n",
       "9               18.53         5.52              -13.01   \n",
       "10              31.41         7.87              -23.53   \n",
       "11              18.06         4.90              -13.16   \n",
       "12              30.72         6.18              -24.54   \n",
       "13               0.61         0.07               -0.54   \n",
       "14               1.00         0.22               -0.78   \n",
       "15             180.63        74.88             -105.76   \n",
       "16             100.31        24.76              -75.56   \n",
       "17             280.95        99.64             -181.31   \n",
       "\n",
       "           Mean elevation change (P3)  Elevation change rate (P1)  \\\n",
       "Region ID                                                           \n",
       "1                              -40.20                       -0.24   \n",
       "2                              -30.63                       -0.15   \n",
       "3                              -44.22                       -0.25   \n",
       "4                              -22.74                       -0.14   \n",
       "5                              -41.70                       -0.24   \n",
       "6                              -46.38                       -0.26   \n",
       "7                              -30.07                       -0.15   \n",
       "8                              -33.84                       -0.18   \n",
       "9                              -37.48                       -0.19   \n",
       "10                             -50.18                       -0.29   \n",
       "11                             -46.67                       -0.28   \n",
       "12                             -45.51                       -0.28   \n",
       "13                             -26.50                       -0.15   \n",
       "14                             -32.41                       -0.21   \n",
       "15                             -42.26                       -0.24   \n",
       "16                             -44.89                       -0.26   \n",
       "17                             -43.32                       -0.25   \n",
       "\n",
       "           Elevation change rate (P3)  Elevation change rate (P2)  \\\n",
       "Region ID                                                           \n",
       "1                               -0.24                       -0.81   \n",
       "2                               -0.19                       -0.42   \n",
       "3                               -0.27                       -0.74   \n",
       "4                               -0.14                       -0.69   \n",
       "5                               -0.25                       -0.73   \n",
       "6                               -0.28                       -1.03   \n",
       "7                               -0.18                       -0.86   \n",
       "8                               -0.21                       -0.80   \n",
       "9                               -0.23                       -0.82   \n",
       "10                              -0.30                       -0.82   \n",
       "11                              -0.28                       -0.95   \n",
       "12                              -0.28                       -0.61   \n",
       "13                              -0.16                       -0.24   \n",
       "14                              -0.20                       -0.45   \n",
       "15                              -0.26                       -0.84   \n",
       "16                              -0.27                       -0.78   \n",
       "17                              -0.26                       -0.82   \n",
       "\n",
       "           Increase rate (P2/P1)  Change of median elevation (P3)  \n",
       "Region ID                                                          \n",
       "1                           3.42                              125  \n",
       "2                           2.73                               23  \n",
       "3                           2.99                              105  \n",
       "4                           5.01                               76  \n",
       "5                           3.02                              158  \n",
       "6                           3.88                              128  \n",
       "7                           5.71                               98  \n",
       "8                           4.52                              144  \n",
       "9                           4.19                              135  \n",
       "10                          2.78                               81  \n",
       "11                          3.43                              110  \n",
       "12                          2.22                              138  \n",
       "13                          1.58                               69  \n",
       "14                          2.14                               37  \n",
       "15                          3.51                              147  \n",
       "16                          2.96                              134  \n",
       "17                          3.30                              143  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfo = pd.read_csv('filtered_update/Area_volume_change_LIA_Alps.csv', encoding='ISO-8859-1', index_col=0, skiprows=[1])\n",
    "dfo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "670ff230-6cb1-4876-925e-97878c04085c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/MAAAH7CAYAAACAMM/nAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3hT9RfG35vdme5SShlllL1kI0MZIgqICqg/FWUJiLgH4F6IiIiiDAco4kARFEWmgCJLZQrILm3p3jP7/v64uTf3ZrRJV5L2fJ6Hh+TOb9Lk5r7fc857GJZlWRAEQRAEQRAEQRAE4TfIvD0AgiAIgiAIgiAIgiA8g8Q8QRAEQRAEQRAEQfgZJOYJgiAIgiAIgiAIws8gMU8QBEEQBEEQBEEQfgaJeYIgCIIgCIIgCILwM0jMEwRBEARBEARBEISfQWKeIAiCIAiCIAiCIPwMEvMEQRAEQRAEQRAE4WeQmCcIgiAIgiAIgiAIP4PEPEEQXuGHH35AUlKS8K9jx44YPHgw5s2bh6ysLGG75557DjfeeKNk3xtvvBHPPfecx+esqKjABx98gMOHD3u0399//43OnTvj2rVrHp/TW/Dvb1pamrDM2XuZlJSEV199tV7GlJWVhQ8++ABnz56t9WM7e73/+9//8MYbb3h0nIKCAixZsgSjR49Gt27d0LNnT0ycOBHr16+H0Wh0uk9paSlWr16NCRMmoFevXujUqRMGDBiAqVOnYsuWLTAYDA775Obm4t1338W4cePQs2dPdO7cGYMHD8acOXOwe/dumM1mYdvDhw8L35MffvjB6Rjuv/9+JCUlOfx9q2LOnDmVfgb4c3v6nfEWzj4Hrrjvvvtw33331cOobFT32lUbePLe2HP06FF88MEHKC4udljnjffRXUpLS/H2229jypQp6NevH5KSkvDBBx84bGc2m7FmzRpMnToVgwcPRrdu3XDzzTfjnXfecfqaAWDdunUYNWoUOnfujBtvvBHLly93eo3Iy8vDc889h759+6Jbt26YNGkSDh486Nb462pcO3bswBNPPIERI0aga9euuPHGG/Hkk08iOTnZ6TEPHDiASZMmoVu3bujbty+ee+455OXlufUaCIKoWxTeHgBBEI2bhQsXIjExETqdDn///TdWrVqFI0eOYMuWLQgMDMTs2bNx//3318q5KioqsHz5csyZMwd9+/Z1ax+WZfHmm29i4sSJiI+Pr5VxeIvafC+rQ3Z2NpYvX474+Hh06NChzs/36KOPYsqUKbj77ruRmJhY5faXLl3C1KlTUV5ejgcffBA9evSAXq/Hnj178MYbb2Dbtm1YvXo1AgIChH2Sk5Mxbdo05OXlYdKkSZg5cya0Wi2ys7Oxf/9+zJ8/H5cuXcJjjz0m7HP8+HHMmjULLMvi7rvvRvfu3REYGIj09HTs2bMHjzzyCF555RVMmDBBMr6goCB8//33uP322yXLU1NTceTIEQQHB3v0/uTl5WHv3r0AgC1btuDZZ5+FWq326Bi+xtChQ/Htt98iJibG20NxyvLlyz3+O/kCx44dw/LlyzF+/HiEhoZK1r300kteGlXVFBYWYsOGDWjfvj2GDx+O7777zul2Op0OH3zwAW699VZMmDAB4eHhOHPmDFasWIE9e/Zg48aN0Gg0wvYrVqzAsmXLMGPGDAwcOBCnTp3Ce++9h6ysLLz22mvCdgaDAQ888ACKi4uxYMECREZGYv369Zg2bRrWrFmDPn36VDr+uhrXxx9/jKioKMycORMJCQnIyMjAqlWrMH78eGzYsAFt27YVtj1y5AimT5+OIUOG4KOPPkJeXh7eeecdPPDAA9i4cSNUKpXHfxeCIGoPEvMEQXiVtm3bokuXLgCAfv36wWw246OPPsKuXbswduxYNG/e3Kvj+/3333H69Gm88847Xh1HbVDb76VOp4NarQbDMLV63NqiT58+aNWqFdasWSO5kXWG2WzG3LlzUVpaiu+++w6tWrUS1g0ZMgR9+vTB448/joULFwpRbJPJhIcffhhFRUX4/vvv0bp1a8kxR48ejYcffliSiVBcXIyHH34YgYGB+Prrrx1E57hx4/Dff/+hsLDQYYyjR4/Gd999h+TkZLRs2VJYvnHjRsTGxqJdu3a4dOmSu28PNm/eDKPRiKFDh2Lv3r3YsWMHxowZ4/b+vkhERAQiIiK8PQyXdOzY0dtDqHXatGnj7SG4JD4+Hn/99RcYhkF+fr5LMa/RaLB7926Eh4cLy/r27Yu4uDg8+uij2L59O8aNGweAy95ZsWIFJk6ciCeeeELY1mQy4b333sPkyZOF9+S7777D+fPn8c0336BHjx7CtuPGjcPixYtdjqeux7Vy5UpERkZKztWvXz8MGzYMa9eulWQ0vf3222jZsiXef/99KBScbGjWrBnuvvtufP/997jnnnsqfQ0EQdQtlGZPEIRP0b17dwBAeno6AOep4c5IT0/HU089hf79+6Nz5864+eab8dlnn8FisQAA0tLS0L9/fwBcdIxPW64q5fXrr79Gly5dHCK7rtI17dNo+dTWQ4cO4aWXXkLfvn3Rt29fzJkzR1JOwLNlyxZMmjQJPXr0QI8ePTBu3DjJDd+ff/6JWbNmYfDgwejSpQtGjBiBF198Efn5+VW+R5W9l9988w1uuukmdO7cGaNHj8Yvv/wiWc+/jv3792PevHno168funXrBoPBgKtXr2LevHkYOXIkunXrhkGDBmHmzJk4d+6csP/hw4dx5513AgDmzZsnvP/i9/DUqVOYOXMm+vTpgy5duuC2227D1q1bHcZ6/Phx3HXXXejSpQuuv/56LFmyBCaTyenrGjt2LH7++WeUlpZW+t7s3LkTFy9exIwZMyRCnmf06NG4/vrrsXHjRuTk5Ej2mTlzpoOQ54mPj8fw4cOF5xs2bEBubi6efvppl9Hj9u3bo1+/fg7LBwwYgLi4OGzcuFFYZrFYsHnzZtx2222QyTz7Sd+4cSOioqLw1ltvQaPRSI5bGc899xx69OiBCxcuYPLkyejevTv69euHV199FRUVFZJtf/31V0yYMAHXXXcdunXrhmHDhmHevHlVnuOOO+7AjBkzJMvGjBmDpKQknDx5Uli2Y8cOJCUlCZ81Z6nkLMvi448/xg033IAuXbpg/Pjx2Ldvn9PzlpaWYtGiRbjxxhvRuXNnDBo0CG+88QbKy8urHPOZM2fw0EMPCdeg66+/HjNmzEBmZqawjf31gS9j2LJlCxYvXozrr78ePXr0wMyZM5Gbm4vS0lK88MILwnVj3rx5KCsrE/ZPS0tzWX7h6holxp3ryQcffIC3334bADBs2DDhu8uXXjhLsy8sLMTLL7+MQYMGoXPnzhg2bBiWLl3qUHLCl3hs3rwZN998M7p164axY8diz549ku3y8/PxwgsvYMiQIejcuTP69euHu+66CwcOHKj09TEM49Zko1wulwhmnq5duwKA5G/4xx9/QK/XO2TI3H777WBZFrt27RKW7dq1C61atRKEPAAoFAqMHTsWJ0+edPobUB/jshfyABAbG4vY2FjJMbOysnDq1CmMGzdOEPIA0LNnT7Rs2VJyTIIgvANF5gmC8CmuXr0KAB5F1/Lz83HXXXfBaDTi0UcfRXx8PPbu3YtFixYhJSUFL7/8MmJiYvDJJ59g2rRpuPPOO4UU5srOYzAYcPDgQdx77701e1EAnn/+eQwdOhRLlixBRkYGFi9ejKeffhpffPGFsM2yZcvw0UcfYeTIkXjwwQcREhKCCxcuCBMbAJCSkoIePXpgwoQJCAkJwbVr17BmzRrcc8892LJlC5RKpcdj++2333D48GHMnTsXAQEB+Oqrr/DEE09ALpdj1KhRkm3nz5+PoUOH4u2330ZFRQUUCgWys7MRFhaGJ598EhERESgqKsKmTZswceJEbNq0CYmJiejUqRMWLlyIefPmYdasWRg6dCgAoEmTJgCAQ4cOYdq0aejWrRtefvllhISEYOvWrXj88ceh0+mEG9SLFy/igQceQHx8vCBCv/rqK/z8889OX1vfvn3xzjvv4MiRI5VOCvGiYNiwYS63GTZsGPbv348jR47glltuEfbxpE79wIEDkMvlGDJkiNv78MhkMowfPx7ff/89HnvsMcjlcuzfvx+ZmZm44447PPIHOHr0qFBWEB4ejpEjR2LLli1ITU1FQkJClfsbjUbMmDEDkyZNwowZM3Ds2DGsWLEC6enpWLlyJQAuNfvxxx/H6NGjMWfOHKjVaqSnp+PQoUNVHn/AgAH48ssvYTQaoVQqkZubi/Pnz0Oj0eDAgQOCmDlw4ACioqKQlJTk8ljLly/H8uXLceedd+Kmm25CZmYmXnjhBVgsFsnETUVFBe69915kZmZi5syZSEpKwoULF/D+++/j/PnzWLt2rUthyJdmNGvWDC+++CKioqKQk5ODw4cPS8S3K5YuXYq+ffti4cKFuHbtGhYtWoQnnngCCoUCSUlJePfdd3HmzBksXboUQUFBeP7556s8pju4cz2ZMGECioqKsG7dOixfvhzR0dEAXEfk9Xo97r//fqSmpuKRRx5BUlIS/v77b6xevRpnz57F6tWrJdvv3bsXp06dwty5cxEYGIhPPvkEc+bMwbZt24TP4tNPP40zZ87g8ccfR8uWLVFcXIwzZ844zWCpTfjPqvi1XrhwAQDQrl07ybYxMTEIDw8X1vPbXnfddQ7H5T+vFy5cQGxsbL2PyxmpqalIT0+XTD6eP39eMl7713D06FGPx04QRO1CYp4gCK9isVhgMpmg1+vx119/YcWKFQgKCvJIIK1ZswZZWVn47rvvhJv8QYMGwWw245tvvsHkyZPRqlUrdOrUCQAnIPkMgMr477//oNPphP1qwqBBgyQ34EVFRVi8eDFycnIQHR2N1NRUrFq1CmPGjJGk9A8cOFBynLvvvlt4zLIsevTogT59+uCGG27A77//XqkYdUVBQQG+//57REVFAeDSym+99Va8++67DmK+f//+DmZpvXv3Ru/evYXnZrNZOMa3336LefPmITg4WKjDbN68ucP7/8orr6Bt27b4/PPPhQjQoEGDUFBQgHfffVeIPH/44YdgWRaff/65MN6hQ4fi1ltvdfraOnToAIZhcPTo0Uo/U/yESWVCtlmzZpJtMzIyAMDBS4FlWYmBHcMwkMvlwj4RERGSunuA+x7wWSQAJ9ydRdpvv/12rFixAn/88QeGDh2KjRs3onfv3h6XUHz//fcAuAg4ANx555346aef8MMPP+DRRx+tcn+j0YgHH3xQ8GAYOHAgFAoFli5din/++QfXXXcdjh07BpZl8corryAkJETyGqpiwIABWL16NU6cOIFevXrhwIEDCAoKwrhx43DgwAHMnDkTAHDw4EGnWQw8xcXF+PjjjzFixAjJZEebNm1w9913S8T8unXrcO7cOWzYsEEo/enfvz9iY2Mxd+5c/P777y4nYS5fvozCwkK88cYbEjE0evToKl8rwAmwhQsXSo73+eef47777sOzzz4LgHuPjx8/ji1bttSamHfnetKkSRPExcUB4L5P/PfAFZs2bcK5c+fw3nvv4eabbxbGHhgYiHfeeQd//vmn5Lqm1+uxZs0awUugU6dOGDRoEH799VchO+Po0aOYMGECJk6cKOwnfp/rgqysLCxZsgSdO3fGDTfcICwvLCyESqVCYGCgwz5arVYywVBYWAitVut0O369N8Zlj8lkwvz58xEYGIgHHnhAckzxeMWEhYXV+WQKQRBVQ2n2BEF4lYkTJ6JTp07o2bMnHnroIURFRQnmPO5y6NAhtGnTRhDyPHx6oTuRQGdkZ2cD8CxLwBXOXOQBmzA8cOAAzGYz/ve//1V6nLy8PLz44osYMmQIOnbsiE6dOgk3dJ7US4vp37+/5P2Wy+UYPXo0rl69Kkm5BICRI0c67G8ymbBy5UqMHj0anTt3RseOHdG5c2ckJye7NaarV6/i8uXLQr22yWQS/g0ePBg5OTm4cuUKAC4t2dV4naFUKhEaGlplOqs7sCwLAFWm7X7++efo1KmT8I+vaa2MhQsXSvaZNWuW0+0SEhLQp08fbNy4EQUFBdi9e7cgyN2lrKwMv/76K3r06CGUB/Tp0wfNmzfHpk2bJJMKlWFfX89PqPDp17wgfuyxx7B161anfwOz2Sz5e/Pn7tmzJ9RqtZD9cODAAfTp0weDBg3CsWPHUFFRgYyMDCQnJ2PAgAEux3js2DHo9XqHsfbs2dNhEmbPnj1o27YtOnToIBnT9ddfD4ZhcOTIEZfnadGiBbRaLd555x18/fXXuHjxosttnSEWZQCEvwufwSJeXlhY6Fa03x3q4npy6NAhBAYGOkwE8pM49k7uffv2lZgCRkVFITIyUtI9pGvXrti0aRM++ugjHD9+3GVnidqisLAQ06dPB8uyeO+99xwm1jzxCalsW34dP6nN/xNPBtbVuHhYlsWCBQvwzz//YNGiRcLEjTvH9VW/FIJoTFBkniAIr7Jo0SK0bt0aCoUCkZGR1XKhLiwsdOo0zx+rutEDnU4HALXi8B0WFiZ5zjsA8+fga1T5tHNnWCwWTJkyBdnZ2Zg9ezbatWuHgIAAsCyLiRMnQq/XV2tsziZO+GWFhYWSMfEptmLeeustrF+/HtOnT0fv3r2h1WrBMAyef/55t8aUm5sLgPssLFq0yOk2BQUFwngqG68zVCpVleNo2rQpAC7V1FX9Oy8u+Jtdfp9r165JIrxjxowRUmtfeuklSZ1w06ZNcfDgQVRUVEii81OmTMHYsWMBwKWQ57nzzjsxf/58rF27FhqNxkE0VcXWrVtRXl6Om2++WdLe6uabb8aqVavw559/YtCgQZUeQ6FQONTy8p8N/vvWu3dvfPjhh1i3bh2effZZGAwGtG3bFjNnzhSE/4gRIySibc6cOXjkkUegVqvRs2dPHDhwAHPnzsXBgwcxbdo09OnTBxaLBX///bcwOVCZmOfH4s5nJi8vD1evXnWZicN/Bp0REhKCdevWYeXKlVi6dCmKiooQHR2NiRMnYtasWVWWv9hHPvntXS3X6/UICgqq9JhVUVfXE/47ai/0IiMjoVAoHK7H9tdGwPE7u3TpUqxYsQLff/89li1bhsDAQIwYMQJPP/2002tSTSgqKsKUKVOQlZWFzz//3CFbJywsDHq93uE7zO/buXNnybbOfn+KiooA2P6+8+fPx6ZNm4T1ffr0wbp16+psXDy8kP/pp5/w1ltvOWQ78H8bZ6/BVdYBQRD1C4l5giC8SuvWrYUIXnUJCwsTTMnE8JF1ZwZC7sDvx994iVGpVE77h1d2w18ZfPQ/MzPTaWQE4OoX//vvP7z11lsYP368sJz3GaguvJh2tsz+RttZJOann37CbbfdJjgo8xQUFDi0sXIG/z4/9NBDGDFihNNteLEcFhZW6XidUVxc7FQwiBkwYAC+/fZb7N6926WY3717NxQKhdBOit/nt99+w9SpU4XtIiMjBYOpoKAgyedkwIAB2L9/P/bt2ycR4XFxccLfvapWTyNHjsSrr74q9LYXt6ZyB97o7s0338Sbb77psP7777+vUsybTCYUFBRIvlv8d1D8Xg8fPhzDhw+HwWDA8ePHsWrVKjz55JOIj49Hjx49sGLFCsn7I57M69+/P95//32cPHkSmZmZGDBgAIKDg9GlSxccOHAA2dnZaNmypcvvi3gsrj4z4knA8PBwqNVqp+8Jv74ykpKSsHTpUrAsi3PnzuGHH37Ahx9+CI1G42DmV1vwE4321yJ3rkN1dT0JCwvDiRMnwLKs5HqRl5cHk8lUretxREQEFixYgAULFiA9PR2//fYblixZgry8PHz66ac1Gq+YoqIiPPjgg0hLS8PatWvRvn17h234mvTz58+jW7duwvKcnBwUFBRI2rq1a9dOqDsXwy/jt50zZ44kK8t+oqa2xwXYhPwPP/yAN954w2kGEX/Mc+fOOZSYnD9/3qE+nyCI+ofS7AmC8Hv69++Pixcv4vTp05LlmzdvBsMwQk95+2h4VfCiLiUlxWFdfHy8xK0d4NJH3XG9dsbAgQMhl8vx9ddfu9yGvzG2F3vffPNNtc7Jc/DgQYnYMZvN2Lp1K5o3b15ppoB4XPaRx7179zqkVbt6/xMTE9GyZUv8999/6NKli9N/fBpu3759XY7XGVlZWdDr9VW2zxoxYgTatGmD1atXCyn9YrZu3Yr9+/fjzjvvFCKB/D6rVq1yOyV5woQJiIqKwuLFi4XJJk/RaDR4+OGHccMNN3jcFurSpUs4duwYbrrpJnzxxRcO//r374/du3e7JQa3bNkiec6bEDrrna1SqdCnTx88/fTTADjnd4ATwOK/s9gMrH///jCZTFi2bBmaNGkifB/79++PAwcO4NChQ5VG5QGuO4ZarXYY69GjRyUZAQCX0p6amoqwsDCnn8GqasV5GIZB+/btMX/+fISGhjpcl2qTqKgoqNVqh2vR7t27q9zXk+sJv4070fr+/fujvLzcwel88+bNwvqa0LRpU9x7770YMGCA8DmqDXjBnJqaik8//dRlG8FBgwZBrVY7dBDYtGkTGIaRRLeHDx+Oy5cv48SJE8Iyk8mEn376Cd26dRM+782aNZN81sTdU+piXCzL4vnnn8cPP/yAV1991WWpTmxsLLp27YotW7ZIUv+PHz+OK1euuJx8JQii/qDIPEEQfs8DDzyAzZs346GHHsLcuXPRtGlT7N27F1999ZXE5Co4OBjx8fHYvXs3+vfvD61Wi/DwcJc36U2aNEFCQoLkRoxn3LhxWLZsGZYtW4Y+ffrg4sWL+PLLLyVGX57QrFkzPPTQQ/joo4+g0+lw6623IiQkBBcvXkRBQQHmzp2LxMRENG/eHEuWLAHLstBqtdizZw/+/PPPap2TJzw8HJMnT8bs2bMFN/vLly9j6dKlbu0/dOhQwbU+KSkJp0+fxqeffuowEdC8eXNoNBps2bIFrVu3RmBgIGJiYhAbG4tXXnkF06dPx9SpUzF+/HjExsaiqKgIly5dwunTp/H+++8D4FLQf/vtN0yePBkPP/wwNBoN1q9f79ASjYf/2/ETOq6Qy+V4//33MWXKFNx111148MEH0b17dxgMBuzZswcbNmxAnz59JG3F5HI5PvzwQ0ydOlUw5+rTpw9CQ0NRUlKCEydO4L///pNE+kNDQ/Hhhx9i5syZGDduHO6++25069YNQUFBKCwsxF9//YWcnBxJKytnPPjgg3jwwQcr3cYZvPHdtGnTHDwmAK6e/uDBg/jpp58wefJkl8dRKpVYs2YNysvL0aVLF8HNfvDgwejVqxcArjtDZmYm+vfvjyZNmqC4uBhffPEFlEqlU8FvT+fOnaHVarF//36Jad6AAQPw0UcfCY8rQ6vVYsqUKVixYgUWLFiAUaNGITMzEx988IFDevbkyZOxY8cO3HvvvXjggQeQlJQEi8WCjIwM7N+/H1OmTJFEPMXs2bMHX331FYYPH46EhASwLIsdO3aguLjYwcSyNmEYBmPHjsXGjRvRvHlztG/fHidPnnTZ3UGMJ9cTPgL7+eefY/z48VAoFGjVqpWk1p3ntttuw/r16/Hss8/i2rVraNeuHf755x+sWrUKQ4YMqfJvZk9JSQnuv/9+3HrrrUhMTERQUBBOnTqFP/74wy0xuW/fPlRUVAg+AxcvXsS2bdsAcGafAQEB0Ol0mDp1Ks6cOYP58+fDbDbj+PHjwjEiIiIEk8mwsDDMmjULy5YtQ1hYGAYOHIhTp07hgw8+wIQJEyQTh3feeSe++uorPProo3jyyScRGRmJr776CleuXMGaNWuqHHtdjev111/H999/jzvuuAPt2rWTHFOlUkkmDJ566ilMmTIFjz76KO655x7k5eVhyZIlaNeuncd+HQRB1D4k5gmC8HsiIiLwzTffYMmSJViyZAnKysrQrFkzPP300w6C54033sDbb7+NWbNmwWAwYPz48XjrrbdcHnvMmDFYv349DAaDJII1depUlJaWYtOmTfjss8/QtWtXLFu2DLNnz67263j00UfRokULfPnll3jqqacgl8vRsmVLoYezUqnEypUr8cYbb+DFF1+EQqFA//79sXbtWgejLE+48cYb0aZNG7z33nvIyMhAQkIC3nnnHbeduBcsWACFQoHVq1ejvLwcHTt2xAcffIBly5ZJtgsICMCbb76J5cuXY+rUqTAajUKNdL9+/fDdd99h5cqVePPNN4XU+NatWwuO2AAnKtasWYNFixbh2WefhVarxdixY3HTTTfhhRdecBjbrl270K5du0pbl/G0bt0amzdvxmeffYYff/wRH330EeRyOdq0aYP58+dj4sSJDhkILVu2xI8//oj169dj586d+O6776DT6aDVatG+fXs89thjDu7t3bt3x88//4wvvvgCu3btwpo1a2A0GhEeHo5OnTrhtddec+nOXxOMRiN+/PFHdOjQwamQBzhx06RJE3z//fdVivmVK1fi9ddfx4oVK6DRaDBhwgQ888wzwjbdunXDv//+i3feeQf5+fkIDQ1F586dsXbtWoeUX2fIZDL06dMHO3fulAjA7t27IzAwEDqdrspJGoD7XgUGBuKrr77Cjz/+iMTERLzyyiv47LPPJNsFBgZi/fr1WL16Nb799lukpaVBo9EgLi4OAwYMcOrLwdOiRQuEhobik08+QXZ2NpRKJVq1auWQwl4X8BNMn3zyCcrLy9G3b1+sXLmyyo4gnlxP+vbti4ceegibNm3Cd999B4vFgi+++MLp+69Wq/HFF19g6dKl+OSTT1BQUIDY2FhMmTIFc+bM8fj1qdVqdO3aFT/++COuXbsGk8mEuLg4TJ8+HdOmTaty/1deeUWShbFt2zZBzO/evRvNmjVDbm4uTp06BQBOWzza/07MmjULQUFBWL9+PT799FNER0djxowZQpcFHpVKhbVr12Lx4sV4/fXXUVFRgQ4dOuDjjz92a0Krrsa1Z88eAFzJDV92wxMfH4/ffvtNeN63b1+sXr0a77//PmbOnImAgAAMHToUzzzzTJUlQQRB1D0My9vzEgRBEA5kZWVh2LBhePvtt90Wt4RvUFpaikGDBmHevHmSllZEzXjuueewfft2HDt2zNtDIQiCIIhGDdXMEwRBVEJsbCwmT56MFStWuN2yi/AN1q5di7i4OLf6mhMEQRAEQfgblGZPEARRBbNmzUJAQACysrIqdc4mfIvg4GC89dZbUCjop44gCIIgiIYHpdkTBEEQBEEQBEEQhJ9BafYEQRAEQRAEQRAE4WeQmCcIgiAIgiAIgiAIP4PEPEEQBEEQBEEQBEH4GeQKVAkWiwUmkwkymQwMw3h7OARBEARBEARBEEQDh2VZWCwWKBQKyGSu4+8k5ivBZDLh1KlT3h4GQRAEQRAEQRAE0cjo0qULVCqVy/Uk5iuBnwXp0qUL5HK5l0fjGrPZjFOnTvn8OAnCV6DvDEF4Bn1nCMIz6DtDEJ5D3xsb/HtRWVQeIDFfKXxqvVwu94sPlL+MkyB8BfrOEIRn0HeGIDyDvjME4Tn0vbFRVak3GeARBEEQBEEQBEEQhJ9BYp4gCIIgCIIgCIIg/AwS8wRBEARBEARBEAThZ5CYJwiCIAiCIAiCIAg/g8Q8QRAEQRAEQRAEQfgZJOYJgiAIgiAIgiAIws8gMU8QBEEQBEEQBEEQfgaJeYIgCIIgCIIgCILwM0jMEwRBEARBEARBEISfQWKeIAiCIAiCIAiCIPwMEvMEQRAEQRAEQRAE4WcovD0AgiAIgiAIgiB8E4vFgpSUFJSUlCAkJATNmzeHTEbxQILwBUjMEwRBEARBEAThwNmzZ7Ft2zYUFxcLy0JDQzFq1Ch06NDBiyMjCAKgNHuCIAiCIAiCIOw4e/YsNmzYIBHyAFBcXIwNGzbg7NmzXhoZQRA8JOYJgiAIgiAIghCwWCzYtm1bpdts27YNFoulnkZEEIQzSMwTBEEQBEEQBCGQkpLiEJG3p7i4GCkpKfU0IoIgnEFiniAIgiAIgiAIgZKSklrdjiCIuoHEPEEQBEEQBEH4IaX79qHol19q/bghISG1uh1BEHUDudkTBEEQBEEQhJ/BmkxIe/QxsAYDggYMgCI8vNaO3bx5c4SGhlaaah8aGormzZvX2jkJgvAciswTBEEQBEEQhJ9hyskBq9MBFgvMBQW1emyZTIZRo0ZVus2oUaOo3zxBeBn6BhIEQRAEQRCEn2HMyBQeW+qgdr1Dhw6YOHEiQkNDJctDQ0MxceJE6jNPED4ApdkTBEEQBEEQhJ9hyrKJeXNx3RjRdejQAUlJSUhJSUFJSQlCQkLQvHlzisgThI9AYp4gCIIgCIIg/AxjZpbw2FJSeRu5miCTydCyZcs6Oz5BENWHptUIgiAIgqgzWIvF20MgiAaJKTNDeFxXkXmCIHwbEvMEQRAEQdQJZQcO4HzvPij68UdvD4UgGhySyHwpiXmCaIyQmCcIgiAIok4oO3QYlrIyFO/c6e2hEESDw5RZ9zXzBEH4NiTmCYIgCIKoE8zWOl7DlWTvDoRAyd69KPr5F28Pg6hFjGIxX42a+ZLf9uDSLbei4tSp2hwWQRD1CIl5giD8CnNpKfLXfQljdra3h0IQRBVYiqxiPiUFrNns5dE0XliTCWkzZyH9qaegO3fO28MhagHWZIIpJ0d4bqlGZD5t9mwYLl1CxvwFtTk0giDqERLzBEH4FVlvvYWsN95A2uyHvT0UgiCqwMz3vjYaYbx2zbuDacSY8vKEx2UHD3pxJLWLubTM20PwGqbcXEBkLlmdyDyPxaCvjSERBOEFSMwTBOFXFFvTRHX//uvlkRAEURXm4iLhsSE52XsDaeSYRJlMZQcOeHEktUfuihU436cPyg4dAsuy3h5OvSOulwcAS0mpR/uL3zNFZFStjIkgiPqHxDxBEP6FjC5bBOEviFN/DVeueHEkjRtTls31vPzIX7Do/T8Sm7PsfcBiQcoDD+J8v/4o3rbN20OqV4R6eetvoqeRebMoW0MeFlZbwyIIop6hu2KCIPwKhmGEx1SDSxC+jZBmD0BPkXmvYRSJeVangzEtzYujqX0sRUW49tjj0F+65O2h1Bu8mFclJADwvGbekJIiPGYNhtobGEEQ9QqJeYIg/ApWVCMoNv8hCKLuyV+7FlfuuBOmgoIqt2VZFpYiUZo9Odp7DVO29Fppys1zsaV/YC51nlKe++FH9TwS72Gy9phXt2sLQDpx5g6GqzYxb3HxfhIE4fuQmCcIwm8wl5SAragQnpOhFkHUL0XffAvd6dOo+OcfYZmrDBlWrwdrNArPqWbee4jT7AHAnJfrpZHUDobkq06XF+/Y0Sg6nZQfPYqSnTsBAOq27QAAbEWFpFVdVRhSbO+hpazxGgkShL9DYp4gCL/BmJEhfX7tWqM0Pqovyg4fgf7yZW8Pg/AVLBbhO2i2RtxzPvwQ53r1Rumffzpsbi6W1vCaMjNRfvQYLKIJOaJ+MGVLxby/R+YNV5OlC2QyBPToAZhMKN7ys1fGVF8YMzNx9Z7/CZPZ6jathXUXh96A1IfncE73VR1HNBluLqPIPEH4KyTmCYLwG0x2Yr5k125c6Ncf+V+s89KIGi66s2eRMnkyLo++xdtDIXwEJi8fMJkAAObCQrAGA3I/WA62ogKpU6c5pD5brGJertUKBltX77mHMy4j6hU+Wq1q1QqAtFWdP2K4Ko3MMyoVgvr3AwAYr1XuB2DMyPBrA8DiX6VGf8r4eG4iw0rp7t1InjipyrZ95nxbqYylEbf4Iwh/h8Q8QRB+gzFDmkJYsmMHzEVFyHrzTS+NqOFS/tdfwmNjVsNPWyWqhhGlL5sLixyi8SV2buJmqyGXTKsVRCTA1d0T9YvJ+h3WdOzIPffzNHujnZhXREdDrtUC4D6brig7dAgXh49AxvwFdTq+uqR461bJc0WTOLRY/yXa/f03Erf8BHl0FIzp6Sj/60ilxzHn5wuPLaWllOVGEH4KiXmCIPwGQypn2OOsjQ7diNQu+os2V2jd6dMo3r4DZQcPenFEhLdhckRivqgIRT/8IFlvb0hpsbbKkoeEQBagEZYrYmLqcJQEj7mkBJbychiuXoWlpASQy6Hp3Jlb5+dp9vwEY2DfvpCFhqLpWwuF3wVzYaHTfcylpUh/5lnAbEbxL7+43M6XMWZlQ3fqFABuAkPTtSsU0VFgZDLIg4OgbtsWwQMGAAB0Z85UeiyJiaXFAlanq7NxEwRRd5CYJwjCb9Cd5m5OQm+91WGdOMpA1JyKf08Jjwu/+w7XHn0UKQ9OoUmTRoxMFJkv2bULJTt3ATIZgoYMBuAooviaeVloCNRJ7W3HCQ6u+8E2csylpbg4fASu3DlBiOQG9esHVXOujZm/p9nzPdIjZ0xHu8OHEHjddZDxkfkix8h8xalTON+rN0x2n2GLXo/UOXNwrldvpD//fP0MvgZUnDgOAFC3b482+/ai1YZvwcikt/J89oXuzNlKj2W260hR/vc/YE0m6M6do7avBOFHkJgnCMIvYFlWiDRob70FsLuBMZBRW61h0euhP39BeF66Z49tXVm5N4ZE+ACMqL0ZP3kWNmECgnr35pa5EPPyUC2iZs9CYN++AMBFiYkqKTtwAMl33Y2yAwfc3oc1m5H+7HNIvuNOWIqKYLh8GYUbuQyK0NGjoYiMBOD/afZ8VFkREQGGYQBAlGZf6LB92Z+O72Hx9h0o//tvlO7aDUtpKYp+/EnSfcEX0Z08CQAI6NrVQcTz2MS868i8pbzcFom3Hid1+nScHzAQV8bdhux3363FURMEUZeQmCcIolYxJCd71B7HXYypqbAUF4NRqaDp2BHy0FDJev3lK7V+zsaK4dIlwejMHn9MTSVqB8ZJyy/t2DFCerPJ7rMhGOCFhkAeEoK4N14H4Hk/7MZCxb+nkTr7YRiSk1Fx6l+kTJmKiuPHkbdmrct9WIsFpX/8IXQZ0P37L4p+/FFiEGdM4wzhQoYPgzwqCgBgzsv32ywb1mIRosryiEhhuZBm7yQyb7jC/T5EzpqJVps3AQAqjh6F4ZJoEtho9Pn2iRXHTwAAArp1dbmNuoPVFyEjAyYXGWsmq/kdo1JJyl7472z+p5/VyngJgqh7FN4eAEEQDQdzcTEujboZAND+7BkhYlITTAUFKNm+XUixVyclgVGpAKX08mW4fMnZ7kQ1MOVxN4Dqtm3BaDRCjSZgFfPN4r00MsKbyOxq4gFA2SxBEFb2Ez18ZFAZz31e5Nb0elanA2s0glEq63C0/kf6M8/AcPkyKo4eRejYMcJyPuvIlJuL9GefQ/jddyFk+HCwZjOuPf4ESnbsgEyrRciI4TClZzg9tiw4GHKtlrt2AmD1eljKyoS/iT9hLioCrGngivAwYTkv5i2lpQ6fL16ka5Lac9e1wEBYyspQsnu35Ni6c+ehbtu2TsdfXViTCRWnTwPgIvOukAcHQdWqFQxXrqDi+HGE3Hij9DgGg2gyJAKy4KC6GzRBEHUOReYJgqg1+AgQUHsR3LxPPkHmy6+g8LvvAAABXTgDJ0VUtGQ7/RWKzNcW5mIusiUPD0fCRx9C06WLbR1F5hsllrJyMHZ94xm1GoroKJuIErmIsyYTyg4dBgAEWQ25xLXy9m3sCMCYng6A+44ZLl60Lc/IgEWnQ/Z776Hszz+RNucRAEDZ/v0o2bEDAGApKkLR9xtdpuTLIyMAALKAAOHvYPDxa2bRjz8i46WXwdplCfFCVBYaKkxOAJBka5mLi6E7cwaswQCWZaG3inlVq5Zg5HIEWK9p5YcPW3eWAwD058/X1cupMWV//gm2ogKy0FCoEhMr3TbQWvpSfuQvyfKc5R/iXK/eKNv/BwDuGi9TqetmwARB1Ask5gmCqDUsFRXCY1NWVq0cU9xbPviGGxAxZSoAIO7VVyAPD0fIqFEAAOO19Fo5H2FLU5VrtVBER6PVdxuEemcS840Tvne3WDwpoqM5F20nLuIVp07BUlICmVYLTadO3L4KBZjAQABUN+8MZZMmwuOyA6LOERYLkidOQsn2HcIiU0EBKv79FwAgCwmp8tiKyCjhcdDAgQCA4p9/qemQ65T0Z59D4bffouinLZLlvPmdIjxcspyRyyGzCvqcDz7AldvvQO7qj2EuKIClqAhgGKhatAAABHTvLtk39KaRAAD9uXN18VJqhfzPPwcAhN1+Oxjr5IMrAvv2AQCUHTksWZ67fDlYgwE5y94HwL2HzswQGY3GYRlBEL4JiXmCIGoNca2iMcN5uqfHx7RG+5ouegsJKz6CypriHdClC9oe+BMxjz/Gne/aNb+tAfU1+LpJmdYW6RLMpYoKvTEkwsvwWTeqtm2EZbyIFD4bxcWCCzYfIQ7q318iPPi0br4HPWHDvrUfACibNwfARYzFEyCF330v1E9Hz3kYLdZ/CXV7W8eA5mvXIuTmUcJzhTUyDwDaceMAAEU//wxTrm8a4Ymv5XpRlgJgq/eWR0bCHv6zWPjNtwA48aqzTnoo4+Igs4rUgB7dJfuFjLwJAKC74JuReUNKCjfBI5Mh/N57q9yej8zrz/7n1EOARx4e7nTinTpOEIT/QGKeIIhawyxKs62tyDwf7ePbDolhGAaKuDiAYcDqdA6tdojqwf8d5aL3vKoezkTDxpjKiXllswRhmdxOzINlYS4shO7cOUFoBvbqJTmOLJTbx1JKYl6MubQMlrIyyTJGpYKmQwen2+e8+y7K/uBSpdXtOyDwuusQMnKEsF7dOlESuRYbxQUPuh6KmBiY8/Jw+dYxMKSm1uZLqRYWg0GSTm8RlWGY7SLH5nzuuTxCGpkHbNcpMakzHgIAqFq1EpYFDxwIRm1LLw8a0B8AYErPELow+BKle/cB4ES6yg3PEmVMDPd6WRYVJ7jvosVJH3l5RITDMgBuu/qzJhPS5y9A/rov3dqeIIjah8Q8QRDVQn/hgnDTo794EaacHInQM2bUjqM9H1VQOLlJAwCZyI3XeO1arZyzsSO0FNOGCctsYt51lIdouPCReWWzZsIyPjLPqFSQBXEmWllvLsSVcbcJQtPedVsezO1DjvZSTNmOk59MQADC774bqMIoUNM+CQCEFoEAII+KgjzMJnbFkXlGqUTCx6uhbtsW5sJCZMybD9ZiqelLqDas2YzkSXfh0qibYTEYANhaHwKA4VqaZHveoV0R4Toy74zI6dOEx4xSiRZfroMsMBAhI0ZAHhrKTQyD+23zNUqt36fgwYPc3oefCOJ9AIxOzBHl4WGIff55h+WW0lJYyqtuQ1q6bx+KfvgBWW+84fNt/QiioUJiniAIj9GdO4/LY8Yi+a67UfrHH7h86xikTJ0mSecz1VJ7usoi8zzKpk0BkJivLYSa+VAnafYUmW+U8DXzymbNBJfw4KFDhPX8ZE/xL7Y6bEaphDopSXIcfgLAUkIGeGL4TCZV69bCMktREYL69UX748cQcN11wvJWP2yURJn572Zg795ouvhttFj/JRiGkUSp5XbCV5OUhGYffQgmMBDlf//tYJRWn1QcOwb92bMwpqXBmJICwNZRAwAMFy6CZVkYs7KQ/c47yP1gOQAXkXm7lqU8cQsXIqhfP8mygC5d0GbfXsS/txQAoGnXDgCg87G6eYtOh/IjRwAAQYPcF/P8d0/3H/d6eINFMaqEBIT/7x60/eN36QqzGed6Xoe8Tz+t9BxGUQaeL06CEERjgMQ8QRAeU7qPS/kzXL6M1FmzAXCz/+IevbXRa541GoXUU2fpkzx86ysS87WDhRfzYU7S7KlmvtFRum+fIPZUzROQuOUnxL3xBsLuuEPYxun3U6GATGSYBwDyEK4Wl9LspRgzOVGkjI0Ratr52mhGLkfTRYsQ2KsXmi3/AJqOHdH800+g6doVMc89KzmOdswYBFqFv1yUZq+IcoxiqxISEDJ8GACg7OBBh/X1Rcnu34THfEaXucAm5s1FRTDn5SHj+ReQ94lNXCqcpIiLU8nFZo2u+rLLQ0IETwe1Vcz7mqO9/tIlsHo95OHhHrXNUydZX885Xsw7/j4G33ADV64WHS0YI4rJXvxOpecwXLZ1RKg4edLtsREEUXuQmCcIwmMYhajHu6jOsezQIdviWhDzQqSfYVxGXACbmM9e/A701p7MRPVxGpm39nOmNPvGR8bLr4CtqIC5Y0cE9OoFVcuWCLvjdjAy2y0EXwsvJqhPH4dlMj7NngzwJPCReUVMLJq89iri31uKmCefENarmsWjxZfrEDJ8OAAuG6nVhm8R+cADLo8pl9TMO6+NDurPtQ0Ui3mLwVAvdfTlf/+NipMnUfKbrde7MYOLHts7rBuSkx0iv878BMJuHw9GpUKTl14UMrYAQNWyZZXj4SPZ+nPnwZrNSHtkLq4984zXjVXNBYUArN0jGMbt/TT867lyBRaDwSEyLw8LEwwpAc5kNmruIw7HYa2lD84wXL4kPK44ecrtsREEUXuQmCcIwmOcuS4DtoguwEXma3oTJKTYh4ZW2opHGW+7abv25FMAgJJdu6j3fDUxC272osg8pdk3SsyFhUJ7SP3jj0kn8kQom8QJj+PeWoiwiRPR5JWXHbaT8wZ4VDMvga+ZV8TGQqZSIXTUKMgCAmp0TH4CDgAUTpzfASCoP5d6rvv3X+F7n/70M7g0YiTK//67RuevDFNeHq7eex+SJ06C8WqKsJzvgmLOl5qZmrKzhQmPNvv2ovWunYJju5iQ4cORdPQfhN99tzDJC0Ay8eQKdTsu6q0/fx4Vx46hZOdOFP+0xevXPN7YVR7uWFZQGYomTbhWfSYTCtZ9CWMaF5lXNI2DPDwcCR9/LN0+KgrRs2cLHRR4dOddp8/rL4rE/PHjHo2PIIjagcQ8QRAeY+9UzzsBi2H1epiysmDMzq52mzqzk3RvZ4QMH25LkTx7FvlfrEPanEdw+ebR1TpvY0fcZ56HT6M2pqQg/8v13hgW4QX0l7ibdUVcHGDtEe+MqNmzEP3Yo2i9ayfCbrsNca++IumbziNE5u3S7C06Ha4++GCVNboNhcKNP+DKHXfCmJUNADDwBoOiaHJNEUddXUXmlU2aQJWYCFgsKN33O1iWRcn27QCAgq++rrWx2KM7fdrpcpPVpM2UL43M686cAVgWTEAAFDExUImMGO3hJ5ziXn0FQQMGoPkXn7s1JnViIhi1GpayMslr50Wwt+AnEzwV8wzDCB0OshcvRvHPPwMAYp96Cu0OHkBAl85O95PbtaW7evfd0J096ziukhKYsrOF54bLl6E751slCgTRGCAxTxCEx4h/wAG47HurO3sWFwcPwaXRt7jljGuPcBMjclV3hiIiAok//YjgoUMBAFlvvunxuQgOi14P1lp3Khbziqgo4XHWm286bXNENDz4yJvYmM0ZqoQERM2cWanIAgAZXzNvl2ZftHkzyg8eqrJGtyFgMRiQsWABdKdPo+AbTjTyrf9UzRMq29UjlE2bQtm0KVQtW1bq8h5y00gAnHmhUZReL3dSZ19b6M6ckTznJxtcReYr/uXEv6pZvNup5sr4eDT/7FOn5R7OYBQKqK2dAYq3bhWWOzOOq0+EyHwVk9rOiHvpJYcSA3HGgjPse8yzRiMyXn7ZYbuKE1yNvCImBiEjuEmDoh9+8HiMBEHUDBLzRKOHtViQ/c47KN6xw9tD8RuMVjEvj4xE7IIFCOzZExClwfO1h4UbNwIA2IoKj2+IWJaFIfkqdx43b2JCbx7l0TkIRwSfArlcclMn12rR7EPORRoWi6QPNNFw0V+8CABQt6lczLsLb1pmErUeA+qnVZ0326/xWCoqpJONZgtYs9nW+i+huYs9PYdRKpH461Yk/vRjpWnm2ltvBQCU7t+P0j17bEOrw/Ry+8h86C23ABCLeWsveWtGEL+9Mr7yyaKaounY0WGZ18V8NSPzAPcZCLJrZ1dV9oe4xRzfNUF34iQMdhkKRZs2AQBChg+D9o7buWW//OJ1jwGCaGyQmCcaPWV//IG8Tz7FtbmP1vm5WIsFhpQUv/6xY1lWiMy3/OZrRNx3L+RhYZL6xcDregIASnfZjI3ErYbcIf/TT5G9eDGAyp3sxagSEx2WWSox7yEcEZzsQ0IcImAhw4YJ/cRJzDcO9Be5etmqIvPuoojlUu8dDDIttmsiazbXyrnEFGzYgPN9+qL8r8pbsLEsC93Zs3WWeXLtiSdR+M23wnNTfh5M2dmcgFIooGwSW6vnk6nVEld3Z6hbt4a6fXvAZELOsvdtY8t27o1SG1TYi/nRNwPgvFay3lqEsgOcIR9/Tec9FpRVZH7UFN8U81xkXuHm76A94mwZRqWC3IV/Ao+400TrX7cisG9fAEDJtl9tYyoqQsnOnQAA7e13cG3/GAbm3FyY7cwLCYKoW0jME40es0iUVCcV3BMKN27EpZE3IX/N2jo9T11iKS4W0rAV0dHC8uDrbW1tArp3d9jPnJfr0XnyPv1MeMzInZtu2SNOBechoy33YS0W5K5cBQBQRDu+l4AtBdNsbRlINGz41lO1JeaVsTEAuOweSaSctT22VPHZsuh0sFRUeHTezBdfgqW0FBkvvVzpdiW7duHK+NuRMX++R8d3B2NWFkr37pUsM+XkwJDCpbYr45u6NBisa/jrt/g30L6cqrYwFxYKtfGRs2Yi5rlnEdClCyCTAUYj8teuFbbl26vxqBLqT8wL2QJeF/OFAKoXmQekafXKuLgqzQDNpdLvH5/xVvKbLWujdP9+sAYD1G3bQNOpI2QaDZQJXImI2BSPIIi6h8Q80egRRx9r2o6HZdlKbzIzX3gRAJD99ts1Oo834XvwyrRayDQaYXnYXXdB1bIlgocOddoL15TrmZjnbwwAQBHp3LzJHmcRB3NRsUfnbcyUHzmC4l9+ARQKRD3i2KIIgC0yT2K+wcOazULnCmVcXBVbu4ciOhpgGMBoFGqBAcBSbrtuVta2jmVZXP3fvbh006hqfQYra7MFALnvfwAAKN76a6XbeXxeiwV5q1YDLIuA665DwqqVALjotzGN+91RNau9enlPCezbz2GZWMzXZjaZ0ZqVIY+IQMyjjyLygQfAKBQOhokxTz+FIDvH+jqPzHfoAO2ddyBy2lSEjuHKD7wt5k3W1nTVFvOi96yqenkAkAVJjS6D+nMGtxWnTgkZK+WHj3DrBgwU7qHU1gk//WUS8wRRn5CYJxo95hJbZN6QklLJllWTvfgdnO/TF7pz55yuV8TE2M7rhy2+9Jcu4ep99wMAlLHSdFB5cDASf92KhJUroEpM5NqayeVgrA7Yplxb6l350aMo2LCh0htEi7VNkqpVK4Rbz1kVMpXKwejJUlK/Yp41GFDy22/1UgNc2+j++w8AEHLDDQgdOdLpNnxk3lJKYr6hY87PBywWgGFcuqF7CqNSCcZqRlGqvbnY1taysu+sMSUFutOnYcrORsWpf906p3iCVRagqWTLursuZ8xfgIKvvgIAaMeOFX4LTJmZKPppCwBAWYvmd57Cl0YBgMrqj2ApLYUpNxfpCxa4VaLgLvwEkTizC5BO4CqbNkXk1KkOJVaq5rXnKeAMRiZD09dfR8xTTwm15d4W8zYDvLBq7S+ukXfnGE0XvgVVq1Zotpyb2FI2b859Xo1GVBw/AYCb+AUgpOADgLo1VxJhoMg8QdQrJOaJRo+4PsyYYovM686dg/6yZ33K8z/7DKzRiOxFziPvFr1eeFx26JCHI/U+fB0jAETNedhhPT9DL1Or0WrjRrTevh1RM6YDAEzWNPvyv/7C1Xv+h8wXX4LeKh6dwd/ANHt/mZCa6w5yu/TwyqJ8dUHOhx8hbfbDyLBmYfgTBmsbMnXbNi634aM2FJlv+PDZNPLIyFpN/1bydfOiFpf85B1Q+XdW3MvakOre5Kvh6lXbefSuI/Msy0rEvH26cXWxGAwo3rYNABA6ejTCbh8viHlzQQHKDx8GAKhbOXp+1BeywEDBKC123jzIrJOwGS++hKKNP8BSUoKygwcrO4Tb8LX4DmK+mSgd3CpAJeKTYRx6oNclyqbceCxFRTZjUC9Q0zR7eUiI6FnVGRYBXTqj9a9bETJ8OADud533xCn/+28Ys7JhSE4GZDIE9rpO2E/Vmvvd4NtZEgRRP5CYJxo94giq7tx/YE0mmEtLcWXcbbg8ejRYk8njYzoTOubCQsFcDADKrDdw/gSfYh858yGXkVseVbN4qJrFC6nvptxcWCoqcO2JJ4VtjBmZTvdlTSaYrTf3nt7AKKKkN4j1HZnPW8XVnJdYb979CXfakFGafeNBiKA68aKoCQqryZskMi8qh7GUuhbz5ceOCY8zX3gR1554ssr6ecMV26SsKTPTZUaQKT1d4uRtTK+d/uK6U6fA6nSQR0ai6ZJ3wCiV3HVN1AEkePgwhFkdwb1F/Ntvo+XG7xE8cKAw2VD622/CevsOBNXFVWReJY7MW9PBxZlWyrg4yNTqWhmDO8iDg4RJBd1/zrPt6hpLRYWtVWg1I/Ni3Emzd0Zg714AgPJDh1Cynftt03TqBHloqLAN3/FCf/58nZhYEgThHBLzRKPHIkqzL/5pC1IenAKTtT0OUL06eku5o9CxT+HXe+nmoCbwYt5ZTbwrFJGcEDDn5iF/3ZfCjRwAmAuc3xyai4sB6w23pzcw9sLDVZSPSU+H4fJlj47dkGFZFnrr+6Fu4zoyLw+yptmXkZs9wLVxylq8uNZSkH0JV6KrpgiR+UxbZF4c+aw8Mn9C8rx461bkrVlT6fn0ou85azBw5QMO21zBxWHDJctcpVfrr1yRXMeqQkhJ7t1byF5iZDJAJHjilywRJsq8hTwsDAGdOgGQloTxmD3sSGKP7tx5GLOyXafZNxOLecfIvLMx1TXqjh0AALqzZ+r93ICo7EOprNHnI/699xA8fBgip0+v1v5B13NZG+VHjyJ39ccAAO342yTbqNu2hSw0FOaCglr3nCAIwjUk5olGj30UqPyvv2AStVZxV/CJZ6KdOX0brnJino8068+d84m+x+7CWizQX+DaVGnatatiaxu8K7opNxf5n3/OLbTe0LqK9PA32zKt1uP0Xlmw9IbH7CQyby4ogOaFF3F14iSPjfkqw5/b4Jlzc7nMEZkMqpYtXW5HkXkphZs3I//TzwQviYaEKYf7btS2mOcj86YsLjJvysuTfA9dZdOwRqMwoSgmf83aSj0qdGfPSp47ywgq3uYoPkwZGTDl5Um+14bUVFy5bTxSH5rp8nz2lFnNwgL79Ha5TX1GnN1B6cQ1viaR+ZK9e3Fl3DikPvSQ68i8kzR73nMFqJ3ItKdoOnBiXm/3Gaov+PdcHqZ1aBXqCaGjbkLC8uWSSLonqJrFQ52UBFgsMOfmggkIgHbMGMk2Mo0GkVOmAACyl75bYw8igiDcg8Q80egRG+DxiH+E9JfcE/NmUc2nxdkxrXWbwUOGgFEqYSkvh/Fa7aRx1gfG9HSubZFSWanYs0fBp9lnZcGclwdGo0H4//4HADDnFzjdh6+Xr05fXUYmlzy3OInyFf34IxidDmxFBS5cPwhpjzwCi8EA1mJxKKtgjUa3zewM4lpBudyvJmv4z7myWbNKhQWJeSni77ohOdl7A6kD6iwy34RzxjekXUPFqX9x8YYbJX3nzcUlMGZkONQpm7KzOUM+OywlJSj/5x+n5zIXFqJs3+8AIPRbN2VmOGzHm3ZFTJ2C8HvvBQCU7P4NF4fegPRnnxW2K9mxA6xe73ZdsOHqVaEmPnjgQMm6oAGcS3jUnDluHas+cZZ9Vd3+4RadDtcemQsA0P/3H4zWzDf7SLukg4n1MycWsPbmpvWBpgPXqk53xkti3vq94LNZvEnwjTcIjyMm329Xi29dft+9UDZtClN6BlKmTqN0e4KoB0jME40evg95/LtLwFhbrekvXhTWG9y8aRPXw1tKSnB53G2SmlDdf9zNgLpdO6isBmO6SgzgfA39eS4qr27VCoxS6fZ+9u3iAnp0l5g/OcPEu/dWx/BHIRXz9pF5lmVR9N33kmUlO3eh8JtvkPbwHFwYeoPEBCvjhRdxvv8ASaquKyR1lWazX3UsENpjtWxR6XZCn/lSSrMHIJn8Kf39dy+OpPapq5p5obb24kVkvvyyQ7u4sj/+wMWRN+Hq/ZMly/nrqTIhQZhQDOjJubDrXDjbF//6K1ijEer27RE8dCh3HCeTqLw4D+zVS4gKl+3fD9ZoRMmv21DwzTfQnTuHkl27AQCsXu+Wn0r+F+sAlkXQkMFQtZB+t5ouWoT4995D1MOzqzxOfSMR81VkUlVFxfETEi8C3alTABwnicQdE5QJjkZ3Ad27Vev8NUFjTbPXX77slQlM/rNa3Vr32iTs9tuhiIlB2F2TED13rtNtZEFBaPH114BCAWNqaq1mvhEE4RwS80SjhxclspAQIY2PTycHuPpIt45jJ9z0586h0CoaWZZFxQmu1jOgezdoktpz2/hQ3bwpPx95a9cKQtphfZbtRtoTZGq15MYwsHdvKCI4kW4qyIfu3Hnkr18vMaUy8311q9EOK9CuL7F9ZF5//gKMyclgGUYy0ZD93jKU7tkDc24uSnZzpk/moiIUbd4MmEyCG3VlVJyU1vPyacr+gCEtDUDVN422yHx5nY/JHxB/70t//8N7A6kD6ioyr0pMBGQyWIqKoDt92mF9xYkTgNEI/blzQl9rwJYer2zSBM0//xyJv25F6OjRAADdv45injWbkb/uSwCAdtw4QZgVb9/hsB1vkqdu00ZosSUm8+VXkDJtmsRN3x1xV7KHu5ZEWLORxCiioxE66qYapU/XFeJrtjopCQDXccB+4sUdjNfSnC5XxEg/VwzDoMWX6xD/3lKoE1sJy5uvXYPImQ8hbMIEj89dUxSxsVC2aA6YzSjZtQsA12+9+Nf6qQk3XuN8G8Tt5byFKiEBbX/fh7iXX+Y8H1ygjI2Bkm+9mOGYBUMQRO1CYp5o9PCReVlwsK2e3S4yX1k/dB6nrWtYLiXUlJ4Oc04uoFBA07GjEKEx+tAPXcaC55H91iKkP/W00/V8n3iFXaTdHWKesjnYB/bqJYh0c24erowbh6zXXkfpvn3CNkJf3fAwj88VMnw4mi5+G5HTp3HHskuRLztwAABg6dIFrXZsR7sjh6GIjgZbbhOnpmzOmIsX9QAEQ77KKLfWxgrHyXXfJMvb8DeNqqrEfHDtptmX7NmD8/0HoGTPnlo5Xn1jLioUHlccP+5XpRWVUX70KCqszvH2oqumyNRqhyi1K4zptmsknx6viGsCZWwM1K1aIaAzZ9hW8e+/Dtfp4q1bYbh8GTKtFmET7oT29tsBhQIVR49K6uiNaWlgDQYwGg2UTZsi6PrroWzmWDNuzsmVXAeq+g6wLMvtg8pNJX0R8QQOo1YBVu8SV5O9leGqnMzZJFFgr14IHTVKsiyoXz/EPPZYrbZHdBeGYaAdNw4A54/BsiySJ0zEtcefqJfMOt6E0RfEvCco4rhSGl+6xyGIhgqJeaLRw4t5eUgI5GFcTZ5ZFFG1lJUJ21SGs5Rqvt0SH5XXtG8PmUYj9PBldZW3VKpPSq1iquzPP52u59PlqpNyGzxkCCKnT0PomDEI7NlTmDQRR+XEN3y8y72iGmn2DMNAO2YMArpxKZni/tWA7fWZu3SGTKOBPDRUSNXl0Z0/j8IfNiFj/nxhmdh52xnG7GzOLJFhoLE6Qpv9KMXQ3XROITLvZpq9ubRUuOkt3LgRyff8T+JJkTZrNswFBch6/Y3qDNvriCfxLKWlDaJDAsuySHvYVsetqoPe3u52xDBeuwbD1aswpF0TRebjbMfp0AFQKGDOy3OIAhb/shUAEHH/fZAHB0MZE4OQYcMAcKU1PHyKvSqxFRi5HIxcjoRVK6Fq3VpIzXdGVaUmluJiIb3cvtzI1xFnCyiio4WJ1erUzfNZP2LkUVE+Z/rnCu1YTsyXHzosycww2r2uws2bkTJlaq2mlgtiPt6/xLyyCVfjL56MIwiibiAxTzRqWJaVpNm7Eo/u1D7zN/UhN92EyJkPccusUYwKaz1nQNeu3LkCAwAAlnLfEfNizMXFyF25EoY0m8A25fHO1tWrn4158knEL34bjELh9H22iCPjVmO8mrgXy6yuvYbUVBizs7lz6HQo//tvAIC5SxdhW1748+jP/ofsxYsly4xZjg7YYvjWZOoO7aGypun6U72gu2Je7qEBXvqTT+HKbeNx7ZlnkLHgeVQcPYqin3/mjiFKofaGU3VtYCmUZuTwE3c1hWVZlP7+O/I++QQWvb5WjukulrIy4drV4quvar1mHgDkWpurduz8eS63K923D5duGoXku+6yfUbjbGZg4ig/bzLKY7JOCvKO5ACgbsdNIoi/m/wEjLqVLb1e3bo1Wv/yMxJWrkCLL9ch/P77hHW8kV5V3wG+K4osJMRvhKuY+PeWQtO1K2KffhqKCKuRaTXa0xmtvyN8uj4ABPXpUzuDrAdUzeIR2KcPwLLIXvS2sJyfrAe4DLCM5+ah7MAB5K5eXWvn9qWaeU9QNrVG5jMr/90kCKLmkJgnGjVsRYXQ61ceHOxSULgl5q039fKIcKgTE63LuBtifgZfZV3OaKxiXiRmvI4ohTHjhReR894ypM19RFjGZyvURoTJWS28uIcxH41QiCJwnqLp2AmK6GiY8/OR/vQzAIDirb+C1emgiI8HK0qjtTdWMiQnC2ImftkyAEDZ738g+92lDsLKeO0ast5ahNLdnDFW4HW9hPRRf6mZtxgMnFM43IjMB/N95t0T83z5RPFPW4RlxlTu+yDuze5vN6s8fJo9n41RceJkrRw3+623kDrjIWS/s6TejfX4z4IsJASBPXvUyTmCrRFyZXw8wu+7D00Xv43Yec8J67XjxwMACr7kat7Nubmo4I3TmkidvYWOGXYGbfxEi7gdl21bUfvRFKv5o4vU/8BevRA+aRKgUEDdsQNUrbh67qp8I/gotqIa3h++QOioUWi14VuoWrSAItJaGpXvfmSeNZuRvWQJKo4eBQAE9rUJ+KCBA2p3sHWM9rbbAEASmTflZAuPCzdsEB6X7t3nVmleVVjKy4V7D79Ls+cj8xnpXh4JQTR8SMwTjRqhLZ1cDiYwEPIwacSYF2XuiXluG3lYmJBGbrIauRmtNdiKWM4URojMV/iGiRjLsoJjMQCUbN8OANCfOQuLXo/clSuFiKMiqub1szInLW341HoAMFrTsFXNPTPbEyMPDkKz5R8AsPWZLvjmGwDgjJREr1fTsaPTYwQPGyYxYspbvRq5yz+UbHNl0l3IX7sWxVs5QyRN+/bCe8SLIl/HlJ4OsCyYgIAqTQc9SbN3NVnFR1D5ll2ANDPDn+An8YKHDAYAVJysHTFfsnev6ByFtXJMd+E/t/atw2qT4CFDkPDxarT89huhNCbsrrsQNGAAoh6Z47TGnBfHSjsxL+eFpl3UmG8XKhOJeXm447aGVO56U5m5p7p1ayRu3oTmH3/sdntGPjIvr4PMhvpGzkfmc9z3ASk/fBh5H38iPA/s3l14HNS/f62NrT4IvWmkpOc9AJiybe9F0ZafhcfGlBQUbf4Rue9/AObKFeQsXix8FjyBn9SWhYQ4bQPnyyjjuMkHUwZF5gmirvE5Mb9q1Srccccd6NGjB/r374/Zs2fjsl0N4nPPPYekpCTJv4kTJ0q2MRgMeO2119C3b190794dM2fORCal+xB2WEpt5ncMw0gj8wwjRGBctVATw6fZy7VaYVKAvwnn6635m1CZtQUeW+EbkXlzYSEgah0kJnvR28h5b5nwvLpp9mKcuTfzqfWW8nLhhrGmtbp8NMNSWgpjRgZ0J08CcjlCbx8v2U6m0SB2wQKE33svoh97TFgefP1Ahyig2Kiv4tQph7p4dbu2wnldGT/5GgYhlbNplc7avJAxl5dXGX0S18ZLllvFvLiMwx/71rMsK3zvg6w9xPUXL8JSDcdvMRaDQcheAOr/OmET87VrfCeGYRgEDxokSeGXqdVo/tmniH744UprhJVx0owdIQVcFDVmWVYQ83JtmG1bq/AXb8u/11VNHqrbtIEiMtJ9MV8D01BfQ92uHQCgdL9zTxVn2JvCBg8ZAmV8PIKGDPa7SLMsKAjRDz8sWcb/TlnKy4UOOIH9+gEAMubNQ/6qVQh4/gUUrP0cOe+95/E5hRR7P3uvAFspjO70aefmwARB1Bo+J+aPHDmC//3vf9iwYQPWrFkDs9mMqVOnotwuajNo0CDs379f+LfarkbpjTfewM6dO7F06VJ89dVXKC8vx0MPPQSzNaWaIABb5IavAxb3NVd3aC/caHpSMy/XhtnMggoKwJpMthZPsbEAACaAj8z7Rs28Kcu1uVvBV19JntfWjWnITTeBCQhAzNNPAQDM1hRZg/XGWhYaWuM6aiEDwGKB7hzXBlAZH+/0NUTcdy+aPL8AkdOnIeSmm6CIiUHI8OFCWjmP/vx5FP38C1iLBUWbNjkcR926NZTNuJRxg5+Ief7zqXQjEiu8H0ZjlW2qDMnJkudK6+SMOS8P5tJSiWGZP0bm2YoK4T1QJ7XnPq8mE/TnL1S+YxUYU1IAkSt+fZfjCCUXdRiZrwqxYBdnCMgjIx2uC84i85ayMlsJlag+n48w89uyRqPguO1u202ho0MV2Sl8Sroiyv/FPN8CsPzwYRgr+b0QI+4kEtivH2RBQWizexcSVq6skzHWNREPTEbIzTanfVN2NlizmfNhMZuhiIlBzFNPOd1XV402tDbzO/8rQRJ/fy/dNMq3SgoJooHhc2L+008/xe233462bduiffv2WLhwIdLT03HarhetSqVCdHS08C9M9ONeUlKCjRs34rnnnsOAAQPQsWNHLF68GOfPn8cBa1sqggAA3ZkzAABVS65WUnyTGDx4sPDc5IaY528IFVGRQmSe1elgSE3lbszlckFEyvxIzNsjs0s1rC7x7yxG2717ENirFzcGa5q90ZryqvKwn70zGLUaUCoBAPr/eDFfeZSDkcsR/95StNm3F4roaKeR6vSnnkL+Z59Bf8nRuVwWGAiVtR7fnJvrM3/jyjDzhoMRVYsOWWCg8J5WlbFiSJYakmk6dhRSjg3JVyXmSP4m5lmWRcnOndwTpRKyoEChXEN3xrF3uiforT3Peeq7HMdYD2n2VaFu2xaK6GhoOneGduwY23In6fe2yLxIzFsnVxmVSsiEAmyReUtpKSx6PSeYzGYwGo3TVmnOECLz5e5F5t35Xvk6qmbxXNcPlkXB11+7tQ/fBSagWzc0e9+W3VVV9o+vwsjlaLZ0KVp8zU1wm3JykPboo0idwRnearp2QUDnTkJ0Xkx1ouv+2pYO4O6lIiZPBsAFQ/QXL3l5RATRcPE5MW9PifXHQKvVSpYfOXIE/fv3x0033YTnn38eeaJ6pH///RdGoxEDrWmPABAbG4u2bdvimLVvLkEAEJzNA3v3BgDIQ211acGDhwhivrLIPB95N1hvwNXt2kEWFAiGF5HWiLAiJgaMXA7AJuZZHxF6/M27u+2iagNGqeRKEvie81ZByZtRKWtQLy+cg2Egt0aS9eetYt6NGyOGYSQ3nME33AAAULe1CYm8NWuhP3/e6f5yrVbICvCHVHver0AeUXUrQEYmE0otqpoE4iPzyhbNoenSBbHPPmNzHr98SVJ/629p9mUHDiD9Wc6wTa7VgmEYaDpyrun8JKG7GNPTJcZahivJkvX1n2ZvzSRyU9zWBbLAQLTevQst1n8piUw6E/O2yLztPkBc9iQ5bmioYPZpzs8XMoFUCc3cFpnudnTg66QbQmQe4Fr8AUDe6o+R+/HHVWbm8JF5TefOEhNCf4fPWDGmp6N0125heUDnzgCA+HeXIN4urd6d9rb2GK/5r5gHgNh5z3FdAAAYLl308mgIouGiqHoT78GyLBYuXIjrrrsO7az1WgAwePBgjBo1Ck2bNkVaWhqWLVuGyZMn44cffoBKpUJubi6USqXDBEBUVBRyq9EqytdT8/nx+fo4fQ2WZVH+Fyfm1T17wmw2Qy66aVR17oTyU5yZlSm/wOX7m/Hscyj55RcAgCwsDExkJCwWC2RhYTDn5KDiDGe+poiNEY7B8q2NKipgMpm8HqngI6Sabt2gvWsSsl973eW2tf05Y6zfU1angz4zC/mffw6AS3mtjXPJQkJgLigQep0rmsR5/J2JfeN1RKSmQt2pE1i9HsljxnKmcVbCp01FwSefIvrZZ4VjKuPjof/vP+hSUqBo1crVoX0CI99CKyzMrfdEER0DU3oG9JmZUFlvYJ3B15FGPfIIQm6+GQDXnqrin3+Q/e5SaSp5eblfXcPKj9omhs25uTCbzVBaW2/pzpz16LVcvJFzdm/561aomjcX+p5DoQBMJpjLy+rkvSn48ksomjRByPDhkuV8GrUsKsrhu1KvfyN+8tNangQAyjatHcYg4zOo8vKEdUar+agsNNRhe3lEBMzZ2TDk5KDs6D8AAEUzD643AVx2kqmkFGazGXkrV4GRyxAxfbpkM779HRMe7lefbVcEDh+O4JtuQun27chZ8i4MV1MQ+8rLLrc3WVu3McHBDeL1C7gwCdX07Qez2QxGq0XQiOFgAgKECXvxZ9Nd+DIteZMmfvv+KRMTgSNHUHH+AoL99DUQ9QtpGhvuvgc+LeZfffVVnD9/Hl/Z1eyOttZuAUC7du3QuXNn3Hjjjdi7dy9Gjhzp8njVbRVyytoOx9fxl3H6CkxmJgJyc8EqFDhvsQDWyBizaBGgUePEqVOQFxVBDaAoLRXZosiZmECrkAcAY9OmOGF1fddoNJAByDlyBHIApSo1jvPHKC9HIABYLDjx999C2rK3UJ05CwWAHIsFpvbtgZUroP7oI8hPcp8p/ezZUG7cCNPNo2yvobZgWQQolWCMRly8/37IrEIiQ6VGWi2cSy2XQw7AcJnLnEg3m5Bq/a54/J3hHf3794dq40Zu+EFBuDZkCJjWbXC1WTyuWsesCg6GAkDKt9/CEBAAWCdwfBH1lWTIAaSXlSHVjfdcpVJBAeDq0WMwuXLq1usRcOYMGACX5XKw/PerX19ofvgBJusEEqvRgNHpwOp0OP7PP4KA83UUGRng/6JsmBbHjx8Hw7IIAFBx7hyOHzsGxc6dYKOiYO7ZE4qffwbUaphGjABMJq6eW60Gk5eHAOtxzu3aBXPPntCcOAEZAHPz5pBfvoy89Axk1PL3jklORsDCtwAAl99eBCiVYK0RR821a5ABuFJYBIvdeb3xO8MUFQnvUQrLItluTEx2NgIAGHJyhOuT/MQJqAFUKOQO1yxNQABkAC59tgaK7dvBAChISECOm++xoqgQKgB5aWnI3LEDAR9wXTNSExLAigwzNenp3PuYn+/wPvotd02CUqOB8scfUbhxIzKv6wnWhVGpKuUqFAAyS0pq5VruSwQEB4OxeiboH3sUbEQEzlnMwn0EADAvPA/VJ59CfvkyKrKyPP7t1Fy9yn1+Skv89vOjUKuhApBz7Ciuefk1MMlXgQANWNHkIOG7kKZxH58V86+99hp+++03fPnll2hi5yZtT0xMDJo2bYpka0pnVFQUjEYjioqKJNH5vLw89Ojhec/cLl26QO7DN5hmsxmnTp3y+XH6GqW//YZ0AJqkJCT1sfW/hah9TllpGa4BCDSZ0UG0nMdiMECcPBbZsydirNulxsWhIjUVcusPWFRSkrCONRrBW2R1adsO8jBpFkl9c81sQhmAhG5doeXH/+ln4IsAOk+fDubh2XV2/suRkTBlZkJmdT+PWbAA2rsmgZHVvBIoNSYGFaIa5Nb9+kHdpUuNvjMVAFKtYl7TsiWSevYEevaUbJPTqRMK/v4bin2/IzImFrEvv1Sj11GXpJjN0AFo2bUrQpx8zu3JbtcWhX/9hSZqFaJcbF/+119IM5shj4lB1xEjJNknedOnI88qgDRt2kD/778AgC7t2vlNC6bsX39FofVxwtKlCOzeHWynTrgwfwEYvR6JaWnI/PwLAECr7dtw5WuuLWLHuXORMukumIuK0OLbb1CRkQHeBjDy39Ngjx5DWXIywDCIHjkS+StXIiwgAE3d+Lt4Qml+PvjckoBnngUAtD1xHKbsbFyx1p53GDgASt7/wYu/M+bERPAVt51uGuVwvTSXlOASAEanQ9Ty5YhbuhQlFy4iG0BoXFPE2713afHxKL96Fcrt2wGWRcgtt6DJM0+7nSFVeO4csgFo1SqE6PXgnR8SMjIQMYozSDMXFOCStYyk47BhDcLRXqBPH6TrdCjdvh1Njp9A7NixwiqWZVG+/0+oO3ZAlkLJ/a4ktRN+VxoKuffdi/IDBxF+371C1pE95i5d8G9wMALmPgpZaSm6devm9mfMYjDgorW8r+MNN0BRRctQX6Vcb0Da558jICcXHb34GTBlZ+Py/+4FALQ7/a/XxkFUDWkaG/x7URU+J+ZZlsVrr72GnTt3Yt26dUhwwwSroKAAGRkZiLFGFTp37gylUok///xTiOJnZ2fjwoULePrppz0ek1wu94sPlL+M01ewWFMglXFNXL5vSr6eu6jI6Tb2bclUomOp4ppAXBEf0D7Jdgy5nIvGG41gjAav/934GllVE9v4GVEmiyJA43S/2kIRESFEaoMGDkTkfffW3rFDpeJQk5AAmfU1Vvc7E9Stm/CYLS93egx1YqLwWH/2rNf/xpXBG9mpoqPdGqcylptgNWfnuNxeb53ECryuJxQK6U9N+G3jBDEv06iFdHJGr69xB4P6wmLthBHz9NMI4Xtmy+VQt2oJ/YWLKP5+o7CtSdSiz3jmDAzW8oPs116X1IOXbt8uPA7o1g1qa8ST1elq/fPDOqn3NqelIevlVwCTCQE9ekDdvLmD+PDG74w8PBxxCxeCkTFQRTqKGplo0r784CGU/vQTWL0eAKDQah3GK9SwW69x2ltvcfiMVobCOuHElpVDf/KksDz3nSVgLCyiZkxH2T9HAXA+G2ovGgnWFaHDh6F0+3YYLl2UvL9Fv/yC9Cef4rxjrO+TQhvm09e/6hD76KPAo49WuR3LewWYTGDKyhw8HFxhtvrYMBoNVFFRXi/Fqy4B7TgfHmNaGvQnTiDQbtK7vig/Z+smwOh0gokl4buQpnEfnxPzr7zyCn7++Wd89NFHCAoKQo51ZjskJAQajQZlZWVYvnw5Ro4ciejoaFy7dg1Lly5FeHg4hlvr/kJCQnDHHXdg0aJFCA8Ph1arxaJFi9CuXTsMGDDAmy+P8CH4ulBljOuUK3GLOafHSLe11gro3h3a228XnkfPnQuZVgtTZhZCR93kMHsv02hgMRphKfe+CR5vZKYQpZ/FPPUkUmfOQvTjj9f5+UNvvZVrHWc2I7wWhTwAyIJFYl4uhyI2FhbXm7sFo1BAFhoKS3ExAno6z/bRjrkVxb/8gvIjR8BafLv2i28LKG7NWBl8/3G+hZkzyq1iJrDndQ7rxAJWHhQMWWAgLMXFfmWCJxis2UWJVa3bQH/homCuCQAVIuPVMlFHldLffnN5/OChQyELrDujTFOW498u7+NPUP7XX2ACAtB00Vs+JSDCxt/mcp39OEv3/S6YETrLeuIno3gCRJNz7iAL4kw1LWVlKLdLHc55912E3jwK5YcPAwAC+/T16Nj+gso6WWmw6+hRtPlHAFwLT743vTzUP7Jt6gSlErLgYFhKS2HKz69SzBvT05H2yFzIrO+ZMj7ep76HniKPjISma1foTp5E6vQZaLN7l1cmbMWBF1NODlQk5okGhM+52X/99dcoKSnBfffdh+uvv174t3XrVgDcTM358+cxe/ZsjBo1Cs899xxatmyJb7/9FsGiftDz58/H8OHD8dhjj+Huu+9GQEAAVq5cSbM8hIDg2FxJ1ERoMafXO22dZcrkxHxg/35o+c3XUIjEkDI+Hk3mz0ez95chdPRohx9kW3s677bkshgMwmSFWMwHdO+OtgcPIHzSxDofQ+SUB9H2j9/R6qcfETJ0aK0eW3wjqWzSBIwHEbjKaLXxe0RMnYLYZ591ul4WGIjoxx4DAFhKKu9H7U0sBoMgot1N5VRaPyemnGyU/LYHBd9ucNhGf5ErQNF06uT0GC2//QZBAwci5rlnhXaHljL/aU9nKXTulq5u3dph23KxmP+z6vaoiuhoaMffBsbaUq0uejQ760RQtHkzACD87ruhclEH7auETZggPC47ckToIiFz4qIeOto2scqoVB6nMPNRPWNmBvTnuI4W4klP3ekzKP/rCAAgsG8fxwM0ANRWU09zQYGkJSBrNAqP+QkvmZ+UztQV/CSpWfQ+uSLjlVegO30a5QcPAbA55PsrDMOg+aefQNGkCSxlZdC56ABT27BGI/I+/RRlh7hJNcNVW3aUuIsKQTQEfC4yf06UCuMMjUaDTz/9tMrjqNVqvPDCC3jhhRdqa2hEA8NZNNoeWVCg4EhryskR2moB0qiMMs7z1jGMNXWdrYMbdU/gJzUYlcphxrw+IwKKiIg6qQsUR+bFf7+aokpIQGwVZTvyEGsErxptieoL4QbTmm3gDvwEmDErG2mzOS+F0j17oIiJQZOXXgRrNMKUwU10qVo6f88DunVD808/ASDq2+2PkXl7Md/WsXVahcj5vsJa/6YdPx5FmzYBABi1WkgLl4WEoO0fvwMADMlXAXBdL2obY7bztoKMWo3IBx+o9fPVNXGvvYomL72Iy2PGwnDlCkp2c1kP8lDHSKimQwfhcXWuCfzn1ZzDRfvU7doh6qEZMKalovC771Fx6iT0VsNNT6P+/oIsMBDKpk1hTE/HhQEDETl9GqKfeEIy6c3/xvqLD0ZdIY+MgDE1Fab8fFQcP46MF19C7Pz5COonzdow5eejbP+fkmUBXkpLr03kISFQt20LU2YmjCkpQJ+6neBiWRZpcx5B6b59UCYkoM3OHTBcvSqsN1WjqxVB+DI+F5kniPqCTxHmU4adwTCMEIU02kWyUmfNRqHV1EpZhUmjM2TW9kbeTrM3WW/qFTExfp3O5wpZiC1jx5WwrLtzczex5tLSanfTqGv4Xtjy8DC3//68mOfrxgGgdO9eFG7YgPJ//oHBWiMuCwlxK3VfiMw7yX7xVYSoo52YD+jeHYxddwpeqAMQ2vFpx45B5KyZCL31VsTOmyesFvd2l/ETfvWUZg8AYZMmerW/fE1gFAohtZt/z12l9Lb8bgMCevRAk1df8fg8ctE1BQDC774LAKDp2BEAuN7jZjMYjabSzC9/R9WypfA47+NPcOWOO6ATeQjwuDtJ2FCRh1u9d/LykXzX3dCfP49rTz3lsF3Znwe4LhciAl2UcfkbfKaPWFTXFbqTJ1G6bx8AwJiaCtZgEH6TAIrMEw0PEvNEo8VoFfPKKtqU8JF7cVqqRa9H+ZEjwnNl0ziPzy8TUmi9LObdyFDwZ8RRIWU9pw4LWQEmk9czMFxhzreWWIS7nxUhCw4GExDgdJ3h8hXhhk3VooVbEwT+JuZZi0UUmQ+TrFM2aYLWu3ahxbovEHzjjS6PoU5KQsyjjyL+ncVQNLF998RCWkizt4r58qPHkPbIXCGFvCY4S7NnNBpETp1a42N7E1VCs0qf8wR06YKWX3+FwGp0uFEmJEA7jnNwl2u1CB3DPeYj/sLnP6FZg5wg5bEX6fozZ51uJw8Odrq8saCI5tp3Vhw7KiwzWydRxRgzMhyWqZyU7fgjqha8mE+pYsuaw2fF8BjT0+3EPEXmiYYFiXmiUWLR6WCx3oxXFTlRNnEU83w9ME91hHBdmlt5gmAEGNswI0iSNPvm9RyZDwwArDfzllLfrJs35XE3NnInLuGuYBjGZUaL/vIlLpUS7qcw+1uavaWsTIiwy7WOUUdlbAwCe/eGqlVLp/sroqMlJSVirw1FVJTwWJjksE4EpUybhpKdO5H2+BM1Gj9rMjmkmkY9/DBafbehyslNX4dvpccjjh7XFoxMhqaLFqHld9+h5YZvIQ/mPr/qpCRA1E5T2azqbjz+TOTUKVA0jUPTxW8jcesvTrdhNBowKlU9j8y3CLF2VSr68SfbQpkMBd98K/ke8h482jtuhyoxEVGzZ9dKe1ZfgJ9IF4vqusKYLp3sLD92HKy4/IMi80QDo2FcJQjCQ/gUeyYgoEpzHoXV7d6YKRLz52wmLtrbb0dQv34ej4HR8AZ4Xq6Zz+LLDfz7Jt4V4pRYPjpQXzAyGWTWqJTZR03w+Np2T30fxF0gZFqt0Mmh4It1yF78DgD3329fjcwbr11D5utvwJieLlnG+wwwGo2QYeMMRWSU0+Xq9u0lz8WlCJI0e40tzZ5lWeGG1FkqsyeYsrOFyQie4EHXQ922bY2O6wso421iXh4eXqfO2QFdOksmrGQBARLDR1Xzhi3mA7p0QdvffoN2zBioExOhHTfOYZvGXi8PAIG9eyPQ/h7BbEbmyy8j8/U3hEXGDK49a0CXrmi99RdEz32kPodZp/DfE0NKSp2XnImv1wBQ9OOPkudUM080NEjME40Ow9WruDzuNgBcvXxVaZDO0uz1VqPG8PvvQ9M333CokXUHX3Gzb+hp9qzJJDxWJtT/zTVfs28p9U0TPL69ojLOs1IRcUZLYK9eCJtwp8M29RWZt+h0yFr0NvLWrq3W/q64OOpmFHz5JXKWvQ8AKN62HReHDUfGyy8DcDS/s0chynYQf/Y07ZMk24nFvDjSz0/4AY5GmTW5Ic5bs9ZxrH5aJ2+Pspmt7WFtGl66i3hiV5ngXx0BakqTV15G9KNzETH5fmFZY3ey54l77VWE33svoh9/XHLtLNm2TXhszOTEvDLOcw8eX0cVHw/IZGDLywXT3brCeI0T87yfSfkhrjMAX7JAkXmioUFinmhUmEtLkfrQTCG1PXjgwCr34dPs+XR0c2mpMNOrSUpyuV9VCGn2Xq6lNgoGeA3jZt6egB49IAsJgaZLF8i8kO4pt6b5m33U0Z6v0/TU90F8Q6qIjHRoycaoVAi4zrHHvDM8jcyzFgsKvt2AssNHwJpMSHngQeSvWYPstxbBXOp8QqDswAHkrV3rtggu//tvwNpmS3/pEgAg0yri+bZRVYl5uSgyHzJ8uPBYnSSNzMvENcWi1om8AR7ATVjIRSn4fHaRpxjT01Hw1VcAgOhH59rG2lDEfLxNzFf196kLgvrbxLyrev2GikyjQdSsWQi/915BSAV08e/WarWFKiEBTZ5fgKiHZoBRq4XlatE9BJ8lpWjiuQePr8OoVMJvhslFJ43ago/MB9m55mvHct4WJOaJhobPtaYjiLqkaNNmGJKToYiNRbMPP4SmU8cq9xFH5lmWRcrUqTAXFgKwuRdXByHN3utu9twPm7/XyrpCHhKCNnv2QKZRV71xHcBHpny117wg5msQmVdERUIuMsOKe+MNhNw00m3jK75O3JCc7Nb2eZ9+ipwl74JRqxG7YD4qrC0iAcBw8QIUcU0Bi1nymlKmcMZu6tatETxoUJXnKN76q+2JXAZjVpbwvRcWVyXmRVH2kBEjkL9mDQDHyLw4O0j8njFyORiVCqzBwKXai/w1dKdPV+s7W3boMGA2Q9OtKyKnTUPJ7t+gbNrUKxNddYHkdSjr/xZH3EqssUXmeVQJCWj3x+8wZudUyxy2oRMybBjyrVlE/GS+paJCuL40xMg8wE36mjIz6zTNnbVYhEmRwL59UbJzp/XkCoSOugk5S5fCXFAA1mwGI5fX2TgIoj4hMU80Kkp27wYARDzwAAI6d6piaw5BzOfkQHfiBHQnuHrV2PnzHGpfPcGWZu89Mc+ybINPswcgGFR559y+m2bPsqwg5hUeinmxYaI8IhIA0OLLddBfvATt7eM9cvEO7NMbAFB+hIu0MwrXP02GlBTkvLeMG79ej8wXX5Ksrzh5EnmPzAVrMKD1rp2Qh4RISi10Z866JebFztKmjEwU//qrwzbKKmqi1W3aQNGkCZRNmyKgaxcomsaBYWROTdkiZ8xA2f79QvSIRxYQALPBAHNJiaQMoWjzjwipxC3fFbyjdmCvXmCUSrT8bkODc1yXR0XBnJsryYaoL2QaDRI+/himvFyoE1vV+/l9BUalgkpU8kDYiH5kDsylJSj6fqMg4PkUe1lgYIMtTZBHcb8Tzpz8awtTTi5YoxGQyxEyYjhyli4FazQicvp02+Quy8JSUlKnfhoEUZ+QmCcaBRWn/kXypEmC6VPIMPdvghWRkWA0GrA6HXJWrOD2HzUKEfffX8WelSP0kPZiazpLUZHQj7kh90P2JkKveR+MzFuKigRTtZpG5gFOIAb26uXxODQdO0IWGgpLcTF0Z84goGtXp9uV7NmD8sNHALMZyoQEmHJzhWi1PDwc5oIC5H+xTkijLDt0CKEjRkgiQeaCAqfHNhcXQ3fmLAL79gHDMBKPDFNOjuBEHfPss4DFAnmYFqGjRlX6umQBAWi9YzsYhQKMTIbWW7YAMpnTyYqYJx4HnnjcYTkTEAAUFeGK1eeDW8igZMcOlB06jKB+fSsdgz3lx44BAAKtEeSGJuQBoNW336D8+HGE3nyzV84fPOh6r5yX8A9kQUGIefxxTswXF4M1m2GyinlFXFyD/E4CNkNQU27diXneyV4RGwNlbCza7PkNkMmESXVZYCAs5eUwFxWRmCcaDFQzTzQK8j77VBDy6nbtoPKg3zgjlyPQWvtbtu93AKjyJt4d+JZp5qLiGh+ruhitTvbysDDI1N5JQ2/oyKxZAZY6rpkv/+svpM+bD7MHLfD46LM8IqJSV3Zn2NfM1wRGLhei82XWenR7Sv/8E2mzZgvpqWETJiD8rruE9REPPAAAMKalCcvKDhwAIDWvdJXKn7VoEVIeeAB5H3/CHUfch51loT97FpDLoR03FpFTpyDsjjsE477KkKlUQnspWVCQkJHjLvZ/F7lWC+3YMQCAsoMH3T4OazAgdeYsGC5y9f8B1eiv7i8o4+OhveWWBtPWi2h4CCU6LAtzcbHgZK9s0jBT7AHb74SpDiPzhqtXAQAqa1tIeWiopHRJFsa972Zra2KCaAjQL52fYy4tQ+oDD0KzYAGK7dpvEBymggKU7uLS6wN69kTcq694fIygAf2Fx3KtFsFDBtd4XLzTtSm/7n7YqoI3omnIKfbehm/NZPYgzZ41mcDatQ6rdHuWxdX77kfRpk3IX/u52/vxRkGeRuUBqZiXu2jB5gmBPbhIsf7cf07X27cXCurXF1EPzYC6XTuEjBrl9DtZ9icn5sXCvOLECegvXHA8/sYfAAA5774Li8EgpILy5nwAEDRggKQ/fH1gX18qC9MKBlmeuP+XHT6C0r17AXCZEPX9OgiCsMEoFJBZfUbMBQUwZvLlTg1XzMut9zzmvLqrmTdcvAiAK3FyOgZtGDcGEvNEA4LEvJ9jLixAxV9/QZZ8FXmrVnt7OD5J6W97wBqNUHfogJZfrUdA9+4eHyOov03Mh02a5HF0zRm8ADLXYcpZVdjq5SnFvq7gMzDK/jwAc2kpLAYD0ufNR/769bgycRKuPfGk5MbCYjDgyvjxuDLuNkmtd2Xo/j0tPOZ7oLtD6R9/AEC1+ovLNBoEDRwIVZvWtVIbq7Q6fxuuXXNYx1osDlFoTceOkIeFIfGnH9HsvaVQt24NpbWvPX+TbExJgTErC6Ysm/O7uaAAl8eMRflff0mOJ3aY1p3m3k9GpZL4YmhvvaUmL7FaWOwyLeRhYR618tNfuABzaSmMovc1YdXK2h0kQRAeIw8PA8Bdk0xCZL7hGgbWR5q93pp5pGrT2ul6PiPCXEhinmg4UM28n6Nq1gzxq1fh2oyHHJyWCQ5DSgoAILAGaaXq9u2hatMa5vwCRNx/X62Mi68zrsuUs6rgI5YN1cneF+D7zBsuXULG8y8gePBgFG3ahKJNmwAAupMnYS4qQvNPufTusv37ob/ARRf0Fy9C44bJYtGWn4TH5mL3yjYsFRUo/vkXAID2tnHuvyARCZ98DLBsraQzq5pxYt6Y5ijmy48cgTmHi+YEDxmCoCGDHerOGaUSrbdsgTE9HYqYGFy5/Q4YkpNhuHLFaSuk7GXL0GLdOqE+lVGpBP+Igi/XA+AyVpRxcagAJ/aDh9W/oZo9cq3WVrpRhZgv3f8nUqdNQ+jom6G0pp2G33NPg+kpTxD+jDwsDMarKTAXFjboHvM89XHPw7cRdR2ZpzR7ouFBkfkGgLod1+bIUlzsUWpuY0EwlqlBLRojk6HVt9+i9a9bhTZaNYWvH7OUlMBiMNTKMT2Fj1gqoikyX1eIU9h1J08K6ZRiKqymZIC0JVrFyZNunYPvsADYUueronTf77CUlkLZrBkC7frxugvDMLVWl8z3Bzfn5Qn95s2lZch6ezFSHngQABB21yQkrFqJiHvucT4elQqqli0hCwwUHOMNycnCpBUTECBcByr+/kdoW2TR6yWeBsW/cJMcythYIWMg+IYbvNIVIWH1KompoEwTADkfma/CHyFn6VIA3GdKKKmIb1pHIyUIwhMUYeEArJF5Ps2+AdfMy633PGa70iFjdjZK//gDLMvW6PiWigrBM6VqMV9Yo3PZozt/HqkPzUSFKEuOIOoLEvMNABnfy5hlq7y5a4zU1oy3LCioyr7SHh1PqwWs0cW6bNVSGXzWgjKh8hZbRPUJHjwY0Y/OBcBFUg2XLjtsYykvB2s0ovzoUaF9IgDoTv3r1jnENeHilmqVYUi1Zqxcd51PGIXJtVrB+Z8XnlmvvYr8zz7j1kdEIOaxx9w+niDmryQLk1Zxr76Ctnv3IHLGDABA5ksvw1RQ4HBzyaOIjUXEvfcicvo0xM6bV52XVWOCBw9G83VfCM/NJcVupdmzLCsxA+S9CJRNScwThC/Au6mbCgpsBnjV8C/xF/hAiLmoiGsfZyV54iSkTp+BUtFvX3XQX74MsCzk4eEuPUHqKjKf+tBMlO7bh9SHHqrV4xKEO3j/Do6oMTKVCqxKBcD9FFt/hrVYYPKgLliIzPtYKjnDMMIPTl3WkFWG4coVAICqZQuvnL8xwMjlCLO6rpuLiqA7e9bpdobUNKROnyG0WgOAilOnqjw+azYLrdgAzgfBnVp7XsAqYnwn5VppTbW/fOsYpM6ZI7SDC77hBiR89KFHrYTEkXnBGyKGuwZEzXkYqsREmAsKULpnr5D2qWjSBHLRTaCiSSwUUVGIefJJKL3oKyFuVWUpEon5ctdi3nD5suSGlS/dIDFPEL6BPJyLzBvTrgmBmIbsZi8PCwPkcgCAKd/WIpS/RyvZVTMxb7iSDABQJSZWMgZOzFtqWcybrJPo3grMEI0bEvMNBNZ6c9cYTD2yXn8dFwYMRMXx41Vuy7KsKDLvezPecqGGrO7cXV1hKSsTRI66Vat6P39jQh4WBiiVADiRBQCht9yCZh8uF8zaSnZsh6WsDMrmzZH461YAnHmZRaer9NimvDzAbAYYhrtRslgkrdhc7medAKitspHaQJwCznegiJg8GQkrPvLYuJIX8/orV4RsBWUTTszLVCoEDxoEANCdOSM4xiuioxE8ZAh3AIZB8PW+0y9c06kTACD0ltGCmDdXEpl3dWNMYp4gfAN+cpKf4JVptZLuGQ0NRiaztaezlhWIf98YZc1svIxpqQBQaethMsAjGiIk5hsKfKSmuOFfoAq++hoAkP3esiq3NRcWCqZWvhaZB2zurt6YzdVb+23Lw8M9ingSnsMwjEQ0MxoNmi5+GyHDhkFuFfPFv24DwBm8qVq2BKPRAHZRd2fYfA+ihbpzd1LtTVZDObkPiXmYzA6LIqdPq9ahVK1aAuAc7Vm9HpDLJUJW05kTx7rTp21iPjISsc89i7i3FqLN3r2SLhbeJuGTjxH//jJE3HefKM2+3OX2xdu4zxMj6lPPqFRC3SpBEN6Fv17rrN4oDTkqz8PXsuvOnQMg9XixVFQ+cV0VhlROzPM+J86Q8WK+EWSxEo0HEvMNBCEy34gcOsU1V67g07fkkZGQWUsRfAlhljrP/bKB2kJISaOofL0gFvPq1q2FOnU+UqC33twEDegvEf+86HaFKctWRsKLVXdM8AQBG+U7afba8eMBAKoWLQClEpGzZlY7c0AREyOJcinj4sBYsyMAW6Rb999/MGVzEybyqEjItVqE3XabV9PqnaEID0foyJFgVCpJzbwz0yjdf/9Bf/YsoFAg6qEZwnJlXJxP+CMQBAFoOkg7lTSGrBm+1af+P6uYtwpwwHa/Vl2MqZxHiKoSD6C6qJmXTAyIfmMIor6gX/UGAhvMtb8q3LxZmPFsiPAu1wDAmqoW84KpjI/OePOtWsxeSLMX6uWtEUyibhGLUk3HjsJjOW9gCQByOQJ7c87ytomeyj8bQnvBJrFC/XtVEwCASMxH+05kPmTkCCRu3YrEX7ei/T9/I3ru3Gofi2EYSY94VXPpDR7ves9WVAg9532p5KAyeDEPkwmsXScM/eUrSJn8AAAg+PrrEXrzzVxEPixMMP4jCML7qFq2BKNWC88DatA+11/QtOe6L/H3qYZUm0mnsYZino/MVy7mwwDUnpgv/+cfXBg8xLbAaPRadyKi8UJivqEQxEWgyvb9jivjbvPuWOoQ8cXeLDJQcYUQtfRRMS+3ptl7wwDPcPUqAEDVomW9n7sxIhHz1qgwYEv7A7i0S779mdwqsl05rfMIafYxsVBEWCcA8l1/nkwFBbDodEIrNl/qOc4wDNSJrcDIZGBUKonxW3XQdOggPFYmSOsoGZkMms6dAQDlhw8DsJW9+DrijAN7R/u8jz+GuagI6o4d0OSVV6Bq2RLtjhxG2z9+R9gdt9f3UAmCcAGjUEDdurXwPKh/Py+Opn5QJ1kj8+fOOXTcMGZlVbu9ssVgECL7lXXn4SfPzUVFNW6FBwBZC98Ca+drY/bAoJkgagMS8w0ENihY+tyNFHR/xJieIXqcXuXr9PnIfDQfSa28LrouEH74GkFqny8gjoCLxbw8VCTmRX8L99PsrU7tsbGCE7uria7i7Ttwof8AJFv7tDNqNWTBwU63bQiIMyDsI/MAoB03VvLcXyJjjFwOJiAAgLTXvKmgAMVbOfPEJi+8IJQKyDQaSYkBQRC+gVhQiq9XDRV1YiswSiUspaXIW/0x8teuta00GqvtH2S8dg1gWTCBgZKOJPYI60wmmAuqDghVhbPOMSZytCfqGRLzDQS+Zp7HVEU0zxtYDAZcnfwAst5eXO1j8A6oAACzuUqjL1tk3vfM7wCRmM/Orrdzlh87hoyXX4b+0iUA8Lna4IaKOB1andROeCyXROZFYp7P2qjixsCYbU2zj42BItLa6jA/D0U//YQLgwaj/OgxYVte6OnPcO7JiqioGke/fRlNR1FkPt7RFCn0lluExwG9rkNA504O2/gqsmDHXvPFP/8CVq+Hun17j93/CYKof8LuuAMAoOnWFYy1bVtDhlEqhch5ztKlDuuNmVV3YnGGMSUFAKBq1qzS3zSZSiXcd4mDQ9XGSXSf2tMR9Q2J+YaCnZivae1RXVBx/DjKDx9G/mefwWxN8fUUPtLOw6eKV7W9sonvtaUDbD2+PRXzrNEI1uzo/O0OV+++B4XffCvMSitiSMzXB6pEWzql2IxRXDMvicxH8yUYlU/Mma0lGoroaMjDOTFvTL6K9GeehSknB/lffAGAiwCV//23ZF9fnPSrTcQprAonk1YyjQZxb7yBgJ490XThwvocWo2RBzqK+ZIdOwAA2nHjGvQkDUE0FMLvuRvx772HhJUrvT2UesPemyRq7iPQdOsKADCkXK1WZJv/bVNba/IrPX9T7n7QmH7N4/PYw9+7RUyejIBu3bhlXjA0Jho3JOYbCGywXWTejT7T9Y3YvM5eVIhhLRboL12CQVRLxWMfic9Z+l6lfbiNWbyY99XIPCcwLOXlMJe67hkthjUYcOnWW4VU6RqPwQdb9jVEtGPHIOapJ9Hy++8ly/k+8wCgbBovPBbS7HOraE1nrc+TR0YKkXnJJJdV0xkuXYI5Lw+MRiPczLhz4+PPMCoVmrz8EiIm3+8yUh12x+1o+dX6Sk2TfBGxoz3AfQ7K//kHABAyYoTXxkUQhPswMhlCR90ERXi4t4dSb/DGvzwR990nlBikP/kULgy8HmVHjnh0zNL9fwIAggcNqnJbftLc5EYL18qwGAxCUCRy5kNQtuB8WcyVeNYQRF1AYr6hYJfqYx/B9gXMotnK8kOHXG6X8uAUXL7lVlwefQvK//kHujNnhHV8mn3UI3MgDw+H7swZFG3Z4vQ4LMvCZE3ZUsT5ZmReHhwkmFmZctyLzusvXYLxagp0J07CUlFRo/PLtFrIRH2oibqDUSgQOW2aQyq3qzR7vh+47sRJZL76qlOzHtZstmVYREQ4rRXk/Rj4m6OAHt3RasMGhN19F5q88GINX5XvE37XXYidN6/BRartxXzp3n2AxQJNx45QNYuvbFeCIAivIRcZjfK+LUF9peZ/eStXuX08U24u14oTQNCAAVVur4xzv4VrZZh5ryOlEvKwMFtpnBcMjYnGDYn5BgJrJ1Zr2q+zLhA7bJcddC7m9ZcuCc7SrMGAq/+7F1fuuFOINBrSuLSowN69EXYnV2smFvtizIWFYPV6AL6dSs6Pje91XRXi2mtTVpZDa6pK97VLzVf68PvSWJCHhAiPJZF5kct8wVdfS/rx8piLigCr+688PBwKZ2LeOrFnuHQZABDQuTMUUVGIe+klv6oRJ6TwYt5sFfO6/7ib2cA+fbw2JoIgiKoQp9nzvi2BfaXXLZMH5nR8a1F1xw5CS9fK4CPzNa2ZN1pT7JXR0WAYBnJrdoW5sLBGxyUITyEx30CwJCai6QfvI2ziRAC23tO+hNhhW3/+PAzJyQ7blOzcCQCQh4XZFrIs9JcugTWbhZlUVbNmULfjTMTK/jyA/C++cIhS8ylU8qgoSY2yryGIeTcd7cU/FJdG3YxLY8a43b3AvmWK3I0fPqL+EJeD2N+UOOuLy9e8y8PCwCgUYEQty3iM2dlgLRbhu6OMp6htQ8A+Mm+4fAUAoGqd6LUxEQRBVIU4zZ4X9vZlBvpz59wuPeR/29St27i1vVKoma9+ZL7ol19w9W6u1JG/h5NbS+bMxcXVPi5BVAcS8w2I4BtvRNDAgQB8MzJvX0dU9MsvDtuU7NwFAIh+4nGETbhTWG7KyeVek8kEKJVQxMZC3Y6r9zWmpCDrzYXIelNqYMWbACp9vCbcU0d7+xlr49UU6P77z7197QzPWFPDbGHoTwT07Al1u3YIHTMGjEIhLJcFBEB7u60vuLnQUcybRfXyABxTyRmGa/eTn28T89SKsEEgiPlSXsxzmRfqRBLzBEH4LuIgglzUsjXhk08QOmYM1y7VYkHFieNuHY93wHfXG8kWma++mM8UlagJYl7oYV9Y7eMSRHUgMd/AUMZx/dR90c2ed/gM7MfVRhVv/VWy3lxaCt3p0wCAkBtuQNxrryFswgRu35wcIcVe1bQpGLkc6lYtJfsXfvedEL3UX7yItNkPAwAUcb7ZY56H/yHQnz/v1vbOUrgqTp1ya18HMV/h2jyQqB9kajVa/bgZ8YvfdljX9M03ENi3LwBbZD7/i3VIfXgOLHq94PrrLL0esEU9jJlZJOYbGLzXgjk/H5aKCsEcVEViniAIH0YRFS16bBPzwdcPRPzitxE8mDOx0/93TlhXWZSeN3xWxLgp5q1lqeaCgkoNlHl0584hd/XHkjJF8WPet4Y3s7UUUWSeqF9IzDcwBAfsvDynhlmeULr/TyT/714kT7rLqbO8p/BRxNDRNwMADFeugLXW+wIQDEwUcXFCtFqIWufmwGgdg7IZ1y+acZI6X7R5M/f/zz8Ly4J6967x2OsSXswXbd6M7CVLqtzeXFDosCx3xQqU7NpV5b6mHKmYDxl1k3uDJOqUyszZBNFWzIn5rDffROnu3Sj87nvBVNJZuYRMq4WiCTeRpb9wARZrO0gS8w0D/jpouJbGeYqwLORabaNyxSYIwv+QpNlHOP52KaythE3ZnEgv3PgDzvfqhaItPztsC4jEvJuReVloKGDNgnOnvv3KuNuQ8+67KNr8IwDAotNJvIq048YCAOSh/G81iXmifiEx38AQ3KyNRlhKS6t9HN2580ibMwcV//yDihMnULJjZ43HxrfQUrdqxS2wWCTt6ngjO75FCSDttW1I4wzAlAnNhPVhkyYBsImZ0t//AGATvKFjxyBi8uQaj70uCR46RGhpkvfxJyj57bdKt3f242POyUXaI3Mr7Rtecfo0st58EwAQdP31aLr4bUT6+HtD2FL3LEVFkgk6w+XLgqmkODIfNXsWACDu9deEtMOMefO4Y4WHC90TCP9G1ZxrpWdMTRNS7CkqTxCEryP+vWJUSof1ylguwGHM4koPMxYsAACkP/20sI0xPR3lf/0Fi14veES5W1LJMIzgy1SVmNdfvCg8NqSkcP8nJwMsC1lQEFp8uQ7a224DAMjDSMwT3oHEfANDptEIJlj2ZmeekLv8A7Ci9CNzgWfH0v33H8wlJSjcvBn6ixfBsizMfEpwXFMwSu4CzkcLAU5sAoCmYwdhmRCZz8mBkU+zF/WDjnnqSSR8+glarF0DgOtfb9HphAt0QNduHo3bG6hbtUKb7dsR8cADALg06sowu3J5ZVlpf3E7rj32uDDBo2mfBO2YMU6zGwjfQojMFxaBFZk8mvLyRJF5kZh/5BG0+X0fQkeMgKqVVNxRVL7hoLReB41padBfsZrf8ROlBEEQPkpV9x0KqyjnI+4QeckAQPGOHbh44zBcve9+pD/3nGAerPDAH8n2u1pY6XbF27YLj/n7J8GfpF07BPbqJXjd8AZ4bEWFR12GCKKmKKrehPA3FOHhMJaXw5SfD1WLFtU6hiGZE4WBvXqh/O+/hXp3dyg7eBApD06RLGv391+C47oiIhyykBCY8/NhLi4R6pecRuatZQPmnFwYrEFJZbwtMi8PCUHwwIFgWRaK2FiYsrJQ/s8/guCVuOL7OCEjRyJ/7VoYrbO/rrAX8/KoKJitEXljWhpw3XUO+5gKCiStzRhNQC2MmKgPZFrbbL/4xsN47RpYkwmA1PmeYRih5WDUQzPAKOTI/WgFAJvzOeH/KJs0AeRysAYDKo4d55ZRf3mCIPwAeVgYzIWFCBo0yGGdvZhXxsQIni8WgwFFP/4kbFvy6zbrAeWS+nt3zg9ULeZL//jddq4dOwC5TCiLUyVKJ09lISGc6SzLwlxc7NF4CKImUGS+AcKn2ruM4LoB3z9TbY2SexLlz/9yvcMy3l2fCQyELDBQ6K1tKeHSkViTSWitpOngGJk3pqdDZ62pF0fueRiGQdCAAQCA8oMHhQu0P4l5vmWYMStLEGli+BRr+x+f6EcegfbOOwAAhlTn3gblh49Ingd0717D0RL1hVCHV1Qk6WSgv3RJiEjIXRjgyYKCED13LoKshkKht95ax6Ml6gtGoRAyLcoPHwYAKOMo84IgCN8ncesvaLnxewR06uSwjk+XN+bkgLVYwGg0wjr9mTMoO3AAAKDp3FlYLg8PByOXu31+ezGf/tw8JP/vXlhEEXWWZWG4eEl4bsrJQcEX65D/+RcAAHVia8kxGZmME/Rw3kqWIOoKEvMNEHkEZ4BU3TR7i04Hi/VCpOnARclNnhzLifEen6qktBpyCRc8a5q9ubAQsFgAhpHMZsrFM5tGI+QREUJ6qT2BffsAAMr/+tsvxbwiOoorPzCbbellVkwFBbg0YiTSHnscpsICu/2iobKaYRlFRoUWvV4Qe2WHDgIAtLffjuZr1yJo4IC6fClELSKkAxYVSSZy2IoK6E6eBGD7XrkiYflyxH/wPiIffKCuhkl4AZXVP4TPeqIyCoIg/AFFRIRTIQ9Ygzh8W9WCAsnvXt7nn4OtqIAiLg4JK1cIy82V+AU5Q6hvLyyC4epVFG3ejIp//oFe1ObXlJ1TaTZb6C2jHY/L95onR3uiHiEx3wBRhHNROlN+9SLzfL9zRqMR0vT5end3MKY6ponnrloFAAi6fiAAQB7KR+Y5Mc+n8cvDwqS9ttVqIc0YAAK6dXPp/B3Yi3Otrzh9WngN/iTmGZlMuBk3XLsmLGdZFnmrP4YxLQ0l27bBnO8o5pXNbPWzPGmzZuPCkKEwpKaizGoMGDJ8OIL69a3UPZ3wLfibDktxkdNOBoAtq8MVjEqF0BEjhN7kRMNAmdBc+rxpnJdGQhAEUTswSqVgamzMzJREufm0+pDhw6GIikLTtxcBDIOIyfd7dA65NgwAF0gq2WkzeDaJ7nUNV7jaeGf3kREPPuh0Et2++wxB1AdUM98AEdLsqxmZF9p8xMYILURMbqbsswYD9FeSHVdYI0chN9wAAJCFcLOX6fMXoOLESQQNtIr8SMd0YVWLFkIEsrL0cGV8Uyji4mCy9lsG/EvMA5woM1y9CuO1dJiLipA+bz7KDhyQmBFC1N8UABQx0YCZS8vnJwFYi0VIRct8/XUY09PBBAYiaED/+nkhRK3Bz/TrL1xE+lNPOaxnNBqXafZEw0ad1M72hGHcdnMmCILwZZQxMTDn5nJmc3b3PLLAQETNmgkA0I4di8C+/aBwcu9YGfy9oSk3F2XWMiUAQjYjAOitRncB3bujdO9eYXns888jbOIE58e1dp/JWrgQ6sREqJo3d7odQdQmFJlvgCj4NHsPHeh5+HYgyphYQSSw5eWSNnKu0F9JBpzUewNc/W6g1ZxNFhLMLTSZULB+PdJmz7aO3bHnaJPnF0Bu7Z1cmRhlGAaBvXrZFiiVkAX5VxsuZTwXmc/98ENcHncbSn/7TSrknaCIiBB6TpsyM2ExGITMBAAo2/8nACB4yGDIRLVnhH8gF2WmOEMZF0eZFo2UoN69hcfy8HDqTkEQRIOAN8HTneXS3pnAQLT4ch2Crr8ezVaukLS3U8bGSDI63YHPeCv++WforX5MAJdaz8P7OKla27rCqJOSEHHv/yBzca2VWT1ujFdTcO0prpWe4epVWKq4jyOImkBivgEir2mavRCZj4UsKEi4QXTnePrz5wEAjFoNAFB36ABGpYIsKAhNXnxBOJbcGpl3GLuT2dWArl05s5QN3yKgS5dKzx/QtavtWGFavxM5fJq9MS1NMA2MffEFRD0yR7KdpksXJP7yM1pv3yakpMlCQgCWRdmBAzBcFZU6WGe1Q0eOrJ8XQdQqMms6oBiFKJ26qhR7ouGiatNGeFyTVqQEQRC+BJ91VLKNS6uXh2kR2KsXmn/yMYL69Knx8SVZmwwDTTfu3pEPhLAWi60FXWKiYAYdfvfdlR/X6gcFALqTJ1G6bx8u3TQKWW+9VeMxE4QrKM2+AVJTAzxTti3NnmEYyCMjYcrI4CL9VbQ+0l+4AADQ3nYbomZMhzwiApbSUjABgZAH2+p1hci8Hc4i8wDXbk9hjc5XhqaTqK2dn6XYA9IaWJlWi4h770XEPfcAAIzX0lH0ww8AAHW7tlC3tjmpMgyDsAkTkP/ZZ0ibOQtMgLT1HKNWI3jw4Hp4BURt4yy7JLB7DxSnc+UkZHrWePG3yUqCIAh3CBk2DHkrVwkt6Wq7ZFJ8PHW7dgi7/Q5knjiJ0j17cOWO0zBmZQnGe6rERCSsXImK48cRMnx4pcfVX7okeZ4+fwEAoPCbbxH38svVHq+poABseTlN3hNOoch8A4RPPzIV5CP/y/Uo3LTZo/2FNHtrmhMvok1umODxYl7dti2U8fGQBQRAER0tEfKAZ5F5T9AkJQmPWZO5ki19k5BhNyJs0iQ0++gjJB0+hGhRRJ5PwQcATbt2DvtGPviAkBHBVlRI1gUNup7Mz/wUhmEQfOONkmUBPXsKj/3NF4KoXRI+Xg1GqUTTd97x9lAIgiBqBU3nzlCIDOZqOzgjF2W8BfTswXkPgauZ150+zbnjW0tG1W3bQRkTg9CRI8HIKpdN2vG3SZ6LzaP5riOewppMuDTyJly65VbPOksRjQYS8w0QRUwMAMCUnoGs119Hxrx5sNiJO1fozpxB6Z49AABVy5YAILiKmvOcX0RM+flCD3Q+zV7drm2l5/E0Mu8uYsFqFBnh+QuygADEvfIyQm68wWGdeEZW7UTMK6KjkbBqJeCkdoxS7P2bhI8+ROtdu4TnyjiRiy5r8cKICF8heNAgJJ08Ae2tt3h7KARBELUCwzAIGTlCeC4Pqzoz0xPEk+CBPXoI9832KJs3dwhGVUbY+PFI+Hi10xbKBlG3IU8o2bMHlpISsDodDMnJ1ToG0bAhMd8AUTRpIpiH8BhSHNvFOSP7nSVg9XoEDRmMoOuvBwDBjbPg668dZhaLt23DhQEDkbdqNcylZTBa3dTVbSsX87xDN7etre6zppF5MaxeX2vH8gXEhi/OxDwABPXrh8QtPwnPw+6ahMgZMxB68811Pj6ibhFnZsgCA6EdNw6MRoOwSZO8OCrCF6B0e4IgGhrhd9nq082lJbV6bHl4mPA4oFs3rre9EzRJzu+1XMEoFAgeNAia9kkO6wzOOj25QeHX3wiPxW36CIKHxHwDhGEYBNoZhBiuXHG6raW8XBLB1p05AwCInjtXSCeKnDEdstBQ6P79F4WbN0v2T39uHgAg5733YLjIpdjLo6OqrG+XBdsi84F9+wmPFZE1i8wDQPwH74PRaBC/pGGlnWo6dQIAyEJCKn2f1K1aQTt+PFSJiYh56inEPPE4GKWyvoZJ1BEMw6DpkncQ8eCDCOzbF3FvLUS7A39CZe1kQBAEQRANBXViK5uZcus2VWztGTKVCnELF6LJq69A1aKF5J4q5OZRwmNVy1bVO36wzQhP05HzcnJ1H14ZLMui/K+/hOfmQhLzhCMk5hsogb17SZ67Ss1JmTYdF2+4EQXffIOMF1/iDD8YBupEWysOZWwswu/hZkgrTpyQ7C9um6az1strqojKA9LIfFB/m5iXu2FyVxWhI0Yg6Z+/ETp6dI2P5UsoIiPResd2tN6+rcptmy58E623/gJ5sPNyBsI/0d5yC2KffQaMTAaGYSAL9K/WiwRBEAThLq13bEfU7NmInDG91o8dNv42hE+cCABg5HKorZ5L0Y/MFbZRiEvaPEB7220AgIgHHkDw0CEAAEOy52LeUloqyYjlTfkIQgy52TdQAkX9hwHnM4Isy6Li6FEAQObLrwjLlU2bQmbnhq5p3x4AoD9/weU5+XXqtlWnJTEqtW2sot7wrlKdPIWRy2vlOL4GX/JAEARBEATRkFHGxiJ67iP1cq7maz6DpbQUqubNEffG6yg7cBBhd9xRrWMF9e2DdocPQRYaiuKffwEA6C9d9vg4ZjvjaRLzhDNIzDdQ1K1aodmHy1F24CAK1q+H3klk3uKi9kYlisoLx7PWaOsvXgRrsaD88GEUfve9ZBvB/C7JsVbI4RwtWyB42DAoIiMh12rRatMPYE0miiQTBEH4G2V5QMpBoN1NgJxKegiC8D8UERGA1Zso7I47qi3keeRaLQCbL5T+wgWwLOuRx4m9e725qLBGYyIaJiTmGzAhw4ZB2SwBBevXw3Al2eEiYszKcrqf2omYVzVvDkalAltejrxPP0XOkncdtrE52bsRmZfJkPDhcuG5pkOHKvchCIIgfJCdLwDH1wNthgN3fQUo1FXvQxAE0QhQJSYCcjksJSUwZWVB2cT91H37ltBUM084g2rmGziqli3AKJWwFBc71M2bMjOd7iMLcqzDZRQKqFq3BgCnQh4AzAUFgEwGdZvWNRs0QRAE4T+c3cL9f3EXsKQ9kHrEu+MhCILwEWQqldDqmQ96uYs5v0D6nNLsCSeQmG/gyNRqBFx3HQCgbP+fknXGTMfIPKPRQDt+vNNjadyIuKuaN4dMo6nGSAmCIAi/w2wCjBW25xX5wE9zueUEQRAE1O04Y2jPxTwXmVfExXHPScwTTiAx3wgIvn4gAKBs/37JclOWLTLPBASg9fZtaHfkMFQJCU6PE3rrrbYnCucVGu7UyxMEQRANhIIrgMUIKAOBpy8BAeFAzlng5DdV70sQBNEIUFu7POkvuDaRdoYpj6uZV7fiWuSRmCecQWK+ERB0/fUAgLIjR4QWFyzLwpjBifnIWTPRZvcuqFq0gEylquQ4AyEPCwPA1eMH9LrOYRt+9pEgCIJoBOSc4/6PagsERQH953DPT2/y3pgIgiB8CHUbqwnelWSP9uMj83yZqykzEwXffFurYyP8HxLzjQB1UhJnXldRAWNWNjJffRXnevRE0SbuZkvVogXn4lkFDMOg5bffIOyuSYh97lkkLF+OiAcfhLKFrV2aO+Z3BEEQRAMhlxfz1qysDmO5/6/8DuhLvDMmgiAIH0IZEwMAMOXmeLSfEJlPbCUsy3z5ZVScOlV7gyP8HhLzjQCGYaCIjQUAGK4mo+Drb8DqdMJ6T5w1VS1aIO7ll6GMi4M8LAyxzz6DgC5dhfXu1NUTBEEQDQQ+Mh9tFfNRbYGI1oDZAFzc7b1xEQRB+AjyqGgAgDknFyzLCsstBgOS774HGS+/7HQ/s7U1nbJ5c8lyQ0pK3QyU8EtIzDcSlFYxX37oEGC9kCibN4csMLDGde586j0TEACli3r7Rk9ZLnB4FaAr9vZICIIgao/8K9z/kdYuJgzD9ZsHgOQ/vDMmgiAIH0IRFQkAYI1GWEpsGUtlf/6JimPHUPjNt2DNZof9+D7ziqgo6XInBtZE44XEfCNBYY2+lx04CAAI6NkTrX/egjZ7foMiPLxGx5aHhwHgDD4YGX2kJFzYCawZDXw+Fvj1GWDTQ94eEUEQRO1RaI0QhbWwLYu3+qlknKz/8RAEQfgYMo0GsuBgAIApN1dYbim2BXhM2dmSfViTiWv5DEAREYFmK1cI64wZGXU5XMLPIOXVSFA2+T97Zx3expW18XdEZmaM4yQOMzXUcJl5y9xumWHb7rbNtv12226ZKeU2aVJM2qRN0oaZ48SOHTOzZRLO98eZOzOSJVloO8n8nsePxqPR6EoauIfeQ5H5rkOHAAC67IHgdDqoo6J83nfw8OEAgLCpU33e1wmF1QJ8eQlQsgmope8deSupF7OCgoLC8Y6pC2gTuqLIjfmUsfRYfYCugwoKCgonOSy6Ljfm5Ua5qaLCZntzQwNgtQJqNdRxcYiYMwdJTz1J21YrxryChGLMnyRoklNs/g/KHuS3fUfMm4dBf/yOhPvu9ds+Twjyf3O8/se7gV8eAOoLenc8CgoKCv6kpZwetWFAqExENXYQoAsHzJ1AvWetmBQUFBRORNRCqr1FZswby8qk5fJym+3NNZRKr0lIELNetSmp9FxVNRQUGIoxf5LAIvOMoEHZft2/Lj0dnFrt130e9+z7Wljg6O+sl+hffSWw8yNgw8t9NTIFBQUF32kuoceYAVQrz1CpgOTRtFy1r/fHpaCgoNDP0AgieOb6BnGdqVyKxttH5k3MmE9KFNdpU6hkVkmzV5CjGPMnCZokW8V61rNSIYCU76LHG1YCT1QDU24BRl4oPV+4tm/GpaCgoOAPxHr5zO7PsVT7yt29Nx4FBQWFfgpLszdVS1F1kywyb6qotNme1dCztnYAoE2hLFtLYyOssq5UCic3ijF/kiCPzIdOOwW69PQ+HM1JQGsVReA5FU1qtcG0/vTngdGX0XJ7LWDs6LsxKigoKPiCK2M+fTI9lm3vvfEoKCgo9FOYon3jxx+j8oknwJtMtoa9fc18DRnzmkRp/q6KigIXEkLPVyup9gqEYsyfJKjj4qBJTQEXHIwUJ/0sFfwIi0YlDAd0YdL6yFTgoveBsESAtwI1B/tmfAoKCgq+4sqYz5hCj9X7FaelgoLCSY86Wuoc1bJsOVp+WUECdwLGslKbHvRizXySZMxzHAet0J3KpBjzCgJ+MeZNJhOqqqpw7NgxNDc3+2OXCn6GU6kwcNkyDFq9CroBA3p+gYJvVAjGfNqE7s9xHJA6jpYr9/bWiBQUFBT8S6uQFhqZ1v25qAwgIgWwmoHKPb07LgUFBYV+hm6ArdOz6vHHAQDhc+cCWi3MlVVo+eFH8XlzHYvMJ9i8jqXamxQRPAUBr4359vZ2fPPNN7jmmmswadIkzJs3D2effTamTZuGuXPn4sknn8T+/UqP2f6EJibGpvZGIYCUbKZH1m/ZntTx9Fi6pXfGo6DgD1jUwGwEzIa+HYtC39MhqDKHO7ivcJwUnS/b1ntjUlBQUOiHhE6diqQnnrBZFzJ+PNLffAMJd98NAKh54QVY29sBACYhzV6bZCtgrRFF8Gxr7BVOXrwy5hcvXox58+ZhyZIlmDp1Kt544w388MMP+O233/Dtt9/izjvvhMViwY033oibbroJxcXFfh62gkI/pqMRKNtKy4PnO95m8EJ6PPq7YhQpHB8Y24F3ZwFPRwH/TgDemgpYTH09KoW+pL2OHkPjHT+fOJIem4p7ZTgKCgoK/RVOpULsNVcjbNYscV3oKVPBqdWIu+lG6AYMgLW1FS0//QRAEsDT2BnzWqHVtNKeToGh8eZFu3fvxmeffYahQ4c6fH7MmDG45JJL8Mwzz2Dp0qXYsWMHsrKyfBmngkL/pqGQUklHXgQcXU318EmjHNeSAhSxj0gB9FXAsb+AnNN6d7wKCu7C80BTEXBwOVBzQFrfVERGWvyQPhuaQh9iMQGdTbQcluB4mxChRrSruVeGpKCgcJJRuZfuQXJton5OUPZAtG/YAAAIGTMGAMCp1Yi56irUPP88Gr/8EmHTpsGq1wNarZhWz9CmCmn2Ss28goBXxvzrr7/u1nY6nQ5XXXWVN2+hoHB88cMdFI2vPSyJ3w090/n2KhUw7BxgxwfAkZ8VY16hf2JsB96fA9TnO36+oUAx5k9WOoReyZxKMtrtYes7m3tlSAoKCicRe74AfrwTmHAtcN4bfT0at9HIyl1Dxo4Vl6MuuhC1L78MY0Eh6j/8EAAQOnEiVIJ6vfj6ZCXNXsEWj9PsW1paRJG7xsZGrFq1Cvn5TiZ6CgonA1arlFa/4SXqH6/SAGOucP26nDPosWCNVIvc32kqUcoCTiYqdtka8qFxwOPlwMgL6f+Ggr4Zl0LfI0+xVzmZSoRE0yOL4CsoKCj4i5WP0OPuz/p2HB4SPHKUuKyJjRWX1eHhCJs5EwDQ8t0yAEC4LCWfoU1JBQCYK6ts1O8VTl48MuaXLl2Kiy++GBdddBG++uor3HnnndiyZQseeOABfPvtt4Eao4JC/6a1ovu6U/4OxA92/bqsGYAmmF5flxeYsfmT8p3Aa2OAn+7p65Eo9Ba1h+kx5wzg1j+BW9YCQRFAnHBs2xvz294DvrtJaUV2MsCMeWcp9gAQHE2PSpp9r7FkRxk+2VSE+jbF6apwgmNq7+sReEXYKVOR9uqrGPjTj92ei1i4wOb/8NmndttGKwjgWTs6KBVf4aTHozT7zz//HCtWrEBnZyfmzp2LNWvWIDY2Fm1tbbjqqqtw+eWXB2qcCgr9Fxa5jBkIzHmc6oin393z67QhwIDpFMkv+ANIHBbQYfpM1V56LPiDMgk4rk+Ho9AL1ObSY9IoqQMDIDPmC6V1FhPwqxApSR4NzLyvV4ao0Ee0C0r2YU7E7wBZZL4l4MNRAPaXN+ORZdRF6POtJVj74Jy+HZCCQqBorbL932p1niHUD4k843SH6yPmzEFNeDisbW2IufJK6AYN6raNKiQE6qgoWFpaYKqqhjoyMtDDVejneHTkq9VqBAUFITo6GpmZmYgV0kPCw8PBKRN7hZOV+qP0mDQSGHs5MOdRQBfq3msHC17YwjWBGZs/0QtiKx31QEtZ345FoXdgkfnE4bbrHRnzVfuk5dzuEQe3sFqBovVA8UbKVlFSCPsv7kTmWc28oQWwWgI/ppOcjQX14vKxuna0dCjdJhROUOzb+nbUO97uOEMdHY2sJd9i4I8/IvmfTzm1rTSCKJ65RhHBU/DCmDcYKHXriy++ENe3tbX5d1QKCscT9UKKfHyO568dJLSuK97U/1OT9TJPeMWuvhuHQu/A8zJjfoTtc7HZ9KivBAxCml/JZun5yt1AnRdaKhtfBj49F1h8NvDWFGDNM57vQ6F3cCvNPkpa7lKi84Fm67FGm/8L6pS5mcIJin27y9YTRwwuKDsbwUNdzyc1cXEAAHNjo8vtFE4OPDLmP/30U+h0OgBARESEuN5gMOC5557z78gUFI4XmNGS4LhVo0sShgKR6YDFYGsM9Uf0Mg9wxW5p2WJSom4nIjUHAUMriTnG2ek/hMYCkWm0XLmHHu0jJUwU0l2aS4H1L9FyhNCKp+APz/bRH+B5YOu71HJyy9vAkRV9PaLAIBrzLtLs1VpAF07LigheQDFZrNhZTBP7+PAgAEBhrWLMK/iZ9gbKwuprIVz760lTEbD2OdL2OQlQx1FmtKWhoY9HotAf8MiYDwsLc5jyERcXh5EjR/ptUAoKxw1WC1BNNYrdopfuwHHA4Hm03N8NF7kxzwy4lgrgpRzg67/1zZgUAoOhDfhGaCuaPQfQ6LpvkzGVHsu2Acf+BI6upv8HkBqvTdq9O+z9GjB3AQNmADf8Suvq8shZBBw/KfdHfwd+exT47Dxg1ePAN1dS+cCJhlgz7yIyDygieL3ES6vz0GG0IC5Mh7NHk0BWoRKZV/CWjkbgl/uBmkPSutJtwEtDgPdOBb6/re/GBnQ35pffCqz/L/DxGX0znl5GEytE5huUyLyCl33m7TEYDMjLy0NDQwOsdpOW+fPn++MtFBT6J3VHKHqpC/fOmAfIeNn9GUVC+zPyNPvKPeTI2PEB0NkIHF0FVB8g4TMA2PMlsP19qrW+4B1FLO94I/83oLmEou8Xvud4m4ypwKHlQMFaikRbzcCoS4ChZwIlG4HKvZ69Z90Resw5A4geAOgiAKOeNCl4K6Xfj7kMOPM/Pn20gFPhIDKkrwSi0nt/LIHCbABKhcwLVnLhjJBooLVcicwHkNzKVrz31zEAwBNnD0e7kTKlCpTIvIK3fHMVULqZnJP3HyRn6uonAF7Iwivb0bfjY9cTTkX3B4uR/reeHDoRSmReQY7Pxvz69evx6KOPoqmp+42a4zgcPnzY17dQUOi/lG2jx7SJgNrL04lNhu1rwPoTZgPQIdw0VBrA2EZR0/1LpW12fQqc/RIZ9T/eQeuq9gLzngKi0np9yAo+ULiWHkdd5DyNOmMKPZYK5SGxg4Dz3wJayun/moOAxez+ecGEJONzSJU4aSSl6tccBDa+Qk6jbe8Cpz7sOrW7r5GXoDDq808sYz7vV4q0R6ZRRw5XMBG8zuZAj+qkZVsRXZtn5yTgognp2FxIWRP5tXrwPC9lVFYfBEwd0rmroOAMdl1nYrdF64FymQGvr6SsKbW298cGSNeTpJE055BjtQAqda8PqTcRI/NKzbwCPEyzd8SiRYtwxhlnYOPGjThy5IjNn2LIK5zwlArGfOYp3u8jegA9tlYAZqPvYwoEbTX0qNYB6ZNp+Zf7KeLG2PMF0FgE7PjI9rX1XgihKfQNViv1it/7Jf0/yEVmVfJoW4Gzuf8AtMHknNJFUMp8nZv3AKtV6lkfP4Qek4TSreW3SC3yAGDfN+7tsy+wWoHy7d3XM0fFicIBwYk39oqeJ83sGFHS7APGntJmAMCkAeQ4GZESCZ1ahbLGTizeXEwbGduBT84CPloI5K/qm4EqHB+0y5ThmeYFE70deRHNA3gric51tQIfzAd+fbR3x8gi85kOnIlsvnICo4knY16JzCsAfjDmGxoacMMNNyA+vh9HShQUAgWLzPsS6QhPBDQhdHPsry3fWL18RDJlIQCSwNnCRUDWLMDcSbV0uz6h9UHCJP5EM2ROZA5+J/WK14QAmdOcb6vWAtf+BJxyBzDncZrkARRVHyC87tD37r1vazkdP2qd5NxKGWO7TYLQHm/P5/23fr4+z7Fq+4nm0GKOl4Gn9ryt2GteSbMPFHvK6Lsdn0nGfHSoDo+fNQwA8NKqPFisPGmyGIRjc/ktUhcKBe/oaunf2XS+cOxPaZm30vWWXcMSR0hZRi1lwK7FVFq07V3KxOot2PVk7BXAVd8Bsx6UnjuBlO2doRZr5hVjXsEPxvzpp5+Obdu2+WMsCgrHF221pKAKDkib5P1+OA6IyaLl/jo5YDfHiBTJmAfIiJ92J3Dua2S8G1pp/cBTgUnX0/KJZsicqJiNpHPAmPUgRdpdkToOOOMFYM5jZMQzxgnieXu+dG+Cx46R2GwpLX/UJcC0u0hQ79zXgJtWkYOh7kj/bY3IxKIypgJzn6T6f+DEc2i505aOwQTwlDT7gFDfZkBZYyc4DhiTIWXKXDstC1o1h3ajBTX19cBfL0ov6moByhxkkCi4z5eXAa+Nsy01O1GQX19NHXRfrxNa8CbkAFEZtNxcJgU0AKDxWO+NkRnzobHAkIXA/H9Koqwt5c5fd4KgEWrmzY2N4Purc1uh1/C5Zv6f//wn7r33XuzatQs5OTnQaGx3ee211/r6FgoK/RN2E0scLkWfvCUmi1KS+6sxz27S0ZnA8POAmfcDEanAxOsozTZuEHDHFhLEC0sEptwipeLW5/XduBXco6EQeGMiAJ4Ehe4/BESmer+/oWeRoddWDRxbR5MtV4j18kOkdUHhwOl2LU9HnA/s/4YEI9N9cKAFCnHCOwyY/TCJROX/Rh0vWipODO0Iq4WUrgH3jPlQmnQqkfnAcLiKHKgD48MQGSzVL6tVHFKjQ1DZ0Iq4xbOADkHANCaL7jPlO4HB3ctolu0qx68Hq/DypeMQFdpH9dD9HZ6XMtOW3wzoQim1e+INvSP2yvPAmmfpGimPSPsLeVkTQJl54jV6KBAtGPMNRyV9FYDmMAmu+6P7BVMnZXIBkiYHIN2z6o+SYzU2G9CGBH48fYA6Vriumkyw6vVQR0b27YAU+hSfjflffvkFGzduRFBQELZvt/X0chynGPMKJy5iiv1U3/cVI6QW91djnkVO44dS5HTB0923iUqzXR8v3NRPtKjkicixdQAE7/64K30z5AFqZTfifGDHh9Rn3W1jvoeJ4JjLyJgv+su38QUK5rhKGEqPyaMoitVSBnx2PnDVUnKWsPP9eKSzEeKxEhLb8/ahQgmevA5XwW9UNpNRkxET2u25jJhQRDUeQBAz5MdcAaSOp9aJ5d3VyP/Kr8ODS6ml5M/7K3H1KcfxcRpIOuxSm7+5kh7Dk4BhZwf+/St2ARv/R8sTb5AcZv6ixs6Yr9xDnUU4NRnIUZm0fsPLttvVHqHrfqBhWT6cGgiSGbGRgrN03b/pb9B84JrlgR9PH6AKDoYqLAzW9naYGxoUY/4kx+c0+1dffRX33HMPdu3ahbVr19r8rVmzxh9jVFDon7A0Rb8Y81n02FTk+74CgTzFzl1YlFVf1bvpdwqe01BIjxOuI0V6fzD0THrM+7XnPuvMWRQ3xPV2cYPosbWqf9bN19kZ89oQ4IaVVILScBR4fRz9rf13/xW77AlmlIfEOuxUsL+8GTd/ulNqi8ai9yw1X8GvVDR3AQBSo7tHINNjQjBBJTjKhpwGXPSepO9SvsPmHOoyWfDYsv3i/3nVSk29U5ylcct7sgeSIyukZdbS01+01wPttbTMygcLhLl8bDY5allknhErXJftI/qBgmX5hETbZkJEpNhud2ydYw2TEwQ1E8FTFO1Penw25k0mE8466yyoVD7vCgDw3nvv4eKLL8b48eMxbdo03HHHHTh2zNYQ4Hkeb7zxBmbOnIkxY8bgmmuuwdGjttE/o9GIRYsWYerUqRg3bhxuv/12VFdX+2WMCgoApJtoyljf98UikrX9sAOEXPwmfqj7rwuOAgYvoOWNr/h/XAr+gwmapY733z6zZpGqfVs18OooMsCd4W5kPjyZHi2G/pe2bTFJThH5eRKdCQw/R/qftwLrXwS+uKhnJ0d/pEMw5p20B3x02QH8cbgGF769SdiOGfNKZB6mLjL4KnYBxZv8sssqITKfGtVd3yIjNhTjVcK5nS4Y8UmjAE0wdReQOVm/2V6KqpYu8X+Wvq/ggNYKelTrHK8PNId/lpb9bUCz/cVkSc7TA0vokXWySR4tbZ8yFjj9+cCMxRmiMR9ju16eUaYNpWvt9g8A/Ympbq9RRPAUBHy2wC+44AKsXLnSH2MBAGzfvh1XXXUVlixZgk8++QQWiwU33XQTOjo6xG0++OADfPLJJ/jnP/+J7777DvHx8bjhhhvQ1tYmbvPcc8/h999/xyuvvIKvvvoKHR0duO2222CxWPw2VoWTmK5WyeNr76X2hmRBubuhEDC0ud62t2mtoL7yLMXOE04VlNH3fq0IYPVnmDEdN9h/+9QEkaYCQMdQoZNMra5WMvgBIL6H99cGS6ndehfOgb6gYhdgNQHasO495UdeKC1PuRVQBwHFGyhaf5zBMaPcSb08MwL1XWbsK2uWjP4OxZjHdzcC70wHPpgHLD4LKN7o8y6ZAd4tMt9ej6v3XInz1UK/cKYxodFJbR+r9ombf7W9FABw7TRKrT9c1QqrtR9mv/QHWgSjfchptuvrBccJz0u6Ev6mtcr2uuHvAABLsU8caXuOhydLZXTJo4Gb1wLXfA9cv4JEcVVacvr7yUnlEmfG/LCzgUk3AVcupZIsAFi7CPjq0sCPqQ9QCyJ4Sns6BZ+NeavVig8//BBXX301Fi1ahBdeeMHmz1M++ugjXHTRRRgyZAiGDRuGF154AZWVlTh0iNKXeJ7HZ599httvvx2nnXYacnJy8J///AddXV345ZdfAAB6vR7Lli3DY489hunTp2PEiBF48cUXkZ+fj82bN/v6kRUUJA98cDQQFOH7/sIThBQxHnghDdj8hu/79BcsdThuEE0EPSFzKnn4rSagaq+/R6bgD8xGoLmElv1pzAMkYDdYqJfXO8mMYhPT8CTbvvXOYKmU/cmYb60EvriYlgdM6y6ClT2HOjwMOR044/8kY8rfKbK9ATPKQ+O6PVWnN9j8//2eCskgMHVQr/OTlfYGIP9X23V+MMRYzXxKtBCZt5iBH+4AXhyEqFa6dhugtelCUhMmZMBU7UNuZSuW7CzDUaEs4u9zBkGnUaHdaEFZkxREUZDB7v9R6cDVy4BB8+h/di379VHgvwOB0q2Be29GrZ+vIRU76TF5tFT+BwBXfAlEJEn/p0+kzx0UQfOXCdfQ+j89n/c7Je834J2Z3Wv4nRnzmiDgnP8BOafZts2s2te7bfN6CSkyr6TZn+z4bMzn5eVh+PDh4DgO+fn5yM3NtfnzFb2e6raiomiSV15ejrq6OsycOVPcRqfTYfLkydizZw8A4ODBgzCZTJgxY4a4TVJSEoYMGSJuo6DgE81CP/goP0TlGfLUtdVP9p+aYJaK2VM9szNSxtFjpXLu9UuaiikdURcORCT7f/+sX3ybk1RHd1PsGZGCMe8qbb+3Kd5E2Suxg4AL3un+vFoLXPczcNUS6v6QQD3ARUfZ8YSLyPz+8mab//eWNQO6MGopCJzcdfP5v9J5ljwamHQjrfOx9IDneVS2sDR74Ts+tg7Y+yU9z6nwrvlc3Gx8CEZNOADAaLbitUMkltdeugcXvLUJj3y3HzwPJEcGIyUqBDlJtK2Sau8EZlBHplEp2aWL6f+2Giqj2P4eAEC16X8BeG+hTaw6iB5rc/07V2DCvplTgdGXANPvAW5Z13P3kFkPAioNZRz5415vtQJfXw7UHAA2vGT7HLuO2BvzcnLOkBzJQO+VQPQiYmS+UYnMn+z4rGb/+eef+2McDuF5Hi+88AImTpyInBya6NXV0UkcF2cbFYiPj0dlJV3k6uvrodVqRQeAfJv6es9vnv09NZ+Nr7+P80SCay6FCgAflQ6rn753LjLNxrtmqTogRfD6EK6JPqs1Kg28F5+VSxkHVe4PsFbs8er1gUA5Z2TU5EINgI/NhjUANdxcWCKdK62VDs8Vri6fjq+4wW4dH1x4Mm3fWtlvjid2PbCmTwYfEgf0MC4uPoe2rz3cbz5DT7BzhW+je7A1JLbb2PeUUsRs0oAY7CxpQm5lCzqMZoSExYFrKYdFXwNE+tEB6i6Ve8Btfw9ImwR+wrXda50DDc9DtX8JOADWoWcDVgv9/m21Pv3+TR1GdJnonE0M18JisYDL/ZHOt8g0WK7+AW++VYQ2sxmFta3ISYrAnpImHLJSKr2m5gCMFgsAyiQZlRYJi8WCQfFhOFjRimN1bco10gGqlnL6LSNS6PfThkMVGgeuo4HKKASsQicHf36HXEsF/b7Zs4GCNeA6G2FpKu1e2uMN+iqom0vBcypYUyaQ5sn8p+m5nj5DeAq4ERdAdfA7WDe+Bn7+0yRQ523mYuEaqIVFqybY5jzhag/T+RPr4p6hDgb+9i1Ub00B11gAS2MREOmH76gfoYohZ4apvuGEOk+V+ZmEu9+Bz8b8jz/+iPPPd9yK4j//+Q8effRRr/f97LPPIj8/H1999VW35zi7NEbeDc+kO9s44sCBA169rrc5XsZ5IpCavxMpAOqMQSjbu9cv+4zQjYQ8Nlm58UvUDrrML/v2hYGlBxELoLKNQ40XnzWiPRw5AEwl23HQT9+Vv1DOGSBz31IkAKgLyvLbsSwnuq4TgwC01xxDnoP9ZxfuQAyAiq4Q1Lrx/intHFIBNBQdQGlEz9v3BpmFe5AAoKZTg0o3PkNUqwaDAXSV7cPhfnZO9ERr9THEAChvMqBOGHurwYrcOiNW51Ea/cQ4C/KqOOiNPH5avxPnIgxhAIoObEdLnc/TDo8ZtP1JRNdsAQ4sQWlFBeqyeqF9loy4khXIKvoLFqhx245kPJRRgGEAWioLcMyH3/9YkwkAEBWkwuFDBwCrBWMO/QQVgKMj7oO+TI/UMA75BuCP7YfQkRGM5bltOMJnwsyrEGRsRBKaUAOK8EWjHXv37kWQiTIid+eXYW+kEp23Z1RdEYIA5Nd0oN20FwAwMHo0Yjv+tNmuoZWyJvx5n0kr3ItkALXmcEREDERoawGKNy1Hc+qpPb62J6Ir/8QgAJ0R2Th8uNDj14dGz8VwfAdV7vdA7vcwhKbg4NzPKBvJQwbs/QhMYrOprhrFsvNkePFOhAI41hGKlh7On8HqGEQBKNu/EQ3NfiiJ7Eeo9XoEAWgpLXXr3nm8oczP3Mfnu+qiRYsQGRmJuXPn2qx//vnnsXLlSq+N+UWLFmHt2rX44osvkJwspX4mJFBqX319PRITE8X1DQ0NiI+nUz8+Ph4mkwktLS020fmGhgaMH++5WvPo0aOhVnt+MeotLBYLDhw40H/HeeQXSqF1N432OIAroklU/ODxiBs3zk97HQfLyIngCtdAte7fSDfkI9Vv+/Ye1V6qm0wdNgUpI8d5voPOLGDrQwjqqMK4oVnkre9j+v0501vwVqjWUb/puBnXIG7QOP+/R5wB2AWE8W0Y5+B4Vm2lNkipY+YgdXDP789ZxgNHP0d8kBmx/eD8AADVYRIhS8qZiER3xtQYBex4EiHt5Rg3ZrRXk93ehp0zURpqqZeeMxZpwvXg/iX78NO+ZnHbq+ePx5G2Q/grvx4dIUkITcgEWvKQnRwJvg9+M9VGqSQjXV2PtF4eg2rjTQCAl0yX4o/GRJwa24xhAKK1JofnhLs05dUBaEB6bDjtpyYXamML+KAIDJp3LaDWYuyxA8hvrIApNA7W2Hh8e2gbAB0K+VQM5coxUlWMGisZ8/Mn5GDciCQUoxJLcvdDjxCfxndCwluhWkFpzUMmzpEi4sMXw7rpNag2SZ1b4kJVKIN/55BcEUXqErLHADGRwO4CZNf+BuvwcbZ14u7A80BXM7jCteBW3C/2aQ/OmePl7z4O1vA2cGsXgTO20T1/YJxt7b2bqA52isuxwUA0G4/ZANUKEmsceMq5PWYkcJWjgLodyIywIuMEO5Y7jEaUAwg2GDD8BPpsyvxMgn0XPeGzMf+///0PDzzwAN555x1MnkxtKxYtWoTVq1fj008/9Xh/PM9j0aJF+P333/H5558jI8M2JS89PR0JCQnYtGkTRowYAYDa0O3YsQMPPfQQAGDUqFHQarXYtGkTzjrrLABAbW0tjh49iocfftjjManV6uPigOqX4yxYAyy9lmomr/gSGDy/r0fkH4T6K1V0JuDP7zx9AqBSAev+Da5yD9QqVXcxrd5GqNFTxXj5WcPjKL2ttRzqxgKqxesHxJf8Ao1lD1RTbu7rofQd5XuozlMXAXX2bP8ey4womiBy+prux7PVImoyqBOHuff+UanC/qr6z/WOXQ/cPUfiBgK6CHBGPdS53wNjLw/wAP0HJ3TxUIXFAWo1rFYeP+2TjOW06BBkxIVj0oBY/JVfjx3FTbgxnBzvqo6GwBxjrjB2AE0l4r+qurzeHYOxHWgqAgB8Y5kDAPityIJrtdQZwJdjuM1Ahl10mJb20066FFz0AKh1JIiXkxQJoAIHKlrx4cZi8bWH+CwMRTlGcsXYpJmEh08fijNGpYDjOAxMoJr5bUWNuOHTXXjpkjFIjOze+u6kRF9Hgq6cCuqoNOlYCo0Bpt0JyIx5VReVnfh1biZ0/lBFpVOniN2LwZVthfrLi4GH8p22jHTIpteB3/8JQMharScND1XmKd6fI6fcDky+CXhjItBcAnVzMRA/yPP9yDRWuM4m6furLQCsZiA4CuqYzJ7nR4IjQdVS1nvnvdlAYnwBRicENy2Njf3nXuhH+qVN00/xWQDv1FNPxTPPPIM777wTBw4cwNNPP43Vq1fjs88+w6BBnp/AzzzzDH766Se8/PLLCAsLQ11dHerq6tDVRZEPjuNw7bXX4r333sPvv/+O/Px8PP744wgODsY551Av34iICFx88cX4z3/+gy1btiA3NxcPP/wwcnJyMH36dFdvr+BvBCEemDuBX+7v27H4k2byDPtVAI+ROJzavHQ2Se/TV1gttmI/3sJajvWXVlwt5Riw/39QrXxQajN0MrLva3rMOS1wk49wQQHZYqDe1nKaSwCLkfpeu3susfaIdUcAU6frbXuLlnJ6dPczqNTAzHtpedXjZHAeL5gERXqhFjavRm/z9ILhZLjPHEJGxaaCelhDBI2bvug1X58P0VgBSHSwN8VFBZHDRkSiCZEI0apRY42k53wUBGztEtLsQ7S0ghlA4ZLq+GBBzG5dXh06jGT8P3Rajlg3P0pVjAvGpeHmWdli+WJWXJj4+vX5dXh9bT+5bvcH2P0iPBlQ28XDwu1EIQPRjpUJ4EWm2IrS8RbPuyP89R/YnBsMXx3uaq2k98MEdD1F3v2EqdcDQM1Bekwa7V6gIzqTHptLXG/nL3J/BJ5PA3Z8FPC3UgvaYdaWFvBGY8DfT6H/4rMxDwBnn3027rvvPlx55ZVYt24dvvjiCwwcONCrfX399dfQ6/W45pprMHPmTPFP3sv+lltuwXXXXYdnnnkGF198MWpqavDxxx8jPDxc3OYf//gHFixYgPvuuw9/+9vfEBISgnfffVfx8vQmXS3AkRXS/80l0o3oeMbYLhm4cV54nHtCE0QGPWDTB7hPaKuhSQKn9k3pnLU8q+8fk0Ku6E/pH9aK52TD0Abs+5aWJ1wbuPfRBlMLR6B7ezrWlzluMGWkuEN8DmV6mLv80qfbZ7paAINQV+yJCNX0e6m9W0cDUOfnXtGBxEAtzKAjg29LIaUcJ0cG49ppA3D/QiqnGpMejagQLVq7zKiwCOVuLX3gnGQdA9KnkJPUqJecL734/nmWdHAccPvsQWjgBWO+q5laQ3pJSwcZ85HBzJgXzi/ZtXpIYrjNa66fnoXbZg9CHkdztJGqYqTH2PaojwnV2vzf2tnHbb3aG4ClNwCvT3De4rK3ENvSOXFuX71cSivv9HPLMJ6XWnJGpNC1kHXGAMTIuts4K330R5CCOV1XPkStEj0RVzV12Tp+5cZ87k/0mDbBvX2x36KhwLMxeIPZCCy5ljI3/vy/wL4XAHVUlJhtYG5qDvj7KfRfvEqzd9Y/Pi4uDsOHD7cRrHv88cc92ndeXs8XI47jcPfdd+Puu+92uk1QUBCeeuopPPXUUx69v4IfKd1GE+7YbJr4VR8AyrYDIy/o65H5RoNggITGAaGxgXmP1HFA9X4y5kecF5j3cAcWhYhM9a2ul7W1Y99dX1O4Tlou3wmM6F1BrH7BkRVk2MRmA1m+iye5JCKZJmf6aslRBQhRUwDxHrQ95DhgyAJg12Lg6GpgyMIeXxJQmGEYEisauG6h0ZETo6OB0sBlfcD7NaxXvC4cViuPH/eRg/b6GVm4fbbk3FSrOMwcHI8VB6qwoyMZGQC17ept6oQ+3MmjAIMeqDuM5tL9iI7uJVV9wVFzlE9DRkwo5g9PxKt/hMHEq6HlLEBHPV1fvaBbZF7PIvOSnlBadAjGZ0ZjT2kzAGDesERo1SqEDRgPVADpXD0Ghhts9msvMFze1IG/8uswa3A8VKo+KPv66S4gTwjolGwCRl3c+2Ng9JSpNng+GfRvTAA6/GzMd7UAJiGLh92T/74Z+O1xaodXlw/8dDf1Zb/+F0Ab4np/ZkP3dUGR/intY8Y8QBma0++2vfa7wr6NaVcLZQk2lwD5v9E6dx3QSSMBbRhdZ6v3Aame62a5zYGl0rIzZ48f4VQqqGNjYKmrh6WxAdqkxJ5fpHBC4lVk3r6XPPvLyMhAW1ub+P/hw8dRtEHB/7QKk9yEYRQVAYDyHX03Hn/haV9sb0gZS495K/u2nzb7DX1teyOm2fcDY95qBVf0l/R/+UkSma8+ALwzA3h5GHBwGVC8ntYPP9f9qLi3sLRf+0kai0h7ei4NOY0eC9f6Ni5/wNJIvZm8sahRb6WA+orVDM4iGAC6MHy1vRT7ypoRHqTBBeO6f/7R6RSR39UlPNdYJEX2ewvRYTQUFiGKWfXdY/hqTS+d90JkPp9Px+DEcIxIiURUaBAaIShr+5Bq39IpROa7pdlLkXmO4/D+NZOQkxSOIYnhmJpNDuh7zp6MEitN/ocYj3Tb951zJcfM7tJmXPfxdny6pdjrsfpE6VZpua8j8y1u3BOF/uecsY3qu/0FcySExEiGukoNJI+m5cK1wO7PKNvMnfsai3jf+idwzfcUkb+CSiMb24349y+5OGpXRuM29lmLlXvdfy07jiOYk4sH2mqBn++l5cEL3HcAa4KAQYJAd/5q98fgCR2NwNZ3gIPfSeuY0zPAaGIp1d7c4GfHkcJxhVeR+UD2llc4gRBru1KB9MnAzo+Asm19OyZ/wCaHLHU8EAxeQKKBtbnA8lvIy94XMOEoX415FplvPEYe9r5U726rBidPf6zcA1hMVOd3IrN/iVRvuPop6TfI7AUdkTChlrSjwXZ9Nat/HOXZ/tJJbBWNxyglU9uH4lwsy4ONyROiqW5ZLtDWn1GbZRoFunB8toVUdu9fmIPkqO6/QbIgmlbYEUwOnbYaquvN8OK78hbBUXLf7y2oMk3C+9wqDFeVYv1fr6NuygdIiAiwUJVQx1zAp2FMYjhUKg7jMqLRUBSFJK7ZJ2Oepb9HBgtTubbukXkASIgIwq/3ngoVJ0XdR6ZG4WjmTKB8OYa07QJwic1rHjptKC6dmIE5L/0prnvm51zsLm3GI6cPRUZsqNfj9giD3jZdva+N+VZZtpozgqMAcAB4aEx+bO3XXEaP9mnwCUPpUa5J017b8/6YMR8SSxHr+w+KTz20dB/WHqnFqtxqbHhknudjlUfmAcoyHPc3917LfuOoNMDYRmVM6/8LFK0HdOHAgqc9G0vO6dRVKf83YI737bKdsvbfNL+V46Mehrto4mJhAGBp6AM9EoV+g1fhmMpKz+qea2pqet5I4cRDbsxnTqPlyj2UMnU80xuR+Zgs4HpBb6Bkc98JZDUKvWZ9dVxEZZDImcUINHjev9avCMelMTgBfFAkiTPW5vbtmHoDuV5Fa4Ugrsj1TneBUEEATW7MW0ySYBOLLLlLWAIQFAXwVu8FlvwBzwP5q2g550zPXx/DjPlin2qnvcbUBXx6LvDpeZJ+gQtUFsGYV+tQ1mpGfk0b1CoOl0xw7OxLEoz5mlaD5LCp8UPv4OoDQNEGtza1NFGd/qGOaGwzDsSbqisBAOdxG9D57gKgfJfv43GGsV0UMc23pmOwoBKfFh2CelY370PmVbfIvL57zTxDreK6pc8POeVcAIBKriEiwHEcBsR1N9h/3leJB5f2opaLvQhsXxvzLT2k2QPkKA2mrBSN0Z/GvPBdMFE3hqModU/CrqZOuvcBYiaBnLVHyBlQ1uilyGhkuq2Ds2qv+6+VCzmyVrbMaTrjPs/vFyyTq3I3Rfj9zREHwZbOJrrHBRi1EplXgJfG/CWXXIInn3wS+/fvd7qNXq/HkiVLcM4552D16gCltij0b5gHOyKVJq1xgynlrGg9YDED315Dwii9qSzsD3rDmAdI4CUskQToqv0wAfYGZnjH+ij0p1JJNcGlm33bl68Ix6UxJFEa04lQ/tETTDhJXpsdm+1wIud3HBnz9UdJ4V4XIUWo3YXjpAlsX3ZIqDlIpSiaEGDgLM9fzz73sXXAc8nA5xf2ruMu/ze6Hhf9BXxxYY8CUWqzMDZdGNbl0aR44oAYRIU6zmph0fqa1i7wzJivPuhwW7exWoHPLgA+PQfYv9T1tl0tUBvIeWwKT8Url4/FvVeQBkkK14jM9v2wfkPGfUObAS+tyvM+rdgRgpJ+Ax+JRkRieAoZ8KnRISjgBWPQB0ciq5mX0uwFQ0WmZu+SgbMBcDSGry7vduzZG/+MvGo/fkc9YW/Mt/WTyHxP2WqCno7a6MfvqsWJMR8SA2TZXX96EnlkUXlOLXam8CsqFXDzH8Dft9D/VfspK88dxDT7ZOn+JLR39Ep0OCIZSBlHy0cDYI/InWdqHcAJplXV/oCL7mni6DizNDb0sGXf0PjZZzh23vkw1QbAiaIg4pUxv3LlSkRERODmm2/G9OnTceutt+LJJ5/EokWL8NBDD+HCCy/EtGnTsHz5cjz88MO45ppr/D1uheMBFnFg6WiDF9Dj0d/JeDr8EwmjHPjO8ev7Izzvv2h1T3CcpNhauTuw7+UMZsz7Q7V/wAx6LN7k+758gUXmQxLAi8b8SVA3zyahC58FZj8GqIOAidf1znszoUi5Mc9S/pNHeVezz5xprOylL2DHctbMnsWmHBEjc2LwFqp5les5BAqrhRypS2W/f3Mp0FLm8mUqFsnTReCvPEojnTfMuehSUiSlsHcYLeiKGii9jy+0lJFoHAD8eKet0rU9QlpyIx+Of10yFReOT0d4hm1UT9VWjQ6jGbP+uw5vrivAq2v86BwS6uWP8mkYmRqJUWnMmA/GYV4wyHxw1LLIfFSIltLRWdtAd435sDjJCZX/G92T7UhxUD5hr3YfUFgJitgRwy7Tk+fpOyxYQ0GCQGIxS07Rnlq1htA1T2NqpTG2+SHt2lmaPQBc+yNw+yZg2l30f2sPkXkxxT6mm+BdbWuXuMxKZbwmYShl5Zna3dcGYdkX4cni9yjiqeOXkXMGPbJMKn/SLLtuXvAOEEptOfHhPGDN0/5/Pxn9OTJvaW5GzfMvwJCfj9af+6hU9CTBK2M+Ojoajz76KDZs2ICnn34aWVlZaGpqQnFxMQDg3HPPxfLly/HNN99g9uzZ/hyvwvGEmGYv3PQGC6rT+b8B+b9K2/32KHDsz14dmte01wtqshzQG2rIqYIxX9IHBrBBL0VB/GHMZwnGfMkmz7Ixcn8CXhwMfHEJCWj5ijDJMQUngE8T0gBPdGOe5yXnWlQ6MPdx4B8VwIx7e+f9xci8bMLB2i56Wi/PYJH5vmx3WCGkaGdM8e71jgyCigCmfTPKd5Ij1Z4eHCNizbwuDEeE6OykAc4zO0J1GkQI9dyNnLCdr5FV+RgtBpeRfotgCJbzCRgUL7Ros+tA0qhOwKJfDos92Lcd8+OkWCgjybem46aZA8VId0pUCHKtWbRN9QGvs9NaWZp9sFYycnXhQFC4i1fZceVS6d7sIF34sxun4JZZtq2Gq1q6YLX2UkYdMwAzhHIg+zT7jf8D3p0JfHERsOezwI6lrYZKe1SabroE3RAiysFtZeC2vgW8NJiER32BOdsczT1UanKMZs203dYZzJh30JHnQIVUCmmy+BhZVqmlTALmmNn7NfDro86j1uw3j0rrnjkW460xL6TaH/Ozs9TYLmk6PFoCjL5E0ogBgE2v+ff97NDEC8Z8P4zMN33zjbjMGx10TlDwGz5JGAcFBeG0007DP/7xD7z11lv46KOP8NJLL+HGG29ETk6AU5AV+jddrdT2CgAiU+hx4CxKuW+rsb3AdTRQil9f18K5A4sqRaSQSmqgYZHjwz/Tza8XarBEWFQ+LEGs//MJ1ue5tYLaornLpldJTKbgd2Dbu76PQ6yZj5e+34ajbtUMH7d0NJLhA9CxC/Su4J+jNHvmoEqf5N0++5Mx727PY3tUamDcVUDiSGDuE7b7DCS1shZxWbOk1oysJ7sTWM28RReGimZaHpTg2nBkkb0aXpiU+3qdtx+jiw4ZLVV0DatCAtJiHGdO6Mx6fL1dihjq1H5svSaLzE/IlIyS1KgQHOXTYOLV1LLRi773VisPvYEi0VEhWili7G5UnqENBuYJx17BWtJRkDEkKQJPnD0Cl06U0soNZitq9b00OWf3XOYwM7TYlgMUrZeWSwJcwiUvHexJxHUgtftMzVsM1R//pHU/3uXb+7uKzDNY+n9PNfPMsWpnLBvNVrzzp6Rr09JpAu9rKSTr2tFUTJpJP9xO93IHWg0AgFqhu0LCUNsUdm2odC/xFCbCa3/8+Ar7TYIipfr+sHj/7b8H1LFCmn193xrzjZ99hupnnwUvOGhaf1uFujfeFJ9X0uwDS4D7ESmctLCofHC01HtZEwSc+qDtdnftouizuQvY/kGvDtErmMfYvmYtUAyaK/XU3fYu8MPfpefa6oDO5sC9Nysn8LVenqELBSbdSMvLbwHa3bj5NJfaGjf+0A6QpdkjNFYq//j53uNPv8Fd9ML5GBrfO04oe+yN+c4mKTI/0Mse9/I0+wDXJTqks0k6R1K9NOYB4IK3gTs2A0OE6GjFrsAfh6zf+7S7gOt+BuIFNex618Y8q5nvBBnosWE6xITpXL6G1c2XmwWHYHu9b05J+zG6MObbaiiTRx+cArW8P/qg+eJiONeFSLRj7lCKptXqDX6LOluFHvcFfBpiw6XvKSkqCCZOK9XNVzvXH3KG3mAWD5PIEI2sltuLFokp4yhLxNTutMzj6fNG4oNrJyEtmpwixQ290Hor90cpay95DGlTALbZHfJsLV/1GHpCbEvnxnc87U7wA2dDZZUJW2p8SFk3dUkK9a7mHyzbp6OeRO6cIU+zl/H19lLsLGmCRjhfzFYe7UY3a92dwVLjm0so047hSIyuo1H6nPE5gq4D209mt5IAtwmKoGAC0L2rii+0OHCw2Ac/AtimThPHIvN9l2bf8tNPqHn+BTR99TU69+4Dz/Oo+e9/AIt03Jhre0fd/2RFMeYVAgO76dm3bxl/DTDyQrrhjL+a+o/PvJ+e2/Ghf+rKAokzNdlAoVIDl3wMXC6kxB74jozg1irgrcnAKyOB4o2BeW+WjpY0wn/7PP15+u5MHVLNtCsO/0yP7OZYc9B3Q0dMsxe852e/TKI1JRv7Vhk9kMg7S/QF8jR7q5UiaLyVoiXejil2ENX9G9uA5mK/DdVtKgQdi9hsh6mqHpM4kj5PV4t/j8PWKkpD/vUxqvnleaBGEF1LHk2TY9baqs51mj2rmW+1klEyuIeoPCAp2pd2hVB6MusZ7S1sjKyloovuGNbGYgCAJcIuknnR+8Ccf8AKMgxSuUY8eNpQcBwZL40dfugsYLWAEyb65VwKIoKkTsBBGjXiw4OwyypEC4+s9Hj3LMU+WKtCkEYta5nmRRtRjgOGCt0YHClzAwgL0mDhiCRkJ5BzvrQhwEKNxg7ghzvp/E6bCGTPlqK0rKTAYrLNaqjP75ZZ4FfcaUvHUKnBj7zQdp0n5Q/2sM+pDXMtWhoSQxFswLaDiT1OjPl9Zc0AgLvnDYFOTSYC02bwGrFrRwmw/1tpfbODUgCWeROVQQa43NnryjnRExwnRcz9acw7mhO227WJayr23/vZwWrmLQ0NvmdQeEntiy+Jy4aCozAWFMBcWQVOp0Pqy/ScWYnMBxTFmFcIDBVCDXLicNv1miDg0sXAA7nA+W/RumFnA4kjKN3wy4v7XiDNFb1tzDOGnyPUFvOkfL3uOboZG9uAr6/0v+fX1Akc+p6WWWaAP1BrgBih/tKddNujv9PjrAfJEOhq8SolVcRqFWvHjcFCXVtMliRm2FTk+HXHO31uzAvGLm+hNEf2u3oblQfoWEocRss1h1xvGwhYei+r5fUVjU76PEJE1y/s/IgyWra9A3x3PfDaGKmjRKLgqBOzHPJcOsvUQpp9k5kiXIMSw3p8e5ZmX603Sing3tbNNxVLv/Wws+nRRTeD8FbB8E+wK/sLiwfmPIpjauqFncnVYFT7NmSGUiSpusUPBqG+CpzVDBOvhjk0sZsyfGpUMH6wCDoiuT94nPrbIq+XB3w/x9n3mfeby0wX1q6upNGP95zWqu5p4Yd/plK96AHAjatp7sCMeXb8tJTRNUUTTA5f3tJjdolPuNOWTgafaldCZPBB2V7MCswAOA7NHUbHRjbHSaVUru6x8h7zoM4IP+2rxH6hXn5ocrjYJaGlw7Ux/2debbcOB4erWqV1Ypp9kW3nGKbOL4dd+xKEa6FO1h4xONLlOHqECdN11LvezhMc6RjYdwdoKiZHxn+zgT+e9t97Q1Kz541GWNt7IVvGDktbG8x1UhDOWFiItvXUNjR06lToBmQBUIz5QKMY8wqBgUWLmYK5K1Rq4OIPKSpVtY/6HvuqeBwo2A3VWxEW0E3zzbVHUav3cMLI0sGX3QTs+UJab2gBSrd4PR6H5K0EDK3ktGARMA8xW6yo0xu6C+iIEw27qAHP2xoSZiNQupWWBy+UUoHdieg7o6UMsJrAc2qYgmW1d8w501+PO19hE3323fc2miAS5gIo6rx/CS0PP9e3/SYJyuSBTq91RMEf9MjOS38gTnrdVH3uCauVxKYYh3+2PcZZRJ45szqbbNXhWypEETdAisw3GAVj3o3IPKtVL2/qlEVWPTDmeR5Y/RTw7izgjUlk4MVmA8POouebih2n7Rv0iDeQ4y80c5zDXcenkWPxfd0rwFeX4in1YgDw/NrsCCHqWMXHIiqse73+2Ixo7OSHoladTE5ZuSisG7C2dFGsLV2LD2n2ADBgJtX9ttcCG15y6tTJiCHjqrzJhyipHIsJ+N8w4JURUuTVYqZMPYA0JdRCVgNzBrHjh6XYx2RRGj4Q2GtBK0uzdzP7gZ1fjM4mwNDm3XuLRmMmOo0WLHxlPc55YwPMjgTqwtwwWploW0gMqlu6cP6bm3DP13tQUEvjG5wYjmiha0Fzp/NMlR3Fjbj+kx04942NYnlKc4cRZ762Aae/up7u/yzNvnIPlVQyXEXm5d/djaspO+O8N7tv7wliVxU/pqSzTKHYbGndaf8mjSCWIdFYRPeLjgZg37fd9+EDqpAQqELpfSwNvV83b6qwnccZCgrRtpGM+fBZs6BJpKCJub4evMXHcg0FpyjGvIL/MRsk76t971NnJI0EblpNFz/eQrVy/RE/RObv/XoPXlqdj3u/3osukwcXNxujgQem3k6lCoD/uwFU7qXHnDO9ahu2fHc5TnlhLSY/9wfmv/wXOuU1d5FOogZrngWeS5HEbyp2AuZO8KHxlOGRLKie++K4YPWgaROElF+BE92YZ2nbzFjsC9hE6oN5VJubOALInuPbPpNG0qO3Dh5Tp3cdElqrhPfkgOy53r23I+S1pf6gdAsZIEFRJNolZ8jpkn6CLhQIE9S55efAZ+cDb58iRsOZmn1FJ507gxN7NuaZ8VfW2EGtpgBJrM0dmkuAza9TXbnVRJkQ168AorOohtpqdnzeCmOu5mOQlu74eh2dZKvSvsC4BpFoR02rH8TdBOOrgk9AXHh3XYGbZ2ZDrVJhhWEsrdjyNvD5hW6XWFQIxrS471bPosbd0OiAqbfR8rrnpBInO9L9bczLM63Y7/jbY0D5doq4j7tSet4+4swyqWIGAinC91i2zT/jcoR9h56ecCSS521mmUz8LreqFXV6A8oaOx1rF7AItH26txwxMh+Nl1fnoahe2o9GxWFAXJjoKHr251zsKpGcfCaLFT/tq0RRfTuW76bPY7RY8fP+SlQ2d2JnsbRtfZvBefDDkeI+04+QZ3VmTgVuWQukjnP+edwhzI3vxVOYmCjLcgIoE+jm32mOBgB7v5LuUfpK/74/ADWrm++D9nSmCtuMGkNBAYwFVPoUMn481fSrVIDFAnMfOBtOFvxizO/cuRMPPfQQLr/8ctTUUC3TDz/8gJ07T/B2T8cbJVuAFQ8B294L7PtU7CLva1iipDjtDqnjqAc20D+NeZ53T022B9YJ/Zm3HGvAsKd+w7t/Oa/5tGHAdGDCdSS2Nesh4PQXJEPC38Y8MyZiB7rezgEvrjqCB5bso5s4gNLGDizfI5vAiBMy2YTeYqIWQ+ZOUq8HgCLy7v7aNhifbC4Gck6n9ZteA377h3d1t4VrAQC8vQF2whvzwjHGIrB9gX0P6NmPei9mxGDGvLfCiMtvAV4f57mCPDvf0iZQr25/IVd99gcsJT1rJjBE5gy8YytwpV2EyP4c6GqVUti3vw8AUAkCeJXtNHUYndZzl4uMWCkyz9vXPLuDPNJ61y5y+kam0gSRpZQ7iPQbyvcCAA5Zs5Ad76QcYIjQripZ6j1/tnoralr9EZmn77EC8YgN6y46mRkXivnDEnGE9Zuv2EnXp+W3urX7/eWUDi3+Bp4amo6Y+4RkgOx23OYtXci0qPCXMS+/5raU0X1WyDz7Y9iz4OVR8AgnkfnYgZJjsHBt4AQkvch+ODbxn+DlpQ/eGvOydO6jNVJKe26Vg9R9d4xWQTzXEhSN3w/bno9atQpatUo05o9U63HxO5uxbFc5Fm8qEqP4576xEUt2Sp/n3m/24uzXN2DFAeneXqc3UAmEvF0bU5ZvKe+ejceuxeletvt0hajd4idj2tAmXavZvUgOc0jUHgJ2fiytZ+KvfkIjKNqbG/zrJHAHZsyHnnIKjaGmRky716angVOroYmn41ERwQscPhvzq1atwk033YTg4GDk5ubCaKR0nPb2drz3XoCNRgX32PoOsPQG4JMzgB0fAL8+4lvdcU+wmvcB0z2frA8/FwBHkX1PJny9QWcTGZuA13WJhXXdU+z+79cj6DCaHWxth0oNnPc6cOs6YP5TNJllSq/VB1wKQXmMlxkI+8qa8dY6Gsc984fg8TOp7u3jjUWSOAub0LfKjHl5tJ1FDPJIFGqDZSSe+TkXf3AzgKFCXefWt4DF53im5m+1iEZYd2NeJtBzosHz0rER56fOBN4gP5Zu/QsYeYHv+2QTqOZSz3UjWiqk6OMBD/s/l2+nR3fKiDwhxs/HYZPM2Jl0E8CpgfTJNMm0vzaz36c+j+q35dkBR1YCFpNYM9+OEKRFhyAuvOfOCKnRIVBx1M6sXScYGZ5E5llEa+yVJJgqh/X6but+r2gv2QMAKNJkIzrUieJ+zmnAU/XAbRuABc8AAE5X7fRPZJ4Z83w84pwo/o9Ki8Jhq901Vl5T7IJ95c0AKF0fpi7JQPFFF4PjgCmCM6FwjUMnCSubqNF3wWD2Q9qs3JhvLqMUaOE+e8fOJKzLkzltmSO4qZhaibLrWsxAOhfVQWT01rsWcvQKq1VSWWcZJm7QlDoH1nsPAjln0ApHdeLuIAskHJHVpx+uau2+rVtp9nSfPdKqRXOHCTGhUqvSTiFjMDpEa/OSB5fuw9M/5yJXeM82gxkWu84PTR0mfL9HitbWsnNpgKxcL2smAI6CPu0yA69qH60LifUsEOQuYs28nyLErL4/PMlxO7qRF0rOMTledK9wBYvMW/oiMl9JTsTgoUOhSUwU13PBwVBHRwOAuF6pmw8cPhvz77zzDp555hn8+9//hkYjpa1OmDABubm5vu5ewVeaSyll7dBy2/WBVO0upogqXbA9JCJZih7WHXa9rSuq9gPf306K7L89Drw8zLbO3BvYBDQkBtA67lnsivfXF2L+y47b/izf3UNPWGeEJ1C6LCBFtP0BMyainaTHOeHTzcUAgAvGpeKBhTm4cmomtGoOhXXtUlpmhF00rXwX8MUl0k4q9wBl24GqvTDzKqyyTAYA/Li/irQVFi4iT399HqWDusvR1TSBCY6W+sszTuTIfHs96R+Ak8QH+4J5T5CY4j17fU+XZITFC9EW3vN+8/tkteRdzZ69tlzIOrM/jnyF/T7NJf6JLoqRy2z6zv++Cfibk5pNdg6s/Tfw9lSp3AUgI6ZqjxiZb0cwxqT3HJUHKMqXEkXXywZeELDyZDLNsi5YmY0cFu1r7x7xsdZTy7q2iB4cWGotGbFCZHeC6iiqmvwgJMWU7Pl4xDox5gcnhiOfd1B/3YNQmsFsEY24senRkv6INtS10rk7xA0ihw9vpWum/dNhOgRrVeB5oKrZHxkMMqdRS7n4vdXy0TBCi41HZccKq5kv2wq8OVHSGUgaQaUizGAsWOP7uOwxtNB3AnjXvULs/+5rZD4TR6olA96xMc/OCxfGvFA3vqaYtBcWDE/CCxdRhsqiC+hciwjWOHzp0KQIvHfNRARrVUiODMYLF42Gykncpk7I0LMpuUwYJjlm5HXzZYJGTuY037O2HMF+N3+ludc4SLGXo9ZSBx+1ndPTHy12ZTARPHNjX9TM09xVm5aGoMHStVabkiKKfmqS6Lw11/azAN0JhM/GfFFRESZNmtRtfXh4OFpbHVxkFHqXks3ScmS6lE4YqAik2UiGGOCdMQ9Ixrynk3NG6VZg8dk0Wf/sPGDr22SIy9OcvIFFkr1IY2wzmPHGGuf9kNce8cFjOetBetz7tX+EXQx6SRzHg8h8nd6An/fTpPKGGWSURARrpZrZJkGtWUy1raLjZcm1gEUWCWurAT6intubrSPRpokGAGw91gBeGwLMuAe4kNJ+cWSF+0bPFqF7woRrbevl5Z+zvda39jf9EdaHOyoD0PrQ59hXBp5KbRa9KN1widgj3YNonNkA7PxE+p+JLrmDsUOaxKV3v/f5RFQ6AI5aN/pjwsmctuw7TxzuvCxAfq43lwL7vrJ5mivdirBm+p46+CCMdtOYB6RU+zqDcN55kkXBvmtHaaxiZN7B9VO4hoXGuhlFTRoFiyYUkVyHb45kRjOrmY9HjAtjvgsOsht6iM7vKmmCycIjNkxHae/s3hSR4h8jiHVocCAmx3Gcf+vm7dPsBWO3kqfj9ONNRXj3r0ISV3Mm4MmMKeYk9JfmhByWMaYNk7QmPIGV5nljzFvMYhkFH5Vuoxzv0JgXa+ZdpDULn2f5YToXL5+cgSsmZ2DzY/Nw1RS6FlTKujoMlJWqPHbWMJw+MhlbHpuP9Y/Mxd+mZGLJbdOw9sHZWHnPLMwYLF1j6vTMmJfNB6MzJPV3eaYCE7zN9FOHEHvEjAU/RbBZuryjaxNDpe5ellHl58h8bB9G5pkxn54G3WApc0qbIp2rogieEpkPGD4b8wkJCSgt7R7N2rVrFzIyvK8rVvATJULK+9S/A3dtB9KEyWegIpCVeyhFLjROai3iKSyV0pu08bLtJCJkaO3uDa051L1u1xNY9MMLRfBvtpdCb6D3vmlmd2OGKch6ReZU+q6tJv/0nGfHRkiMW61geJ7HS6vycMFbm2Cy8BifGU2pnwLpscLEr5FF5oXJtdUE7PpEVAjeOPY/qOdsDY1vLXPx+JnDoNOoUKc34BgT6cmeTeJIrbZq291oKKR2dk0llDHCqaU0UjkhMVIve393BuhrGvtBin0gEXuke2CQ7/lCUqYGKJXb3WhJ1T4S6QxP9q0+2RGaIGmfLlquuYXVKtVzupORYZ+FI+hLMFRrnobWQAZAG0IwPMX9NlHMoVfdJQiCmdxsw2Zok0oFkkZ3f55Fatu7TxK1Bqopj4l305hXa2BJpUyLdP1+31LILZIoXxmf4DTNPisuDGoVhwKrXWq8Cw2HWn0X7vmaSghmDI6n6JeY/p3k/ZjlMKe/E2HJtGihbr7ZD73m5YGFZsmYr+Cle8H//XoEO0uapJp5OZFpUsQ1OJoePSm/cpcOwZj3JioP+BaZb62ga45ah1o+Gk2yVnE1rQZsO2YXke2pn7qpUyxlqLeGYdaQeEzKigXHcVQWI4TZh8gELlOjJUfw1IH0HcSE6aDTkBkxKSsW2QnhGJEaiS9vPgV3z6N5nNgZQj4fTBkrOTdYZJ7nZcb8tJ6/E2/wZ828xQwc/omWexJ6los4AuRg97argQM0TACvlyPzPM9LxnxqKoIGSca8JlWaJ2uFNHuTYswHDJ+N+csvvxzPPfcc9u3bB47jUFNTg59++gn/+c9/cOWVV/a8AwX/0V4HtNudzKx+PXsOoAuTajJdea6rDwKb33Tc7qcnWC2pL2lSLDLf4DyS7ZQ/nqaJ4qB5wL37gDNfpEddBNVi+dKDVozMe27MszT6RReMwlPnjMDDp5MBwjzYZU0dninb28P6dbMSB18QU+zdi8rvLm3Gm+sKUNFMk4Prp2fZPJ8h1FiWNgoTP7VWSgNc/RQAgJ/9GK7eloGXjRegWpeFw7PfxXzDi1irnoGLJ6ZjQmY0AIrOA6AyB3YDLfi9+6A6m6mm/o0JwFeXS5Gu1HG2/WAZHAeMuZyWN/zPrc993OBjvfx3u8qxuaD3hXXcRjTmPejNzkRAT/s3PZq7gHdnAkcdHEv2sJZZ6ZMCkwrKolK7P/dtP/oqynhRadwT7HR2vjuYqJbyiWL/eHfIZA69NmHK4W5knim0B0V1yyj4x/cH8PFeYULcZheB5HmEWsiYT0hw38DVZpERMV6VT+r73tJYCFgM6EQwyvkEp2n2Oo0KA2JDcb3pEZSMuY+c7kD3zyPjj9xa1LcZkR0fhkXnj7Td3lHdrjeIwpIHHWY+pcvbDfqKXWTeKhh3lXw8zhotOWJKGtolY12O/NgOEZ73tGzGHcRWbg7G4A72xqsnMCM3YRiO1NC5MyghDFdNpXP2pdV5kiYNIBPAc3IcMfE7qNCGEFwy0XGrvdtmD8Ld8wbj9/tPxWWTaPzDkiMQqnOcfi8nMYKCKWJknuOA+w4At28kx4YYmRe+j4ZCMrI1wVJnAn/jz5r5Y3/S9xsaBwye73rbmQ8AZ/4XuGOboLfASxlHfkAtpNlb6nvXmDfX1MDS3Ayo1dANGNAtzZ6h1MwHHp+N+VtuuQULFizAtddei46ODlx99dV48skncfnll+Pqq6/2xxgV3EDbUQPV6+OAFwcBq5+kla2VQlSOAzJJabJHoa/6o8BHpwGrnxAVjD2ikiIGSJvg+WsZojHvYWSqci9lIqg0wPlvkdE99VZSiGY3B9ZyzRvEyLxnAkPH6tqQW9UKjYrD2aPpAnf77EH45PrJ+PDayYgO1YLnHYvjuQ2bcBet934fDBYJc7Nefr8gxARQxObMUbbODjaRF9PsASB1PD0K6fUlAy8FAHxtmY9TWp/HmasiUcin4ZwxKYgM1mJKFt2s9pRK7yXeQIscODB+/6fk2CjdQun4gOsa5+n3ACotvc7bEo/+CHPceVEvv6+sGQ8t3YcrP9zmuJ9xf0BuzP9yP7DyEYpKO6OhkJx6Kg0w/hrb51ikxRmFa4GD31GGx6wHfBu3M065kx4PLJUUyr2BpdhHZ0p9ul3hyMkFAMPOFhc7IrIx2/AKCvk0xLshfscYkhQBAMhvFn4Xd415lj4fnmCzeldJI77aVootNUKk3z4yb+qAFpQJFZ/ovvOVE46ldK4ehXU+1M0LE/V8axp4qMRItiMGJYajnE/EuqTrpeitC2ODOUVnDYmXhP2Y0cbKDnwlfihdCw0tDtuHpQqfp9LXmnlTl60YYmslumrJ+VjLxePNv03A5YIRWdHc2bPzjBn7XS2+jcsRYis3LyPz7PxqrSAxVk9gDuvBC5An1MsPS47E3fOGQKdRYUdxkyhKB0BmtDY6vhYKjolmPhwAh6HJEQ7fNipEiwdPG4ohSRE4b2wqPrpuEj67yT2V+QR7Yx6gaxHL+rB3brCMuNQJ3pUxuIMYmW/0/Dewh+lQjbyIAhSuUKmp7WPiMCBlDK3zowieFJkPTJo9b7Wi9qWX0LB4sc36zgOUzRY0eDBUISEIGiQ35qV5siZRqJmvUYz5QOGX1nT3338/tm7diqVLl2LJkiXYsmUL7rvvPn/sWsFNIhr3gzN3AuCBzW+QMcKiTGkTJW+yqz7GViuw7GbqAQ1Q31tP09KZsZwyzrPXyWFtS5pLqbbVXVgrnZEXdlf0ZbV0VXu9H5cXkXme5/HBBjKOZwyWhJDUKg5zhyUiRKcWU9l8SrVn6rB1R1xGdWywWmy3basDNr4K/Pkf+t9NkbIDFTRxOntMCpbfMV1Mu2NkMGNeHukafp60nD4Ff1V2NzYGxIXinvl0LIwS2i8drJBN0ljJSNVe2+hR1T5g96e2O2M3XlfGfHSGdKOtPYHEO73sTAAA+2Xf92FHLZD6A4lCFLGhgHQxtr8HrH/RuUGfv4oeM6fRdZFFQwGgYo/r98oXBMHGX+V/8TtG+kQ6tq0moOAP7/fDHHtMU6AntCHArX8Ct6wDZtxH6ziVjTFfGzsZJXwSVBycRpsdMTKVUvLzG4TfxN00e2akh9kaqe/9RY6Kel4ojbGrmTfqKZPEyKuRFOdB60DBGI5Dq03fbY8Rrh+HrRkYnBguXgMdMZhd/+vaZMaGc2OeOUVt9il+TwkOXuEFGp3kJHNQfsJSrqtafIzM1+cD4NHOhaETQQBvQVDJOgCAOSINKhUnqudXNjt6L05qZwtI85yApNkLhpK3afbhSeRA5C0OuwQ4xWqRBP2GLMQR4To8LDkCyVHBWDicDKXv5SK67DjiLY6zFATHRDMfBo2KQ3Z8ePdt7OA4DvOHJyExwr2MHNGYb3Myh2P3I+YsElPsT3Fr/14hikPyvjl8rFZpfj3iPNfb2sOcGX405tVCazpLgPq4d2zdioYPP0Lt//0HpirJ+da1n64NIWPoM6mjo6FJoGuQNlVuzCuR+UDjF2MeAEJCQjB69GiMGTMGYWFOeroqBIyQFruU9O0fSEq0rD83IKXZ66vIK85oLAKWXEOGERMHay2nibG7dDZL9bks8uoN4YlAUCQpx3qius9qPEdd3P055lzwJTLf6llk3myx4rFlB/D1djKmrpzq2JganEhecZ+M+dBYID6Hlit7MEgYf/0XeGkwkCtEIze8DPzxL4rGaEOBiTe4tRtmYF84Lg1JDlJvWb1saaNsMiYzEJA9Gxvt0rjjwnRY9+AcccLKxLaO1rZJ5QjJoyhC2l5nG8HcJRjyIy+k9DY5qT1kjDBH0gkVmffemD9YLk14vthagvyafmjQRyRR2zI5fz4PfHwaCSwytn8ALLtFEnYbeiY9nvECcKdQHlR7iPqrO4M5A/3dks6egUKmDRMT9RSLWereMeZS91+XOp6yqhY+A9zwG3DlEjpuhp8LPjQeB5POB0CGvNqZfLUD0mNCEBGkQbNVcAC4HZlnEWfJSDWYLaJgaB3ousC31do49BrrSTW5GRFutc8TEYzheK4Fx3zJlKohYz6Pz8DpI12n+Q9OIENqT2kztjKxZxfGfHmjA2NeTLP3kzEPSPdwZmTJSI4kA7u6xcfIvOD0OGjJwA4L3b/UFtqnOoauV1J9vnD/+Ns31ML2kSLg8XJbsTSmexLQNHsvuwWo1FKQwUG2g1Nqc+m9gyKB9CliWzoWTb9gPGls/LivUmoTp9FJ34WjVHvBmG9CBLITwro54P1BQjjNBWpbDbYlAAz7yDwTk0uf7PexiGh0gE5wXLBMC2+oOUgONG0YkOGh8yFZCBj4Mhe1g0XmLc3N4M0+6EI5oWXFCnG5VbbceZCM+eBRkp5J4iOPIPrSSxE6UZprMQE8S1MTrEbZPVnBb/jlDDYYDNi/fz/WrVuHNWvW2Pwp9A6hrYLRO/JCetz+HnDkF1oeslC2YRzVHwKSuI2pi1Tf2fazHgTOeomWVz/lvvImuxhHD/Deew1QKh0TS3G3rqipmNLDObVjFX0WZa4+4L0IHkuzd7OP74ur8/DtzjKoOOD/LhqN00c6FmLKSaKby7Jd5b7VaXqSfcDzwF7BqNnwEv1fJGubN/0et37DDqNZdEI4U7dmStb1bQZ0GgVDPDSW+l5HDwA/6SbsLqEb69WnZGJ8ZjS+vW2aKMIDAMmRwYgP18Fi5SX1Xm0IqXMDkgPD2AEc+I6WJ1xH2gmM4GiphMMZ8SeYMW/qlHpwe2HM75OVUHy7swynvbIeD3y71z9j8yfz/0nXtugBUlS5fAelxAMUSVn5EHBgCV0DVFoyCADhejOUynF4q3MlcatFuhb6knnkDmxCy1rgecqxdXS9CokFhp3j3T4GTJPuHZd9Dut9h1DNkyHjSYo9QFG94amR6OSF15k6XJdCMBxE5gtr22G28ogM1mBwFpWOcBaD0H6RaKqnyGe7KsLmOtIjwvtEc+0orPZyst9cCksZHUNH+Eyn130Gi8wfqmzF//0pfF4XhkaZUKfOnKQAZAJ4fkqzB6TSLQc6LClRLDLf5dhQcxfh/p5nzcBW63BxdQcfhKBkygxgkfkKVp8/9Ezg8i/oHhJkF1EOqAAeM+Z9mNtEsWi0ByJ4bNu4QTBBJd5vhyVTtsvsnAREh2pRpzdgc6HMKS5PKbdHFpkfmuy+kKUnJEbSuW4wW9EsE+wTYWUHhhYaI+tGkji8+7b+hP1+3hrzpk5g3fO0nD2bHASewDqg1BzssQWlu6ijowEVmXOWJh+cFA6wGgzQr5a0ZFp+/BG8xQKe59F1kM7fkNFS29Coc89ByqJnwWml0gN1dDQ4HX1Pljo3M0cVPMJnY379+vWYM2cOLrvsMvz973/HnXfeKf7ddddd/hijQk/wPEJahcj89Lslgx6gFNRkmZgIxwGD5tJy3kp63PaOFL0bfzUZcpNvBgYvoDQtlpbaE8w5wFKVfYEJ8NQcolT7nm7OxwRDNH0yEOSg/it2kCCC1+mdCF5nkxQtcVZbKqPdYMaXW+k7ffmysbhiinND6oJxaciOD0NlSxf+9ZMPoiie6ALU5UktYar2URYHSy2/cTUw5zG33vJAeQusPIndOIrKA1R3Fyn0qy1plEXkzvkfcN9+lJuj0NBuhFbN4cmzR+D7O2aIE1wGx3EYmeog1Z45MCp20nH68ek0OYjKAAbOJsfO3CeAidcDl34i3vCcwox5X5XE+wtsIqiL8DiitLesWYwCyVm+pwJtBv97/30iMgW4ezf1UV/4DLDgaVq/+Q0S8mQ6EIypt3V3brAIi4NIJABK4ze1UzSGHSeBghnzdUd6TgdtqQDWv2SbnZL/Gz2OvNA/9accB6i1aOkiA9xTYx4ARqREoh2ya4Q7qfZt3Y1Ulh0yLDkS04ZlQM+H2G4LQN9Ey11a99vnAQBCYsBzVIdfW13huU6ExQzrJ2dD3VGLej4SuowJGJ3megyDZNe6RtC9i3cSmW8zmNHYTpEt5iQFIEVf/RmZZ9khVfu63X+TBWO+02RBa6cP14JaKYPhaMg4cfVyy0ykCdG8NFl9vtXa3XGwdGcZFv7vLxyqbJHS7M2dnpXouQMz/nwJVIiK9h5E5pmmQEQKyps6YbRYEaJViyKEOo0K54yh0r/v91TgwSX7cM4bG2DVCfMgo4MME8HAb0E4hib1nGLvDcFaNZIEg764wUEmji5MMqyL1pN+jibEba0er2HHiLft6X57HMj/lZZHXOD566PSyanjynHsIZxaDXUM3d/t6+bbNm3C0Xnz0L51m1f77ty9G1a9HpxOBy44GIajBah79VVY6uth1esBlcqmJZ3D8XGcmGpvUurmA4LPxvyiRYtwxhlnYOPGjThy5IjN3+HDfujVqtAzbdXQGltoEpI4ArjgXWDKbRShuv6X7gYMi9RseBnY9Lqk7HzBOyQcFxROk7eBs2m9k/Y03WCeVW9b0smRG/PLbgL+N9x1yv3+JfTIHBX2qFSSk8Gb9CbWbzd6gJS+5gR9lwkPLNmLNoMZA+PDcP5Y1+2rYsJ0eOdqqr/deLTee0OJRQvdicyzEgzGUiGlPj6H0hbdVOneVkQ3jslZzic4HMdhoJBKWuRAVGpPWTMAYHhKJIK1aqf7GSe0u1txQCaYlC6I8Wx8BfjqMqpDC4kFLnibfnOOA2Y/Apz7mm2U3hmsVKH+KN3sqw8Cpdto/950d+hrmDZGdKZHyutljR248G3qhJEcGYzzxqbi+ulZCBF+H8f1q31MSLTkyJt4AzkwanOB72+zLT0Zdg4dE/awdN0yB8Z8Vwvw8720nDyaUmYDSXiiMKnlgYrdzrerPwq8OgpYuwhY95y0npUc9aSy7CHNBmbMexiNAjAkKRxd0MEK4Th0x5h3YKTmCcZ8TnI4Ts1JQDFPaezGMqmdW2cLRSjNumjPBqlSiUrgkZZmj0XwLIV/QtVSikY+HBcbn8bdZ06g1nEuCA+S9EKaeDp+OVMHRQAF9F0mvLWuAD/sobromFAtIoJloluBSLOPTKVMJt4KlGy2eSpYqxY1EyrldfOGNmDVE25nlFiqyXl9xJqBay6+AE083ScWW05HVhxlHiRHBUPFAUaLFfV29dc7ihvx8Hf7cbS2DW+sKRCyDoXv298ieL6m2QOS3o6+xvV2cphWT0SyeN1NjQ62yTi5UEi1X767Ast2l+NgRSv0VsFx5ij6K0bmwzGyB2eTL7BafKf6E0yXYes7wv85PTvcfYU5Y+xLTd2FGeATbwDGXObdGJguQIn/2uBqhLp5c71tyWLVY4/DXFmF0uuvd/l6c0MDeFP3OQ5zAkSeeQZSn6d7TMNHH6NzP2WpaVNSoNL1fD9Q6uYDi89nTUNDA2644QbEx/upJYqCx3BM6TRhGKUea4OBs/5LESpHXuQhC6W6+N+foouaJphUOeWIBrWbxnydYMwzg8gX2HtX7AQO/0wTv12Lu2/H88DOT4CSjZQ6a69OLUesm3cxOXYGEwFKHu3waauVR7vBDKPZiqs+3IZVh+hmfc0pA9xK88xJCsfA+DAYLVb8ledlGlLKGAAcqeW6EsEr3Qb8+X+0PE7oOMFEDwdM9+gttxVRBOmUbNfRikHxpKNxzMFNfZ9gzI+T9aZ3xOWTM6BRcdh6rBG7S4Uoydi/SZkoQZHAtLuAO7ZIrfo8JTabRL8MrcD7c4B3Z1Dt9R9POz7++jte1ssfqGgRS5A/un4SXv/beDx93kgMECbYFf3RmJcTEg1c8jFdEw4uI4cgQKUXV3zp2CHHIvPlu7o7brZ/IKktO3MY+pvEEfToyom57T0ytgBJJKuxiF7DqXvuf+whLV1UJuNNZJ5a2XHoYtF5RxFDexxE5vPEmuFIDEuOwE411Xa3HfxV3Makp+sS74Xhxcnq5m/7fKd4fXKH0g2kU/A7Nw0PXH4GJrlwcjpCjxCYeMFRJIscfr+nAi+uysOTP9C92KZe3tguXb/9mWYPSNleTcXdnmKtCW3q5v/6P2DLm8CHbjiR9NVQt5GhyicOx6xhqXgp9RWcb3gWVdoBGJZC6d9atUp8r6+320a0X/0jX1xef7QOnWYeCBbSxv2dau+PNHtv1PbFyHyqzJi37Y4wITMG2Qm2WlViFowDY97YRudHEx+OsenR7o/FQwYKY3JqzLP+68yB6o9AUE+wa8LP9wBvT/Ws7NJikoJWM+/3vjXpAGqBKd5T/ICa1c3bGfNQS45nq8FxtkpXXh6OzjoVlY9KGZm8xYL6d95Bw3sU7AudegoizzoLQUMGA1YrmpcsBQDoBrg3t1CM+cDiszF/+umnY9s279I3FPwAz4Pb+QktjnZT6CgkGjj7Zdt1maeQE0BOklAH01BItcg9wdLX/WHMs4msPN1Q3o8WIEP+p7uAX+6j/8deAUS5iIIzb+juzz2vRWXKo0y8xI7Hlu/HmGdW45QX1mB/eQuCtSo8e/7Ibj3XncFxHBaOoAjTnV/txqpDPavd7ippwjUfbcOdX+6GyWKlqCRL43Mw+RL56z80+cueA5z9EpAhExCacptb4wUAo9mKXUKt+9Rs14rRA5kxbxfpslh5/JVPjoeejPnU6BCcP45FIIT0cY0OuOQT6l37QC5w+nNAhOsaVZdogmTdFOw6Puz40GHP5X6Nl8Y8E/+6aHyaWN4AyFNe+7kxDwA5pwEXf0jOGYarEqCEYWTkm9q7K3gzDYWcM4FTHUT1A4F9H2ZHyMepryJDnkXoM6ZIho2faGZp9hGeG/OsDKcDwmvduafYRebXHK4Rxe+GJkWA4zgUx9DEOKzsL7EO3yoYXppwD5TsGcJ7xaEFxQ0deOQ79zRjeKsFcWXkWA8Zd6l4rXKH1/82HpmxoTh7TCqaIaQ9y+599loq0wbJPhdzeGiCJXEvfyEan83dnpLXzYsU/un+vnN/BADssQ7G1OEDwXEc/n3rpXjlgZuw6v5TbbolnDOWdGpe+SMf247R99LSYcLWY5LDo8Nowbq82sCJ4PkjzV4cmyfGvDAXiEgWv+vUKFtjnuM43D3PNtW51crOs+5Os9ZGOma40BiPulJ4SraT+77IqEukYwyQIvWBRO6MaSp23NnJGY3HAIuRSq2iei63dEqSEBRy1iLaC3QZNPczltjuUx0rOTQ7djqe9+rXrAGsVrSuXAljOWX/tK78FXWvvS5uE3YKzRNDp9H1tu0vKm3VDnCvLIKJ4JnrFGM+EPhszP/zn//E77//jsceewwff/wxPvvsM5s/hQDTUAiueh+sKi34cVe5/7qJ15NaMcORImdEkjCx4YEvLnItGNLeIE0+/FFPGhLdvS926VZbY2r3p5Ji8+jLbFvUOGLY2cDQs6g2a/VTno2HTZqdGANrj9TBYuXR2G6EWsXhtSvG49ppWR6JL10yMV1c/t/qfHQaLXhwyT4s3dl9Mp9fo8ff3t+KDUfrseJAFT7eKNQEM3G+VqFNTWczUG/X6aBWKH+Z8w/K5DjzP9QB4LYNQNIIt8e79kgtukxWxIbpxPZ6zmAe+mW7y/HAkr1iLeqyXeUoqG1DZLAG84e5Vn0GgFNzKAPoiLxNGsdRxoQjrQRvmHKLtJwyFrh0Md286444r6fur7DJgqfGvBBJsY/2OGsTVdHcSTWrPmC18thd2uTffvYjL6ASC4ZcP8QelUpybFXssn2OOcfGXBr4NFCGvdqzPTwvCYSy+tjXx1F/epUGmP2o34fUIqbZe27MM+Ov3V1Fe56XDNWwBORWtuLmz2gyGqxVYVgKfebO5EnQ8yEIMjYB1STCynXRvSoowouMQSG6Hc/R8ZxXo0d5U8+Oh9a6ckSiDWZehbkLz/XoLc8bm4r1j8zF6SOT0Sik2suN+epWiqjdO38INj82D4+dIYtgtguRuLBE7yOFznBhfKY4ak9nlF2Xe/h9+QPLAAA/WaZhTg5N9DmOQ3ZCONLl4n4AHj9zGBYILdh2lzajvKkD132yHRYrj5ykcNx6ajYAkBM8UL3mxT7zPqTZe2XMSzXz7Ltm372cc8ek2jjEd1VTFo2xo3t3DmMLOQgi490T8/WWgS4y8gAAulDgrBel/wMtLAp0//3s9VRcwXSFEof5dh9gx4HBf8eoLpt6vBsKbTO5LPXSdaTpq68dClbyBklhvnnJEvA8j8ZPPpGGO3q02Gou7JRptu+b6Z4xr00Ses0rkfmA4POs5JdffsHGjRuxatUqfPHFF1i8eLH49+mnn/a8AwXfCIsDP2AmKofdKKmXr8moiwAA1SZJREFUukvGVOp9CgAjzne8DUt3L91CPcgd0VgEfCuka0dlkLCJP5h2p+3/+iop0mg2SqniC54BLv6gZ4+5Sk1tqACgfDvV9/XEjg+Bn++TJs0O0uwtVh7NHXQxvG12Nlbdd2qPCsaOyEmKwPqHKYU3v1aP99YXYtnucjz83X50GKVUMJ7n8diy/TDKjJ7X1hyllm2iMV8J5P0GvDYGeHMifVc8Tyl3TJU/QcigSB1PKckeCBeaLFb8d9URAJT+3lNdqLyP7fLdFdhRTBOjjzfRjfTueUMQFap1+Fo5rB1PXo3eNxVlV4y/WpoQLniG0viZGFTdkcC8Z6DwOjJPk6+Bdv2HU2ViVIw6vQHnvrER576xEftl6veesmx3OS56ezMeXda9r7VPTLgWOO9NalPIlISdwbIy7DNb2P/2DsZAIoplOVG+bi4h40mtA6bcLK3XhgEXvR+QcoCGTu9r5mPDdNCpVehg6b+mHox5Qys5XgF06GLx7C+HwPOkrfHzXTMRKdSMp8dFYptVMG6LNwIAtMZmAEBotBc15EJk/rzBWkSF0HusO9LzBLSpnNJvq7gERIQ57yvvirToYDQJInhijTaAmlY63wYlhiM1OsT2euuPiLEzXBifSUK/cTY2WExSfTdgWx7SWGSb9t5cCq58G6w8hz81MzFhgGsDmeM4TBgQDQA4Ut2KZ3/OxV6h/OG0Eck4TchqW3ekFtZAKNo3HqPjkVP7lvnlTdYAM+YjU8Trrn1kHgA0ahWW3j4Nr/9NKDsRzrPSKir5K6jV4/MtxTBbrNB0UsZLYornHU48IVvQyimub3coXgiA6s7v2Qtc/qV7uja+Yn+eNHpizAuBEF8V91nGVFere1093CBoEDm0jMcKxXW8xQKzrPd825o10K/qLmhtrpbOW/2qVWj+dgm6cnPBBQUh+9eVGPDF5+LzoVMm2yjVe5pmrwjgBQafjflXX30V99xzD3bt2oW1a9fa/Cmt6XqBkBhYr/0JNYMu9/y1KhVw8xrg5rXOI7Ly6M7hn7qnGdflA++dCpQKAjn+TJOacB1Nnjm1ZFwx4baDy+gmF5ECnHKH+/uMySLDxmruOcqqrwFWPAjs+gQAD+ScIU2wZdTqu2C28tCoODxy+rBuSuyekBkXitSoYPA88OofkqL677mSYM6+8hbsLm1GiFaNzY/NQ3iQBh1GC9UxRwqpna0VwG+PSZOwP1+giS6r9wpL9CnCsO5ILY7VtSM2TIc75gzqcfuseNvJ7b7yZrQZzKKY1fnj3YsQZMeHQ6PioO8y26Z3+hNtCHDTauCKrySDiDm92mqcv64/4oUxz/O8mGZvH5lnxvz3eyrwyu/54HkeT/90CI3tRlh54PmVh712snwkZJcs211Ojil/MuEaYMG/eo5cOkptN3YAbUKqa0yWf8flciysjZWTyDwT5UwYCsy4F5j9GDmf7txGmTZ+prnDiIpWcirKSy/cheM4JEYGydLsezDmhYizRROKhW/uwtZjjdCqObx79QQMSZKycDJjQ7GNtTUr3oROowURVopGRsZ6UUMuGPOjooy4bTZNkNe5oWPSUUMZUHUa76OdadGhogictV2ahDODOdlRxxB2je9BmNUrXBjzrNSioU2I6tXlic4XekIwKmoPU8bIl7IywIPLAQBbrcMxPGcItOqep6LDhRZqR6r0OFRJv29smA7XTh+A8ZmULt7aZUaTle41Vl/6iNuTL8w7Bkz3LQPM06wBs0HK0OghMg+QvgBLbW8XujxYOum7WvC/9Xjqx0P4cW8lIkzkKEoIsDGfHhMCjYpDp8mCGr2L+3XsQGD4Of7PLHGE/bzHE2OeBXUSfDXm2bnKu6cd4gZiZL64RFS0tzQ1ARYLwHGIuZb0pNrWrev2WlOVVNZpLClB9dNPAwDi77gDQQMHQhUkZWKpw8MRe8MN0vu6m2afoNTMBxKfjXmTyYSzzjoLqt5KPVTwL9EZQPpE588PmA48Xk71eI3Huvd9P7ScPNYhsdSmw5+pnRodcNPvwG3rJfXpg5Sah91CCceUWzzv88lU+ov+pEerBVjxELDnS/KS/v4vYOu7tgrYQZHAmf91uDuWcpwcFQy1Jz2NnTAuM7rbOqZiDECsp583PBGp0SFi+5eali7JmG8ukQy5ATPosXCNJFLoo9NlzWG6IJ83NtVWVdkJoToNzpBlK+wtbcaBchJZS4sOQWKE48mJPTqNSjQwmSMgICQMpbIMBovGHE/GvKlT6j/tgTHf2G5EaxcZbVlxdmn2sknka2uO4pNNxTbdBbYea8TBiu5pne4gb23ojmZEQLBPbd/zJfC8oEAdFOVbiq0DukwWtDvrXsHGoq9y3EmBXYuTRtG45j4OzLzPrdaZ3rC9uAk8gMEJYUjwomYeIGO0nWcCeD2krgsp9hWmCFQ0dyItOgQfXz8ZA+yOyQy5MV+6GZVNbYgFHYOh0T2X7nSDici1VWPmYErT313a1KOTytxAkWh9iPu18vYkRAShGWS0tjcK4nA8Lxrz7FpvA4vyBsKYZ228HES544Ra6wahVZ6oK8NoLKR6b0HTB+Xb6V4LiPfxn63TMCfHPYcLK6vIq9GLApxrHpiNxAi6784fRvtZfYwcCruOeGCk9QRr9Zhzum/78TTNntXLq4OAkBhUCZH5FAeReUamIFLaBtrG2NEKg1lyjhZWVCMEtJ/ElMBcKxhatQqZglijo042fYK9gKErgVE5PC+VX6WO920MmmASZwVo/uwHtKkp4IKDAZMJR6fPQPvmzaKyvTomBiFjqcSM1cQzeJ6Hqbr7/TZs1izE3XpLt/UAEH/7bQgaOhS67GzoMhUBvP6Azxb4BRdcgJUrV/pjLAr9laAIYJCgTmvf0owJFE2+GbjsUxJd8ifhCUDyKEGxnKN0/+qDQJkgujjqEs/3yYz5/NV0gS74A9jxAfDjHUDRX8CmV4HfHgX2fknbDZpH0a4Yxx7ICpb6Fu38BusJ8ro3Jji2saAeR2v0aO0yiYYOS+VnPX+rW7ukNPuKPQBvoRvG2L/RuuKNfhEptFp5rM2jC/L84e5Hvt69ZiK+uZW0GfaWNWOfkJI9NsOzSWiOEJXLc9ADPWCwCb4nLYX6GmaQBkV6ZIQy5eG06BCE6GxbsKVF22ZYPPsL1RCempOABcKxsLHATk3XTeS1t+/9dQydRkvgSimcIY/Mt5TTNUH+nB8iRyyb4YFv9+Kitzfj1P+uQ0unA2M9LIEm8bxV0sCQUyOUIzCh0gDDxMZO6UHs0hXJUcHoFCPzPUSkBEdUHR+J5MhgrL7/VMwa0j1tPiM2BIf4LOo339WC1uJ9iONogsx5o+4uc+gMTY6ATq1Cc4cJZY2uRR81gpCWIcL7aKdaxaE5mJwBpmpK6S1t7ECXiVJxk/pRZD5O0E1oaBei8fYtXw9+D7wyCtj+nrSOnVfV+2Hi1fjVMgWzh7pXCpEcGYzIYKmNX1yYDjEy8ba75g2GVs2hBeTsqajontFitfL4fk+5Z904zAaghNp0YoiPxjxzjhhaJceGK2Tid60GM/SC4y/VSWQegFh+wtLsLV165FZKBmOIga7PbXww0hL92MrQCaxuvtBZ3Xxv0y0y76Yx31pBjlVODaSO820MHGebau8HONaKV6Bt/QaY62h+rklIgC6dskpNFdK9pCs/H3njxsNUSoGfsNlSF6DYq69yWj6pCg3FwO+WIvuXn21S7l3BjHlrWxus7f3kWDiB8NmYt1qt+PDDD3H11Vdj0aJFeOGFF2z+FE4QWK0pEwBhOOgDHBAiU4G0CbT85wtkqCYMc2pguyTnNPKM1udRT/Y2madQLox3+Cd6HHKaZCQ7oKKJJgZpfjLm5w5NhFbNYXxmNH6+eyaGJIbDZOGx8JX1GPP0ahyra4dOrcIcYRLEJnhkzLM0e6HONjJVatNWsVvqWe1DZP5gZQvq9AaE6dSYMtCzOs3RaVFQcTTWr7bRDcTT1jjDhLp5+QQl4IQfh5F5eYq9B0aoVC/fXfsiKTIIF45Pw6k5CWI9MQBcNikd0wdRFHNzoefGPM/z4nkEALlVrRj+z9/w1roCF68KAMyQa6/rrhHSWumXt9hX3oLFm4uxfE8Fcqta0dBudNz+TKVyXTcv6nj0jjG/rYiM+akenvNykiODpZZZPfWZF67L9XwUcpIjECbrxy4nITwIWq0WB6ykZ7Dsp+WI5IRjyVMdGUDm0ClHkIoTI8L7K5pdviy0nYxH3kddhYZIyjIIqjuIXw9UYfaLf9KwQrUI1qq7v6AvjPn6oxiy82kM4KqlNPsqEh/EsHPoseYAYLVzUtUXADU0hyjgU5GYlOLYQeEAjuMwStYTfZBdOduAuDC8d81E1OvoHhjbVYJtxxpwwyfb8YdQprZkZxnu/3YfrvrASYld7RHbun/hs8JipMwcX8V9g2TdJdyJyMrE71gGYFSIFqE6x+cC492rJyIlXhAVNOpFfQEAqK4gp1MjF93NWRsIWCZdv4nM29fMNxW551gp206PyaP8owvFjgU/ReYBIPaqK8VlU001zHV0L9YkJEArGPPmmhpYjXTONn3+BXhZu7qoc84Rl8NmzHD5XpxWSw4EN1GHh0EVRt9byXXXi44GBf/gszGfl5eH4cOHg+M45OfnIzc3V/w7fPiwP8ao0B9ggh+1dgJgopKuF6rBnhIr1GYf+YUeh5zm3X6Co0jVHgD2fWvb8q7GgfhWDylV7CbrL2N+SFIEdj21EMtun47YMJ1DMb1rpw0QPfCsjpLS7O2cDlEZ5PCIziQHSBG1E/E2mtfaZcIfQor9rCEJCNJ4NhkIC9JgphBdKxXaLU320DgYIxj/+3wQW1txoAqbyjyIzviaZt9eT6KNvQlrueMnJXuAJtSvXD4On904BT/cOQPzhiVi/rBELByRhJlD6Bqwo7jRJq3THVo7zWg30mvumS9NmH892Mvp9iExJCAHSFlIzJEz6wG/vMVX27q3IyqodRKlZr+dfV2noU1a1wuR+aZ2I44ImTBTBnpfapAcFYxO3t2aeZrs1fNRYh2wIziOw9DkSBzmybE7XUVODgvUtm2v3CUyjdoZWgxAey3GpJMBeaDcdWp0jJEiXrqEbM/fU0ZnPImshnWU4X8/bZf2H+qknEw05qN9el+HOKrxbioB3pyEyAOLcaf6R3QYLejoMkhp9rMekLor2NNwVBQRLeDTMM3DLI/zx0n3N0faNPOGJeHJG6g2P4crw+Xvb8W6vDrc/NlO7CxuxLdCZ5jiho5u7f6grwbenUGisfKyFrnoma+ZORodoBWym9wR6BON+WQxM4SlrbvijFHJuGYO6SBpzO1iC1kAaK4jx2Cb1vsMG09gIqpF9f6pDfcZ+8i8xSjNY13B2hmn+yn71M+ReQBIeOABJC+irk6m0jIpMh8fD3VsLLiQEIDnYa507JiOPPtsJD3+GLK+/QacxrXDyBtUkfSZuw4eRMPixX7f/8mMz7/W559/3vNGCsc/CYJacH0+YDEDauHQkbUOCjj2taBZM73f19grqN7/wFIge7btcyoNMP1uYOMrtOxAwV4OM+b9lWYPSKlyAHDu2FS8/WcBmBhsdkIYHjhNSpO3SbMPT6KJKC8opLLIXtapwF6hjR84arnmIUeqW3HWaxvEcczzIMVezv8uG4uL39mM0sYO3L8gBxMyPTMOxgplCCUNHWhoM4jpnu5Spzfgnm8oijRqaB3mDXdDnViso62h0oyeJnWmTqoVTZ8M1BwEVggT3LNfIvXe3sDHHvOOIvNyBsaH4ePrJ4v/D0kMR3y4DvVtRhysaMXEHhSq5ZQ308Q6PlyH++YPQUK4Dk/9eAhHa9tIfdkNgSy/wHF0nak7IjlDLl0MBIVL10AfKGlox0/7uk+k8p3pPyQMA46t695FoTYXAE+Ohl5wpG4rIhGujEiNV23pGFMHxmGLEJk3dOjhck8sMo8oDHLgWJJzwbhUHKqk43ymioQBO3UxCPdGy0etJYO+pQxoLsWYtBQApdjvypg3tiPKSs9HpQ52vp0bDMlMR8nhRAxQ1SK1Mw9HQR1lipylKQc0Mh9Nj0a9dN/f9Kr49Bz1fsAMtJQfRqipgxxhKeOAoWcCB5Z0399vj1GaMoCj1nSPSzbOGZMqdruIDnGS3itknSVzTYhCG1pAxuR/f8vDkSo9Mrka1PLR+GlfJe6cK/utqg+QMC4A5K8iQTZA1o7MR9EzRnAUZaW4UzcvKtmnis6HjFj35hkxMXRdCOU78ct+2o8aFsSD3tcQ3AsBGEj3EafHb28TFg+c/jxlZ65dRN0gOpuoFbMrWOZJmguNKU8IQGSeU6kQOm4cAKDr0CHwglK+JjERHMdBm5YKY0EhjOUV0GVlwWRn1HMqFWKvu85v47HHXCVlvRhLuju1FbxHUa1TcI/oAeRRthhs+3L2Vpo9IKXAMnxJeRs0j8bcUS+J6gF0oV74LDD/X8D5bwOXfeYypeqzLcVYJ9SPZ8V5146oJ4YmR+D7O2Zgy+PzsPefC/HL3TNt0uykNHsDTbbkitvMASJ3fCQMJePEQ7Yda4S8u8zcod4Z8/HhQfjt3lOx8dF5NlFYd4kK0YqT+72O0pN7QN4+7fHlB91TTmdq9haj1ArKFX++AKx6HPhoAfDLfeRcMbSQ0KI7LRH9gZfGfJEYmffsGOE4DsMExenCOs8+I0uxT40OgUrF4aqpAxCqU8NotqK4oZcngY6uM8mjychzk8Z2IzqNtsdVS6cJ9327F10mK07JjsWDC3NEw9ipmGOi4ECwL2+qEZTseynFntXLj0zwvCWdnFFpkQgNo6htYUUPWS7CvaWOj+rxWDx/XBoOWykyH8mR0dOl9UGskJ0zzaUYLUTmD1a0OG2vZW2hSXEbH4ykRC9E92RcMD4NuaDo/jBeque9fbaTriEBNeYdpIUf+0tclcg1IQatMJYJ5VvJo6kF7MJngcxpwJzHKZIZJzOaeTovjvJpmOqhMR8WpMHjZw5DRmwIrpzq5LoWHAlTBDmxHxpvxde3kE7L9uJGTLbsxvqg+/G05lP8mWcnxCXXpdgl9dgWI/OsTa8L9F0mHKzowUj3RARPVjPPMtkyYtybZ6iD6TwLF0pOHtN8hb1Bt2KKSvg8Yd7dvz2FZXiVNXXCYLZgfX4d/vnjQSzeVNT7miiMaXcCk2+SxPBkbSBFOhqpQwOD1db7WmrB8FQM0U20GdL9y3D4MNRRUYi6gFpP69LovCi7+Wa0rFgBY7mkK5H8zDN+HYcj4u++S1w22QnxKfiGz5H5N9980+Xzd911l8vnFY4TVCoyAiv30M0tfgilDTMl3d6OzKt15GDwFrWWxPO2vSOtu2Wtrdd1/FUud6HvMuGFlUdg5YGLJ6Rj2qDApa2NlYni2cPS7KuZgNiIC4CN/6NlMTIvM+ZTJ3g1hsZ2KU18claM14rWABCiUyNN530mw/jMGBTWteOv/DrMH+7Z5FkeYavRG/DT3kpcNrkHVV9NEEWpupopYuiqp3NbHbBVdlyBo4lD3q80YdzzOXDK3z0as1d4YcxbrDxKGmjS6Cq12RnZCWHYWFDvuTFvV6qiUnEYmhyBPaXNOFylx+BEH9pBeUrCUKDgd1oOjva47rq8qQNnvLoBI1MjEROqQ1pMCB48LQcXv7MZBbVtCA/S4MVLxiIjNhRnjErGwlfWI79aD57nuwsOJQotQ+3Lm2pybZ8PMFuPUWR+VKJvxjzHcRg+IAXIBw6XVuPgjjKn5561rQYqCGn2PUTmY8N0OHfhXJjXq6EBGYthsT70A4/OJNGz5hIMGRGOYK0KeoMZBytb8K+fDmFsejSePk8y7oqKjmIQgDrEIsOH6yIARIfqoE4cCtRvRQZXiysmZ+CiCekYlRbp+AWBNObVWoq2m9rp2mfqJJV6TkXGYFs1xqsKwFUJacos4ysyBbhRUICf8xhptXww12bXhujBiA3z/Hi6bfYg3ObMsSGgTR4J6MtxTXY7+OxYpEYFo7KlC09qKDvtCs2feLHObm7aLBk2OPYXzW80Oo8i83//Yjc2FtTj3asn4oxRTo4/T4w4ptMRkYryAhaZdzNoIDjswwXl+ts1VJ54tppKNzRRPpwfHpAYEYSEiCDU6Q34dHMx3lpXKAp+Dk2OFOdNXSYLPt1cjP3lLXj2/JEeZ9x5RWgsHc8dDoz5ZTdTB6DrV9C8UC/8Fj5qYogEIDIPAKrgYHAhIeA76Z6a/s7bCMom5yAToQOApq++hqmSIuWD162FNiXFr+NwRPwddyBi3jwUXXgRjMeOgbdYwKkDr9twMuBzZP6PP/6w+fvtt9/w4Ycf4pNPPlH6zJ9oMM/02n+Tx5j1P+XUfm/Z5JAomVESO4giAL5gb6xHZ3n08hX7q9BpsiA7IQwvXTrGqfJnoGFp9nV6A8wWKzDmculJ5mSJzpAi9mneGfN1bSSUMiY9Cq9d4WNrFh9hWQGfbSnB0p1O+nA74YAQOYkPpcvfJ5uL3YsQiHXzTuq4u1qBH+8CXhpMEfyYgcDjFcA/KoGzXwZm3k/brfoHsO19j8bsFV4Y8+VNHTBarNBpVF6VjQwSIqjHPBQ7ciQiyYQOe7VrAWDbkjAmy+M62S+3laLNYMa2okb8dqgaH20swoh/rkJBbRsSI4Lwza2niBPyrPgwaNUc2o0WxwrbTKhSX2lbY8uyo/wVJXJBQ5tBrJcf4WNkHgDGDaK651B04Y11R52ee5ZWipy2aWIc91e34/Z5I6BJlEohQqJ9NOYBYMdH0JjaMDKVDLB//3IYe0qbsXhzMV1rBQoLjwIADKFJfikJmT6GfvcpScADp+VgysBY56JngTTm5fvtagGKN9ByyjhgyAIAwERVPoLrKVPElDQGH2441l0DInU8cM4rklYNgIQBAXREiRo/h8GV78QfxmtwnXoVMjhJdKuh3WDbRaJFdh+xmsjI62qRym166C2+s7hR7OTx/MrDzu8pXkbmWc28+8Y8GYshnFFMrZcTnZju3n58hOM4PLiQygKfX3nE5jv/M1/Kjnjm51y88OsRrDhQJZYFBBxXkflCwX5Z86x0L9VFuHbke4J4HPhfyJcZ8gAQMl6aq4VNO0VcNpWVASYTOK3WxsgPJBzHISgnB1xwMHijEaZyB8KuCl7h813nhx9+sPn75ZdfsHHjRkybNg3XBbD2QqEPmHEfEJFCKvDb3pWl2MdT5D7QRMluPv6oE00ebetl9eAi3Wm0YPHmYgDAZZMy+syQByhtPVirgpUHvthaQqm5Q04nB0uGdPHGvKeAwQuBURd79T61rWTMXz45w6/6AN5w1uhk3DAjCwAc1iA7g+d5MTJ/64Qo6NQcDle1iqJvLmGp9s5UzX99lKLuANUyn7aIoiM6YfI18XpgzBWUcr/6CdtIkL/xssc8i6hnxYVCrfL8mGYR1MK6NvfKFwTEyHyM3JinyejBSv+mIfZIxlRpWe/EceMCV2m2z5w30kaRW6tWiQ4Qh3XzwVFApHDdk9fNNxXTo7ykJkBsF1Tsc5LCERXk+3VeLdSmpqsaUNbYiaNOxP844f4SGpvs/vU1U3a9C/XhHsGyvlorgB/+jtHCb7a9WJr0FzdIAmo1FcUAgKAY/xhI4TH0HeVEGJEY0YMjI9DGvLzXPOuzPWC6eJ5MUuUjuoVStz8qjMS/VxzG3V/vsd0HxwGTbgQu/gh7gyfjXfM5GJMVwGw+MaPlMPDbYwjl2/GM9lOEcFJ2WSTaUSy/7ttfjw98R5o6AF1Dw5xn6LR2mcQ2nQCJuzpt0emFMc/bpNm7ee/VSaUpdw3q3ts7Kc1PEWY3uGxShuiclfNXHp3jPM/j91zpWttrnWrYnM8+Mm8xS8tl20grCgBis/zSnhSATADP//e3+Dso8y/52Wdsrp2RZ52F1BdfBCD1e9empvZqdJxTq6HLpmPPUFjYa+97ohMQCyw8PBz33HMPXn/99UDsXqGviB8CnPoQLdce7t16eUAyigASL3GTdoMZFie1jrjwPcosGDTPo4v0P74/gCPVekSFaHHxhN7xcDtDreJw/wLyfD/zSy4+3lgEXPEV8FCB7QRk9CXA1d957Vmu01O6Xo+Ty16A4zhR5b/UXpXYBatza1DfZoBOzWFUog7jM6MBkB5Aj7C6T3Zjl1OTC+z7mpavXAo8lAcMP9d2G7UWuPBdIGsWRe7/+j+3x+0x8h7zHqhcH64ig5IZ0p4ij8yPeWY1Shvc+23s0+wBiMKIu0qanJ+/gUClJscLAMz9h0cv7TRaxBZuckakROLaaQMcpt7mJLEMBCelCawu/qiQ+m+1kKI4EHBjfnNBPf7+JdVD+9KSzgZBfX+oqhxqWPDHYQe188Z2aCx07ETHe3B9lZcT+eLwHXYWECuo0pdswhgHKe7M+aLvMsEi1MzHpfhQ+iVHNDIaXG/H870bmWeOzJgs0ZifqjoCnaUdvCYYLwql84erWtHYbkSXyWJz7lo0Ibi682H8n/lKjM8IYDYfi8xXH6TWcg5I4xpIj6NqH6mZs8g8i8BveAlY8SAtp0/u9vrK5k6xpeSj3+3H/vIWRAZrMG8YRTmX7nQSdRQ7BDS7/gwGPQkPAmhQxaLTZAHH2To8XaLRUTkigOvTujugdX5yPLmDSsXhmmnSuXHX3MHgOOBItR4vrjqC8qZO1LdJjpbcql4y5llGqb0OToedI2bDy/TorxR7IGBp9gAQf/vtyF65AjGXdRfbDR5pq/0gr7HvLYIG01yqc8/eXn/vE5WAhVNbW1uh1/dyeqRC4IkXVNTr83u3LZ09PSjMMzYercfIf63C+GdXO47gZk4F7tlDQnduYrXyWHmA0sDevmqCT7Xj/uLWU7Nx/fQs8Dzw7xW5qG6TdRzwE7V6iswn9oPPCwBZcRQFrmjqhEmW8soobehAa5eU0tfYbsQT35MS8g0zshCk5kQDhdUEu4SpmctFcQDy6i+9HgBPBnyOi5aJHEcZEgBFfgKQYgfA6x7zh4VJ1PAU74x5eTq00WzFyoPupUtWOojMj0iNRHiQBvousziuXuOsl4AbVwPjr/HoZd/sKIXRbHssfnf7NKy8dxaePX+UwwjzUCFi5VTRfpxQDrTjQxJPbK2kNGCVhlTXA8CO4kasPFCFGz/dIa6blu0nYz5mIKANhY43Iourxiebirs7fQQl+y5ei9QkD5zFcmPelzKskBjg71voO+5swsyk7m0lWfnHzpImJIIcOJGJnolNOoVlFfRkzJs6pV7uvWHMs9ac4UlA3BAYNNJ1ojZ0MLUDFHj3r0JMWPQ7HlyyV1yXV61Hm8GMEK0aOUmei7C6TXwOOekNLfTngFSuHvqSvcB7s4H350jGvKPrd9okm38tVh5XfrAVF769CVuPNWCN0K71kxsm474FVPqy6lA19LL7jwjLdHBUpy2HZQUFRaKinb7XxIggz9rBsuh86ebuz0UEvkZazvnjpGvVuWNTMXMwHeNvrSvEW+sKAADhQTRnyavRO7yn+x1nafb2LWgrhUyTWD8a8wFoTcfgdDqxTt4eTbxthok2o/eDURFz5gAAWleuFBX3FXzDZ2P+s88+s/n79NNP8dJLL+H+++/HrFmz/DFGhf4EM+abiqVast6KzAPAVctocjvrQbc2X3WIboitXWZ8uOGY441iBgBB7gtsVbV2wWC2QiszBvsajuPwr3NHID0mBFYeqGh2P1rtDlYrjzrBmO8PzguATWxUMFt5HKpsxZ1f7cb3eygacrCiBfP/9yf+/sUucfunfjiI+jYjcpLCca+goj9FZsz3WDcvKosfltbxPPD97VR6EpEKnPnfngeeMQWIHwqYu4DDP7v/gT3Byx7zrDZ6WIp3gnMqFYf5w6T6u/X5dS62JrpMFjEqkx4tZd+oVRwmZVHkxFG0O6CoteTo86B8qKyxA6/+QVHAU2SGrzyt3hFSZN6JMT/sbNII6WoGDn4npdhHZ/quG+KAt9YV4NJ3t+COL3ejy0QTrXEZ0Zgx2E9OW5VKTIOeH1OHOr0BV3+0DbWtXdI2QgS4mo9Ftifih+Gy2s+IVOfbuYM2mM5TAIntR8VrBoM5X7YXNSKZE45PfxlITHSxo4GuMc5gUXlO7bLrik+wz1SfD+gFIyciGVCpoE6W6t6XNFK0LU4QtXt//TF0GC34YW8ldpU0wmC2iDXS0wbFBbbdpDYYiJOJ5A2YAQw7hzLxhlHLuVSuAZHlfwHgJUNepQUGzu6+P7vI/KaCehQ3dMDKA7d9vgtGixUZsSGYkBmD0WlRGJwYDoPZinV5Dq5/7Pt0Vq7FYBlgESmoaqFzIyXKw/I2Nq+pPmCz2sjpekfnSEZ4kAY/3jkDH147CUOTI/DBtZMwRugU8c0O+v7PGZOC8CANjGarx7orXhEqfAf2jhXWcjluCJXMMfyZCRXAyLwrVBER4LRSZxZdeu9H5sPnzoUqLAymigp07tnT8wsUesTnq+nixYtt/j7//HNs374dF154IZ599ll/jFGhPxGeBARFUd3vuudonZtRcr8wZAFwwdtut1Y7IKtfPVDRgpYOB55yDykSbjKZsaG91//aDTiOExVgG9q6R5J8oanDCLOQLulLn2l/olJxGCC0A/zXjwexYn8V7v92Hz7ZVIQXV+XBZOGxqaABHUYz1h2pxYoDVVCrOLx86TgEaeh3G58RDY2KQ63egGq5MeEIln7ZVCzd/Pd8ARxdBaiDgCu/BSLdMCA4Tuo1v/9bLz65G3hhzHeZLGKP+RFeRuYB4N1rJmL5HdMBADuLm9BuMLvcnqXYh+nUiAyxzSaZOpCMmu1FbmRO9CHNHUZc9M5mtHSaMCIlEh9eNxnTsuNw66nZCNa6NriHCsZ8QV2bjaiaiEotiXXu/AT441+07M+UT4FOowUvr7bNPHnmvJH44c4ZYtTMLwilA/eO6kJmbChKGzvw8Hf7peeFNmFVfJznXRVuXgPMfRIYdZHfxonqA7hn/hD869wRuHMuGYnM+bK9qBGJXDNt5zdjXnAGWc2uJ/vyFPtA6bawbIdjf0rin4J+iGY4CdpV8zF403wBVBzw0fXdU9IvfmcLbvt8F/4UjNs5Q3shACB3bix4GrjiS2DsFWLryTSuAVY7IxcDppFYX5Ds+hca322Os0QmusoE3ebkUC9vjuMwUSgRKnFUZsS0f1p7EP9ijt7sOWKnGneEIG1wEmhRRaYG7nhxwdiMaCwYQcdOsFaNa6dldXt+uOBI/iu/Fp9uLobB7L72iseIkXm7NHsWmY/JAq78hkrjYgeRFpGXGMwW24BBACPzruA4Dup4yTHbF5F5VUgIwudSd4v2rVt7/f1PRHy+O69du9Yf41A4XuA4qp2v2En/B0VJ9aV28DyPJTvLMC4jRkwl7U3MFquYnqtWcbBYeWw51uC8ZYybFNWTwTMwPoBpgl7CoiKsjdzmwnrsKm7CnXMHQ+WFoBmDKdnHhumg0/QfB0ZmbBjya9qwT9Zu7pmfbXtyz3nxT7FE4MYZWRidHgWLhSYIwVo1kiKDUdHcicrmLteRj7B4qkG0GIH/DgQufB84uIyeO/VhIGWM+wMffSmwdhFQtJ4iNO44ATzBCyX7w1WtsPL0G/tSSqFVqzA+IxoZsSEoa+zEzpImzM5xPnkXlexjQrqlobPI/F6hNrW/suFoPer0BqRFh+Dj6ycjPEiDr289pecXAkiPCUGoTo0OowXH6tvFSL0NQ88iVeWqvdK6GD/VZ8soa6Joo06jwsjUSNS2GnDB+ACk8gt182GNh/HRdY9g4SvrsbGgHs0dRkSH6tBSU4woAJWIxZk9tKXrRvok+vMHyaPJ4Va9H2oVhxtmDERDmwFvrSvEsfp2lDV24EB5I5I0gjEQ6SdjXhsitYRrr3eeQh/oenlAilTXHJTWMTHQKbfCoInA/x3KhCHfgGtPGYBxGdF45fKxeGDJPujUKhiEspM/8+pEUc05Ob2gnj3kNEqPDk+ibCiGYEwPCW7GQCNl65l4NbjxV0Gz8GlypNy+gXR5TB3Uhk8rGdFWKy86JeTMk2UkMYHYyuYuwD55j5XGtLjos202AEdW0PLIC1GdS/cv1rnGbWKzpbmaDE1E76iX94R9ZuO8YYnIr9FjR3ETnl9Jgp91egMeOn1oYAbgTABPL3NapY4Hrv/F67ewWHm8tDoPH244htNHJuO1K8bTecC0E+wdCb2AJi4O5ioqgdP1Qc08AGiT6RpibVXKsf1B/5mVKxw/MCEwAJh+l9OJxPqj9Xh02QGc/ur6HqNzgeBobRsMZivCgzS4cgoZNbd/sQtXfrAVWwq9j/Qx5fOB8W62iOlFYkIFY76DjPlHvtuPl3/Px2YfPi8gKdn3l3p5BovMA5T+Pza9+7HIDPn48CDcbZcqC0gTpOqWHiLzHEf9Zhk/3gEcW0fLw85y/BpnxAwAMqcB4Kl23t94Ycy//Scpy07JivW5OwPHcaIC+FFnteACjsTvGCNTI6HigJpWQ8+/Tx9SLjgkpg6M9XjCrVJxohDjxqNOFLCZXoOcVP+3h2S160MSw7Hs9unY+OhcRIVoe3iVF7D2mBU7MSQxHEOTImARjCR9lwnrd+4FAFjCU523ZOsNUsbRY+lWQKjtjAsPEnu+L95cjChLM7ScBTynkoxcfyCm2rsoMekNYz48QXS+0HtFS8atNgRBU2/EKzfMx58PzcG/ziVxrQvHp2Pjo/Ow71+n4dMbJUPaYuWRHhOCzLheuHdOv5si8rdtsF0fTcbLjLBKZKvIaJtieAvL0x5BuyaKunDEZFEpQWx2t9TqsqYOtBnM0GlU2PDIXDx97gg8d+Eom2yD1Gj6fipbHLSbjBKM+c5GwOikHK50K2VkhCcDGVPFyHyKp8a8vNQgTGbAq31vMekP0mUaKReNT0NSZDDGZUTbbLP2SHclfr/hTACPpdmH++70+GpbCd75sxAmC49f9lfhzbWkDyA6ddqqAYvvGaOeoJFH5tP7RsBZFU5Oa0ubYsz7A6/uki+88ILb2z7++OPevIVCf2b0pUDRX8Ckm1zWrssN5g82HMN9guJ6b8FS7EemRuK8can4anspLFYemwsb0GWyYPkdM7zab5FozPfDyHy4YMy3GVGr7xKNjKKGdswc4n3NK2sfleRpml+AGZwo/QaPnjEM2QlhuPKDrciICcXo9Cgs303Rj1NzEvDcBaMQGdzdMBGN+Z7S7AFg5gPAjg8o4sO6OQRH99iD2CFjLgNKtwD7lwAz7vH89a7w0JjfVdKE33NroFZxePA0/5yngwVl+249p+0ob6IJrSOV5lCdBjlJEThSrce+8mYkR/mWVRMoyoTPkO6u0rQdc3ISsamgAevyanHjTAfp8xxHegzrngPOf4smgszQ9CPsc2TGhvqUydMjSaMp8tnZBDQUYP7wROTV6LE6txpLd5Xh+o4qQA0sOGViz/sKJBlTKELeXgtU7wdSxwEAZuck4GBFK5bsKMMQoXc5F5lGWgv+IjQWaCl1LYLXG8Y8QNF5FpmP6H4OchyHLLtyCOacm52TgPjwINQL2V3ya3ZACYoAZt7ffb1QnhLcQs7L1uA0NHVF4u0/C/D8r4cxIDYUy++Y4bQ1J2ubNjQpAhmxobh+RvfzlV3LKpu7ANgdE8HRUtZFayUQP7jb60VdjJQxgEol3pu8iszLl1m70gBobXgDx3F4+6oJWHukFv88l/QX7I356FDvzqk2gxlBGhW0rkohWZp9RwPw1RV037z5D1uhRx+wWnl8vKkYAJ0PFc2dWHWoGvcuGEIlEOogwGKg4yAAmVbOUAsieOqoKKgjej9rFgBUEXQdsOpdzw8U3MOryHxubq5bf4cPH+55ZwrHH0MWAA8eAWY/7FIgSt5e5OONRegw9m50nvV7Hp0WhclZsdj15AK8dOlYAMDRmraeBc+cwIRZBnpay9kLxIZJkfl9ZVLqebkH7dscsWI/ifX0Sq2jB5w3NhUPLszB93dMxyUT0zEhMwbbn1iA1fefimtOkW6O7109ERmxjqNBKZEsMu8gimJPzmnAVUuBG36V1oUneiSUJjLiAlLLrjkANPix36qxQ3I0uGnM/yx0ejhvbCqGOErz9oJBwqSd9a53BmuHN8SJ0NnY9GgAbnYc6COY0yw9xruI49xhdF5tK2pEp9FJjejU24BHS6hjQtoE7465HhB7WTs5V/yGRgekCtH5sm04TWgzufJANTYVNCBdRdHo2BTHisy9hiYIyJ5DywW/i6tnC2nieoMZGZxgIEX7eTLOusS4NOab6THQxny2TBTOCwNH7uTK7msneKztMaVLo/Ko4oYONHeYsK+8BT/tc54CL3X8cH6dZI6MypbO7vMMjpOi887q5luE9UJJAMtK8rhmPlYWmZcbi/3EmAeAs0an4KVLx4qO9ky7a483GVlF9e2Y8twfuENoq+kUUZvCBOT/CtQeAsp3+CUyb7JY8fB3+1FU346IYA1evozmnsypBZVK0k9oKXOyl8CgiaNrS1+0pWMwJ4K1TTHm/YFXkfnPP//c3+NQOMHgeV7swQqQmvwPeypx5VQ/te5xAxaZHy2kXkeH6nDu2BQ8umw/9AYzaloNHnu6K5s7UdrYAY4DhvWBDkBPxLI0+3Yj9pZJqWOe9GK3p6yxA7tLm8FxwNmje7edTU+EBWm6pc6zScH4zBi8eeV4DIwPQ4jO+eSFHQNVnkwa4oeQMZ77AxlZ3hAaCww8FShcS/txluXSVksRg8Th7ilWs4mBmz3meZ7H77kUiTjTRz0JOSwC11Nk/lCllEHjiDEZUfh2Zxk+2VSM6BAdRTX6GcxZlh7rXWR+UEI4kiODUd3ahQMVLWKXhW4EWLSqrJGcEgE35gGKepduBsq2Y+y4q5CTFI78GjpWsrRNgBmS0dOXDFkA5K0ACtaSNgaA8ZnRiAjSCMa84Djzd2RNrmjvjN6KzA+YTo5Hq9lhZL4nMmJDRd2LbE81EPxNUDg5JIToa3DaKAyqDUOhTD39rXWFuHC84/TjXMH56Kp9Z3JUMDgO6DJZUddhQXVLF9JiZZ87Mo3U6p3VzcuMeZ7nxXuT55F5WdZAWAIJuRVvACbf4tl+ehGO4xAXpkODoPtT3tQJq5X3KFPoq20l6DBa8HtuDYrq250HXrShpFjfcFRaV70faCqiZR8i80t2lmHZbvod75k3RCwJbGw3Sp8nKh1oLASae9eY16bTdTVo0KAetgwcqnCaH1gUY94v+MW139raio8//hhPPPEEnnzySSxevFjpMX+SU9LQgZZOE3RqFR47k+o931tf2GvRebn4nbw1VJBGjQHCRLUnI8MR6/LIYzs+IxoxYf2j7kxObJjcmG8W1/tizG8soDreyVmxSOxnafY9cc6YVIxMdT3RZROkGnfS7OVc+B5w9TJg4g3eDg8YcT495v7o+HmLGfhgPvDhfOC1ce4p33rYY/5gRSsqmjsRolXjVBdCdZ6SHR8OjgOaOkxoYNEIO+rbDKhpNYDjnE+OzxyVgsmCEN4rf+Tjk01FfhujP7BaeZQLdf8ZXkbmOU7qzFDlToZIgChrlNLsAw6rm685CI7jcMlEMp6CYUCIWTBSI/uBMc+0CRql1qZatQrTB5OxLRrz/o7Mi8a8Ex0FoPeM+aAIqde6z5H5fpDRJo9YJw7v1naxoLYNzR3dO8K0dJhEJ7krYz5Io0aC0PXl7yvrMeO/f2LF/ippA+akqnQSOWYO2agMtHSaRBFBj8vcQmVOQZ6njiu3rQeGnunZfnqZb287BbedShkURosVNXrP7s0bZNoj3+1yYShzHH0n8m4F294H9FWALsInXZIDgijvbadm45ZTsxEXRseD2cqLHRCYfkNvR+ajzj0XyU8/jYQHHJSh9BLMmLcqtqJf8NmYP3DgABYuXIjFixejpaUFTU1N+OSTT7BgwQIcOnTIH2NUOA5ZLngkR6dH4aqpmUiODEZJQwdeEBRKA01BXRu6TCR+NzDOdvLAIoZHaz2/iKwTxFjmD/ej0JEfiRVq5hvajNgvS7Mv8zEyD/TPTAR/kOJNZB4gEajBC3xLWRx2DvWIrtoHNMqM1G3vA1veAsq3U90sQPWOFbt63qeHben2lTcDAKYMjO2xjZonhOjUYrqpvEWknENC/enAuDCEOWl9Fhumw9Lbp+PRM8gp+Nqao4FtV+QhdW0GGM1WqFWc5wJVMmwUsP3MmsM1otCgM3ieF2vmM7ys/fcIsUUXGTlXTR2As0Yn499zBcNUFx54I9UdWL/69lpyrgmwVPv0QEXmWQTcVdRONOaj/fvejph6GwmGDTvb45fK08OzE/qB1ow81T5xhE2ddrxwDz1S3X1+8ODSvahvMyItOqRbbbc9XSbba5SNURmdRY87PgT2OWhPKovMs3r5mFCtd9fnzGn0OO5vlNmVMrZP2tJ5wuDECDx+1nDRwVnqqMWfE4rr221+uyU7y7v9FjbEDQJu3whc/gX9z+63Iy8AdO45NWtau/C/1Xk2JQFsDCwzVKdRiWKiYqp9lHCP7mVjXhUcjJgrLoc2qe/msSzNXhHA8w8+G/MvvPAC5s2bh7Vr1+LNN9/EW2+9hTVr1mDu3Ll4/vnn/TFGheOMWn0XPthAhsnNMwciIlgr1gt9vb0UtR56Wb2BeUVHpEZ2S88aksSMec8i80w8D+h/teMM1pquorkTekEABqAyh5YO7xRTpXrgXpjg9wHJQju6mtYuWK3e6Sh4TVi81Mf57WnArsUkhvPrw8CqfwA/3GG7vX1fZEeIkXn3jAuWtREIDYgZgyji9czPuQ47WjBdixFOUuzl3HpqNpIig9DcYcJl727B+vzu7aH6AibglxwZDI0rsaUekJxK/o3M/5Fbg5s+3YkrP3Dcz7fNYEan0YI/8+vQYbQgTKf2uvbfI0Q15xrAYkZYkAZvXzURlyQLv2viiP5hdITFk8ONt0oCYqB7gE6twgB1gCLzrINBXZ7zbXorMg8Aoy4CHi0GMt1ruShHXuaUFNkPOqJoZFl1sYNw1ugUnDkqGY+cMVQ00vPsjPnqli78cbgWHAe8f+3EHg3rc8aSE2hgNDkpNxU2SNfASTcAEULJ2tHVti+0mIFWIf0+Kh1N7XTf9joT8OrlwD17bKPPxwks08mTzML9wj1lTHoUUqKCUac3iOnuLrEXFB13ldvv+dDSfXh9bQEueXczNhfWw2Sxil1c5EEQJlBcJxrzgkOzl9Ps+wNiZL6tvYctFdzBZ2P+4MGDuPnmm6HRSFEVjUaDm2++GQcPHnTxSoUTlWW7KtBpsmBsepTY033G4HiMz4yG2cpj6U43Lqw+ki9cSEc4SIVjQlt7S5s92mdhXZs42R2e3LPx0RfY3/DHpkcjQWgn522qvdQ6rP+14vMHiRFB4DjAZOFR3+44HTygsFR7cyfw873A97IafFa7x1pDVe/veX9sYhDluObTnpIGupkOCEC7qMfPGoaUqGAU1bfj+z229aE8z+PHvbRucpaTGnEZahWHC8aRAbivvAU3Lt6BDUf73qD/7SC1t2JOQm9JCVBk/psddDyUNHR0axPY0mnCnBfX4Zw3NuDVP6hu9IopmdBpeqFrbVgC1WHzFhsjGWXb6VHeG7wvUamlKHmrlCqdGh2Cb2+ZhDROqGn3d2SeGfMNR20yAmzoTWPeB84anYLhKZG4aeZAn9te+oV4Wd9yjQ7BWjXeuXoi7pgzGMOEe/uRatuSJuY8HJse3WPpFgA8duYwfHbjZPx3QRwyY0NhNFslB2RYPDD3CVo2yN6nvgBYFAdYjNTfPiIF+i4y5h11YnELXWg30b/jhQxBg4QFFNyhROg2lJMUgVuFVP331x/r2VEflU7XJACYcC0wYJpb7/dXfp2Y1l/e1IkrP9iGx5YdQLvRAp1ahSxZZmi8UHrR0CaUcPRRmn1/gBnzfGcneFPvtuY7EfH5jh0eHo6qqqpu66uqqhAW1g9qoxR6nV8E5fPLJ2fa3LhZr/d3/yrEmsM1AR0Dax83yIHYzqwh8dCpVcitarWpK++J/UK0f2RaVGDbNvlARJAGWrU0trEZUWL9a3GDdx7QCuFG6qh12ImAVq0SdRRY26FAUt9mwJmvbcDzK4VuHyPOt52MF623fUFonNRiyZ3IvJ6MS0SmujWeEiGFMRDGfHSoDtdNzwIArDpUbfPc2iO1yK9pQ4hWjQvGu1cbfcWUTEQEk+PYbOXxrx/7tpSrqd2IL7dRJgT7nN6SGoDIvNlixa4SqU/5T0LXAsbaIzWobzOisK4d+8qaoVVzuMlRa7xAoFJTH23Axkjud8Y8IEVR9bZznfHBNeB4C7UaY5/FX0RlkECXxSi1KrPnODHmw4M0+PXeWXjqnBF9PRRi0g3AKXcC1/zQ7amhQiTVPs3+L8EQn+2mrkhksBYzBsVBxXE4VWgLu1coaQIABAsBgS5ZCdKRn6Vl3gqotdB3kSOHXfdOJpIjpaw5dykW7mdZcaG4fHIGwoM0KGnowLaiRtcv5Djg0k+Bc18DznnN7ff7bhcFp8ZlRCNYSyYVywQYlBhuk63FdBTENHuhTSKaSnq913xfow6XnN+KCJ7v+GzMn3XWWXjiiSewcuVKVFVVobq6GitWrMCTTz6Js8/2vLZK4fimsK4NhypboVFxYlSece7YVEwcEAN9lxl3f70HrV2Bu3i56gUfFx6Ec8bS5Ozjje6LaR0QbsSj0/rvxInjOHEyAgDjMmLE9Gn2nXiC0SyJz5yoafYAKd8DwG4PszW84dsdZThc1Yr31x/DGa+ux+K9eljuPYD/TFqPmqgx0oYXfwTcuw+4aycwYAatq88HTD0Ye8zgYAaIC3iel4meBcb5eobQdmxLYYMoKvX9nnLc/NlOAMDFE9PEWsKeGBgfhu3/WICdTy4AAByrb3ddDxlg1uXVosNowdCkCMzxUTwwRSj38Fi7wQV7y5rRJCuvYV0LAKC5wyhORBkPnTZUrN3vFZjDqbUC6GgE2huoPRQApPcnY164l9kZ86LjbcB0/7cKVKmA+BxarnPS5vc4Meb7HZog4IzngUFzuz3FWs7lVevFaK7BbBGzgGZ7UWLH7p1V8qybIGbMyxzItTJNoUHzAUCcJ3kdmT+OSY4i47faA2NeyjQLQ6hOg3OFcoclO92IfmfNACZe7/a5zPM8thdRZs6jZwzD9icWQCML9Nh3aGF6DPXyNHtdOLXGa+xfwq6BhtNqwYXQeWEqL0fDRx/BXNf3mXbHKz7ffR555BEsXLgQjzzyCObNm4e5c+fisccew+mnn46HH37YH2NUOI545fd8AMCpOQmisjojWKvG17ecgsGJ4egwWnDz4p349y+5YqqtvzBbrGJKeVa842jjjTPII/rTvkpsL2pErb7LYU2vnAOyWqz+zGtXjMfYjGgkRgRh+qA4n4z5qpZO8DwQ/P/s3Xd4VNXWwOHflPROGglp1KGEEHoLSFGkI0X0qqCCCnbUDzsWUIFrAQW9UhS7V6UpwgW7UhN67y2kQEJLL5OZ+f44M5MM6b2t93nyJHNmzzl7JjmTWWevvbad2jofvyHqEqoE83tjr5XSsvIsadmgjP68tu4ID313gv9siWNW8uD8hiG9wStMqUjs1hScmiijNZdPFt6phcmUPzJfhiWkrmTkkpFrQKXKT2msamE+LrRt6kae0cQ/Jy9jMplY9McpTCa4uZ0/M29tW679Odlr8Haxt45UnS9HcaSqZllKrUfzJpVOHw70VEbmr2bkFr/WfDkdNY8uWj5UnkpKJyfPwLWMXPrO+4Otp5QPol1DvXhkQEtrWmqNsQTz5zbDe+3hg0jlb9wjBNzr0DKYln5ePmk7gmYJ5pv3r57jWufNF1M4VoL5Khfm7YK9Vk1mrsGa3v370SRSs/No6u5IpyDPcu+zyHoYlpH5gmn2lsyrrvcpI8TQqEfmLdX7y7PW/HnLZz9zertllYzfjlyq8po4sVczuZSag51GRecQT9wd7WyW9by/b5hNe+8b0+xVqtIv2DVgalfldxT3xJMkvf0OCc89V8s9qr8q/e5gb2/Pyy+/zDPPPENsbCwmk4nQ0FCcnBruKJ4o2u7z1/j5QCJqFTwzpE2Rbey1au7uGcLr644Qc+4qMeeuolJBz+be5V9DtRgJ17PRG0zYa9UEehT9dxjezIN/9Qjm25gLTP9qN1m5BjqHePLNg7bFfdYfSCT67BUigz2tlbfr8sg8KGtW//hoXwxGExq1yjrV4EwFgnlrir2nU92Y61hNuoR4AkodhfKuaVseh+JTrBeFXOw1ZJiDtt/NqyT8auzKuRZ3ERbY1HaNbZV5Tdqsq8roYEBEoX0Dyof7PPMHxjIE85ZAOMDdEQdt1VWyv1HnEE+OXUzj1KU09sc5cyY5A0c7NQvvjMS1mCr2JVGpVDT3ceFAXArnrmTYZKPUpFPmFTEqO18ewMPJDic7DVl6A4kpWVVS9TvO/MG2e1gT4q9ncT1Tz72fxtDS19X6t9fG35UfpvWunalDliA5Zqny3fK3G9y95vtSEkuWS8wSJeC6b71y0eH8VmV7dQXzPq2V71fOFL7PZJJgvhpoNWpa+bpyJDGVCR9vY0gHf2tQP65LMzQVOE8sF+ps6mE4mH9nlpH5vBy4bC522H+mteaJdc58GbOXGhJLtlJZRuaNRhPf77pAcpoy6h1injYWEeSBvUZNWk4ecdeyrNurgiV1v1OQp7Ug4rT+LXh+9UHu6BZcqLaCz41p9qBcsEvYU3KhywZK4+qGIfkyeeap2hnbttdyj+qvSo/Mv/DCC2zfvh1HR0d0Oh1t27aVQL6R2mpej3xYx4ASC8SM6xJEcBMn/MyF2Uym/Hn2VeHMZWW0rLm3S4kfUJ+6pQ0qlXkkTG9g2+kr+et/oiyv9+g3e/hi+3me/n4/OXnKUndh3vWjFoTlQ4dlqsHZ5HRMpvJdmY6zzpdvmMXvLHT+bjjba0jLySv3KgdlkZSaze0fb2Pkoi0A3NrBn0Ov38rZucMZ1NbP2s6EmiHHR7M59JHCO7FU/04t4VyxjMo7eoBd6e/DO88pH0ZCq/lvuoX5b/D05QzrspVDOzStUCBvYTkPz1XgIlVlGAqM7lj+VizLXVaGSqUiwLP8I1ElsWQohXo7W4t27jhz1TrPv4WvCysf7lN7NUCKq+tQl1LswXbKSuw22Pc1xG5XRlWdvKqvUrhlTfeCBQIt9FlKei5IMF/F2ppT7ZPScvhqRyx/HVfSf8d3LVtR0RsVDEqt7x+WkfncNDAalOwLY56yzKB7/oVc68h8Jd4r6yvLkobXM/WlTqf641gSz6/Oryljmbplp1FbL7buvXCNPIOxyvoXfUb5/9mjeX4B1zu6B/PTY315c2x4ofaWYsQ2U6l8zcUYi8u+acDUbg1zuePaUOlg/tq1azz00EP079+fefPmcfRo40sVEQrLUi6dSklD93Cy45+ZA4l56WZmj+kAwLoDiWw4mMh7v55g9/lrNh+Yy8vy4b64FHsLPzdHupjnSltY0qzTc/J4eW3h1RjCmxVe6q6uC/V2RqVSlqe7mpFbrseetcw/a9Kwg3mtRm1Nn9xTDan2yzafYec5Zb+t/VyZPz4ClUqFSqVi7riONinuuQYjUz/fRfqN0z4sacclBfPplhT70lOUr2Xk8tGfpwAYW8YCdBXVwpwdcvximrUI29guFftgbBFmnj5S0cKOFbHt9GXav7KR1346TFauwRosW1bIqCx/N+XDa1Ja1ayqEGuth+BMuyJW9uga4lW7c3GLC+brUvE7sM2SAfj733DkR+Vn3QilmF91sATz6UUE85ZReZVGWT9cVJm2RWT63NcnjJYVzJbxc3NAo1ZhMJqsI8fWOfMAOWn58+X9w22WZLTMmW+MafbuTlqczCPepV3g3HU+//927xbeNvdZ3vue/O8+xv1nW7kHNYqz44wyTalXgeOpVCoigjyLXKbUsgTr0cTU/JpRfu2U74dWwaoHldGtRqJgETxROZUO5j/++GO2bt3KY489xuHDhxk3bhzDhw/n448/Ji6u+pcgE3XHcfOyR238S/9ga0nZHhYegFoF+y9c55Gv9/DB7ycZ/59tjF68pXAwU0ZHEpW0tbKMlt34pr/H/A9hb+w1MnMNNPN0YnLv/CWHIiowX662OdpprNMNyjtv/kyyMvLYoohVARqaLqGeQP7fQFXJyjXwnXl5sGn9W/DzE1F4OufXH/B3d+SfmQM5OnuodUpEbp6RAwUrHwO4mQOftDKMzJchxX79wURSs/No29StwiNOZWWp23AqKZ3rmXr83Bzo29K7lEeVtk/lAlNFakGUVWq2nrc2HGXown94/Nu9vPrjYXLyjHy27RzPrjqAyQSeznbWwkaVZVmDuzzVm0tSMJgvarWCGi12V5SWg0FbRB/q2prYoVHKihLjPwGtI6TEws5lyn2WpSWrg6u52FpGEYWhCqbYN+ApULWhbYGlZz2d7fhXjxBeGtGuwvvTqFXWUeYEy7x5O0fQKOc7OamQbi5OecMFLsvIfGNMs1epVNbpl6Wl2h+Mvw5An5bezB9vOw2t4IXMA3Ep1imTlXHhaibx17PQqlV0DfUq/QEo0xXDvJ0xmmCnpbp+QKTyngJw8Hs4v63Sfasv1EUE88acWlgeuAGokvKr7u7u3HHHHXz55Zf8+eefjBs3jh9//JEhQ4ZUxe5FCfQGIx/+eZrDyeUbca1qOXkG64fqtuVYg93XzYFOwZ7W226OWpztNRxOSC20LnVZWa7QluUN9u5eIXg55/+T3G0eld1z/joA3cK8bAL+8Do+X744lmD8THL5Ap/TyZYl/hr+FdQu1or2VRvMbzAHzSFNnHluaNsi56arVCqc7DX89vRNjOiojKoXWjbROjJfeClQq3JUsresOX5TG98KzQMtj+AmzjZVfm/r3KzIkYvysKTZH05I5Up61X8AMBpNPPLVHpb+c4ZjF9NYtz/BZgrGOnOGQStf1yqrJ2Ep+FQVI/MpmXprIBDk5cwt7f1xsbf922tW28G8kyc8FqOMbt/6FgR2gb4zQFPHAhe1Gm5+DTpOUCrXWzh4QIubqu+4LuYpOBnJYLwhPVjmy1ebgsHfP88OZO64jthV8v3KUgQv4XoRRfCyU/Iv2LjYVstPtRbAq2PnRA0p7QLnqaR0svUGDpqXDn5xeLtC8+ItKxRY/H60iEyXcrKMykcEeeBSjikQvVsqyxRuO608Hjd/eHgbBHRSbm/7oNJ9qy/UboU/V+Zdqt5lqxuqKl1LRa/Xc+jQIQ4cOEB8fDze3pUbeRGlO3kpnfd+O8l7269X6Vyg8jqVlI7BaMLDyc765ltWBddtvbN7MP83RJlD9PWO85hMJrL1hjJ/WL+SnmMNWG9MoS9KgIcTe2bdwsYZ/QClAFqewWgN6ruEeNG9wHyo8MCyX6ioS1r4FF0E78d98fSd9wf7bwwcUVYFsCzz0hhG5i3L051OzrAuoVZReoOR1Xvi+PfGY3zwh1J9fmznZqVO0VCpVHQKVj6c77txmTzLiM2Ny2MVVI6R+VPmrIuWVTDfuzR2GjV5BabOTOoVWkLrsglv5kFrP1fSsvN4aU3hKTGV9fn2c2w5dRknO02h9bEL/hr7VDLDoCDLnMqqGJm3jMr7uTngZK8h0NOJPa/cwoiI/As9tT4yD+AZAv/6Bno/Cg/9Cbe8Xts9KlmLAsuZ9ZymLHNWXSyBnTEPsm64yJheoD6GqFK+bg58/UBPVj3cp8qmoQR4lrI8nSWYd7UN5tOyGm+aPeTXG4gtYtWSDQcTufm9v3nwi12kZudhr1UXmRnaJcTLZvrn78cqHzDuMM+X79WifO//lv8X0eYl7QDwbgnjP1V+PrERVj8Ev8xq8Cn3jh06FNqmT7xYREtRmioJ5nfs2MHLL79M3759ee6553BxceHjjz/m77//rordixK08nOlibMd13OMbDl1pfQHVAOD0cRXO84DoGvqVu5RqoLB/E1t/BjfJQgHrZpjF9PYdPgiD3y+i95z/7Cuh22Rm2ckKc32Q+9u86h8G39Xm1TmkqhUKtr4ueHmoCUj18Cxi2nWufNdQ73wcXXg9dEdeHaorkoqTNeG/OXp8kcW9QYjT/53H/HXs/j3psLFV+KuZaE3mHC0K35VgIakiYu99aJHZUfnf9gVx9Pf7+ejv05bK8YP71i2pbYig5WLCvsuXLed22dJs08tIWMlxTy1ybX0YP50knKhpiqKt5XFaPN6v//qEWyzfE9F2WmUavgAvxy5WOrSksVZ/MdJoub/wbGL+amXOXkG/vPXaQBeHNGOqVHN+eaBnoR5O7P4rs42mSpDw6tuCTXryHxq5UfmLbUECr7WDloNLX3yL8xZCu6JcmgzNP/n3kUUqqxKWnulIBoULoJ38hfle1C36u1DI9W3lU+Z06fLwrLWfGzBzzEFl6crdWS+cQbzlmVj1+yLL7S03DPf7wdg80ml+HK7pm7YawuHNY52Gn58LIroF5WlXw/EpZCZW7H/FxZFzZcvC0t258lL6ba1oXxaQbOuys8HvlNG6E9srFQf6zqvO+7A96mnsA/Nv7ifd7GEwQpRrEoH8/379+ehhx7i6tWrvP7662zbto25c+fSp08f1OoqHfgXRbDXqhnZSfkw+d2u2qlRsOiPk3wbo8wJntgtuNyPjwjyJCLIgzb+rnRv7oWHsx0P9lPWO57+1R62nLpMrsHI9jP5Fyu+iY6l0+u/0OPN3/li+znr9r9PKP8Qu4Y2oTzUahWdzf80Pt16lrTsPFzsNdZCOPf2CeORAa3K/dzqiubm4KPg/OJNh/OvgNqMFphZVgUIK2VVgIakW5jyN7DrXOWC+ZizthfWPJ3taFPG5cs6NvPATqMiKS3HNpPCkmafnQK5xaytnrBP+e5f+Ip3QWnZeuscxJqaQvHSiHa8f2ckc8YUrvJbUR0CPQjwcMRowrrkX1l99Ncpwp5fzzu/nCDuWhavrD1sve/HfQkkpeXQ1N2RO8zvaX1a+fDXzIGMjAi0ScO9MYWzMvLT7Cs/Mm+pHXLjsn1eLvkXORvDRboq59sG7l0Hj+xQKtlXt6KK4Bny4NgG5ed2o6u/D6LS8rPjCqyWUtTI/A3BvHVpukaaZj+2czPcHLScSc5gs3nFJFCyQbNuqHB/a3jJF7H93R2t0yorU2ulIvPlLYK9nLDXqsnJM1qX/rVqN8r29q+v5k+naYBUGg0+0x6i5aaNeIwdC8jIfEVVOtp+9NFH2bx5Mx999BHDhg3DwaEaU85EkSaai1f9cuQSn2w5W2WVOsviVFI6H5orYs8f35EJFSikpVGr+OmxKH556ibrfOLHBrUqlNp9JT3XfMw0pZq0+Y381Z8Os+3UZVKy9NZ59iMjyj9a1tWcZr16j7KPm9v7V3peb13Rwlr5O9N6NfinffmF1M5eybBZlg/y59c3hvnyFt3ClItA5Q3m8wxGtp26bF0/1jLf/fXRHbipjS/zxkWUOWPFyV5Dz+bK1f4/jxX4AO/gDnbmc6KoVPvUBEiNA5UaAjuXeAxLLQRfNwfrEj7Vzd/dkTGRlZ8rf6NIc82NJX+fZk/sNZ5duZ/Hv91b4soNRxJSeWeT7bq+MeeuMvWzncxae4hVu5ULo3f3DClypOe5YW3pEdaExXd1rrL58oB1uc5LqTmVfh8/ZL64EX7DMqFBBZaZdLKvpirsDV3z/vlVqKubq3nefMFgPnY7ZF0FpyYQ2rdm+iEqxZLVZ8mIAmxH5tMLB/M5eQZy8pTpk401mHd10DKhm/K58lvzkppgOxhhcXeP0qdvWT7PnC5n/aCCKjpfHpSVcyyfx04lp9neeeOFucvH4asJhetl1CcmU5n6bxegfGbPPX++unvUIFX6U9Udd9yBh4fM2apN7QLc+VcH5Q1qzs9HeLEa5o8WZ+3eePQGE/3b+FZoVL44jnYalk3uZhNoxF1TRiMX/HqSXIORfq19GN8lCJMJPvzrFN/tjCUz14DO361C81hvvMI6KqKYZZPqoUBP5Wpwbp7RGiDuL1At3WQqnFpuSQ8vqgp2Q9XN/DewL+46OXklr2tb0OI/T3HX8mh6vPkbb204yjnzazcmMpDPp/RgaCkjBjeyrD3/R8FgXqUCD/PFsutF/MOL26V89+sADkVfgLmWkcvC305Y/wZaNYALNZYCmn8eT2bcR9v4flcc6/YncPvH24pNvZ/7v6NYMhwf7Nech/ormUC/H0viyx3niTZXGu4aVvSoSzNPJ76f3puRVfwe4WeuN5KlN1R4NQ8Ak8lkrdjc4YY6H4Pb+jE1qjkL74is8P5FDbIEdwXT7BP3Kd/DokDTONOv6xvLSiUXU7Pz35cs9Q6yrxc5Mm8pYAng2kjT7AHu7B4CwG9HL1nrJ1mmQk7sFoSfmwMvDm+Lh3PpFzyswXyBYqbl9ddx5XfVs5wp9tY+mKe2nbqxD94tYcKncOc3MO0fZaWPuBg49Ssk1dNlv395GeaFwJXTJTZz6qwMQGTs2FGjA5INRcMYdhSMb+fCM7e0BuD7XResqVnV7XCCMvpzczu/Kh2hAuVN96fH+jLKPNc23lwF9oB5CZJHBrTi6SFt0KhVbD11hbc2KPO+p0SFVagvPZo3oYe52J2Pqz392vhUwbOoGzRqFWHmoPyBL3bxw64LXErNQa3CWj19xxnb1PCCy1o1Fs19XPBxdSA3z8iP+0pYAq4Ao9HE9+al54wmWPrPGQDCvJ3LXLfhRpZgPubsVdtzuUlz5fvVs4UfFLdT+V7MHFqTycSUz3ey8LeTvP+7UpSv4EoS9VVkMc/hdHIG8zcWrgVxNDGVzScvo1bB5mcH8tKI9rw4vB3fT+uNt4vt76tDYM1eqHa21+JmHum5VIl584kp2VzNyEWjVhVKs1erVcwa2Z7bOjcr5tGiTilqZN6yJrlf+8LtRZ3k6WxvfX+xpng7mN9fUuLAaH6fLyKYd3XQVvuKI3WZrqkbEUEe5BlN/LgvAZPJZM1+u6N7CDEv3cxD/VuWaV+WjM/TyRUL5hOuZ7HRnBUwoox1cG5kuYheKJgHCB8PbUco1e0tGXbfTISPeuUXuK0vko7B9sWQmwbHfi6xqXP3bqgcHMhLTCT39Jka6mDDIcF8A6FSqXhkQEua+7hgMJqINlfarG6WeZk3jv5UlVBvF+uc1bhrWWTrDcSZ5xm19nelmaeTTWGxUG9nxnWp2JrZ9lo1/32wF98+2Ivvp/Uucgmx+qzgFIg5Px8BoI2/G0M6KHMy/z5uu5axNZhvRCPzKpWKB/spAfNbG47aLiNUhJW742jx4gYSUrJxc9Qy81ad9b7uYeWr21BQmI8LLXxcyDOarMV9APAyB/PXigrmzSPzQd2L3OfPBxLZe0OF/PJmDNRFkcGetAtwp5WfK94u9jT3cWHZZOWCxhfbz3P8om0q44qtyms3LDzApjhcj+ZN+H56b+ttf/eam4JQkKUo3evrDld4VQVLin1rP1cc7RrW+1ijY5kzf7XAB9wk5f27xlL9RZUoFEha0uwto5YO7sr682aWC7mNtfhdQZYCqptPJhN3LYvL6bnYaVTl/uxZ2TT7L7afx2A00buFd4WXKrYUnT1ZWnZAQITNzcSj9WwN+n/ezv/5xtU4bqB2dMS5Rw8AMrZsrs5eNUgSzDcwlvTyLQUKhVSF73de4PaPt9lUfL6cnsOl1BxUqvKtLV9eliqwp5LSeXHNQUwm8HK2s17lfmNMOLdFBuLmoOXVUe0rtR6sWq2id0vvelu1viQP9W/Jtw/2AvIr5EYGe9KvtS8qFRy7mEZiihK8Gowm67SGUO+GvyxdQVOimtM+wJ3rmXru+SSavbHX+Dr6fKGlH/MMRt79JX/e9bDwpjw6sBV//d8A5twWznPD2laqH0Wm2hc3Mm/QQ8Je5edignnLSg8FRVTww0hd4min4X9P9uPXp/qz9flBbJzRj1va+zPMfKHi47/z0/uy9QbWH1DqDdzXN6zQvloUqPSeZ6idVL+nbm6Dg1bN5pOXmbhke6FaFmVhGbWKCKr/v99Gr7l5HftTv0FuhjL/NNn8viPBfL1SKJC0rFSQbM60uKH4nWXgwlJLozHrbf5su/X0FZb8o7yntw9wL/fFSkuK+5nkdLJyyz6VzmLnOWWgbGL3ig0agVLkFuBgXAopmcW/v+v9Otoee1d0hY9Z47JT4ei6/NvXL5T6EJe+fQDIiomprl41WBLMNzBRrZTU8L9PJFfZvJOvdpzn2VUH2HnuGov/OGXd/oO5en5zb5dyFwEpj4LLJ1mK07Xyc7Wm0ns427Hwzs4ceG0Ig9r6V1s/GoJuYV426Xo9WzShiYu9NVV53X4ltTwxRVmWzk6joql741q+yk6jZtm93Wjq7siZ5AzGfrSNl9Yc4iPzUmW7z19j5g/7Wbb5LIkpStXxB/s15/lhygfrMB8XJvUKxce1ch/ALMH8X8eT8pfk8SommL90GPKylDmY3kWvumC5UNO3lfKh6MnBrRvUKgUqlQpHO401o8ay+sRP+xOsaxT/cyKZjFwDgR6O1voIN+7DEgCP61I7aejDOgbw02NR+Ls7cOJSOl9Hl1wQKDkth/d+OW6dhgT59S+6hNRAtXVRvZp1Uc57fSYc+QlSYkGfARp7aNKitnsnysEyMn/GMjLvYX6PKaaSvSUNu5Vf1a2YUV+1a+qOh5MduXlGvtqhFMIbVoE095AmzgR5OZGTZ+TLHefK9ViTyWT9nej8Kz6AFebjQtumbuQZTfx6tPg17/fobetQ5SUe4sLhbcr/+7ru+AYwFJgqllJ6MO9snjeftf+AUshJlJkE8w1M39Y+uNhrOHs5g9+PJpX+gDL4flf+SfjL4UukZOn54PeT1vmo7aspxd6iqHT3otbGruo5+w2RnUbNXT2UYjL39w1jdCflw4Qlhe3fG4/zdfR5a/G7YC/nRjlXr5mnE1Ojmttse+/XEySlZrPg1xP8sDvO+vc//aaWvDSiPU1cKjY/vjjdwprg6qDlcnouByzLrllG5q+ds/1nZ5kv36wbFLMkqOXCw319mrPzpZt5cnDrKu1vXdMxyIP+bXwxGE30f/tPbvtwK099tw9Q1oYv7v3i0/u6M2dMB54Zoivy/pqga+pmPf73Oy8Ue2HWZDIxctFmPvjjFAt/PQEoGSP7Lyh/L12qcJ1sUUtUKug4Qfn5x0dg3ZPKz96tQdM4K5zXVy18bhiZ9wyxbeBmO+3JkobduozLmjZkarXKZnnXf0+I4KF+5b+YpVGreGKQ8r9vyd9nCmXcleRyei4pWXpUKgqttlRelilu30SfJ7WYGlerY21/7+M0Wwj+YRh83E/5DFCXHV6rfG91i/K9DCPzju3aobK3x3j9OqqL9aw+QC2r0HDq3Llzy9z2hRdeqMghRAW5O9oxuU8Y//nrNAt/P8Ggtn6VGn1LzdZb51+6O2pJzc7j3xuP8Z254Ffbpm7WNeGr0x3dgvmuwEUFD6eqDZwak9dGd+DRga1o6pE/4n5v7zD2XbjOj/sSeGnNIes62sGNqPjdjcZEBvLmBtsKsj/tT7CZwnJTG18eG1T0SHhl2WvV9G/jw4aDF/njWJKSPeEZAqiUkbn0JHAzZ6KUMl8esM7/D/BwxLeRpG0+OqAl/5xQRr0sqecqFYyOLL4KvY+rA5N6h9VA70o2omMAs9cd4dyVTKLPXqVXEZWT1x1ItBbK+/N4Egajib9PJJOlN+DmqG0QqxUIoO+TcOkIHF8PZ/5StrUcWKtdEuVnSfE+ezkdo9GE2uOGFYB8bC+wnryk1PtoXcTgRWN0f9/m7Dp/jf8boqvU6knjujTj5R8PcSUjl4Tr2WWuC2QZlQ/2cq50LZLRnQL56M/T7Im9zr2fxrD64T42F5jzDEY2HbvCiZzXeTfKSIudr+c/2GSAyyfBK6xSfahWifuV713vU6rxpyXAua3g3x6cir7IrLK3x7FDB7L27kV98iQMG1Zz/a3nKjQyf+TIkTJ9HT1aT5dSqOceiGqOq4OWQ/GprN0XX6l97Tx7FaNJqcz99C1tAPg6OpY8o4mhHZqycUb/GqmIPW98R47NGcqErkFo1Cpu69xwlo2raRq1yiaQB+Wq97u3d+J+8zzio+bCho1pjfkb+bk7MrZzM5ztNYwzV/7+coeS8qxRq1j1cG8+va87rtU4xWSgTkm1t643r3UAywfAK/lTXrhsnkPb1HaOnUVOnoHL6UoxtUBPp2rpa13Uo3kT/tUjmLZN3Rig82VUp0A+vbd7sRXw6xIXB6113v//DiYW2eaTzflF0S6n59Lh1Y1M/Vy5sNM11KtBTaNo1Bzc4M6vbavX951Ra90RFRPs5YSdRkW23khiarYS1NgX+B/r08b6o8Fo4oy56n1RmYiN0fCOARydPZRHB1buArpWoybYXIvJUui3LE4lW6Y9VP730cLXla8f7ImDVs3e2OsctGTfmUWfvcr1TD3nnTsQMuSxwjvISC68ra7IzVSCd4DQPqAxDx58NhzeaQOxxc/9d4qMBEB9quSl7IStCn0K/fLLL6u6H6IKebs68OjAVszfeIx3Nh3ntshmqNUq4q9nkWcwlrmgmdFo4ifzHOreLb25s0cIH/11mqS0HNwdtcwe06E6n4YNy3zYueM6MmtE+zKtJyrKR6tRc0f3YFZsPWfd1qN5407Tfef2Trw1tiMnk9JYvTfeOv2ga6gXXUMrXq2+rAa29UOlgoPxKVzNyFVS+f07KPNmLx2CsL5KQ0sK241pm2YXzSn2Dlo1Xo3o3FGpVMwdF1F6wzpqaHhTftgdxy9HLvHa6A4kpGSz4UAid/cK4fjFNPbH2X4AzNYrKaNdQ714dVTNvT+LGqBSKWtQr3oAuk8FV9/SHyPqFK1GTUgTZ04nZ3AmOZ1mnk7Ke7ZldYICI/MXrmaSm2fEQasmyKvxZsjdqKpW5wj1duF0cka5gnnL2vQtK5lib9E9rAlDOjRl3f4EftgVR0SQp/W+jYeUNPMh7f3R2tnDkDe4dnYv245dYIQmhuuXE/Asere1z7LyhpMXODexnTtvyIXzWyCkZ5EPdWitnAPqpKqZJtxYVNmQ0qlTp0hISECvz5/7oVKpGDRoUFUdQpTD/X3D+PDPUySkZLPp8EU6BHow7j/byMrN4+9nB5ZanCsr18D//bCf9eYRoaHhATjaaXhxeDteWnOQN8d2xK8WCqPZadR4OEuph+rS+oZCO90qsbxaQ6BRq3Cy19Ah0MM6zQSgcw2N7Pq4OhDo4UT89SzOXs5QgvmmHeHE/+DiAaVRbiZkmlP/PYtOPUy4rgTzgZ5OUluiHunbSqmBkpiSzf64FBb/cZLfjibx5oajaM2j7iMjAjiSmMoZ8zzcz+7vzgBzRodoYPzawcNba7sXohJa+rpyOjmDSZ/E8NbYjtzlUOB/rnd+MG9J6W7h69oo69ZUtxDzFMLzV8u+RF1+QcKqy5QY36UZ6/Yn8OWO8+QZTYzr0gx7jZpN5rXsb7UsH9vncbz6gGH+fZAFlxLj6lQwn5tnxGgyKRdbrppH1S0FOtsMUz6zWKQmFLsfu6bK1EHV1ZpZXruhqHQwf+HCBR599FFOnDiBSqWyFuqxfGCUVPva4WinIaqVDxsPX+Thr/fY3PfjvoRCxb0s/hsTyzcxscRfy+JKhrKO51tjO3JTG2UU4LbOzbitc+1UeRbV78YPDZWtyN5QaNQqhoY35ftdcWjVKm5uX3OrJjTzUoL5uGuZdA31yk+lv3hQ+Z6irCqBvVv+Ukc3sFSyD/RsXCsT1HeOdhoGtvXj5wOJrNufwG8FiprmGU30CGvCSyPacduH+QGeZUUTIUTd0zbAnV+OKBXMX/nxELc1Tcc67u6QHyRai99Jin21sATzF8qTZl8NwXz/1r7c2zuUL3ec59uYWL6NibXe5+agpW9L2/dzV+8AiIP0q3WgQJzRACo1JmDSJ9GcuJTGL0/dhO8VSzDfUvk+bB60G6ksrfm/Z0sM5rVNlYsXEsyXT6WHON98802CgoLYtm0bjo6OrF+/nq+++orw8HBJx69llqWtbrRmb1yR23PzjMzbeIwDcSlcycjFz82BL6f25PZKFBoR9c8D5gs9Q2owYK0P3ritIxue6EfMSzfTvQYzFoLMc/ssaw5bg/mko8r68inmf/6ewUoqbhEsqYQBHo1nvnxDMdZ88fSTLbbLEbYPcOe/D/UiwMOJcV2UNY8jgz3RaiRzSYi66oF+zXlhWFuaujuSZzRxWl/0/5LqCBxFPkswX9Y0+/ScPC6mKhlurXyrbqlAtVrF62PCi1w9ZXA7P+y1tu/nvk2V/weGNPOFXYMectKqrD9lps+GT26BD3uw+8xFos9e5Vqmnl+OXMwfmfc2B/NeYdD5nvxpgCWNzPubR+azsjCkp1fjE2hYKj0yv3fvXj7//HOaNGmCWq1GpVLRrVs3nn76ad544w3Wrl1bBd0UFTGgrS/2WjW5ebZLbxyKT2XLyctEtba94rf11GWuZyrTJOaN68ioToHVun68qJtmDtXRPtCdWySYt2GvVVf7MoxFCTbPl7QG815h4OAOOamQfDx/vvyNlZHN8gxGVu5WLuDVh8Jvwlb/Nr54u9hzJUMpYKhSweReoTw8oJW1wN2Tg1sT7OXMiAqsuyyEqDnujnZMu6klPq4OPPPDfla4PsB73kDvR23anUqSSvbVKdRcwf78lUxMJlOp088s8+V9XB2qpWbTtP4tuJKey0/7463FaoeGF34/DwoKhV3glHuVrON/4LT+MaUY3rR/lGk41c1kgq/Gwek/rJv+3rwZUOoIbD11mYmZJ7ADvjiuIU97lsm9Q5WLzO7mwtUlBPNqFxfU7u4YU1PJu3QJew+PanwyDUelL+EbjUZcXJRfopeXF0nmogXNmjXj7NmzJT1UVDM/N0dWTu/N0kldrduGdlBSWGb/fBiDMX/t4my9gRXbzgFwb+9Q7uwRIoF8I+Wg1TCuSxBujo2nUFpdlj8ybx5BUKnA13wV/+ppSLEE80FFPn79wUTirmXh42rPhK5FtxF1l51GzV098wsbjooI5PUx4TYrUjjaabirZ4gUBhWinvAxLw96JKsJ3Pcz6PKX4TKZTNaReVljvnoEN3FGpYK07DyS03JKbHsqKY3X1x0GoJVf1RS/u5FWo+aVUe35/ZkBeLvY4+vmYJ3eWpCXjxIQe6tSMP30BKTGK0XlTv1WLf0qJP2STSAPkHhmv/XnsycPo45XVlRZcc6L2T8fYck/5oJ4buZgPiMZ8nKLPYTWPDqfd+lSFXa8Yat0MN+6dWuOH1eWRerUqRPLly9n9+7dfPjhhwQHS3p2bYsI8mRIh6YsuKMT703sxPzxEXg42XHiUnr+clfAMz/s558TyahVSFq9EHVI0I0j8wCeocr3a+cLVLIv+rzdclIpjjexW3CVVQIWNeuJwa3pHqasLFGT9RqEENXDx9UewDoKW1BiSjYZuQa0alWZVx8S5eNop6FtUyXTLvpsyfOzn115gD2x14Hqn/bg4WTH/2b0Y8MT/XCyL+L/tYuSURuouopzxoX87ZeOVGu/rFIKT9MNNsbj5WyHu6OWO/LWocHI34YIHPyVpRYX/3GKpNRscPYGjT1ggvTi5/xLMF9+lQ7mH374YYxGJY17xowZJCQkcPfdd/P333/z0ksvVbqDomqM7RzEuC5BeDjbMbGbMjr3jbnQxvXMXOsyGMvv7UZ4M0lrEaKusIzMx1/LwmjJpvEyB/PXz0OyuchoMcvSWZbT0zWtunl+ombZadR89UBPVj3cm1ERkkovRH3nay4uezUjxyZLEuC0eT3zUG9n7KQGRrXp3cIbgB1nrhTbJi1bbw3kAcJq4OKKn5sjvm7FFB92KbrAqenSoWrsUQHXzTV6gnvBkDcBaK2KJ6qVD1N9jzJZ8ysAX6pGsf6JfkQEeZClNyjV+dVqcDNX509NLPYQ1mD+ogTzZVXpd4l+/foxZMgQAIKDg9mwYQM7duxg+/bt9O7du9IdFFXvXz2UD/1/Hk8i+swV/jiWhMFoom1TNwa1lVEfIeqSAA9HNGoVuQYjSZZ0QMvI/Nl/lKr2KjWE9S/y8WevKEvvNPeREZ76zEGroWtoE1laUIgGoImLPSoVGE1wLdN2dN5SlK0mAsfGrFcLpfjg19GxHIxLKbLNrnPXrD93CvJgZERgjfStWPa2fxNf5w0GwJh0DAx51X98y8i8ZzDHDcqF5eGaGOZeuJtpV99GrTLxVd5grvr3QaNWMcA8VWDfBfPr625eDSs1vthDWJany7tYByr21xOVDuYTEhKsy9FZeHp6olKpSEgovsiBqD0tfF0ZExmIyQT3rohh1lrlip5ULxei7tFq1NYl5c6bA3PryPzlE8r3sChwLTy/Lj0nfz6gpGsKIUTdoNWo8XK2pNrbztm2TKmyZGWJ6tGzuTeW1XjHfLjFmhFR0HbzqP0d3YL58bEom1oltcYrzPrjx4aRZJoc0Bhz4eqZ6j+2OZg3uDXjiV/zXy/XrAQcDenkmjS8kXcPugAlwzcyxBOAfRfMF0UsRfCu5y/BdyP75sqKShnbtmEyGKr4CTRMlQ7mBw8ezNUi1gO8du0agwcPruzuRTWZPz6CrqFeZOuNZOQa0KhVjKjtK45CiCJZRmjOWYJ5y8i8RfvbinzcuctK+yYu9ng4SXE0IYSoKyzz5q/cMG/esvZ5cBPnQo8RVcfD2Y7ZY8IBJUPiwz9PFWpjScHv3dK7RvtWopueh/AJ8Nhu/vPYeI6blHo5ufH7qv/Y5oK7l9S+nMxtQrbJ9nPFQVMLsnGwXojqFOQJwOnkDFKy9PkV90uYFuAycCAmV1fyEhJI//PPqn8ODVClg/nilnTIzMzEwaGYOR+i1jnaafh8Sg9uae9PcBMnlk/uJnNqhaijLCnyZy+bK9rfWLk+fFyRj7ME/2He8qFQCCHqEh/zvPnL6TnoDUY+23qWYxdTuSAj8zXmnl6h/PhoXwB+3JdgkyWRmq3nULySHt6rRR0K5iP/BRM+AZ9WdAh057hWWd3m8uEaCHzNwfypHC+MqHnH5w3oMNZ6905jWwC6hCgFW71dHQgxX5TaE3sNmnZSGl48WOwh1I6O5A0cqBzup3VV/hQaogqvPTZ37lwAVCoVCxcuxMkp/03HYDBw4MAB2rZtW6F979y5k08++YRDhw6RnJzMhx9+yM0332y9//nnn2fNmjU2j+nUqRPff/+99XZubi7z58/n559/Jicnh169evHaa6/RtGnTCvWpIXJ10LJscrfa7oYQohTWkXnzSDuaAlfDWwwAJ68iH2cpfhcm8+WFEKJOsQTzyWk5/LArjtfW2VYkt6xkIqpXp2BPwrydOXclk5OX0q2/l51nr2I0KRfT60R6fRFUKhVp/j0gcT2O8Tuq/4Dm1XMOppkH/5r3h8F3wmElJhs9bBjNPbvaZDL0a+3D19GxfL7tHAPHd1Q2Xj4BuZlgX/TfuKGtDrt168i9cKHI+4WtCgfzR44obzomk4kTJ05gZ5f/4dLe3p62bdsyZcqUCu07MzMTnU7HuHHjePzxx4ts069fP+sFBcDm+ABvvvkmf/75JwsWLMDT05N58+Yxbdo0Vq9ejUYjyzMJIeoPy8i8Nc0eYNAsOLIWxnxU7OMsc+xDm0gwL4QQdUn+yHwuhxOSC90fLMF8jQn1duHclUzOX8mgd0tv3vj5CMu3nAXyC+XVVYaQPpAITTLPQMI+CIysngPlpEH2dQC2X3ECcpXVr5w8odejcPEAgd3HEnhDgP5Q/xb8d+cF/jqezKHUNoQ7+0DmZXgrAKZsgpBehQ5l8lYuBuRJ7bUyqXAw/+WXXwLwwgsv8NJLL+HqWnVrL950003cdNNNJbaxt7fH17dwwSeAtLQ0Vq1axb///W/69OkDwNtvv82AAQPYtm0b/fr1q7K+CiFEdQsrEMwbjSbUahX0/z/lqwTx1yVdUwgh6iIfN2XO/JHEVLafLrw8moez1DmpKaHmqWjnr2ZyKTXbGshDHUuxL0KzwCCOG4PQqeNg6U1wz2poVQ01y66dA8Dk7M3ui0phuvBm7sp9Q98q9mGh3i7c0s6fjYcv8vfJy4T76uD8ZeXO4/8rMZg3pKRgzMhA7SIDEiWp9Jz5uXPnYjQa+fTTT3nppZd4+eWX+eyzz0hLS6uK/hUrJiaG3r17c+utt/Lyyy9z5Ur+G+GhQ4fQ6/X07dvXus3f35/WrVuzd+/eau2XEEJUtSAvJzRqFdl6I5fSssv8uHjz3MtATwnmhRCiLrHMK/7nRDJ55uWBx3VpVsu9apws87o/2XKWnm/9bt1+d88Qbu1Qt6fntvR15cO8MfkbDq2ungOZq+VnuYaSpTfg5qCluU/ZBnI7m6vaH0lIhe5T8+8wj/QX4uyM2k1J5dfLEnWlqvDIvMXBgwd54IEHcHBwICIiApPJxIoVK/jPf/7Dp59+SocOHaqinzb69+/P0KFDCQwMJC4ujvfff597772X1atXY29vz+XLl7Gzs8PDw8PmcT4+Ply+fLncxzPU8aURLP2r6/0Uoq6ob+eMGiWgP38lk9NJafiZqyCXxGg0kWAemQ9wt683z1XUTfXtnBGitpV2znQL8cDbxZ4rGUo1+7t7BjO6UyCOWjWD2/rJuVaDQszZa7l5Ruu2eWPDub2bUmy2Lv8uQps4ss7Ul6u57nxlPxfTqd8w5uVBEcXJK0N1+TRqIEGtXNzoHOIJJiNleWnaNlWC/sMJKRjuvA3V0MuoNz6LKeMKxht2YHmttU2bkpuWRk5cPNqwsCp8JvVHWf/uKh3Mz507l0GDBjFnzhy0WmV3eXl5vPzyy7z11lt8/fXXlT1EIcOHD7f+3KZNG8LDwxk0aBB//fUXQ4YMKfZxJpOpQsc7eLD4qot1SX3ppxB1RX06Z5rY5XEe2LzvOE6ppc+lvJZlINdgQg1cOnecK7FV+49dNE716ZwRoi4o6ZwZ2dKBzw/k0sJTi87uCqeOXmV8KJAVz7598TXXyUYuMzXP5vbg5k6EqpLZt6/8A4C1wddZw84MHXq1A3bpFzm+eTVZ7i2r9Bghp3biC+xPUQLzZvbZ7Nu3r0yPNeQoF0nOXclk+849BCal0gJIT77AiWL2keXiggY4ExODwVXS7EtS6WD+0KFDNoE8gFar5YEHHmD8+PGV3X2Z+Pn5ERgYyLlz5wBlBF6v15OSkmIzOn/lyhU6d+5c7v137NixThfNMxgMHDx4sM73U4i6oj6eMxFxR9l78TwGpyZERpa+Usi+C9eBZPw8HOnWpfzve0IUVB/PGSFqU1nOmfCORjq0TuSmNj7Wgnii5rXVG2DTrwDc3SOY2WOqPqu4OrXdt4t/ThpI8u5Bs+TNtHVIwhRZtTGY+kAqAAdylZH5kb3aEVmOegJN//qTi6k52Pk1J9Q7BfaAqyaXyMhIm3aW88arTRtS9+0jQKvF54Y2jYXltShNpYN5V1dXEhMTadnS9gpQYmIiLjVUsODatWskJibi5+cHQHh4OHZ2dmzdutU6ip+UlMTJkyeZOXNmufev0WjqxYeX+tJPIeqK+nTOtPBVroafv5pVpj4npirr5QZ5OtWb5yjqvvp0zghRF5R0zmg0GiZ2D6nhHokbuWg0hDdz51B8Kvf1bV7v3uOamVc+iHVsRzM2o046AlXxHEwm+H02eDSDa0pRwAOZ3mjVKrqEepfrdWof6MHF1CROXEqnZ6hyEUCVda3Yfdg3U+pHGC4m1rvfR02rdDA/fPhwXnrpJZ577jk6d+6MSqVi9+7d/Pvf/2bEiBEV2mdGRgaxsbHW23FxcRw9ehQPDw88PDxYvHgxQ4YMwdfXl/j4eBYsWICXl5d1LXo3NzfGjx/P/Pnz8fLywsPDg/nz59OmTRtrdXshhKhPrBXtL2eU0lJhKX7XTCrZCyGEECX67P4epGXnWZeCrU8CPBwBOKkKpTfAmb9h+0fQ9V6wr8TzST4GW96z2XTO5E94kAdO9uULsFv6uvDHMTh7ORPampf7y7yqXDAoYn6/tqmSAaBPlAJ4pal0MP/ss89av1uLFmi1/Otf/+L//q/kZZOKc+jQISZPnmy9bVlPfuzYsbz22mucOHGCtWvXkpaWhq+vLz179mTBggU2y+O9+OKLaLVaZsyYQXZ2Nr1792bevHlydUcIUS8191b+IZ+/mpm/PF0J4qSSvRBCCFEmPq4O9XaqQ1NzMH9ArxTsIzUONr0AWVdh0MsV33F6ks3Nq/YBXMt2Y3yoV7l3FWr5DHMlA5yDlY2GHNBnFnnBQeuvZFvnXbpU7mM1NhUO5guuL//yyy/zzDPPEBsbi8lkIjQ0FCenin+A7NmzJ8ePHy/2/k8++aTUfTg4ODBr1ixmzZpV4X4IIURdEejpiFatIjfPSGJqNs1KCdKPX1KWB23pW7alY4QQQghR/wR6KJ8HDqTbruLF6T+qNJhfqR4GqOgW1qTcu7JkPJy7kgH2rqC2A6NeGZ0vKpj38wdAn5SEyWRCVcXV+RuSCq8zv3btWnJycqy3nZyc0Ol0tG3btlKBvBBCiMK0GrV1LdzSUu1NJhPHEpViNe0C3Kq9b0IIIYSoHZaR+cTUXNs7tI4V26Fl9a+M/GDepHVi8fXeAHQLq8jIvPL55cLVLAwmwNl8QSDrapHtLSPzpqwsjKmp5T5eY1LhYL6iy7wJIYSoGMu8+bOlBPMJKdmkZuehVato5Scj80IIIURDZZkzn5aTR07Uc/l3XD1b+oONBtj+IVw6rIzEv90afnxMuS/dnOIe1J3jo38iFRf83Co2HSHQwwl7rZpcg5GE61ngVGDefBHUjo6ozSuS6SXVvkQVDuYBSXkQQogaFOZdtiJ4RxOUq9gtfV1x0EqdECGEEKKhcnHQ4u6ozJyO7fAwTNus3JGWAPqskh+87xvY9CL8pw8cXquMxu/7CrJTIT1ZaaMbxiF9IFDxqXtqtSo/u/BKRqkj8wB2fpZ580nFthGVLIB36623lhrQx8TEVOYQQgghzJr7FPhHWIJjFyXFXgghhGgsAj2dSL2YRmJaHq1bdwQHd8hJhYR9cH4LdL0fXHwKPzB2e/7Pp37N//ns3/kj867+nL6UDlCpbL8wb2dOJaWz5dRl+jmZU/WLGZkH0Pr7k3PyJHlJMjJfkkoF848//jhubvJhUQghakJZ0+z3xl4HoH2ge3V3SQghhBC1rKmHI8cupnExJVtZ6s0rFC4ehC9vg7xsOLcVJq8t/MDkY/k/n/ylwM+/5s+Zd/HjdJISzLf0rfhSd2M7B/Hb0SSW/XOGBzu64gOQda3Y9pZ585l79uA6cCDaJuUvvNcYVCqYHzFiBN7e3lXVFyGEECWwpNlfuJqFwWhCU8TydNl6A1tPXwagX2vfGu2fEEIIIWqer3kee3K6uTi5V3MlmM/LVm6f+RPSLoJb0/wH5eUobYpy9p/8FH1XP04lXwegZSVG5kdEBLDxcCDr9iew/5odgyF/9L8Idv5KRfuUVatJWbWaJlOn4D9zZoWP31BVeM68zJcXQoiaFejphL1GKSATf63oeXDbz1whW28kwMORtk0lc0oIIYRo6HzczMF8mjmYb96/cKO9X9revngQDLng4AH2N3xeuHYW0i8CoHfyIfZKJlC5NHuAO7opa8zHXDFX2k9NLLat1jxn3iJl5SopwF4EqWYvhBD1hEatoq15HvzPBxOKbPP3caVgzQCdn1x0FUIIIRoBS4X5y5aR+W5ToePtys/erZXvp/6wfdClQ8r34O7g3z5/u4PtevXns53JM5pwttfQ1L2Cy92Z9WjeBDcHLaezzdMA04r+LAPg3KMnKmdn3IYNBa0WQ0oK+vPnK3X8hqjCwfyxY8ckxV4IIWrYfX3CAPh0y1my9YZC959OVua1dQnxrMFeCSGEEKK2+LjaAwWCebUaxi6Fh7fDv/6rbIvfBbmZ+Q+6ekb57t0KIu9SftY62gb2Lr6cuqKsX9/S17XSgwT2WjX92vhw0WQugFfCyLxDi+booncQtGABTh07ApC1f3+ljt8QVWppOiGEEDVrVKdA/N0duJyey65zhQvHJFxX0u+beTrVdNeEEEIIUQt8rSPzufkb1WolMPduCe7NlJT6uAKrjFmCea/m0OVeGL0IHvgNfNrktwmLsg4SVDbF3iLIy5lLJnMxu4wkMOQV21ZlZweAU6dOAGTu21clfWhIJJgXQoh6xE6jpm1TJT0t/nqmzX0mk4nEFKXYTYAE80IIIUSjYJkzbx2ZL0ilgrAo5eezm/O3Xz2nfG/SQmnTZTI07Qi+uvw2bYZWSSX7gtwctFzBHQMaMBnzq+aXwCkyEoDsA8UU7GvEJJgXQoh6JtAcqMdfz7bZnpqVR2auknof4FG5eW1CCCGEqB8sc+avZ+rRG4yFG7QYoHw/uUn5nnYRrpxSfm7SwratZ0j+z61uqfKReXcnO4yoSdWaR+dLSLW3sG/RHAB9XFyV9KEhkWBeCCHqmWaeSqCeeN22on1CinK7iYs9jnaaGu+XEEIIIWqep5OddbnaKwVT7S1aDwGVWqlgH7MM3tVBXpayrWDwDtByEAT3gl6PYHRqwv64FGWzb9UE826OysroV9Tm2mslFMGzsAsMBMCQkoIxI6NK+tFQSDAvhBD1jGVk3hK8WySab8uovBBCCNF4qNUqmrjcUASvIBcfCO6p/Lzh//K3m4ygtbdta+8CUzeRe/ObjFy0BQCtWkWIt3OV9NXNUZkHn0TZR+Y1rq6o3ZUphvrE0ts3Jtra7kB9ZzAY0Ov1td4HgOzsbDQaGY0T9Z+dnZ38LZfAGszfkGZvuR3gIfPlhRBCiMbEx9WB5LQckosK5gHajYbY7bbbAiKL3d+JS2kcSUwF4PlhbXHQVs3nMsvIvLWifRlG5gHsAgLISU1Fn5CAQ6tWVdKXhkCC+QoymUxcvHiR69ev13ZXMJlMaLVazp8/L+tKiwbD09OTpk2byt90EZpZg/ksTCYTKpWK81cyeHP9UQACPWVkXgghhGhMrMvTpRUTzHd/AC4egP3fQqe7wM0f2t9WqFlSajaujlpirypFdjuHePJAvxaF2lWUJZi/YDCPzKeUbR68XWAgOcePo09QRuaNubmotFpU6sadaC7BfAVZAnk/Pz+cnZ1rNeAwmUxkZWXh5OQkgY+o90wmE5mZmSQlKdVNAwICarlHdY+/uyMqFeTkGbmakYuDnYZ7PokmS28pficj80IIIURj4uemXMhPKi6Y19rDbf+BgS+Ce5CydN0NTiWlM3LRZiKDPRmo8wMgpEnVpNdbuJvT7M/mNVEmfKfEgUEPGrsSH2dn/jyoT0jAkJ7O6WHDcGjVitAVK6q0f/WNBPMVYDAYrIG8t7d3bXcHk8mE0WjE0dFRgnnRIDg5KcFoUlISfn5+knJ/A3utGj83By6l5hB3LYs1e+O5cFWZL+9iryGqlU8t91AIIYQQNcmSlZd4Qz0dGypV4YJ3BSz5+zTZeiM7zlzF2V4JE4O9qjaYt4zMn9c3AQeU1P83A2DUQoj4V7GPs2umFMHTJyaSsXkzhuTLZCZfxmQwoGrEnxMlmK8Ayxx5Z+eq/eMWQuSznF96vV6C+SLomrpzKTWZRX+cYvPJZAC+mNKD/m18a7lnQgghhKhpTc3Fby+mZJfSsmjZegO/HLlkvf3HMSVDMrhJ1Wb7uToo4WecqcDAg1EPPz5acjB/w8i8heHqVbS+jfezT+OeZFBJMgouRPWR86tkM25uDcBvRy+Rk2ekYzMP+rWWEXkhhBCiMQr0KLo4blntPHeVlKzCRb2DqzjNXqtR42Kv4TIemNQFUutVJYel9s2VteazDx4ka89e63a9eVpmYyXBvBBC1ENdQryY0re59fYD/ZrLBRAhhBCikbKOzKdWLJg/fjENgFZ+tuvJV3WaPSjL05lQo3cqMKLepGWJj3Fo2xanbl0x5eaSsmaNdXtecnKV968+kWBeCCHqqVdGted/T/bjs/u7M7pTYG13RwghhBC1xDIyfzUjl2xzQdzyOGYO5kdFBNK7RX5NsACPql8hxzJvXqXPyN/oXHIdMpVKhe8TTxTanicj86Ixef7553nkkUeKvX/QoEHodDrWr19f6L4RI0ag0+lYvXp1ofY6nY6IiAiGDh3K8uXLMZlMlern999/z1133UX37t3p3r079913HwcOHCjxMTk5OTz//POMGjWK9u3bl/g8hWgo2gW4M0DnJ6PyQgghRCPm7qTFyU6pMVSRefMnLinBvK6pK+/d0Ylmnk4M7dAUrabqw0VLMG+Xm5K/sWBgXwzn7t2xCwqy2SYj80LcICAgwCZgB9i3bx+XL18usujfE088wZYtW9iwYQNTp05lwYIFfPfdd5XqQ3R0NCNGjOCLL77gv//9LwEBAUyZMoVLly4V+xiDwYCDgwOTJk2id+/elTq+EEIIIYQQ9YVKpSLAXNE+oaSK9kUwGE3WYL6NvxsBHk788+xAPp7Utcr7CUqaPcDh1tPzN+aWHsyrVCpcevey2ZaXJMG8EDZGjRpFTEwMiYmJ1m2rVq1i1KhRRVYVd3FxwdfXl6CgIG6//XZ0Oh1bt24tdv/vvvsuEydOLPK4H3zwgbXN3XffTbt27WjZsiVvvPEGRqOR7du3F7tfZ2dnXn/9dSZOnIhvI65qKYQQQgghGh9LSrylCJ7JZOJUUhoGY8kZsxeuZpKtN+KgVRPq7QKARl19GX+WkfmY4Clwy2xlY056CY/I5z5qlM1tGZkXVcZkMpGZm1ejX5VNZy+Kt7c3UVFRrDEXl8jKymLDhg2MHz++1OcfHR3N6dOn0WqLX/Vw1KhR7N+/n9jYWOu2kydPcuLECUbdcIJaZGVlkZeXh4eHRwWekRBCCCGEEA1baz83AJZvPkO23sAb649y83v/8Pm2cyU+LubcVQDaNnWr1iDewjIyfy1HBe3Mn/3LMDIP4NKjB8HLluI740lA5szLOvNVxGQyMeHj7ew+f61Gj9st1Ivvp/UqvWE5jR8/nvnz5/Pwww+zadMmQkJCaNeuXZFt33nnHd5//330ej16vd6a6l6cNm3aoNPpWLduHY8++igA69ato2PHjjRv3rzIx7z77rv4+/vTp0+fyj85IYQQQgghGphHBrRk3f4Ejl1M4/Fv9/Kred34H/cnMCWq6M/YWbkG/ndQycYd3M6/RvoZYl7u7nRSOtgHKxv1GWAylunxrv36ofH0Innh++QlJ2PMzUWl1aJSN75x6sb3jKtRQyo/NWDAADIzM9m5cyerVq0qcVR+6tSprF27li+//JKePXsyffp0unTpUuL+R40axbp16wDlQsjPP/9c7Kj8smXLWL9+PYsWLcLBwaHiT0oIIYQQQogGys/dkScGtwawBvIAOcVUtz9xKY12r2zkz+NKqvrwjk2rv5NARJCSaXsg/jrYu+Tfoc8s8z7sgpoBkHfpEid69OTs+AnVkrFc18nIfBVRqVT8ML03WRVYCqIyLFUrq5pWq2X06NEsWrSI/fv3s3jx4mLbenl5ERoaSmhoKIsWLWLIkCFERkaWOIo+atQo3n33XQ4fPkx2djYXL15kxIgRhdp98sknLFmyhBUrVtC2bdsqeW5CCCGEEEI0RIPb+fHqT4dttp27koHRaEJ9Qwr9rnP5GcU6fzdamdP0q1t4MyWYv3A1iz7vbGMrKlSYypxqD6D18sKpUyey9u/HlJ1NztGjGK5fR+vlVV3drpMkmK9CKpUKZ/uaf0mr6yrUhAkT+PTTTxk+fHiZ56p7eHhwzz33MH/+fNauXVvscllNmzale/furFu3juzsbHr37o2Pj49Nm+XLl/Of//yHTz75hI4dO1b6+QghhBBCCNGQBXnZrjylUavI1hu5lJZNgHkteotEc9V7jVrFR/eUnFVblTyc7Aj0cCQhJZuE1BwyHR1xIatcwTyA2y03k7V/v/V2XlJyowvmJc2+EUpLS+Po0aM2XwkJCYXatWzZkh07djB37txy7f/uu+/m7NmzbNq0qcR2o0aNYv369WzcuJHRo0fb3Lds2TIWLlzIW2+9RbNmzUhOTiY5OZmMjPyT/KuvvuLee++1edypU6c4evQo169ft3meQgghhBBCNAZzxnQAYNG/Olvnp59NLhwox19Xgvmnb2lDS1/XmusgEOiZf2Eh3WSeRlveYP7mm21uN8ZieDIy3wjFxMRw22232WwbO3Ys8+bNK9TWqwJXt5o0acKYMWNYvHgxQ4YMQV1MMYqhQ4cyZ84cNBoNN99wMn777bfo9XqeeOIJm+2PPfYYjz/+OADXrl3jwoULNvc/9NBDxMfHW29bnufx48fL/TyEEEIIIYSob+7pFcrYLkG4OmhZszees5czOHslgz6tbLNgE81L2AWa16evSc8M0THrx0OcSkonw+SoFB/LTQecSnuolX1YGMFLPibuyRmYsrMb5TJ1Esw3MvPmzSsyaLf4448/Snz8rl27ytR+zpw5pfbF3d2dgwcPVqgfAI8//rg1sC/P44QQQgghhGioVCoVrg5KmBdmXjf+dFLhUW9Lmv2N6fc1oXdLb357+iaeX3WAjP3miwnlDOYBXG+6Cfdhw0hZs6ZRjsxLmr0QQgghhBBCNEDtA90BOBh/3Wa7yWQiIUUZmW/mWfPBvEUrP1cyUYL51xd+yvLly4tsN2fOHF577bUi79P6+QGNM81egnkhhBBCCCGEaIA6h3gCcCAuhdy8/HXcr2TkkptnRKUCf/eaT7O3cHeyU9LsAS0GPv74Y9544w2bNnPmzOGVV15Boyl6FS+try+ApNkLIYQQQgghhGgYWvi44OFkR0qWnmMXU4kI8gTy58v7uDpgr6298V0PJzvryPzLk28mET9ee+011Go1s2bNsgbys2fPZtasWUXuQ+tnDuYb4ci8BPNCCCGEEEII0QCpVCo6h3jy1/Fk9sZetwbzF65lAhDoUXuj8qAE8+dNljnzGTzwwAM0bdqUV155hTfeeIPc3NwSA3lo3CPzkmYvhBBCCCGEEA1Ut1BldaqvdpwnJ88AwG9HLgHQKdiztroFgKezHZnYLk338ssvY29vT25uLvb29iUG8gB25jnz+uRkTCZTtfa3rpFgXgghhBBCCCEaqLt7huLjas/JpHSW/XOGrFwDmw5fBGBMZGCt9s3DyY4MClazxzoibwnoS1slS2MemUevx3D9ejX2tu6RYF4IIYQQQgghGigvF3teHN4OgC+2n+fXo5fIyDUQ3MSJLiFetdo3Dyc7MkxKNf28rBSWL1/Oa6+9xuzZs8nJyWH27Nm88sorJQb0ant7NJ6eyj6SGleqvcyZF0IIIYQQQogGbGREIG+uP0pSWg4Lfj0BwOC2/qhUqlrtl5OdhqsqTwDe+PofPl57nNdee82aWm/5/sorr9jcvpHWzw/D9etKETxdm+rveB0hwbwQQgghhBBCNGD2WjUTugax5J8znL2szE3vHtaklnulFOhLt/cBIxiz0pg+fTovv/yyTRtLAG8wGIrdj9bXl5wTJxpdETxJsxf1XnR0NDqdjtTUVABWr15Nt27darlXQgghhBBC1B13dA+2ud0trHZT7C2yHJUCdq/eZMcDDzxQZJtZs2bx2muvFbsPrbkIXmNbnk6C+Ubm+eef55FHHin2/kGDBqHT6Vi/fn2h+0aMGIFOp2P16tWF2ut0OiIiIhg6dCjLly8vUyXJkydP8uSTT9KrVy/Cw8MZMmQICxcuJCsrq2JPzmz48OFs2rSpUvsQQgghhBCiIWnh60qvFspofEgTZ/zda3dZOgu9sz8AdjnXUBlyK7QPCeaFMAsICLAJ2AH27dvH5cuXcXZ2LtT+iSeeYMuWLWzYsIGpU6eyYMECvvvuuxKPsW/fPiZOnIher2fp0qVs2rSJp556irVr13L//feTm1uxExnA0dERb2/vCj9eCCGEEEKIhuih/i1QqWBYx6a13RUrrbMX2SY7AOxyrlRsH410rXkJ5kUho0aNIiYmhsTEROu2VatWMWrUKDQaTaH2Li4u+Pr6EhQUxO23345Op2Pr1q3F7t9kMvHSSy/RokULFi9eTEREBM2aNWPYsGF8/PHH7Nu3j88++8zaXqfT8cMPP/Doo4/SqVMnhgwZwu+//17s/m9Ms1+0aBFjxoxh7dq1DBo0iK5du/LUU0+Rnp5u06dly5YxePBgIiIiGD16NBs3bizrSyaEEEIIIUSdN6itPzEv3szMIbra7oqVh7M9l0xKyr9ddgWDeT9zMC8j86LCTCbIzajZrzKks5eXt7c3UVFRrFmzBoCsrCw2bNjA+PHjS3n6JqKjozl9+jRabfG1FY8ePcqpU6e4//77Uatt/wTbtm1Lnz59CqX5L168mGHDhvHTTz/Rv39//u///o/r5VhHMjY2lt9//52PP/6YJUuWsHPnTpYtW2a9f+HChaxevZrXXnuN9evXc9999zFz5kxiYmLKfAwhhBBCCCHqOl83B7SauhMGejjZcQklmLfPvlyhfTTWkXmpZl9VTCb49Fa4EF2zxw3uBff/r8p3O378eObPn8/DDz/Mpk2bCAkJoV27dkW2feedd3j//ffR6/Xo9XocHByYNGlSsfs+d+4cAC1btizy/hYtWrB7926bbWPHjmXkyJEAPP3003z11VccOHCA/v37l+n5mEwm5s6di6urKwCjR49m+/btPPXUU2RmZrJixQo+//xzOnfuDEBwcDC7d+/mu+++o0ePHmU6hhBCCCGEEKJ8PJzsSLKOzFcsmLczz5nXJydjMplqfcm9miLBfJVqOH80AwYM4NVXX2Xnzp2sWrWqxFH5qVOnMm7cOK5evcqCBQvo1asXXbp0qdTxbzwBdbr8VCBnZ2dcXFy4evVqmffXrFkzayAP4Ofnx5UrShrPqVOnyMnJYcqUKTaP0ev1xV7AEEIIIYQQQlSel4s9FyuZZq/x9QWNBvR69PHx2AcFVWUX6ywJ5quKSgVTNoI+s2aPa1e4IF1V0Gq1jB49mkWLFrF//34WL15cbFsvLy9CQ0MJDQ1l0aJFDBkyhMjISPr06VNk+7CwMEAJoosKls+cOUNoaKjNNjs7O5vbKpUKo9FYrudzI0vFfcv3JUuW4O/vb9PG3t6+zMcQQgghhBBClE9Td0f2mCxp9hVLk1fb2+MUGUnW7t1kbNmK/Z13VGUX66y6M1miIVCpwN6lZr+qMYVkwoQJxMTEMHjwYDw8PMr0GA8PD+655x7mz59f7PJ07dq1o0WLFnz22WeFAvJjx46xbds2RowYUen+l1XLli2xt7cnISHBelHC8hUQEFBj/RBCCCGEEKKx8XN3JMHkA4B9ZsUL2Ln2iwIgfcvmKulXfSAj841QWloaR48etdnm4eFBYGCgzbaWLVuyY8cOnJycyrX/u+++m2XLlrFp0yaGDh1a6H6VSsUbb7zB1KlTefzxx5k2bRo+Pj7s37+f+fPnExkZyX333Vfu51VRrq6uTJkyhblz52IymejatSvp6ens3bsXZ2dnxo4dW2N9EUIIIYQQojFp6uFIvCWYz7pU4f249I0ieeH7ZG7fgUmvR3VDZm9DJMF8IxQTE8Ntt91ms23s2LHMmzevUFsvL69y779JkyaMGTOGxYsXM2TIkEIV6wG6du3Kd999x4cffsiDDz5IRkYGAQEB3HbbbUybNq3G09tnzJiBt7c3S5YsIS4uDjc3N9q3b8/06dNrtB9CCCGEEEI0Jn5uDtZg3i77CkaDXpn/Xk6OHdqjdnPDmJZGzqlTODaC2lcqU3G50AKDwcC+ffuIjIy0WV89Ozubs2fP0rx5cxwdHWuxhwqTyURmZibOzs6NpnKjaPiq8zwr7twWQhRNzhkhykfOGSHKp/ucTWzJuxsHlR7DY3vR+LSo0H7OT5pM5s6dBLz1Fp7j6m92bVnfQ2TOvBBCCCGEEEKIWuPn4Uy8yVu5kXKhwvtxbK+MxmffMKW4oZJgXgghhBBCCCFErWnq7kicyRcAVSWCeYd2lmD+SJX0q66TYF4IIYQQQgghRK3xL1AEj+uxFd6PZZ58ztFjmMqxjHV9JcG8EEIIIYQQQoha4+9WMJg/X+H9OLRoAXZ2GDMyyLt4sYp6V3dJMC+EEEIIIYQQotY09XDggEkpeqc+8F9YchMcWl3u/ajs7NB6K3Pv865cqdI+1kUSzAshhBBCCCGEqDX+7o5sNnbkrCpY2ZC4Dza/W6F9aZs0ASDv8uUq6l3dJcG8EEIIIYQQQoha4+/uiAk1iw3j8jemJVZoXxrzyLzh6tWq6FqdJsG8EEIIIYQQQoha09TdEYBVuT3JmfCVslGfBSZTufeVn2YvwbwQQgghhBBCCFFtPJ3tsNcqoenFJj2VjfpMyEkr97403kqaveGKpNkL0eCtXr2abt261XY3hBBCCCGEaJRUKhVN3R0AuJitBgd35Y608lek13orVfFlZF40OM8//zyPPPJIsfcPGjQInU7H+vXrC903YsQIdDodq1evLtRep9MRERHB0KFDWb58OaYSUmLeeecdhg0bZrPt9OnT6HQ6Zs6cabN97dq1dOjQgYyMjLI+xRINGjSIzz77rEr2VRlHjhxhxowZREVFER4ezsCBA5k2bRp//PFHia9dXRIXF4dOp+Po0aO13RUhhBBCCFHP+bkpqfaXUrPBramyMb0iwbx5ZP6qVLMXjVBAQIBNwA6wb98+Ll++jLOzc6H2TzzxBFu2bGHDhg1MnTqVBQsW8N133xW7/549e3LmzBmSk5Ot26KjowkICCA6OtqmbUxMDB07dsTFxaWSz6rm6fX6Irf/9ttvTJw4kczMTObNm8eGDRt4//33ufnmm1m4cCFpaeVPJ6pKxfW7oR1TCCGEEELUHf7mkflLqTng6q9sTLtU7v1ompjnzF+WYF40QqNGjSImJobExPwKkqtWrWLUqFFoNJpC7V1cXPD19SUoKIjbb78dnU7H1q1bi91/165dsbOzIyYmxrotJiaGu+66i4yMDM6fP2+zvWdPZd5MWloas2bNonfv3nTp0oXJkydz7Ngxa9vY2Fgefvhh+vTpQ+fOnRk/fjzbtm2z3j9p0iTi4+OZO3euNZugoM2bNzNs2DA6d+7M1KlTSUpKsrl/1apVDBs2jI4dOzJ06FC+/vpr632WUeoNGzYwadIkOnbsyE8//VTouWdmZvLSSy8xYMAAli5dSlRUFCEhIURERHD77bfz008/4ebmZm1/6tQpHnzwQTp37kyfPn2YOXMmVwtU5pw0aRJvvPEG//73v+nRowd9+/Zl0aJFNscs7XVbtGgRY8aMYeXKlQwePJiOHTtiMpn4559/+Ne//kW3bt3o2bMn06ZNIzY21vq4wYMHA3Dbbbeh0+mYNGkSAEajkcWLF9O/f3/Cw8MZM2YM//zzT7lfKyGEEEII0XhYiuDZjMxXoKK91scczEs1e1EeJpMJY2ZmjX5VR0q2t7c3UVFRrFmzBoCsrCw2bNjA+PHjS33+0dHRnD59Gq1WW2w7Z2dnwsPDbUbhd+7caQ02LdsTExO5cOECvXr1wmQy8dBDD5GcnMzSpUtZvXo1HTp04N577+X69euAEijfdNNNrFixgjVr1hAVFcX06dNJSEgAlKC1adOm1kyCLVu2WI+fnZ3Np59+yr///W+++uorEhMTmT9/vvX+77//ngULFvDUU0+xYcMGnn76aT744APra2TxzjvvMGnSJDZs2EBUVFSh575161auX7/OAw88UOzro1KpAEhKSuKee+6hXbt2rFy5kuXLl3PlyhVmzJhh037NmjU4Ozvz/fffM3PmTD788EPrxZSyvG6gXAj53//+x6JFi1i7di2g/N7vv/9+Vq5cyWeffYZKpeLRRx/FaDQC8MMPPwDw2WefsWXLFutFhC+++IIVK1bw3HPP8dNPPxEVFcUjjzzCuXPnyvVaCSGEEEKIxsMyMn8wPpUjaU7KxvSKj8wbrl7FZP7c2lAVH3GJcjGZTJy/626y9u6t0eM6delCyFdfVvl+x48fz/z583n44YfZtGkTISEhtGvXrsi277zzDu+//z56vR69Xo+Dg4N1lLY4PXv2ZOPGjYAy+pydnU379u3p3r070dHRTJw4kejoaOzt7encuTM7duzgxIkTbN++HXt7ewCee+45fvvtNzZt2sQdd9xB27Ztadu2rfUYTz31FL/99ht//PEH99xzD56enmg0GmsmQUF6vZ7XX3+dkJAQAO6++24++ugj6/0fffQRzz//PEOGDAEgODiYU6dO8d133zF27Fhru3vvvdfapihnz54FoHnz5tZtBw4c4N5777Xefu+99xg4cCDffvstHTp04Omnn7be99Zbb3HTTTdx9uxZ6z50Oh2PPfYYAGFhYXz11Vds376dvn37lul1szz/t99+myZNmliPdeutt9r0/a233qJ3796cOnWKNm3aWNt6enravJ6ffPIJDz74ICNGjABg5syZREdH8/nnn/Pqq6+W+bUSQgghhBCNR/82vrz1v+NEn73Kao2B9nZUbGS+iZfyg9GI4fp1tAU+3zY0EsxXJfOIakMwYMAAXn31VXbu3MmqVatKHJWfOnUq48aN4+rVqyxYsIBevXrRpUuXEvffs2dPPv74Yy5dukR0dDRdu3ZFo9HQo0cPvvxSuTgRHR1NZGQkjo6OHD58mMzMTGvKvUV2drY19TszM5PFixfz119/kZSUhMFgIDs72zoyXxInJydrIA/g5+fHlSvKPJurV6+SmJjISy+9xKxZs6xt8vLybFLiAcLDw0s91o3atm1rHQ0fMmQIBoMBgMOHDxMdHU3nzp0LPSY2NtYmmC/I19fX2veyvG4AgYGBNoG85Rjvv/8++/bt49q1a9YskMTERNq0aVPkc0lPTycpKanQ779Lly42qf1QsddKCCGEEEI0TK39XBkQ6shf57O5ZDIH5FfPlns/Kjs7NF5eGK5dI+/SJQnmRelUKhWhX3+FKSurZo/r5FQt+9VqtYwePZpFixaxf/9+Fi9eXGxbLy8vQkNDCQ0NZdGiRQwZMoTIyEj69OlT7GO6dOlinTcfHR1N9+7dASXAS09P5+zZs0RHRzNu3DhAmYft6+trDfQLsgTU//73v9myZQvPPfccISEhODo68sQTT5SpuNqN0wJUKpU1eLWklc+ZM4dOnTrZtFOrbWeqFFUgsKCwsDBAGaGPjIwEwN7entDQ0EJtjUYjAwcO5P/+7/8K3VdwJLy0vpf2uoFyMeNG06dPJyAggDfeeAM/Pz+MRiMjR44s0+upuuHClslkKrSttNdKCCGEEEI0LpMi3EjKtWNnonmwKmEvZFwBF+9y7ceuWTMM166hj4/HsZjs4oZAgvkqpFKpUNVCgFJdS5lNmDCBTz/9lOHDh+Ph4VGmx3h4eHDPPfcwf/581q5dWyiAs3B0dKRTp07ExMSwa9cu6xxyrVZL586dWbt2LfHx8dYR5Q4dOnD58mU0Gg1BQUFF7nP37t2MHTuWW265BYCMjAzi4+Nt2tjZ2VmD87Ly8fHB39+fCxcuMHr06HI99kZ9+/bF09OTZcuW8eGHH5bYtkOHDmzatIlmzZqVWIOgtH2U9roV5dq1a5w+fZrZs2fTrVs3AHbt2mXTxs7ODsCaSQDg6uqKn58fu3fvtl6gAdi7dy8REREVeg5CCCGEEKJx8HTU8M0DPYick8ZRYwjt1LFw+neImFiu/dgFBZF96BC5cXHV1NO6QQrgNUJpaWkcPXrU5quoVPSWLVuyY8cO5s6dW67933333Zw9e5ZNmzaV2K5nz56sX7/eOl/eonv37nz55ZfWgB+gT58+REZG8uijj7J582bi4uLYs2cPCxYs4ODBgwCEhITw66+/cvToUY4dO8YzzzxTKHBv1qwZO3fu5NKlSzZV4Uvz+OOPs3TpUj7//HPOnj3L8ePHWbVqFStWrCjzPkCp/P/GG2/w999/89BDD7F582YuXLjAsWPHWLZsGZA/2n/XXXeRkpLC008/zYEDB7hw4QJbtmzhhRdesAmgS1KW160oHh4eeHp68t1333H+/Hm2b9/OvHnzbNp4e3vj6OjI5s2buXz5snVJvalTp7Js2TI2bNjAmTNneOeddzh27BiTJ08u12slhBBCCCEaH1cHLU52Gv40RiobTpQcUxTFPqgZAPr40qfb1mcSzDdCMTEx3HbbbTZfH3zwQZFtvby8cHR0LNf+mzRpwpgxY1i8eHGJo+A9e/YkIyODLl262Iw8d+/enYyMDDp37mwt2qZSqVi6dCndu3fnxRdfZOjQoTz99NPEx8fj4+MDwAsvvIC7uzt33nkn06dPp1+/fnTo0MHmmE888QTx8fHcfPPN9O7du8zP6fbbb+eNN95gzZo1jBo1ikmTJrFmzZpyjXZb3HLLLXz77bc4Ojry3HPPMXToUO6991527NjBggULGDhwIAD+/v58++23GI1Gpk6dysiRI3nzzTdxc3MrlN5fnLK8bkVRq9UsWLCAw4cPM3LkSObOncuzzz5r00ar1fLyyy/z3Xff0a9fPx555BEAJk+ezP3338+8efMYPXo0mzdv5qOPPrJOMRBCCCGEEKI4KpWKph6ObDZ2VDbExZT8gCLYmT+j6xv4yLzKVF052g2AwWBg3759REZG2qyvnp2dba0mXt5AtzqYTCYyMzNxdnYuNq1diPqmOs+z4s5tIUTR5JwRonzknBGi/AqeN3ctj+HY2Vj2Oz6k3Pl8LDiWbdovQPrmLVx48EEcWremxbqfqqnH1aes7yEyMi+EEEIIIYQQos7wd3ckBVfSHfyVDZcOl+vxds2UNPvc+Phqqy9WF0gwL4QQQgghhBCizvB3dwAg0bGlsuHioXI93q5ZIACmzEwM165Vad/qEgnmhRBCCCGEEELUGf7uyhTLM5oWyoZLxRduLorawQGtnx8A+htWt2pIJJgXQgghhBBCCFFnBHo6AbA7R0mXL2+aPYBdQAAA+sTEKutXXSPBvBBCCCGEEEKIOqNn8yaoVfDnVW9lw+WTUM6571pzMJ938WJVd6/OkGBeCCGEEEIIIUSd4e3qQLewJpw3+WNEDTmpkH6pXPuwjswnyMi8EEIIIYQQQghRI4a09ycXO5I1TZUNl0+W6/F2Acrj9DIyL4QQQgghhBBC1IzeLZUU+2MGSzB/olyPt6TZZ+3eTeauXVXat7qiTgbzO3fuZPr06URFRaHT6fjtt99s7jeZTCxatIioqCgiIiKYNGkSJ0/aXqnJzc1lzpw59OzZk8jISKZPn87FBnxVpiYNGjSIzz77rLa7Ua12797NqFGj6NChA4888khtd0cIIYQQQohGpbWfG/YaNSfySh6ZNxgM/PXXX3z77bf89ddfGAwGAOyamufMJydz/p5J5J47VxPdrlF1MpjPzMxEp9PxyiuvFHn/smXLWLFiBa+88gorV67Ex8eH+++/n/T0dGubN998k19//ZUFCxbwzTffkJmZybRp06y/3LrCaDRy7tw5Dh48yLlz5zAajdV2rOnTp3PfffcVed/evXvR6XQcPlz+SpF1yaRJk9DpdOh0OsLDw7n55pt59913yc3NLdd+5s2bR9u2bfn999+ZN29eqe1Xr15Nt27dir3/+eefL/KiwJ49e2jXrh1Tp04tV/+EEEIIIYRoyOy1anRN3ThtUtaML2pkfvXq1YSFhTFw4EDuuusuBg4cSFhYGKtXr8YuMMCmbc7p0zXR7Rqlre0OFOWmm27ipptuKvI+k8nEF198wfTp0xkyZAgA8+fPp0+fPvz888/ceeedpKWlsWrVKv7973/Tp08fAN5++20GDBjAtm3b6NevX409l5IcPXqUjRs3kpqaat3m7u7O0KFDadeuXZUfb8KECTz22GPEx8fTrFkzm/tWrVpFu3bt6NChQ5Uft6ZNnDiRJ554Ar1ez8GDB3nhhRcAeOaZZ8q8j9jYWO68806aNm1aXd0ElNf9nnvuYeXKlSQkJBAYGFitxxNCCCGEEKK+6BDoztGEEOXGuS1w/QJ4BgNKID9hwgRMN1S5j4+PZ8KECfzwww+0L7DdmJ1dQ72uOXVyZL4kcXFxJCcnExUVZd1mb29P9+7d2bt3LwCHDh1Cr9fTt29faxt/f39at25tbVPbjh49yvfff28TyAOkpqby/fffc/To0So/5oABA/D29mbNmjU227OystiwYQMTJkwAYNOmTYwYMYLw8HAGDRrEp59+Wuw+4+Li0Ol0Nv1NTU1Fp9MRHR0NQHR0NDqdjs2bN3PbbbcRERHB5MmTuXLlCn///TfDhg2jS5cuPP3002RlZVn3YzKZWLZsGYMHDyYiIoLRo0ezcePGUp+no6Mjvr6+BAYGcuutt9K3b1+2bt1apv1ans/169d58cUX0el0rF69ugyvbvllZmbyv//9j3/9618MGDCg2o4jhBBCCCFEfdShmQf7TS056tAJDDmwMBw2v4vBYODJJ58sFMgD1m1PPfUUjuaBXQDjDXFXQ1AnR+ZLkpycDIC3t7fNdh8fHxISEgC4fPkydnZ2eHh4FGpz+fLlch/zxtR8g8GAyWSyfpWX0WgsNSjduHEjbdq0Qa0u/XqLpQ+l9UWj0TBmzBhWr17NI488gkqlAuB///sfer2ekSNHcvDgQWbMmMFjjz3GsGHD2Lt3L7Nnz8bDw4Nx48YVOl5xPxfcZrm9aNEiZs2ahaOjI0899RRPPvkk9vb2vPPOO2RmZvLYY4/x5Zdf8uCDDwKwYMECfv31V1599VXCwsLYuXMnM2fOxMvLix49epTptTh27Bh79uyhWbNm1m0l7bdr165s3ryZYcOG8cQTTzBs2DDc3NxKfW1L+x0Udf+GDRto3rw5zZs3Z9SoUbzxxhs2v5fGzvK3YzAYqnx6jGV/dW3ajRB1lZwzQpSPnDNClF9R543OzwVQMc94D5+zHwDTP+/wV05H4uLiit2XyWTiwoULnLnzDtq4uJD+66/or1+vN+dkWftZ74J5ixsDnrIE1RUJvAEOHjxYaJtWqyUrK6tCc9xjY2MLjcjfKDU1lRMnThASElLm/RYc1S7O8OHD+eSTT/jnn3/o3r07AD/88AODBg3Czs6OTz75hB49eljn1g8dOpRjx46xfPlyhg4dCiivY25uLpmZmWSb01Wys7PJzMy06UdOTg6ZmZnk5OQAypz9tm3bAjB69GgWLVrETz/9RFBQEACDBw9m27Zt3H333WRlZfHZZ5/x8ccf06lTJ2tfYmJi+OabbwgPDy/y+RmNRr755ht++OEH8vLy0Ov1qNVqnnvuOTIzM8u0XxcXF0DJ+HBxccFoNFqfW3Fyc3MxmUzFtrMEpAXv//777xk6dCiZmZl07dqVjIwM/vrrL3r27FnisRqLnJwc9Ho9x44dq7ZjFHVuCyGKJ+eMEOUj54wQ5VfwvMnKVWKtv9OaETPkK3r8cw8qfSZ7/lpfpn3t2LkTX60WO+DiqdNc2LevGnpce+pdMO/r6wsoo+9+fn7W7VeuXMHHxwdQRuD1ej0pKSk2o/NXrlyhc+fO5T5mx44d0Wg01tvZ2dmcP38eJycnHB0dy72/vLy8MrdzdnYutZ3JZCIrKwsnJ6dSR3U7dOhA586dWb9+PTfddBOxsbHs3buXTz75BGdnZ86fP8+gQYNsjtuzZ0++/fZbHBwc0Gg0qFQq7O3tcXZ2tj5/R0dH62Msz8/BwQFnZ2ccHBwA6NSpk7VN06ZNcXJyok2bNtbj+Pv7c/ToUZydnTl9+jQ5OTk8+uijNv3X6/W0a9eu2NdFrVYzatQopk+fTnp6OsuXL8fV1ZVRo0YBlHm/BZ9jWdjb26NSqYptr9Fo0Gg01vvPnDnD4cOH+fDDD63bhg8fzs8//8zAgQPLdMyGTq1WY2dnR6tWrSp0npXEYDBw8ODBQue2EKJocs4IUT5yzghRfsWdN35//ElSWg6aFn0wnY9CdX4LXYOdyrTPXr160fToMa4A3o6ONI2MrJ7OVzHLa1GaehfMBwUF4evry9atW2nfXilpkJuby86dO/m///s/AMLDw7Gzs2Pr1q0MHz4cgKSkJE6ePMnMmTPLfUxLIFbwtkqlsn6Vl5ubW5nblWf/Ze3PhAkTmDNnDq+++iqrV68mMDCQPn36oFKpMJlMxe7nxuesUqlsXhfLdktayI3t7ezsrD+r1Wq0Wq3NcdRqNUaj0doPgCVLluDv72/TD0vgXNxr4ObmRlhYGKAUPhw5ciQrV67k9ttvL9d+y/P7LfialOX+VatWkZeXZ1Po0WQyodVqSU1NLTRFpDGyvP43nn9VqTr3LURDJOeMEOUj54wQ5XfjedPa35WktBzOXM6ka1BXOL+Fm/wzCQoKIj4+vsjsa5VKRVBQEAMGDCAlUVme3JSW1uDOxzoZzGdkZBAbG2u9HRcXx9GjR/Hw8CAwMJDJkyezZMkSwsLCCA0NZcmSJTg6OjJy5EhACYLHjx/P/Pnz8fLywsPDg/nz59OmTRtrdfvaFBISgru7e4mp9u7u7uVKsS+PYcOG8eabb7Ju3TrWrl3L7bffbg0yW7ZsyZ49e2za79mzh7CwsCL/+Js0aQLk1zIAqqR4X8uWLbG3tychIaHY+fFlYWdnx7Rp03jvvfcYOXJkle23MvLy8vjxxx95/vnnbYo0Ajz++OOsW7eOe+65p1b6JoQQQgghRF3SyteVraeucCopHUK7AKCJj+b9BQuYMHGizUAg5A+eLVy4ULkw4OEOgCFNCuDViEOHDjF58mTr7blz5wIwduxY5s2bx4MPPkhOTg6vv/46KSkpdOrUiU8//RRXV1frY1588UW0Wi0zZswgOzub3r17M2/evDpxNUatVjN06FC+//77YtsMHTq0TMXvKsLFxYXhw4ezYMEC0tLSrIXtAKZMmcKECRP48MMPGT58OPv27ePrr7/m1VdfLXJfjo6OREZGsnTpUpo1a8a1a9dYuHBhpfvo6urKlClTmDt3LiaTia5du5Kens7evXtxdnZm7NixZd7XyJEjee+99/jmm2+YOnVqhfY7dOhQnnnmGW655ZZij2MwGApdyLCkiRf0119/kZKSwoQJEwplaQwdOpSVK1dKMC+EEEIIIQTQyl/5vHziUhr07wtaR0g+xrgOp1m5ciVPPvmkTTG8oKAgFi5caI1xNO5KMG9MkWC+RvTs2ZPjx48Xe79KpeLxxx/n8ccfL7aNg4MDs2bNYtasWdXRxUpr164dEydOrNF15guaMGECK1euJCoqymZt8w4dOrBw4UI++OAD/vOf/+Dr68sTTzxhE/Df6K233uLFF19k/PjxNG/enJkzZzJlypRK93HGjBl4e3uzZMkS4uLicHNzo3379kyfPr1c+7G3t+eee+5h+fLl3HnnnRXa79mzZ0lLSyvxOJmZmdx2220225o1a8Yff/xhs23lypX06dOnyOkWQ4YM4eOPP+bw4cN06NCh7E9SCCGEEEKIBqhDoBKM/3UimV9jQxkw9B3sfn4Mtr7PuBcuMGbMGDZv3kxiYiIBAQH069fPZgBX7WYemW+AS9OpTBUt8d4IGAwG9u3bR2RkZKECeGfPnqV58+aVLsxlNBqJjY0lLS0NNzc3QkJCyj0ib6mi7uzsLMuaiQajKs+zGxV3bgshiibnjBDlI+eMEOVX3HljMpm4d8VO/jmhTOvtFebBf69MBH0GPBoDvroS95tz+jRnRoxE7e6OLia6Wp9DVSnre0j15HGLMlOr1YSFhdGxY0fCwsKqLbVeCCGEEEIIIeoblUrFm7eF4+qgJJXvOJdCnp85gzVxf6mPt6bZp6VhqsCy4nWZRI5CCCGEEEIIIeqs4CbOHHxtCKHeypLOl5zNy1uXIZhXm4N5TCaM6enV1cVaIcG8EEIIIYQQQog6TaVS0TnYE4AjpjBl48UDpT5O7eCAysEBaHjz5iWYF0IIIYQQQghR53UJ9QLgn/RmyoaE/WDQl/o4a6q9BPNCCCGEEEIIIUTN6hbaBID/nnclx8EbclLgzF+lPk5tWWs+JaU6u1fjJJgXQgghhBBCCFHntQ90587uwehNGtbk9lA2Hvyh1MdpPZURfcP169XYu5onwbwQQgghhBBCiHph9phw7LVqvsvupWw48hOkJpb4GI2XEsznXbtW3d2rURLMCyGEEEIIIYSoF+y1atoFuLPX1IqrXp0gLwt+exVMpmIfo/H0BMAgwbwQQgghhBBCCFE7OgV5ACrW+j+ubDjwHfw6q9j2lpF5w3WZMy8auUGDBvHZZ5/VdjeEEEIIIYQQjVBEkCcAG68HwfB3lI3bFkHm1SLbW4N5GZkX9dX06dO57777irxv79696HQ6Dh8+XLOdqgYnT57kySefpFevXoSHhzNkyBAWLlxIVlZWobZHjhxhxowZREVFER4ezsCBA5k2bRp//PEHphtSdTZt2sTkyZPp3r07nTp14tZbb+WFF17gyJEj1jarV69Gp9MxbNiwQsfasGEDOp2OQYMGFdv3uLg4XnzxRQYNGkRERAQ333wzH3zwAbm5uTbtEhISmD59OpGRkfTs2ZM33nijUJvjx49zzz33EBERQb9+/Vi8eLHNc9q1axd33nknPXv2JCIigqFDh8pFGiGEEEIIUecpI/NwIP466Z3uB48Q5Y6ko0W2b6hp9tra7kBj9dprr6HRaJg1q3A6yJw5czAYDLz22mtVeswJEybw2GOPER8fT7NmzWzuW7VqFe3ataNDhw5Vesyatm/fPu6//3569+7N0qVL8fb25sCBA8yfP58dO3bwxRdfYG9vD8Bvv/3GjBkz6NOnD/PmzSMkJITr169z/PhxFi5cSLdu3XA3r0n59ttvs2LFCiZNmsQTTzyBv78/iYmJ7N69m/fee4/ly5db++Ds7MzVq1fZu3cvnTt3tm5ftWoVgYGBJfb/zJkzmEwmZs+eTWhoKCdOnGDWrFlkZWXx3HPPAWAwGJg2bRpeXl588803XL9+neeeew6TyWT9e0pPT2fKlCn07NmTlStXcu7cOZ5//nmcnZ2ZMmWKtZ/33HMPOp0OJycndu/ezauvvoqTkxN33HFH1f1ShBBCCCGEqEKt/Fxp4ePCmcsZbDiQyES/tpASC8lHIaxvofYaL09AqtmLKqLRaHjllVeYM2eOzfY5c+bwyiuvoNFoqvyYAwYMwNvbmzVr1thsz8rKYsOGDUyYMAFQRqBHjBhBeHg4gwYN4tNPPy12n3Fxceh0Oo4ezb8Klpqaik6nIzo6GoDo6Gh0Oh2bN2/mtttuIyIigsmTJ3PlyhX+/vtvhg0bRpcuXXj66adtRs9NJhPLli1j8ODBREREMHr0aDZu3FhsX0wmEy+99BItWrRg8eLFRERE0KxZM4YNG8bHH3/Mvn37rCPPmZmZvPTSSwwYMIClS5cSFRVFSEgIERER3H777fz000+4ubkBygWC5cuX8/zzz/PCCy/QrVs3goOD6dGjBw8//DDLli2z6YdGo2HkyJGsWrXKuu3ixYvExMQwcuTIkn5F9O/fn7lz5xIVFUVwcDCDBw9mypQp/PLLL9Y2W7Zs4dSpU7z99tu0b9+ePn368Pzzz/P999+Tnp4OwE8//UROTg7z5s2jTZs2DBkyhOnTp7NixQrr6Hz79u0ZOXIkrVu3JigoiDFjxhAVFcWuXbtK7KMQQgghhBC1SaVScXu3YAD+uzMWk29b5Y6kY0W21zbQkXkJ5mvJrFmzmD17tk1AbwnkZ8+eXeSIfWVptVrGjBnD6tWrbdKtN27ciF6vZ9SoURw6dIgZM2YwfPhw1q1bx2OPPcb777/P6tWrK338xYsXM2vWLP773/9y8eJFZsyYwRdffMG7777L0qVL2bp1K19++aW1/cKFC1m9ejWvvfYa69ev57777mPmzJnExMQUuf+jR49y6tQp7r//ftRq2z/ttm3b0qdPH9avXw/A1q1buX79Og888ECx/VWpVAD8/PPPODs7c9ddd5XYrqAJEyawYcMG68WJ1atX069fP7y9vUt4hYqWlpaGh4eH9fa+ffto3bo1/v7+1m1RUVHk5uZy6NAha5vu3btbsxAsbZKSkoiLiyvyOEeOHGHv3r306NGj3H0UQgghhBCiJo3v0gw7jYo9sdfZn2POfk0uOpjPL4B3vYZ6VzMkmK9FBQN6BweHag3kLcaPH098fLx11ByU9O8hQ4bg4eHBihUr6N27N48++ijNmzdn3Lhx3H333XzyySeVPvaMGTPo2rUr7du3Z8KECcTExPDaa6/Rvn17unXrxq233mrtV2ZmJitWrOCtt96iX79+BAcHM27cOEaPHs13331X5P7PnTsHQMuWLYu8v0WLFtY2Z8+eBaB58+bW+w8cOEDnzp2tX3/++ad1v8HBwWi1+bNSVqxYYdM2LS3N5ljt2rUjJCSETZs2YTKZWLNmDePHjy/3axYbG8tXX33Fv/71L+u2y5cv4+PjY9POw8MDOzs7Ll++XGwby4UESxuL/v37Ex4ezvjx47nrrru4/fbby91PIYQQQgghapKfuyMPD2gFwNzd5o3FzZk3B/PGzEyMOTk10b0aIcF8LZs1axb29vbk5uZib29frYE8KIFu586drSngsbGx7Nq1yxponjlzhi5dutg8pkuXLpw/fx6DwVCpY+t0OuvP3t7eODk5ERwcbN3m4+PD1atKBcpTp06Rk5PDlClTbILmH3/8kdjY2Ar3oahRdIu2bduydu1a1q5dS2Zmps3zvfFx48ePZ+3atbz++utkZmYWKpZnabNq1SpiYmLIzMzkpptuKldfL126xAMPPMDQoUMLBdjFPY+C28vSBuDrr79m1apVvP7663zxxRf8/PPP5eqnEEIIIYQQteHRgS3pHubF/mx/DCYVZF6Gq2cLtVO7uYF5GnNDGp2XYL6WzZkzxxrI5+bmFppDXx0mTJjAL7/8Qnp6urUoW+/evQGKDEpLYklnL/i4vLy8ItsWHNlWqVQ2ty3bjEajzf6WLFliDbDXrl3L+vXr+eCDD4rcf1hYGKBcCCjKmTNnCA0NtWlrGaEHsLe3JzQ01Nqm4H5jY2PR6/XWbe7u7oSGhtqkut9o1KhR7N+/n8WLFzNmzJhCz7ckly5dYvLkyURGRhb6m/Dx8SE5OdlmW0pKCnq93jr6XlSbK1euABRK9Q8ODkan0zFx4kTuvfdeFi1aVOZ+CiGEEEIIUVsctBq+ebAXrq7u7DC2VzYeXVeonUqlyq9oL8G8qAoF58jn5OQUmkNfXYYNG4ZarWbdunWsXbuWcePGWUdrW7ZsyZ49e2za79mzh7CwsCKL8jVp0gTAJnAsWAyvolq2bIm9vT0JCQnWANvyFRAQUORj2rVrR4sWLfjss8+sFwUsjh07xrZt2xgxYgQAffv2xdPTs1DxuqKMGDGCzMxMvvnmm3I9B09PTwYNGkRMTEy5UuwtgXyHDh2YO3duofn/kZGRnDx5kqSkJOu2rVu3Ym9vT3h4uLXNrl27bJar27JlC35+fgQFBRV7bJPJZHPRQgghhBBCiLrMTqOmXYAb/zOa6z4d+bHIdlpz3GI0F4xuCGRpulpSVLE7y/dXXnnF5nZVc3FxYfjw4SxYsIC0tDTGjRtnvW/KlClMmDCBDz/8kOHDh7Nv3z6+/vprXn311SL35ejoSGRkJEuXLqVZs2Zcu3aNhQsXVrqPrq6uTJkyhblz52IymejatSvp6ens3bsXZ2dnxo4dW+gxKpWKN954g6lTp/L4448zbdo0fHx82L9/P/PnzycyMpL77rvP+hq88cYbPPXUUzz00ENMmjSJsLAwMjIy2Lx5M5CfddC5c2emTJnC/PnzSUhI4JZbbiEgIIDk5GRWrlyJSqUqFHBbzJs3j1dffRUv8zyd0ly6dIlJkyYREBDAc889Z512AODr6wsohexatWrFs88+y7PPPktKSgrz589n4sSJuLq6AkpWwIcffsgLL7zAtGnTOH/+PEuWLOHRRx+1Xrj5+uuvCQgIoEWLFgDs3r2bTz/9lHvuuadMfRVCCCGEEKIuaNvUjbUnuzPH7jNU8bsgPQlc/Wza+Dz6KOl//41jPV+KuyAJ5muJwWAostid5XZl56eXZsKECaxcuZKoqCibtc87dOjAwoUL+eCDD/jPf/6Dr68vTzzxhE3Af6O33nqLF198kfHjx9O8eXNmzpxpXcu8MmbMmIG3tzdLliwhLi4ONzc32rdvz/Tp04t9TNeuXfnuu+/48MMPefDBB8nIyCAgIIDbbruNadOm2VR3v+WWW/j2229ZtmwZzz33HCkpKbi6uhIeHs6CBQsYOHCgte1zzz1Hx44d+fbbb1m1ahXZ2dl4e3vTrVs3vvvuO2sQfSNHR0ccHR3L/Jy3bt3K+fPnOX/+PP3797e57/jx44Cy9N2SJUt4/fXX+de//oWjoyMjR460rkMP4Obmxqeffsrs2bMZP348Hh4e3H///dx///3WNkajkffee4+4uDg0Gg0hISE888wz3HnnnWXurxBCCCGEELVN19SdZDy5oA0lJO8cxO2EtiNs2rgPvRX3obfWTgericpU3knSjYjBYGDfvn1ERkbapJhnZ2dz9uxZmjdvXq5ArbqYTCYyMzNxdnYuscCbEPVJdZ5nxZ3bQoiiyTkjRPnIOSNE+VXmvDkUn8LIRVt4z3E54/gDop6Gm4vOLK4PyvpayJx5IYQQQgghhBD1Vis/V+w1amL0yvRR4nbWbodqiATzQgghhBBCCCHqLUc7DQN0vuw1KuvOk7AXjNU7bbkukGBeCCGEEEIIIUS9dlvnZpw0BZGJI+Smw5Wil6tuSCSYF0IIIYQQQghRrw1q64ejvR3HjOZlmC8erN0O1QAJ5oUQQgghhBBC1GuOdhoigz05agxVNlw6VLsdqgESzAshhBBCCCGEqPe6hXpx1BSi3LgowbwQQgghhBBCCFHndQ1rwhEZmRdCCCGEEEIIIeqPziGenCBYuZGWCOnJtduhaibBvBBCCCGEEEKIes/d0Y6mvr4ctxTBO7e5djtUzSSYF+U2aNAgPvvss9ruRrXavXs3o0aNokOHDjzyyCO13R0hhBBCCCFEGYQHuvOPMUK5cfr32u1MNZNgvpYZDAb++usvvv32W/766y8MBkO1HWv69Oncd999Rd63d+9edDodhw8frrbj14RJkyah0+nQ6XSEh4dz88038+6775Kbm1uu/cybN4+2bdvy+++/M2/evFLb//LLL9x///306tWLLl26cMcdd7B5c+ErgZs2bWL48OGEh4czfPhwfv31V5v7d+7cyfTp04mKikKn0/Hbb78V2sfzzz9vfY6Wr4kTJ5br+QkhhBBCCNEQhTfzyA/mT/0BJlPtdqgaSTBfi1avXk1YWBgDBw7krrvuYuDAgYSFhbF69epqOd6ECRPYsWMH8fHxhe5btWoV7dq1o0OHDtVy7Jo0ceJEtmzZwi+//MLMmTP5+uuvWbRoUbn2ERsbS69evWjatCnu7u6ltt+5cyd9+vRh6dKlrF69mp49e/Lwww9z5MgRa5u9e/fy1FNPMWbMGH788UfGjBnDjBkz2L9/v7VNZmYmOp2OV155pcTj9evXjy1btli/li5dWq7nJ4QQQgghREPUPtCdGGNbcrCHtATIuFzbXao2EszXktWrVzNhwgTi4uJstsfHxzNhwoRqCegHDBiAt7c3a9assdmelZXFhg0bmDBhAqCMHo8YMYLw8HAGDRrEp59+Wuw+4+Li0Ol0HD161LotNTUVnU5HdHQ0ANHR0eh0OjZv3sxtt91GREQEkydP5sqVK/z9998MGzaMLl268PTTT5OVlWXdj8lkYtmyZQwePJiIiAhGjx7Nxo0bS32ejo6O+Pr6EhgYyK233krfvn3ZunVrmfZreT7Xr1/nxRdfRKfTlel38dJLL/Hggw8SERFBWFgYTz/9NKGhofzxxx/WNp9//jl9+vRh2rRptGzZkmnTptGrVy8+//xza5ubbrqJp556iiFDhpR4PHt7e3x9fa1fnp6epfZRCCGEEEKIhq5DoAc52PNM7jSy+jwLzt613aVqI8F8LTAYDDz55JOYikj5sGybMWNGlafca7VaxowZw+rVq22OvXHjRvR6PaNGjeLQoUPMmDGD4cOHs27dOh577DHef//9Krm4sHjxYmbNmsV///tfLl68yIwZM/jiiy949913Wbp0KVu3buXLL7+0tl+4cCGrV6/mtddeY/369dx3333MnDmTmJiYMh/z2LFj7NmzB61WW6b9BgQEsGXLFlxdXXnxxRfZsmULw4cPL/dzNRqNZGRk2ATZ+/btIyoqyqZdv3792Lt3b7n3HxMTQ+/evbn11lt5+eWXuXLlSrn3IYQQQgghREPj4WRHaz9Xfjb25vem94O64Ya82tKbiKq2efPmQiPyBZlMJi5cuMDmzZsZMGBAlR57/PjxfPLJJ0RHR9OrVy9ASbEfMmQIHh4ezJ49m969e/Poo48C0Lx5c06dOsUnn3zCuHHjKnXsGTNm0LVrV0BJ+X/33Xf57bffCA5Wlo+49dZbiY6O5qGHHiIzM5MVK1bw+eef07lzZwCCg4PZvXs33333HT169Cj2ON9++y0rV65Er9ej1+tRq9XWtPWy7NfX1xeVSoWbmxu+vr4Veq6ffvopWVlZDBs2zLrt8uXLeHvbXhn09vYmObl8S2b079+foUOHEhgYSFxcHO+//z733nsvq1evxt7evkL9FUIIIYQQoqEY2NaPk0np/HEsiZERgbXdnWojwXwtSExMrNJ25dGyZUs6d+7MqlWr6NWrF7GxsezatcuaSn/mzBkGDx5s85guXbrwxRdfYDAY0Gg0FT62Tqez/uzt7Y2Tk5M1kAfw8fHh4MGDAJw6dYqcnBymTJlisw+9Xk+7du1KPM6oUaOYPn066enpLFu2DFdXV2699dZK77esfv75ZxYvXsxHH31UKHhXqVQ2t00mU6FtpSmYKdCmTRvrdIi//vqr1PR8IYQQQgghGrqBOj+W/nOGv44nYzCa0KjL93m7vpBgvhYEBARUabvymjBhAnPmzOHVV19l1apVBAYG0rt3b4AiU/9LojanrRR8XF5eXpFtC6a6q1Qqm9uWbUaj0WZ/S5Yswd/f36ZdaaPPrq6uhIaGAvD2228zcuRIfvjhB26//fZK7bcsNmzYwEsvvcT7779Pnz59bO7z8fHh8mXbAhxXr17Fx8enUsf08/MjMDCQc+fOVWo/QgghhBBCNATdwrzwdLbjakYu1zJz8XF1qO0uVYuGO4GgDuvXrx9BQUHFjsiqVCqCg4Pp169ftRx/2LBhqNVq1q1bx9q1axk3bpy1Ly1btmTPnj027ffs2UNYWFiRo/JNmjQBsEkVL1gMr6JatmyJvb09CQkJhIaG2nyV5yKHnZ0d06ZN4/333ycrK6vK9luUn3/+meeff5533323yOkRkZGRNoX4ALZs2WJN96+oa9eukZiYiJ+fX6X2I4QQQgghRENgp1Gz4r7ufHR3lwYbyIME87VCo9Hw/vvvA4XTri23Fy5cWKmU9pK4uLgwfPhwFixYQFJSks1c+ClTprB9+3Y+/PBDzp49y5o1a/j6668LpaVbODo6EhkZydKlSzl16hQ7d+5k4cKFle6jq6srU6ZMYe7cuaxZs4bY2FiOHDnC119/Xagaf2lGjhwJwDfffFPh/Q4dOrTQmvAF/fzzzzz33HM899xzdOrUieTkZJKTk0lLS7O2mTx5Mlu3bmXp0qWcPn2apUuXsn37du69915rm4yMDI4ePWq9IBIXF8fRo0dJSEiw3j9//nz27t1LXFwc0dHRPPzww3h5eXHzzTeX63URQgghhBCioeoc4sXwjtWT6VxXSJp9LRk3bhwrV67kySeftCmGFxQUxMKFCytdbK40EyZMYOXKlURFRREYmF8UokOHDixcuJAPPviA//znP/j6+vLEE0+U2J+33nqLF198kfHjx9O8eXNmzpxZbPBfHjNmzMDb25slS5YQFxeHm5sb7du3Z/r06eXaj729Pffccw/Lly/nzjvvrNB+z549axOY3+i7774jLy+P2bNnM3v2bOv2sWPHMm/ePECpPfDee+9ZX9/g4GAWLFhAp06drO0PHTrE5MmTrbfnzp1rsx+NRsOJEydYu3YtaWlp+Pr60rNnTxYsWICrq2u5XhchhBBCCCFE/aUylXeSdCNiMBjYt28fkZGRNqPk2dnZnD17lubNm+Po6FjpY2zevJnExEQCAgLo169fuUfkTSYTmZmZODs7l7uYmhB1VVWeZzcq7twWQhRNzhkhykfOGSHKT86bfGV9LWRkvpZpNJoqX35OCCGEEEIIIUTDJnPmhRBCCCGEEEKIekaCeSGEEEIIIYQQop6RYF4IIYQQQgghhKhnJJgXQgghhBBCCCHqGQnmK0EWAhCi+sj5JYQQQgghRPEkmK8AOzs7ADIzM2u5J0I0XJbzy3K+CSGEEEIIIfLJ0nQVoNFo8PT0JCkpCaDW13c3mUzk5OSgVqtlnXlR75lMJjIzM0lKSsLT07PRrzMqhBBCCCFEUSSYr6CmTZsCWAP62mQymdDr9djZ2UkwLxoMT09P63kmhBBCCCGEsCXBfAWpVCoCAgLw8/NDr9fXal8MBgPHjh2jVatWMoopGgQ7Ozv5WxZCCCGEEKIEEsxXkkajqfWgw2AwAODo6FjrfRFCCCGEEEIIUf2kAJ4QQgghhBBCCFHPSDAvhBBCCCGEEELUMxLMCyGEEEIIIYQQ9YzMmS+ByWQC8uek11WW/tX1fgpRV8g5I0T5yDkjRPnIOSNE+cl5k8/yGlji0eKoTKW1aMRyc3M5ePBgbXdDCCGEEEIIIUQj07FjR+zt7Yu9X4L5EhiNRvLy8lCr1bJ+uxBCCCGEEEKIamcymTAajWi1WtTq4mfGSzAvhBBCCCGEEELUM1IATwghhBBCCCGEqGckmBdCCCGEEEIIIeoZCeaFEEIIIYQQQoh6RoJ5IYQQQgghhBCinpFgXgghhBBCCCGEqGckmBdCCCGEEEIIIeoZCeaFEEIIIYQQQoh6RoJ5IYQQQgghhBCinpFgvo7YuXMn06dPJyoqCp1Ox2+//Wa9T6/X8/bbbzNq1CgiIyOJiori2Wef5dKlSzb7yM3NZc6cOfTs2ZPIyEimT5/OxYsXbdqkpKQwc+ZMunbtSteuXZk5cyapqak18hyFqEolnTM3euWVV9DpdHz22Wc22+WcEY1JWc6Z06dPM336dLp27Urnzp2ZOHEiCQkJ1vvlnBGNSWnnTEZGBrNnz6Z///5EREQwbNgwvvnmG5s2cs6IxmTJkiWMHz+ezp0707t3bx555BHOnDlj08ZkMrFo0SKioqKIiIhg0qRJnDx50qaNnDdlJ8F8HZGZmYlOp+OVV14pdF92djZHjhzh4YcfZvXq1SxevJhz587x8MMP27R78803+fXXX1mwYAHffPMNmZmZTJs2DYPBYG3zzDPPcOzYMZYvX87y5cs5duwYzz77bLU/PyGqWknnTEG//fYb+/fvx8/Pr9B9cs6IxqS0cyY2Npa77rqLFi1a8OWXX/LTTz/xyCOP4ODgYG0j54xoTEo7Z+bOncvmzZt5++232bBhA/fddx9vvPGGTdAv54xoTGJiYrj77rv5/vvvWbFiBQaDgalTp5KZmWlts2zZMlasWMErr7zCypUr8fHx4f777yc9Pd3aRs6bcjCJOqdNmzamX3/9tcQ2+/fvN7Vp08YUHx9vMplMptTUVNP/t3P/MVXVfxzHXxcvjJm3G+NXXGpJ5PUXZgjK0KgB2R91N2cuXU6J7dZyzpo2dRqmSTakWMzmbGRa0pq6XDOzlm6h88f8xQKZ6aY5E65F4kUZ/ZCu3s/3j9YpupjYt8TDfT42/uBz3ufwOdt5bbzv557PyJEjzWeffWbVtLa2mmHDhpk9e/YYY4z55ptvjNfrNY2NjVZNQ0OD8Xq95vTp0//BnQA3x7Uy09raagoKCszJkydNYWGhee+996xjZAbRrKfMzJ0718yfP/+a55AZRLOeMvP444+b1atXdxubPHmyqa6uNsaQGSAYDBqv12sOHz5sjDEmHA6bCRMmmJqaGqumq6vL5OTkmI0bNxpjyM2NYmXepn788Uc5HA7dfvvtkqRjx44pFAppwoQJVk1qaqqGDBmihoYGSVJDQ4NcLpdGjx5t1TzwwANyuVxWDdBfhMNhLViwQH6/X0OGDIk4TmaAP4TDYe3evVuDBw+W3+9Xfn6+nnzyyW4rjGQG6G7MmDGqq6vTDz/8IGOMDh48qDNnzujBBx+URGaAzs5OSZLb7ZYkBQIBtbW1WRmRpLi4OI0dO9Z63snNjaGZt6Guri5VVVXJ5/Np0KBBkqQLFy4oNjbWCsvvkpKSdOHCBasmMTEx4nqJiYlWDdBfrF27Vk6nUyUlJT0eJzPAH4LBoH7++WetXbtWBQUFWr9+vSZOnKg5c+bo8OHDksgM8FdLlizRfffdp4ceekhZWVl65plntGzZMuXm5koiM4huxhhVVFQoJydHXq9XktTW1iZJEc/8XzNBbnrP2dcTwI0JhUKaN2+ejDF65ZVXrltvjOlVjcPh+BdmB9wajh07ptraWn388cc3/GyTGUSjcDgsSSouLlZpaakkafjw4frqq6+0adMmjRs37prnkhlEqw8++ECNjY16++235fF4VF9fr+XLlyslJUXjx4+/5nlkBtGgvLxcJ0+ejNgUUlLEs93bTPSmJtpyw8q8jYRCIc2dO1eBQEDr16+3VuWl3z6tCoVC6ujo6HZOMBhUUlKSVRMMBiOu297e3uOnW4Bd1dfXKxgMqrCwUCNGjNCIESN07tw5VVZWqqioSBKZAf4sISFBTqdTmZmZ3cYzMzOt3ezJDPCHy5cvq7q6WosXL1ZRUZGGDRumGTNm6LHHHtO6deskkRlEr1dffVV1dXXasGGD7rzzTms8OTlZkiJWz/+aCXLTezTzNvF7I3/27Fm9//77SkhI6HY8KytLsbGx2r9/vzV2/vx5nTp1StnZ2ZKk7OxsdXZ2qqmpyao5evSoOjs7rRqgP5g0aZK2bdumrVu3Wj8pKSny+/169913JZEZ4M/i4uI0atQonTlzptv4t99+q/T0dElkBvizK1euKBQKRawCDhgwwFpBJDOINsYYlZeXa+fOndqwYYPuvvvubsfvuusuJScnd8vEr7/+qiNHjljPO7m5MXzN/hbx008/qbm52fo9EAjoxIkTcrvdSklJ0QsvvKDjx4+rpqZGV69etd45cbvdiouLk8vl0pQpU1RZWamEhAS53W5VVlbK6/VaX/XKzMxUQUGBlixZovLycknSyy+/rMLCQt177703/6aB/8PfZcbj8UR84BUbG6ukpCTrWScziDbXy4zf79e8efM0duxY5eXlae/evdq1a5dqa2slkRlEn+tlZty4cXrjjTcUHx8vj8ejI0eOaOvWrVq0aJEkMoPos3z5cm3fvl1r1qzRbbfdZvUrLpdL8fHxcjgcKikpUU1NjQYPHqx77rlHNTU1io+Pl8/ns2rJTe85TG9eQMB/7tChQz1u1DV58mTNmTNHxcXFPZ5XW1urvLw8Sb9tjPf6669r+/btunz5svLz87Vs2TKlpaVZ9ZcuXdKKFStUV1cnSSoqKtLSpUutXfEBu/i7zKxcuTJivKioSCUlJdb7wBKZQXTpTWa2bNmid955R62trcrIyNDzzz+vRx55xKolM4gm18tMW1ub3nzzTe3bt08dHR3yeDyaNm2aSktLrRV7MoNoMnTo0B7HKyoq9MQTT0j6bfV+9erV2rx5szo6OjR69GgtXbrU2iRPIjc3gmYeAAAAAACb4Z15AAAAAABshmYeAAAAAACboZkHAAAAAMBmaOYBAAAAALAZmnkAAAAAAGyGZh4AAAAAAJuhmQcAAAAAwGZo5gEAAAAAsBmaeQAAcE3GGJWWlsrv90cc+/DDD5WTk6PvvvuuD2YGAEB0o5kHAADX5HA4VFFRoaNHj2rTpk3WeEtLi6qqqlRWViaPx/Ov/s1QKPSvXg8AgP6IZh4AAPyttLQ0lZWVqbKyUi0tLTLGqKysTPn5+br//vv17LPPKjs7W+PHj9eCBQvU3t5unbtnzx499dRTys3NVV5enp577jk1NzdbxwOBgIYOHarPP/9cM2fO1KhRo7Rt27a+uE0AAGzFYYwxfT0JAABw65s9e7Y6Ozv16KOPas2aNdqyZYumTJmiqVOnatKkSerq6lJVVZWuXLmi2tpaSdKOHTvkcDjk9Xr1yy+/aNWqVTp37pw++eQTxcTEKBAIqLi4WOnp6Vq0aJGGDx+uuLg4paam9vHdAgBwa6OZBwAAvRIMBuXz+XTp0iW99dZbOn78uJqamrRu3TqrprW1VQ8//LC++OILZWRkRFyjvb1d+fn5+vTTT+X1eq1m/qWXXtLTTz99M28HAABbc/b1BAAAgD0kJiZq6tSp+vLLLzVx4kR99NFHOnTokLKzsyNqm5ublZGRoebmZq1atUqNjY26ePGifl9D+P777+X1eq36rKysm3YfAAD0BzTzAACg15xOpwYMGCBJCofDKiws1Pz58yPqkpOTJUmzZs1SWlqaVqxYoZSUFIXDYfl8vohN7gYOHPjfTx4AgH6EZh4AAPwjI0eO1I4dO5Seni6nM/JfiosXL+r06dMqLy9Xbm6uJKm+vv5mTxMAgH6J3ewBAMA/Mn36dHV0dOjFF19UU1OTWlpatG/fPi1evFhXr16V2+3WHXfcoc2bN+vs2bM6cOCAVq5c2dfTBgCgX6CZBwAA/0hqaqo2btyocDgsv98vn8+n1157TS6XSzExMYqJiVF1dbW+/vpr+Xw+VVRUaOHChX09bQAA+gV2swcAAAAAwGZYmQcAAAAAwGZo5gEAAAAAsBmaeQAAAAAAbIZmHgAAAAAAm6GZBwAAAADAZmjmAQAAAACwGZp5AAAAAABshmYeAAAAAACboZkHAAAAAMBmaOYBAAAAALAZmnkAAAAAAGyGZh4AAAAAAJv5Hz1qC1FGDLB8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"whitegrid\"):\n",
    "    plt.figure(figsize=(12, 5.5))\n",
    "    (_dsm.volume.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-9).plot(label='LMR v2.1');\n",
    "    (_dsmo.volume.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-9).plot(label='LMR Online');\n",
    "    # (_dsmb.volume.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-9).plot(label='LMR v2.1 Boosted');\n",
    "    (_dsmbc.volume.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-9).plot(c='C3', label='LMR Weather Generator');\n",
    "    plt.plot(1850, dfo.loc[17]['Volume LIA'], 'o', c='grey', label='Volume Ref. LIA');\n",
    "    plt.plot(2003, dfok.inv_volume_km3.sum(), 'x', c='k', label='Volume OGGM 2003');\n",
    "    plt.plot(2015, dfo.loc[17]['Volume 2015'], 'o', c='k', label='Volume Ref. 2015');\n",
    "    plt.xlabel(''); plt.ylabel('Total volume (km$^3$)'); plt.xlabel('Year');\n",
    "    plt.legend(loc='lower left'); plt.title('Pilot (uncalibrated) OGGM Alps-wide simulations 1200-2020');\n",
    "    plt.savefig(fname='oggm_pilot.png', bbox_inches='tight', dpi=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9070e9c1-b02d-4304-a6e0-ad3ae71d91f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\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",
       "<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",
       "<path d=\"M23 18h-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",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\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",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\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",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".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",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;area_min_h&#x27; (time: 1021, rgi_id: 3508)&gt;\n",
       "array([[851000.   ,  52832.016,  57000.   , ...,  37000.   ,  10000.   ,\n",
       "         12703.455],\n",
       "       [854188.06 ,  53997.746, 113746.55 , ...,  37251.633,  10178.677,\n",
       "         13258.43 ],\n",
       "       [857689.8  ,  61755.25 , 216183.1  , ...,  37469.223,  27336.441,\n",
       "         23921.652],\n",
       "       ...,\n",
       "       [883547.3  , 101597.97 , 418282.84 , ...,      0.   ,  30206.752,\n",
       "         57456.63 ],\n",
       "       [875726.44 ,  98110.27 , 415300.1  , ...,      0.   ,  24775.527,\n",
       "         51606.93 ],\n",
       "       [874331.56 ,  95178.375, 415568.66 , ...,      0.   ,  21221.303,\n",
       "         51543.145]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time            (time) float64 1e+03 1.001e+03 ... 2.019e+03 2.02e+03\n",
       "  * rgi_id          (rgi_id) object &#x27;RGI60-11.00003&#x27; ... &#x27;RGI60-11.03926&#x27;\n",
       "    hydro_year      (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    hydro_month     (time) int64 4 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    calendar_month  (time) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Total glacier area of gridpoints with a minimum icethicknes...\n",
       "    unit:         m 2</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'>'area_min_h'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1021</li><li><span class='xr-has-index'>rgi_id</span>: 3508</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7c4d0cb6-48e3-485a-a0e6-a76a4156c02d' class='xr-array-in' type='checkbox' checked><label for='section-7c4d0cb6-48e3-485a-a0e6-a76a4156c02d' 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>8.51e+05 5.283e+04 5.7e+04 1.4e+04 ... 1e+05 0.0 2.122e+04 5.154e+04</span></div><div class='xr-array-data'><pre>array([[851000.   ,  52832.016,  57000.   , ...,  37000.   ,  10000.   ,\n",
       "         12703.455],\n",
       "       [854188.06 ,  53997.746, 113746.55 , ...,  37251.633,  10178.677,\n",
       "         13258.43 ],\n",
       "       [857689.8  ,  61755.25 , 216183.1  , ...,  37469.223,  27336.441,\n",
       "         23921.652],\n",
       "       ...,\n",
       "       [883547.3  , 101597.97 , 418282.84 , ...,      0.   ,  30206.752,\n",
       "         57456.63 ],\n",
       "       [875726.44 ,  98110.27 , 415300.1  , ...,      0.   ,  24775.527,\n",
       "         51606.93 ],\n",
       "       [874331.56 ,  95178.375, 415568.66 , ...,      0.   ,  21221.303,\n",
       "         51543.145]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-2d1ba054-5ae5-46ed-bcb8-bb33e5e88c92' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2d1ba054-5ae5-46ed-bcb8-bb33e5e88c92' class='xr-section-summary' >Coordinates: <span>(6)</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'>float64</div><div class='xr-var-preview xr-preview'>1e+03 1.001e+03 ... 2.02e+03</div><input id='attrs-d6c8896d-f76a-4416-8bb5-d7791add581f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6c8896d-f76a-4416-8bb5-d7791add581f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d170bfa1-a64a-44a7-8445-b54db819148e' class='xr-var-data-in' type='checkbox'><label for='data-d170bfa1-a64a-44a7-8445-b54db819148e' 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>description :</span></dt><dd>Floating year</dd></dl></div><div class='xr-var-data'><pre>array([1000., 1001., 1002., ..., 2018., 2019., 2020.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rgi_id</span></div><div class='xr-var-dims'>(rgi_id)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;RGI60-11.00003&#x27; ... &#x27;RGI60-11.0...</div><input id='attrs-e9416913-36c0-4fe9-a1ff-37b4eb6d7d35' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9416913-36c0-4fe9-a1ff-37b4eb6d7d35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29ce0eb7-9181-4b88-9f0d-c253c743a32e' class='xr-var-data-in' type='checkbox'><label for='data-29ce0eb7-9181-4b88-9f0d-c253c743a32e' 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>description :</span></dt><dd>RGI glacier identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;RGI60-11.00003&#x27;, &#x27;RGI60-11.00004&#x27;, &#x27;RGI60-11.00005&#x27;, ...,\n",
       "       &#x27;RGI60-11.03924&#x27;, &#x27;RGI60-11.03925&#x27;, &#x27;RGI60-11.03926&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000 1001 1002 ... 2018 2019 2020</div><input id='attrs-8f0eca40-3b62-4cc8-a4c7-5eaa5bcd35d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f0eca40-3b62-4cc8-a4c7-5eaa5bcd35d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c42b36b1-fc37-4588-b20d-4fcee076eba6' class='xr-var-data-in' type='checkbox'><label for='data-c42b36b1-fc37-4588-b20d-4fcee076eba6' 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>description :</span></dt><dd>Hydrological year</dd></dl></div><div class='xr-var-data'><pre>array([1000, 1001, 1002, ..., 2018, 2019, 2020])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4</div><input id='attrs-14e0c8fb-03d2-4489-a4b2-9a30bc630ca5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14e0c8fb-03d2-4489-a4b2-9a30bc630ca5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb9e3f2e-8bee-4e1f-af59-bbdc286dfb1f' class='xr-var-data-in' type='checkbox'><label for='data-cb9e3f2e-8bee-4e1f-af59-bbdc286dfb1f' 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>description :</span></dt><dd>Hydrological month</dd></dl></div><div class='xr-var-data'><pre>array([4, 4, 4, ..., 4, 4, 4])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000 1001 1002 ... 2018 2019 2020</div><input id='attrs-85cfc6d7-a946-4e42-9603-2b8736fc4003' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-85cfc6d7-a946-4e42-9603-2b8736fc4003' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72882cca-8e91-4581-b6a8-a0180811d448' class='xr-var-data-in' type='checkbox'><label for='data-72882cca-8e91-4581-b6a8-a0180811d448' 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>description :</span></dt><dd>Calendar year</dd></dl></div><div class='xr-var-data'><pre>array([1000, 1001, 1002, ..., 2018, 2019, 2020])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-11cd38e1-4e73-4211-8bf2-795c5311a95d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11cd38e1-4e73-4211-8bf2-795c5311a95d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03f97251-d847-4024-af8c-6728a4c8119d' class='xr-var-data-in' type='checkbox'><label for='data-03f97251-d847-4024-af8c-6728a4c8119d' 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>description :</span></dt><dd>Calendar month</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b7fbfee5-2e18-48c3-9399-68d2b30880e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b7fbfee5-2e18-48c3-9399-68d2b30880e3' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Total glacier area of gridpoints with a minimum icethickness of 2.0 m</dd><dt><span>unit :</span></dt><dd>m 2</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'area_min_h' (time: 1021, rgi_id: 3508)>\n",
       "array([[851000.   ,  52832.016,  57000.   , ...,  37000.   ,  10000.   ,\n",
       "         12703.455],\n",
       "       [854188.06 ,  53997.746, 113746.55 , ...,  37251.633,  10178.677,\n",
       "         13258.43 ],\n",
       "       [857689.8  ,  61755.25 , 216183.1  , ...,  37469.223,  27336.441,\n",
       "         23921.652],\n",
       "       ...,\n",
       "       [883547.3  , 101597.97 , 418282.84 , ...,      0.   ,  30206.752,\n",
       "         57456.63 ],\n",
       "       [875726.44 ,  98110.27 , 415300.1  , ...,      0.   ,  24775.527,\n",
       "         51606.93 ],\n",
       "       [874331.56 ,  95178.375, 415568.66 , ...,      0.   ,  21221.303,\n",
       "         51543.145]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time            (time) float64 1e+03 1.001e+03 ... 2.019e+03 2.02e+03\n",
       "  * rgi_id          (rgi_id) object 'RGI60-11.00003' ... 'RGI60-11.03926'\n",
       "    hydro_year      (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    hydro_month     (time) int64 4 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    calendar_month  (time) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Total glacier area of gridpoints with a minimum icethicknes...\n",
       "    unit:         m 2"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_dsm.area_min_h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ab650333-4d9b-4056-adc8-133772811b13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"whitegrid\"):\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    (_dsm.area_min_h.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-6).plot(label='LMR v2.1');\n",
    "    (_dsmo.area_min_h.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-6).plot(label='LMR Online');\n",
    "    (_dsmb.area_min_h.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-6).plot(label='LMR v2.1 Boosted');\n",
    "    (_dsmbc.area_min_h.sel(time=slice(1200, None)).sum(dim='rgi_id')*1e-6).plot(label='LMR Mira bc');\n",
    "    plt.plot(1850, dfo.loc[17]['Area LIA'], 'o', c='grey', label='V Reinthaler LIA');\n",
    "    plt.plot(2003, dfo.loc[17]['Area 2003'], 'x', c='k', label='V Reinthaler 2003');\n",
    "    plt.plot(2015, dfo.loc[17]['Area 2015'], 'o', c='k', label='V Reinthaler 2015');\n",
    "    plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cf07697-567d-466c-af3c-d65bb32d1be0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "56536cad-3d11-4321-9311-749508bf4216",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Main division                          All\n",
       "Region name                           Alps\n",
       "Area LIA                           4211.12\n",
       "Area 2003                          2119.14\n",
       "Area 2015                          1806.24\n",
       "Relative area change (P1)           -49.97\n",
       "Relative area change (P3)           -57.27\n",
       "Relative area change rate (P1)       -0.32\n",
       "Relative area change rate (P2)       -1.23\n",
       "Volume LIA                          280.95\n",
       "Volume 2015                          99.64\n",
       "Volume change (P3)                 -181.31\n",
       "Mean elevation change (P3)          -43.32\n",
       "Elevation change rate (P1)           -0.25\n",
       "Elevation change rate (P3)           -0.26\n",
       "Elevation change rate (P2)           -0.82\n",
       "Increase rate (P2/P1)                  3.3\n",
       "Change of median elevation (P3)        143\n",
       "Name: 17, dtype: object"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfo.loc[17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0142c31-66d6-40d7-a0f2-55db13c3cf55",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "5bef0408-f79a-4913-b649-78a543006094",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\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",
       "<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",
       "<path d=\"M23 18h-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",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\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",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\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",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".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",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;time&#x27; (time: 1021)&gt;\n",
       "array([1000., 1001., 1002., ..., 2018., 2019., 2020.])\n",
       "Coordinates:\n",
       "  * time            (time) float64 1e+03 1.001e+03 ... 2.019e+03 2.02e+03\n",
       "    hydro_year      (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    hydro_month     (time) int64 4 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    calendar_month  (time) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Floating year</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'>'time'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1021</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-eeafa7f2-7266-4213-ab13-4f95c10af0f2' class='xr-array-in' type='checkbox' checked><label for='section-eeafa7f2-7266-4213-ab13-4f95c10af0f2' 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>1e+03 1.001e+03 1.002e+03 1.003e+03 ... 2.018e+03 2.019e+03 2.02e+03</span></div><div class='xr-array-data'><pre>array([1000., 1001., 1002., ..., 2018., 2019., 2020.])</pre></div></div></li><li class='xr-section-item'><input id='section-323fe8f3-800c-4f99-844a-e9a5aecaa7ed' class='xr-section-summary-in' type='checkbox'  checked><label for='section-323fe8f3-800c-4f99-844a-e9a5aecaa7ed' class='xr-section-summary' >Coordinates: <span>(5)</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'>float64</div><div class='xr-var-preview xr-preview'>1e+03 1.001e+03 ... 2.02e+03</div><input id='attrs-0a183444-58df-4a1d-9f55-e95647dfaaa0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a183444-58df-4a1d-9f55-e95647dfaaa0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bea7d03c-5c87-4e7c-90c7-2b3bca938063' class='xr-var-data-in' type='checkbox'><label for='data-bea7d03c-5c87-4e7c-90c7-2b3bca938063' 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>description :</span></dt><dd>Floating year</dd></dl></div><div class='xr-var-data'><pre>array([1000., 1001., 1002., ..., 2018., 2019., 2020.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000 1001 1002 ... 2018 2019 2020</div><input id='attrs-aca4ef4c-861b-405c-a335-06f38332d16a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aca4ef4c-861b-405c-a335-06f38332d16a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-825f94d2-a1d9-4382-adfd-fff756dd8f94' class='xr-var-data-in' type='checkbox'><label for='data-825f94d2-a1d9-4382-adfd-fff756dd8f94' 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>description :</span></dt><dd>Hydrological year</dd></dl></div><div class='xr-var-data'><pre>array([1000, 1001, 1002, ..., 2018, 2019, 2020])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4</div><input id='attrs-4c945a01-b666-4539-b6db-7c99ff45b073' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c945a01-b666-4539-b6db-7c99ff45b073' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62d9d879-7f56-47ea-b08f-b5b80747fc1a' class='xr-var-data-in' type='checkbox'><label for='data-62d9d879-7f56-47ea-b08f-b5b80747fc1a' 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>description :</span></dt><dd>Hydrological month</dd></dl></div><div class='xr-var-data'><pre>array([4, 4, 4, ..., 4, 4, 4])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000 1001 1002 ... 2018 2019 2020</div><input id='attrs-baec7a6b-3bc1-4518-9e66-6b577680bce4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-baec7a6b-3bc1-4518-9e66-6b577680bce4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb341afa-5ee1-4efb-b3d5-3ee9002e6d50' class='xr-var-data-in' type='checkbox'><label for='data-eb341afa-5ee1-4efb-b3d5-3ee9002e6d50' 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>description :</span></dt><dd>Calendar year</dd></dl></div><div class='xr-var-data'><pre>array([1000, 1001, 1002, ..., 2018, 2019, 2020])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-f8b2a610-1432-433b-8aa7-0a6bb513c3ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8b2a610-1432-433b-8aa7-0a6bb513c3ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7c03e06-ea23-4af6-af72-dfc11f2b4931' class='xr-var-data-in' type='checkbox'><label for='data-f7c03e06-ea23-4af6-af72-dfc11f2b4931' 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>description :</span></dt><dd>Calendar month</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6d874f02-49cd-4dfc-8811-9dec89f40a34' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6d874f02-49cd-4dfc-8811-9dec89f40a34' 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>description :</span></dt><dd>Floating year</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'time' (time: 1021)>\n",
       "array([1000., 1001., 1002., ..., 2018., 2019., 2020.])\n",
       "Coordinates:\n",
       "  * time            (time) float64 1e+03 1.001e+03 ... 2.019e+03 2.02e+03\n",
       "    hydro_year      (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    hydro_month     (time) int64 4 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 1000 1001 1002 1003 ... 2017 2018 2019 2020\n",
       "    calendar_month  (time) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Floating year"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_dsm.time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "bba8e35c-7575-4428-85d4-838bc33ecec4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\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",
       "<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",
       "<path d=\"M23 18h-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",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\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",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\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",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".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",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;time&#x27; (time: 2024)&gt;\n",
       "array([1.000e+00, 2.000e+00, 3.000e+00, ..., 2.022e+03, 2.023e+03, 2.024e+03])\n",
       "Coordinates:\n",
       "  * time            (time) float64 1.0 2.0 3.0 ... 2.022e+03 2.023e+03 2.024e+03\n",
       "    hydro_year      (time) int64 1 2 3 4 5 6 7 ... 2019 2020 2021 2022 2023 2024\n",
       "    hydro_month     (time) int64 4 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 1 2 3 4 5 6 7 ... 2019 2020 2021 2022 2023 2024\n",
       "    calendar_month  (time) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Floating year</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'>'time'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2024</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f5e6fcef-9230-4d7e-bc54-e3b0112c8910' class='xr-array-in' type='checkbox' checked><label for='section-f5e6fcef-9230-4d7e-bc54-e3b0112c8910' 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>1.0 2.0 3.0 4.0 5.0 ... 2.021e+03 2.022e+03 2.023e+03 2.024e+03</span></div><div class='xr-array-data'><pre>array([1.000e+00, 2.000e+00, 3.000e+00, ..., 2.022e+03, 2.023e+03, 2.024e+03])</pre></div></div></li><li class='xr-section-item'><input id='section-217addbd-3bdb-402c-bc7c-3a70129e65b2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-217addbd-3bdb-402c-bc7c-3a70129e65b2' class='xr-section-summary' >Coordinates: <span>(5)</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'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 ... 2.023e+03 2.024e+03</div><input id='attrs-8c536041-f5f6-4d2f-8c31-f67df4323e44' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8c536041-f5f6-4d2f-8c31-f67df4323e44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cad645c6-102d-4b6c-a039-7e4987b0ce0e' class='xr-var-data-in' type='checkbox'><label for='data-cad645c6-102d-4b6c-a039-7e4987b0ce0e' 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>description :</span></dt><dd>Floating year</dd></dl></div><div class='xr-var-data'><pre>array([1.000e+00, 2.000e+00, 3.000e+00, ..., 2.022e+03, 2.023e+03, 2.024e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 ... 2021 2022 2023 2024</div><input id='attrs-1789a58d-8be3-40f3-9f95-0178b05e5f37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1789a58d-8be3-40f3-9f95-0178b05e5f37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-381a630f-5d75-4e83-9001-c3075a734acb' class='xr-var-data-in' type='checkbox'><label for='data-381a630f-5d75-4e83-9001-c3075a734acb' 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>description :</span></dt><dd>Hydrological year</dd></dl></div><div class='xr-var-data'><pre>array([   1,    2,    3, ..., 2022, 2023, 2024])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hydro_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4</div><input id='attrs-8b3253f2-f931-4b06-8505-56e4b8174e2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8b3253f2-f931-4b06-8505-56e4b8174e2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-105f6cf1-88dc-4832-b73c-40d030119d27' class='xr-var-data-in' type='checkbox'><label for='data-105f6cf1-88dc-4832-b73c-40d030119d27' 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>description :</span></dt><dd>Hydrological month</dd></dl></div><div class='xr-var-data'><pre>array([4, 4, 4, ..., 4, 4, 4])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_year</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 ... 2021 2022 2023 2024</div><input id='attrs-5fcc42eb-5129-4360-8a89-e05f9961ddb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5fcc42eb-5129-4360-8a89-e05f9961ddb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83951c18-544d-4ce1-8229-f36089d21fad' class='xr-var-data-in' type='checkbox'><label for='data-83951c18-544d-4ce1-8229-f36089d21fad' 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>description :</span></dt><dd>Calendar year</dd></dl></div><div class='xr-var-data'><pre>array([   1,    2,    3, ..., 2022, 2023, 2024])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>calendar_month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-58ce2f66-f939-4cc3-a0ab-84b39857c661' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58ce2f66-f939-4cc3-a0ab-84b39857c661' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b050a935-6ac8-4c86-ab87-44739071c99d' class='xr-var-data-in' type='checkbox'><label for='data-b050a935-6ac8-4c86-ab87-44739071c99d' 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>description :</span></dt><dd>Calendar month</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, ..., 1, 1, 1])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c05c6376-1d4d-432b-a3e3-db01c2fea9f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c05c6376-1d4d-432b-a3e3-db01c2fea9f8' 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>description :</span></dt><dd>Floating year</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'time' (time: 2024)>\n",
       "array([1.000e+00, 2.000e+00, 3.000e+00, ..., 2.022e+03, 2.023e+03, 2.024e+03])\n",
       "Coordinates:\n",
       "  * time            (time) float64 1.0 2.0 3.0 ... 2.022e+03 2.023e+03 2.024e+03\n",
       "    hydro_year      (time) int64 1 2 3 4 5 6 7 ... 2019 2020 2021 2022 2023 2024\n",
       "    hydro_month     (time) int64 4 4 4 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4 4 4 4\n",
       "    calendar_year   (time) int64 1 2 3 4 5 6 7 ... 2019 2020 2021 2022 2023 2024\n",
       "    calendar_month  (time) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "Attributes:\n",
       "    description:  Floating year"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_dsmbc.time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c1b53167-55bf-452b-8d95-1612b1dd58e9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b9a4af31-01cc-45d2-bfb6-3211b54c0eab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"whitegrid\"):\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    (_dsm.volume.sel(time=slice(1200, 1970)).sum(dim='rgi_id')*1e-9).plot(label='LMR v2.1');\n",
    "    (_dsmo.volume.sel(time=slice(1200, 1970)).sum(dim='rgi_id')*1e-9).plot(label='LMR Online');\n",
    "    (_dsme.volume.sel(time=slice(1600, 1970)).sum(dim='rgi_id')*1e-9).plot(label='ModE-RA');\n",
    "    # plt.plot(2003, dfok.inv_volume_km3.sum(), 'o', c='k');\n",
    "    plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3ad7f78-8cca-4425-87be-557ac8dd1f61",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "8bdd103f-7127-4351-94a0-61a8c7b1d01d",
   "metadata": {},
   "outputs": [],
   "source": [
    "_dsm.to_netcdf('filtered_update/lmr_v21_avg_reg11.nc')\n",
    "_dsmo.to_netcdf('filtered_update/lmr_online_avg_reg11.nc')\n",
    "_dsmb.to_netcdf('filtered_update/lmr_v21_avg_boosted_reg11.nc')\n",
    "_dsmbc.to_netcdf('filtered_update/lmr_mira_bc_reg11.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa256104-68ce-4883-acae-128b567e608d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5df116f9-a58a-4744-9aeb-cfdb55fddc0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ens in range(0, 20):\n",
    "    with xr.open_dataset(f'output/lmr_v21_ens/lmr_v21_ens{ens}_hist_reg11.nc') as dsh:\n",
    "        with xr.open_dataset(f'output/lmr_v21_ens/lmr_v21_ens{ens}_reg11.nc') as dse:\n",
    "            ds = xr.concat([dse.sel(rgi_id=valid_ids).isel(time=slice(None, -1)), dsh.sel(rgi_id=valid_ids)], dim='time')\n",
    "            ds.to_netcdf(f'filtered_update/ensemble_members/lmr_v21_ens{ens}_reg11.nc')\n",
    "            \n",
    "            ds.volume.sum(dim='rgi_id').plot(c='k', alpha=0.3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6023dae4-1f83-45e7-9754-bb86785a41f5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "34dcfee4-cea5-48ed-a494-98cf4c4869a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAHFCAYAAADcytJ5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9d3Rc53nn/53eB8Cg90aQIAmAvUkUqUaJsqzYlsuJY29k5dje/JJNTpyNd+0ku3bK2mnOOsk6duzsynKLYtmWXFQoSqxi7yBIAETvwMxgem/39wfyPLx3MAMC7CLfzzk4JAZ37ry3zH2/71NVkiRJEAgEAoFAILgLUd/pAQgEAoFAIBDkQwgVgUAgEAgEdy1CqAgEAoFAILhrEUJFIBAIBALBXYsQKgKBQCAQCO5ahFARCAQCgUBw1yKEikAgEAgEgrsWIVQEAoFAIBDctQihIhAIBAKB4K5FCBWB4CZx4MABqFQqHDhwYNHvGR4ehkqlwne/+91rbvvlL38ZKpXq+gd4HdBn0o9Op0NdXR0+85nPYHp6Oud74vE4vvGNb2Dnzp0oLi6GTqdDcXExHn74YfzLv/wLgsGgYnuVSoX/8l/+y7z9jIyM4Ld+67dQVVUFg8GA6upqfOhDH5q3ndPpxKc+9SmUlJTAbDZj27ZteOeddxZ9jO+++y4+/elPY8OGDTAYDFCpVBgeHs657de//nU8++yzaGxshEqlwsMPP7zozwGAZDKJP/uzP0NDQwMMBgNaW1vxT//0Tzm3HRwcxLPPPovCwkJYrVbs2rULZ8+ezbntSy+9hLVr18JoNKKqqgp/8Ad/gFAoNG+7UCiEP/iDP0BVVRWMRiPWrl2Ll156SbFNOp3G3//932P37t2oqamB2WzGypUr8YUvfAE+n29JxysQ3BQkgUBwU/D7/dKxY8ckv9+/6PfEYjHp2LFjktPpvOa2X/rSl6Tb/ZWlz3zzzTelY8eOSXv37pU+//nPS2q1Wlq1apWUSCQU2zudTmn9+vWSXq+XPvOZz0g/+clPpEOHDkmvvPKK9Hu/93uS3W6XPvnJTyreA0D63d/9XcVrFy9elIqLi6VNmzZJP/zhD6WDBw9KL730kvT8888rtovFYlJbW5tUU1Mj/eAHP5Deeust6QMf+ICk1WqlAwcOLOoYv/zlL0v19fXSBz/4Qenhhx+WAEhDQ0M5t12xYoW0fv166bd+67ek0tJSaefOnYv6DOLTn/60ZDAYpL/5m7+R9u/fL33hC1+QVCqV9L/+1/9SbOd0OqWqqipp9erV0k9/+lPptddek7Zv3y7ZbDapp6dHse0PfvADCYD06U9/Wtq3b5/0rW99SyooKJB27do17/N37dolFRYWSt/61rekffv2SZ/+9KclANIPf/hD3iYYDEo2m0367Gc/K7388svS/v37pa997WtSUVGRtGrVKikSiSzpmAWCG0UIFYEgD+Fw+E4PQcGdFCoul0vx+vPPPy8BkPbt26d4/YknnpB0Op108ODBnPtzu93S97//fcVr2UIlk8lIa9euldauXSvFYrEFx/eNb3xDAiAdPXqUX0smk9KqVaukzZs3L+oY0+k0//9v//ZvFxQq8m1Xr169JKHS1dUlqVQq6Stf+Yri9c985jOSyWSSZmdn+bXPf/7zkk6nk4aHh/k1v98vlZSUSB/72Mf4tVQqJVVWVkpPPPGEYp8//OEPJQDS66+/zq+99tprEgDpRz/6kWLbXbt2SVVVVVIqleJ9ut3ueeN/+eWXJQDzrp9AcKsRrh+BAFddHGfPnsVHPvIRFBUVobm5GcCcK+O//tf/ioqKCpjNZuzYsQNnzpxBQ0MDPvWpT/E+bqbr57XXXsPatWthMBjQ2NiIv/u7v7sJR3nz2LhxIwBgZmaGXzt16hTeeustfPazn8WOHTtyvq+4uBif/OQnF9z3oUOHcP78efzBH/wBDAbDgtu+8sorWLFiBbZt28avabVafPKTn8TJkycxMTFxzWNRqxf/GFzKttm8+uqrkCQJzz//vOL1559/HtFoFG+++Sa/9sorr+DRRx9FfX09v2a32/Hss8/il7/8JVKpFADg+PHjmJqamrfPj370o7BarXjllVcU+7RarfjoRz867/MnJydx4sQJAIBGo0FxcfG88W/evBkAMDY2dj2HLxBcN0KoCAQynn32WSxbtgwvv/wyvvWtbwGYe5B//etfx/PPP4+f//zn+PCHP4wPfehDt8xf/8477+ADH/gAbDYbXnrpJfzt3/4tfvzjH+OFF15Y1PszmQxSqdQ1f9Lp9HWPcWhoCACwfPlyfm3v3r0AgF/7tV+77v0Cc0IFAGw2G973vvfBaDTCarXi/e9/P3p6ehTbdnV1oaOjY94+6LVLly7d0FhuJl1dXSgtLUVFRYXidRprV1cXACAajWJgYCDvcUWjUQwODirek72tTqdDa2sr/522XblyJbRa7YKfn499+/YBAFavXr3wgQoENxnttTcRCO4fnnvuOfzZn/0Z/3758mX827/9G/77f//v+OpXvwoA2LVrF8rLy/Hxj3/8lozhT/7kT1BeXo69e/fCaDQCAJ588kk0NDQs6v1//ud/rjiGfNTX1+cNGs0mnU4jlUohFAph7969+OY3v4mPf/zjWL9+PW9DK225FQAAJElSiCKVSgWNRpP3s8gK8vzzz+OjH/0oXnvtNUxNTeFP//RP8dBDD6GzsxOVlZUAgNnZWTgcjnn7oNdmZ2cXdXy3g3xjtVgs0Ov1PFav1wtJkhZ1XPRvvm3l13d2dhZNTU3X3GcuJiYm8IUvfAEbN27E+9///rzbCQS3gnvGonLo0CE888wzqKqqgkqlwquvvrrkfezZswdbt26FzWZDaWkpPvzhD/PKUXB/8OEPf1jx+8GDBwEAH/vYxxSvf+QjH5m3Mr0ZhMNhnDp1Cs8++yyLFGDOuvDMM88sah+f/exncerUqWv+/PKXv1z0uCoqKqDT6VBUVISPfexj2LBhA1588cVFvffnP/85dDod/xQUFCy4fSaTAQBs27YN//qv/4rHHnsMn/zkJ/Hqq6/C7XbjG9/4hmL7hTKh6G/ZVqYbsSbdCIsZ683c9kb2SXg8Hrzvfe+DJEn493//9xtyfwkE18M9c8eFw2GsWbMG/+f//J/rev/g4CA+8IEP4NFHH8X58+exZ88euN1uPPvsszd5pIK7GVqpE7TKLC8vV7yu1Wpz+vFvFK/Xi0wmM889ACDna7moqKjA2rVrr/mzatWqRY/r7bffxqlTp7Bnzx58+MMfxqFDh/B7v/d7im3q6uoAzKUVy3n44YdZHC1mNU7n9cknn1S8vnbtWlRWVipSdIuLi3NaAjweD4Cr1oLf+q3fUoilxx577JrjuNnkG2s4HEYikeCxFhUVQaVSLeq46Fzl21ZuaVnsuZLj9Xqxa9cuTExMYO/evTktMgLBreaeESpPPfUU/vIv/zKvsEgkEvhv/+2/obq6GhaLBVu2bFEEPZ49exbpdBp/+Zd/iebmZqxfvx5/9Ed/hAsXLiCZTN6moxDcabJXlTQRyINGASCVSt0StwJNUrlqlOSrW5LNn//5nysm5Xw/FCy8GNasWYONGzfiiSeewMsvv4xdu3bh29/+Nk6dOsXb7Nq1CwDwi1/8QvHewsJCbNy4ERs3blyUuMsVm0FIkqRY0be3t+PixYvztqPX2traAMwFS8utSf/yL/9yzXHcbNrb2+FyueZdx+yxmkwmLFu2LO9xmUwmFgzt7e2KfRCpVAo9PT28T9q2u7ubA3HzfT7h9Xrx+OOPY2hoCHv37l3wuggEt5J7Rqhci+effx5HjhzBSy+9hM7OTnz0ox/F7t270dfXB2Aui0Gj0eCFF15AOp2G3+/H97//fTzxxBPQ6XR3ePSCOwVlr/z7v/+74vWf/OQn8x74NwOLxYLNmzfjZz/7GWKxGL8eDAYX7aq5Fa4fOSqVCt/4xjeg0Wjwp3/6p/w6CZnvfOc7OHz48HXtG5hbdJjNZrzxxhuK18+ePYvp6Wls3bqVX/vQhz6Enp4ezlgB5ibpH/zgB9iyZQuqqqoAAA0NDSyWNm7ciBUrVlz3+K6XD3zgA1CpVPNcZt/97ndhMpmwe/dufu1DH/oQ9u3bp8iwCQaD+NnPfoZf+7VfY7fjli1bUFlZOS9r7Cc/+QlCoZBi4fahD30IoVAIP/3pTxXbvvjii6iqqsKWLVv4NRIpg4ODeOutt7Bu3bobPn6B4Lq5o8nRtwgA0iuvvMK/9/f3SyqVSpqYmFBs99hjj0lf/OIX+feDBw9KZWVlkkajkQBI27Ztk7xe720ateBOkq9eiCRJ0sc//nFJo9FIX/ziF6W9e/dKX//616Xa2lqpoKBAUYBs//79EgBp//79i/7coaEhCYD0wgsv8GtvvfWWpFarpe3bt0uvvPKK9JOf/ETatGmTVFtbe9fUUZEkSfqd3/kdCYB0+PBhfs3pdErr1q2T9Hq99NnPflb66U9/Kh0+fFh67bXXpK9+9atSdXW1VFlZqdgPchR8+7u/+zsJgPTcc89Jb775pvTd735Xqq2tlerq6hT1RmKxmLR69WqptrZW+uEPfyjt3btX+tCHPrSkgm9Op1N6+eWXpZdffln6zd/8TQmA9M///M/Syy+/PG8fp06d4m1ra2ulVatW8e/ymicvvviipNFopBdffFHxfir49rd/+7fSgQMHpD/+4z/OW/CtsrJSam9vl1555RXp9ddfl3bs2CHZbDapu7tbse33v/99CYD02c9+Vtq/f7/07W9/WyosLMxb8K2oqEj69re/Le3bt0/6zGc+IwGQfvCDH/A2kUhE2rRpk6RSqaR/+Id/kI4dO6b46e/vX9R5FQhuFveFUPnxj38sAZAsFoviR6vVcvGkqakpqaWlRfr85z8vnT17Vjp48KC0c+dO6bHHHpMymcwdOhLB7WKhCTkWi0l/+Id/KJWVlUlGo1HaunWrdOzYMamgoED63Oc+x9vdLKEiSZL0i1/8Quro6JD0er1UV1cn/dVf/dVdVfBNkiRpZmZGslqt0iOPPKJ4PRaLSf/0T/8kbd++XSosLJS0Wq3kcDikhx56SPrrv/5rhdCQpNxCRZIk6Tvf+Y7U1tYm6fV6qbi4WPrEJz4hjY2Nzdtuenpa+s3f/E3J4XDw9dm7d++ij5GuW66f7IJuzz33XN5t5dfwhRdeyHldE4mE9KUvfUmqq6uT9Hq9tHz5cukf//Efc46rv79f+uAHPyjZ7XbJbDZLjz32mHTmzJmc2/7oRz/i+6WiokL6/d//fSkYDM7bLhgMSr//+78vVVRUSHq9Xuro6JD+7d/+TbEN3ZP5fp577rlrnlOB4GaikiRJumXmmjuESqXCK6+8gg9+8IMA5sz2n/jEJ3Dp0qV5aZFWqxUVFRX4H//jf+CNN97A6dOn+W/j4+Oora3FsWPHFOZmgeDo0aN48MEH8cMf/hC/8Ru/caeHIxAIBPcs90UdlXXr1iGdTsPpdOKhhx7KuU0kEpknYuh3SpcU3J/s3bsXx44dw4YNG2AymXDhwgX81V/9FVpaWkRWmEAgENxi7hmhEgqF0N/fz78PDQ3h/PnzcDgcWL58OT7xiU/gN3/zN/G1r30N69atg9vtxr59+9De3o73ve99ePrpp/G///f/xp//+Z/j4x//OILBIP74j/8Y9fX1IpDsPsdut+Ott97C17/+dQSDQZSUlOCpp57CV7/6VUWtEzlSVpGzXGg0mtveDVkgEAjea9wzrp8DBw7gkUcemff6c889h+9+97tIJpP4y7/8S3zve9/DxMQEiouLsW3bNvzZn/0Zp/i99NJL+Ju/+RtcuXKF28X/9V//NVpbW2/34Qje4+S7H+W88MILil5BAoFAIJjPPSNUBIK7iWAwiN7e3gW3aWxsvCVF4wQCgeBeQggVgUAgEAgEdy33TcE3gUAgEAgE7z3e08G0mUwGk5OTsNlsIihRIBAIBIL3CJIkIRgMoqqq6pqNLt/TQmVychK1tbV3ehgCgUAgEAiug7GxMdTU1Cy4zXtaqNhsNgBzB2q32+/waAQCgUAgECyGQCCA2tpanscX4j0tVMjdY7fbhVARCAQCgeA9xmLCNkQwrUAgEAgEgrsWIVQEAoFAIBDctQihIhAIBAKB4K5FCBWBQCAQCAR3LUKoCAQCgUAguGsRQkUgEAgEAsFdixAqAoFAIBAI7lqEUBEIBAKBQHDXIoSKQCAQCASCuxYhVAQCgUAgENy1CKEiEAgEAoHgrkUIFYFAIBAIBHctQqgIBAKB4L5DkqQ7PQTBIhFCRSAQCAT3BalUCgAQiUSwZ88eXLhw4Q6PSLAYtHd6AAKBQCAQ3Gq8Xi/effddNDc3IxKJIJlMYnR0FGvWrLnTQxNcAyFUBAKBQHDPc+nSJQDAwMAArFbrHR6NYCkI149AIBAI7nlisRj/P5lM5vy/4O5ECBWBQCAQ3PPE4/Fr/l9wdyKEikAgEAjuadLpNDKZTM6/RaPR2zwawVIRQkUgEAgE9zQ+ny/v30Kh0O0biOC6EEJFIBAIBPc0C7l3gsHgbRyJ4HoQQkUgEAgE9zSJRCLv38Lh8G0cieB6EEJFIBAIBPc0uYSKxWIBoMwGEtydCKEiEAgEgnuaXK4fu90OQAiV9wJCqAgEAoHgniaXRaW2thbAXFl9Kq0vuDsRQkUgEAgE9zR+vx/AVXdPa2srysvLodXOFWcXVpW7G1FCXyAQCAT3LIlEggNmH3roIeh0Ov6bxWKB3+/H1NQUWlpa7tQQBddAWFQEAoFAcM9CBd2MRqNCpACAWj03Bfb09Aj3z12MECoCgUAguGcht47BYJj3t4KCAv7/nj17RDn9uxQhVAQCgUBwz0LiI5dQWbFiBf8/k8lgYGDgto1LsHiEUBEIBALBPQsJFaPROO9ver0eq1at4t8lSbpt4xIsHiFUBAKBQHDPspBFBQCqq6v5/xSzIri7EFdFIBAIBPcs1xIqRqMRzc3NABYutS+4cwihIhAIBIJ7loWCaQmqryKEyt2JECoCgUAguGdZKEaF0Ov1AIRQuVsRQkUgEAgE9yzXcv0A4PoqyWTytoxJsDSEUBEIBALBPUk6neZCbgsJFY1Gw9sL7j6EUBEIBALBPQlZUzQaDff1yQX9TVSnvTsRQkUgEAgE9ySLCaQFrgoVYVG5OxFCRSAQCARMLBa7ZywLi4lPAZSuH1H07e5DCBWBQCAQAJgTKXv37sWBAwfu9FBuCosVKnK3kLCq3H0IoSIQCAQCAMDs7CyAuY7D94JlYTGpycBcRVqVSgVAxKncjQihIhAIBAIA4MkaAF5//XWMjo7ewdHcOIu1qAD541SSySSmp6eRyWRu/gAFi0IIFYFAIBAAUBY8y2QyuHDhwqLel0qlOHD1bmIpQoXiVLItKidOnMCpU6fQ399/8wcoWBRCqAgEAsF9xNjYGA4cOICJiQnEYjH09PQgmUwiGo3i4sWL17XP/fv3Y+/evXedWFls1g+Qv5aK1+sFMHfeBHeG/InlAoFAILin8Hg8ePvttzE4OIhgMAi1Wo1kMonTp0/D4XBc935JELhcLtTW1t6s4d4w1+P6yRejIneLCW4vwqIiEAgE9wmTk5MIBoMA5tw8mUwGMzMzGB8fv+5sF3nQ7d0Wx0Gig0rkL4Qo+nb3IoSKQCAQ3Cf09fXB7XYDuGptSKVSUKuvTgWbN2/G6tWrAWDBaq6EfGK/W4XKYo5DlNG/e7njQmViYgKf/OQnUVxcDLPZjLVr1+LMmTN3elgCgUBwTxEOhzE+Pg5JkqDRaBCJRBAKhTA9Pa0IorVYLKiurgYwN9FfK01Z3shvcHDw1gz+OpAXb1uMUBEWlbuXOxqj4vV68eCDD+KRRx7BG2+8gbKyMgwMDKCwsPBODksgEAjuObxeL0/CNTU1sNvtmJmZATDnBpIkCTqdDlarVWEZSaVSC7pO5BN7JBJBKpValDC41cgtI2QtWYhcFhUhWu4O7ujd9Nd//deora3FCy+8wK81NDTcuQEJBALBPUo4HEYqlYLVaoVWq0VhYSGMRiNcLhckSUIikcAjjzwCYK4AmlqtRiaTWZJQAeYsLHeDUKFxaTSaRQXC5rKoyLOY7ja31v3EHXX9/OIXv8DGjRvx0Y9+FGVlZVi3bh2+853v5N0+Ho8jEAgofgQCgUBwbaiHj8lkglarRTKZhEqlgl6vBwA8/PDDsNlsvD1N3HLXTi6y/363WCGWEp8i305uUaHAY+Da50Fw67ijQmVwcBDf/OY30dLSgj179uC3f/u38fu///v43ve+l3P7r371qygoKOCfuykNTiAQCO5mYrEYkskkTCYTNBoNWwj0ej2am5vn1UAhK8q1hEf23++WYNSlCpVcBd8o8JhevxfaCrwXuaNCJZPJYP369fjKV76CdevW4T//5/+Mz3zmM/jmN7+Zc/svfvGL8Pv9/CMK8AgEgvudTCaD8+fPY2hoaMHtyKJiNBoVdUUKCwvhcDjg9/sV298rFpXFxKfItyOhlclk5rUQEFaVO8MdFSqVlZVYtWqV4rWVK1fm7S9hMBhgt9sVPwKBQHA/MzAwgLGxMXR1dS244o9EIpAkCXq9HmazmV+vra2FSqWCz+dTbL8Yi0o8Hkc0GlW8drcJlcVaVMgFRmnbgUAAmUwGOp2ORYwQKneGOypUHnzwQfT29ipeu3LlCurr6+/QiAQCgeC9hTxWLxKJ5N0uFAoBAEwmE0wmE79eUlICYK5q7ZtvvomJiQmFdSXf5JxKpbBv3755PXBut1BJJBLzxJJ8HIsp9gaAxRudQzqvhYWFvA8hVO4Md1SofO5zn8Px48fxla98Bf39/fjRj36Eb3/72/jd3/3dOzksgUAgeM8gnzzlwZ9y5E0DrVYrrFYr/00eQJtMJnH27FkcOnSI+/7kEx6hUCjn3253jMpbb72Ft99+e56IoN8Xa1EhoRKNRpHJZFj8mM1mIVTuMHdUqGzatAmvvPIK/u3f/g1tbW34i7/4C3z961/HJz7xiTs5LIFAIHjPIC/Wli8TMplMIh6PQ6VSwWazoaCggP+Wz4WeTCaRTqfzTs75GhDeTotKMplkd1f2sS/VomIwGKBWqyFJEmKxGLuAjEajECp3mDue7P7+978f73//++/0MAQCgeA9yWKFSiKRgFarhclkQnl5Obq7uwEgb4FNtVoNj8ezaKGi0WiQTqd5gr8dyF0+ueq5AEqhkkgkoNPpctZVUalU0Ol0iMfjSKVSioaGi82AEtwa7ngJfYFAIBBcP3KhEg6H824jFyo2mw07duzA5s2bFYG1crRaLbxer2L/crLjQshKczvrW8nHkC2csoNpPR4P9uzZg66urrz7kxd9o/0ZDIZFZ0AJbg1CqAgEAsF7lFQqpYgJyRVUClx1/Wg0Gg6kLSgoQHl5uWI7eXNCnU6HRCKRd3LOFkVU1+pOCZXsQOJsi8rly5cBAMPDw3n3JxcquSwqQqjcGYRQEQgEgvcoXq8XADimguJKsqGJVy5U5OzYsQPt7e3YtWsXv6bVatkSkwvKItq4cSMefvhhVFRUAJhL771d5eblQmViYkLxt+xgWrlLqr+/H2+++ea8lGy55SRXjIpw/dwZhFARCASC9yherxfRaBSTk5Ps0shlVUmn00ilUlCr1TAajfP+XlBQgIaGBuj1ejz11FPYsmULtFqtwgUiR5IktqgUFBTAZrMpYj9uV5yK/Fij0ahCSGQH08qPo7u7G8lkEmfOnFHsj4RKLBZjsSVcP3ceIVQEAoHgPUoqlUIoFIJWq+VA0FzCIhaLQZIkqNVqLmyWD61Wi7KyMt4uV9xLIpHgiZwsNCqViive3gmhQuMi5BaVVCqV08qTbS0i1xe5iXQ6HdRqtbCo3GGEUBEIBIL3KJlMBrFYjAXI7OxsTosKiRd5ldVrQbVWYrHYPHeSPNBUnkFD1pp8qcs3m+y4FLlAkltU8sXNpNNphYAhdxZBwkvEqNxZhFARCASC9yjpdBrhcBhqtRoGgwEejyenSCDxksvtkw+LxQKVSpUzToU+I3t/t9OikslkFHEkwFULyczMDP+fLE25oJopRLYgo0wm4fq5swihIhAIBDeBO9FZN5VKsVDR6XRIJpM5LSryDJbFYjQaodVquQaLnGyhEgqF4Ha7b6uLRO7Oouq6NM6TJ0/ydnQM+ZidncXU1BSmpqbQ3t6u+FtDQwOAxXeSFtwa7njBN4FAIHivk06ncfDgQWg0GmzdunVJguBGiEQiSKfTUKlU0Ov1irRaOdcjVEwmE6coZwsVEkMUn7J//34AQGlpKYC5rJrm5ualH9ASkI9hIZcTZS8RJSUlqK2tRSgUQl9fH7q6uliAbN68GXV1ddwYl2rMCNfPnUVYVAQCgeAGCYVCCIfDCAQCGBwcvG2fS+m1BQUFXP49VzoxvXatQFo5RqMRGo0mp1Ch2JDsYnEUeJtIJOalC99s5FYdEipOpzOn1YPG39TUhG3btqGmpgZVVVUAlFaSUCikOCYSdvL6KkQ6ncbo6OhtrcR7vyKEikAgENwgcnfL1NTUTdknxZ8sBAV/FhYW5qwXQtBEfT2un1xChcZlNpsVcR3ywFq3273oz7oe5EKFLDsejwcnTpyYty1ZQuRCzWazKQrcAXPXsaamBiqVCg6Hg4+HLCqSJLFYuXz5Mi5cuKBwMwluDUKoCAQCwQ0iFyrhcPimZL0cPXoU+/btg9/vz7sNTZoGg4FFSK7PzjVRXwt5jEq2y4OEisViUfxtYGCAx3SrrQ25hAowJ1aITZs2AbhqeZILNZVKhTVr1qC8vBw1NTUA5q6jyWTCrl27sHXrVt5Wo9GwaKHjGx8fV+xbcOsQQkUgEAhukOwAVvlkeT1IksQT4EIWGnmZeIvFAmB+ii2gTE9eLPliVCKRCJLJJNRqNaxWq0KoSJIEp9PJv/f39y/685aKXKjk6lekVqtRUVGBYDCIQCDAv8upqanB5s2b2Q1E19FgMECj0cDj8eDQoUOYnp4WcSp3ECFUBAKB4AbJtmLMzs7e0P7k9UFylbwnyO2i1Wq5C3IwGJy3LxI9RUVFix6DTqeDVquFJEkKIUY1Sch1Ip+4M5mMwl2VXefkZiIXKiTS5NB5o/EWFhbmtSjlSqsOh8M4cuQI/H4/Tp06xceVTCYVLiDBrUcIFYFAILhBaCKnFfuNNuajHj7A/NoecuQWFbvdDkBZSXZ2dhZHjhxBOp2G3W7nbRaDRqPhuJdAIIBgMKhIVSYhIBcqRqNRIU5ul+tHHhtDkAWErsVCx05CRW45ItcOQVayRCKB6enpGxi5YKmI9GSBQCC4QUioOBwOTE9P3/AELbfILLRyl1dfzTXZHj16FMCc2CkuLmbhsRjkJfE9Hg8OHDgA4KpAyXaF2O12SJKEeDyOFStWoLe397YJFQDYunUrjh8/zn/PTlleyDJFx5nJZJBMJqHT6eZZpuh4cwUXp9PpRVf8FSwdYVERCASCG4Cqm1I/mexqp9eD3CqxGKGi1+t5sk2lUvNcE4lEAhqNZknBtMDVyV5u1SFRFo/Hcf78ebY0WK1WGAwGVFVVsSvmVgmVZDLJpe9pjKWlpSxGLBYLWltbASwu40mtVrOIO3ToEE6dOsWWGCr6RucgkUjMK+53rewswY0hLCoCgUBwA1CF1JGREahUKkxOTqK2thapVGpJFgxienpakdqbT6jIs3FMJpNCqFC3ZABcW0Wj0eSM5VgI6veT7X5Kp9Po7u5GcXExv0buJ7fbzeOicVzPeVgIeXCwPMV4586diMfjPG7gqli6lkgzGAxIpVKIRCIKoVhaWorh4WE+n4lEYp6rKRgMLsmtJlgaQqgIBALBDRCNRrmLsUajgdPpRG1tLWKxmGLCXAwulwunTp1SvJZPqITDYWQyGXb7yN0XBw8e5MmcLAA6nW5JvX6Aq/Ef2Z2Hc9VIke+fXCHpdBrxePymCxV5EHH2GLIzmxZb7M5iseS0jDgcDgBzgi+dTiORSLA4ymQyUKvV89xEgpuLcP0IBALBDRCNRhGPx3mC1Ov13NV4qZw5c2bea/nSYUOhENLpNFeQpc7IZBUgcUHWAavVmjPodCG0Wi2KiopYGFCwcDQazSkSSAxcvnyZz8e+fftu+kROx5ZdsC0XixUq1C8oG71ezwIoHo8jkUggmUzC7/ejs7MTQ0NDtzS7SSCEikAgENwQsVgMyWSSLRrUHPB64jNSqdQ8YeLz+eZZNOhzM5kM9Ho9Z+hQOrHcVUOxFtSHZylotVo0NDSgtLQUGzdu5Mk+Ho9Do9GgvLyct5ULFQCKQnU3u60AHd+1AljT6TRve62qvAulbpvNZmi1WoVQCQaDMJvNcLlct7wK7/2OECoCgUBwA0SjUSSTSZ6kaeW9VItKPB7H+Pg4zp07B41Gg9LSUqjVaiQSiZwWCSq8JhcqNHF3dnZywCcJJnJhLAUSP62traisrFSU6ddoNKitreVt0+m0wspyo7VkFoKE27WECllT5MGy+aisrMTWrVuxYsUKfm3nzp0A5txCJFTi8TiCwSDS6TQXmrvVfY3ud4RQEQgEghsgl1BJJpNLFip+vx8TExPQ6XRIp9NwuVwYGxvjz8iGJkeDwcCxJGQ9SCaTHG9BMS5LjU8BrrpLyMqj0WiQyWRYqBQWFqKkpAQAUFZWprDkyK0tNzsrhj7nWq6fxQbSEqWlpWhsbIROp0NZWRkHyMotKpFIBIFAADMzMxycLK/GK7j5iGBagUAguAGi0Sii0ShnwJhMJqRSKUxPT2P16tU535NKpaBWq3miTafT2LdvHwCli4IyUHIJFao2W1tbm7O7L72Wnca7FOS1Q2iflOVkMBhgMpmwefNmJJNJGI1GFBQUKN7f0tKCvr6+Gy6Al81iY1Sup2u0TqfDrl27FPsmoULikwQkWVTC4TDXXxHcfIRFRSAQCG6AaDQKr9cLvV4Pq9UKh8OBdDqNSCSS06qSyWSwf/9+7N+/n90z09PT3NOnurqat1Wr1YhEIujq6lIEbMZiMY6LkKcIyy0azc3NaG1tRUFBAerq6q4r84YmeJrwNRoNiyYq2a/RaBS1TGg8Go0GBQUFXGb/ZlpVlur6WUrXaNqvPPC4oKAAWq0WwWAQqVSKLTUGgwEqlQqSJInMn1uIECoCgUBwA0SjUWQyGWi1WpSVlUGj0fBqPJdQiUajiMViiEQiPHk7nU74/X5UVlZi3bp1vK3FYmExMzo6yq97vV7EYjGYTCaFi6WyshLAnGBIJBKoqqpCbW0tKioqrmu1n+36Aa6KoXyVXrds2cL/D4fDHKQ6MzOz5M/Px61y/eSjsLAQNpsNmUwGPT09nIoOQNFmQHBrEEJFIBAIrpNkMsnuFooVAa6u9LOFirxXDnDVfeN2u5FOp2G1WlFWVsZ/Lykp4ck426KSSCRgNBoVLp0NGzagtbUV9fX1CIVCXPYemF9zZDHQBO92u9Hb24uJiQnO5slnpdBoNFwVNhAIcGfimxlwuliLCp1/rVaLPXv24Je//CWuXLlyXZ/Z1tYG4Op1oN9pDEKo3DqEUBEIBILrJJFIcHEzqrcBXF3py2NLwuEw9uzZgxMnTvBrLpcLADA5OQlgLgDV7XZjamoKsVgMWq0WTU1N8/ZFQkWv1yssG+vXr8fmzZuhVqvZ0kPciEUFAK5cuYLu7m5umLjQ/qgmSTAYRGVlJVQqFXw+3w23FiAWa1GhcxaJRFgg9vb2Xle6NAXaAkBTUxMMBgO0Wi1btEKh0JL3KVgcQqgIBALBdZJIJLhEvLwqai6LSn9/PyRJUrhRnE4nJEniyT+TyaC/vx8VFRVsKSFLiFyoBINBrkort6jodDq0tLTMC2qVj2kp2Gw2xfsoeJQ+Kx+ULRMKhaDX63mMuYKC5VBbgL6+vgVFzWItKmT9yC50d+nSpZy1aa5FaWkp1q9fz5lOu3fvZlEm+v3cOoRQEQgEguuELCokVEhU0Epf7ubJVQo/kUjA5/MhmUxCpVLxRK5SqRSZNsDVnkIAOHDTYrHknKyXL1+u+H3Tpk3XdXxqtVrRH8hut6OpqQmrV69eUKiYTCZOZQ6HwyxUFiqCF41GsXfvXrz55pvo6elRdELOZqkWlVzVfd95550F35uL8vJyvh47duyASqXi8yOEyq1DCBWBQCC4TsiiIi9hD1ydQOUTc3ZjP2JmZgbpdBoqlUox2Xk8Hvj9fqhUKqjVakVXZrlQyYU8wBa4Wvr+esiORSkpKYHFYllQqKhUKrY0BAIB3sdCQmV0dFRxjoLBYN72AYtJT6a+PMlkkovPyccci8WWXJRu7dq1aGtrw+7du9lqJYTKrUcIFYFAILhOSKiQNYVW2+RqkE/M2ZMuTZqzs7PcZVitVvN7tVotent7kUql5rlOKAg3X7XZpfb0WQiKywCgCPS9VswLuX/OnDnD1qSF3Dm5RMzw8HDObRdTQp8+KxaLQa1Ww2Qy4cknn1RYlzo7Oxc8hmz0ej0XhCOEULn1CKEiEAgE1wm5bnQ6HQoLC+e5fuQTM5XVp0m2pqYGwJzlJJ1Oc4pzbW0tCgsLFUKGAmZJqFCGibyGSjaUbSOPK7keysvL8eCDD+LJJ59U9Au6VsovHR9wVYQsVMFV3huIyCdsSPQtJJYoPoVEUklJCVQqFSoqKrBt2zYAczE0NxrgSx2yo9Eou+YENxchVAQCgeA6SSQSiEQiihoqgDKuhDJ7vF4vOjs7EQqF8MwzzyjcNul0GslkkoukPfjgg2xFCQQC7EahoFuKX8lXywQAOjo60NLSoqhrcr04HA7o9XpFivO1iqgVFxezmHE4HEilUujt7c1ZTyWTybD4Wr9+PVf0zef6WYxQIXFE54oK1AFzooV+93g8Cx7HtbBYLFCpVIpCcIKbixAqAoFAcJ2QhUSr1cJoNPJErtPpODPE7/cjk8mwNcFsNkOSJLZ0ZDIZZDIZjnWhaq5UvC0Wi3E8xPj4OMddAAuLBZ1Oh9bWVl7x32wWU+2VUqszmQzcbjdGRkZw+vTpedtRJ2i1Wo3q6moWIDciVEigZFfSJeic5rLkLAUScEKo3DpErx+BQCC4TigugWJU5LEhJESoaSGJGIo9GR4eRjgchl6vRyqVYqFC1hPKnEmn0ygoKOBmhy6Xi91HSy0Nf6PIU3oXk+5M4xsbG+Mx5yr8Rn+TCz1AmTUlh15fSKjIG0Oq1WqOmSFIqIyOjsJkMiGdTqOxsZHddsFgEKdOnUJDQwMLrlzo9Xro9XqEw2H4/f6cqeGCG0NYVAQCgeA6IaFC5n/g6mRLbo9oNIpwOIx0Og2dTgeVSoW+vj4kk0lMTk4ik8lwQzuLxaIQNFqtFul0Gul0mkvRd3d3s2C4UaHidrtx6NChRVdVXeokLI+PofORq35JdnAsbevz+XIWUiOLSq44mXA4jEwmg2AwiHA4DK1WC7vdzplTRFVVFaxWKxKJBC5evIjLly9zvyVgTlCFw2FcunQJ77zzjqIysJyioiLYbDZIkoTp6emFT4jguhBCRSAQCK4TmrzkE3IuoeJ0OpFKpdhaQlRVVbE1Jbt4m1yoJJNJ3t/g4OCiC57J8fv9ePvttzE+Ps6vnThxAn6/HydOnIAkSQprTS6KioqwefNmPPLII4v6TIfDwcdEoipX8Gq2UJFbSs6dO6fYNpPJ8Pby7SRJwqlTp7Bv3z689tpriuq+drsdgUAAP/rRj3Dx4kV+70MPPcQCELiaTQXMCZ6xsTEMDAwgEong/PnzOY9RrVZz9pVoTHhrEEJFIBAIrgNJknIKlezJNhqNIhQK5RQqWq0WkUiErS1yCwnVZaF6IHq9ntOY0+k0mpubl9S/5+zZs4hGozh37hyv/EnwxGIxXLx4EcePH0dfX9+C+ykvL1903ItarcaDDz7IxwPk7omTLVTkgcbZlgx53IpWq0UsFkM4HMb4+Pg8iwa53AwGA9555x309PTgF7/4heL9mzdv5s+Ti6hAIICpqSnMzs4iHA4vWCKfzocQKrcGIVQEAoHgOpAHT8rjH7LjLJLJJEKhEJLJJAKBgKKMvEajgc/n4zL82RYVnU6nsKgMDg4ikUhArVajuLh4SRYV+YQ/MDAwz7IxMjICANcUKkuFRJz8fGTXHMkWKmq1Go8//jiA+RV95YG0KpUKhw4dwr59+3LWXJELFXLrZB+3Xq/HqlWrAMyJk3A4jKNHj8Ltds8bXz7o+t9oYK4gN0KoCAQCwXWQSCQQj8eh0WgUFgYSKpIksbsmGAxiYmICk5OTuHjxInp6eriZYTwez2lR0Wq10Gg0SKVSCAaD3BMoHo8v2fWTyWQU8RkajYbTprO5nrgXyujJx/r16xGJRDAxMYFEIjHPjUJiRH48JGzkrh5AGUgrF4tytw2RTCZhMBhgMBgWzMgpLi6GSqVCKBTCkSNHMDs7y59TU1ODeDyORCKRt04KuY9IkApuLkKoCAQCwXVAk5dWq1XUM6HJNpVK8evpdBoej4dFDLkVVCoVSkpKYLPZYDabFSJBr9dDrVYjlUphdHQUx44d48+lz1lsBdrsYmSxWCxvAG08Hl/yZHvs2DF0dnbmFAsAUF1dDZvNBrvdjsnJSYyOjipcKbkqzWq12pw9k+QWlWulA5MlymAw5M0gon1R+jLtk/6trKxEMpmEJEl592EymVg4iS7KNx8hVAQCgeA6iMfjiEajnK1DkBhJp9NsaXG73Zx+TJMx9fipqKhASUkJuygIo9EIi8XCEzPtN/v3xZDdRTgYDHKfm9ra2nnbLyXWQi5qFuqOTFVhVSoVksmk4jOy05OJXPVU5Bk/16oqS+ecLCrUP+j06dN44403cOrUKY5rye4DFIlE0NraCpVKxaIl3+dRh+h0Op03Oygej1+zK7QgN0KoCAQCwXVAk55Op1MEydJkKw+edbvdkCQJjY2N+PznP49ly5ahoqKCLRBUlVYuVAwGA4qLi1FYWAhJkhQTaVFR0YJVabOhyZGK0AFX4ynkpe7lx7ZY5PEmuTpEA1fjXnQ6HfR6PYs8Il/vHnKdXY9FJZ1OczaOwWDA6Ogopqam4HK58Itf/ALJZBLnzp3Dj3/8YwQCAf6MeDyO4eFh1NfXc+xJLBabF1uTyWQwPj7OcTAkVPJZVMjld+rUqbxjFuRGCBWB4D1GOp1ecOUquD2QyLDZbApLgNyiUlRUhHQ6jUAgALVajYKCApjNZmzcuBFms5ljT3IF05Josdls/HdgrklgU1OTQqgMDg5i3759eRvj0SRsMBgUn0H7JyjwNVdRtlxkMhlFCfpc7qRkMomenh4AVwvj+f3+RQmVXIXf5EKFBJjdbkdRUREaGhpYXBQVFXEBt9nZWRZfoVAI09PTOH36NK5cuQKXy4VXX30VTqeTU7Sbm5v584xGI8xmMzweDwfYSpKEd999F+fOncPZs2c5viiVSuX9bpLlxufzQZKkawboCq4ihIpA8B7jzJkzeOedd0Qq5B2GREF20z95jEpJSQl3WM5kMrDZbFCpVHA4HLDb7Zy2TBYTeQEzlUoFg8EAvV7PFheVSoXS0lJoNBoWKpIk4dKlS1ycLJtUKsUZL3q9HuvWrVP83WAw4IEHHsCKFSuwdetWAHONEPO5MIh0Oo3Dhw8rPlNe44UgFxMwJy50Oh18Pp9i/2QZya40S+dD7vohq41Wq+X3lZSUYPv27Whvb8e2bdvQ1taG1tZWPr7stGW/34/R0VEWm1QhuL29HTU1NTyORx99FFVVVbDZbEgkEvD7/QiHw/jVr37FFimn0zmv5k0u5ALx1KlTePvtt4UbaJEIoSIQvIfIZDKYmZmBJEkLZlkIbj0kVLJdMDS50t9DoRASiQQMBgPHshQVFUGj0cBoNPJkazKZOHiUoIyVZDIJtVqtsNyQQJKnxGa7HXp6evDGG29wM0O9Xo+SkhI8/fTTWL58OVpaWvDmm28CAJYvX66ItTl48GDeY5ckCV1dXTktKNkWBfmYSIz5/X7Fe+UVfqlS7NDQUE7Xj9z6QhN9dhByY2MjBw8bDAa2+siFUDQaRTAYVLihEokEn4PW1lZYLBYWi4lEArFYLGevIhKSqVQqr1CRX7uZmRkkEombngp+ryKEikDwHiJXAOL9AtUbuVvIVewNAMrKygDMxaUkEgnu2dPU1MRuFqPRCJPJhNraWhYauWJOSKjQalzeWI+2lwuBSCSCYDDIQZvZEyFN/Gq1GitWrOBS/mfOnOFtyHVClp5cUOZOLqLRKLxeL1tx5MKFXCRer5djfGjcwJxQGRkZwfDwMLq6uvjz5UJFnspMIi/bnQVctdIYDAY+x3KxUFVVhebmZoyMjMDlcmF8fBzxeJzFT1VVFYC580xWrexsKRKWVAGXivPlIpf1JJ+rTqDkjgqVL3/5y1CpVIqfioqKOzkkgeCuRv5gu19cP6lUCr/85S9x+PBhvPHGG3dNnQr55EpEo1EYDAZoNBpkMhn09PTAarWioqICdXV1isJw1GiQhEauyZZeW7lyJTo6OrgwGXBVIMmFiiRJOHDgAHp6erB37955+5NP1HIBIT+n27Zt4//nK2A2NjaW83VgbkJ+9913cfr06XkF7uiYJUmCz+dDIBBAJpPhSdxsNitSnGnSl49PniGUy6JCyIUKiYvS0lKsWbMGW7ZsURTMi0ajmJycxOzsLO+fzr3RaIROp5snQJ588knucB0IBHhfuQQJ9XPKda4E1+aOW1RWr16Nqakp/qE+DAKBYD5yv34gEMi74r2XyC5MlisO405AEzAJlUAggLfffhtvvvkmzp49iytXrmBgYACzs7MoLi5GcXExT2zAVVdPYWEhSkpKFD1nCJqABwcHUV9fr7DekEWFJuFrpSubTCaUl5cDAKampvD222/z3zKZDAeK6vV6lJaWAgCGhoZy7ovSnHM1BZQH4nq9XszMzPDvGo0GxcXFMBqNCAQCimwblUoFnU6H8fFxnD17Fm63myf3fK6fxVpULl++DACor6/Hxo0b0dLSwpavZcuWsTuV+iDJ08iNRiMvpInKykro9Xq2uoyPj/P5zyU+aCzZrr1wOHxffIdvlDsuVLRaLSoqKviHviACgWA+2ZkS1wp4fC8xOTmZs2BY9kp2bGxsXmxENBpVBG3eapLJJE+iJFTkJdwpYJSa2hUWFqKyslLh3qH/l5eXo6mpaV4gKQCFeAmHw4pzodPpEA6HWQhs3LhxwTHv2LEDWq0WkiTljLOggnLJZBLT09OYmJjIm2pLlr0NGzbwa/Tsdjqd/FpnZ6fifZSVQzVQ/H7/vEqzFy9eRCqVwuDgIFsN5fc5uX5UKpUim0lOOp1mwSSPh3E4HBwwXFFRgcLCQlRUVGDjxo1IJpN8/8lFH4mgsrIyFkkOhwNjY2Ow2WwwGo2K2BR55WBCbvmR163JZDIig28R3HGh0tfXh6qqKjQ2NuLXf/3XMTg4mHfbeDzOKpx+BIL7iWyf9r59++6JFZnT6cSZM2dw+PDheVZVepDX1NTwqjY7PmLfvn04evToNXut+Hw+dHZ2LlildDHE43Eun0+CQ/7ZJDpcLhf0ej10Oh1aWloU+8iObcllnaioqOB9UeCnHHlANdUMyQftR55O7HA4FLVV0uk0u0AOHDgwr3MxMOdekluTtm7disbGxgWFUmVlJbZv347Vq1fDYrHAaDQiEokoLCoUSyJ3kdDxyS0PJBboX7VaPe/cnT59mvczPT2NTCYDo9GIVatWwW6346mnnoJKpcLy5ctRWFgIh8OB8fFxzuoZGhpSVADW6XQoLy/Htm3b8NBDDwEAzp8/j6NHj7JAo+PIFVArt/ysWbMGGzduZOuKECrX5o4KlS1btuB73/se9uzZg+985zuYnp7GAw88kHdl9NWvfhUFBQX8k6uiokBwL0MrXPlK+1plxN8LyC0pw8PDCIVC6OzsxNTUFD/IrVYr2traAMy5JGjiCofDvIKVT8K5OHz4MEZGRq7bfRSNRvH222+jq6sLkUgEOp2O405IRD700ENYtWoVuwuqq6tRVlaGgoICxb7kgbFAbqECXA3ODQaDWL58OQCgrq4OwNWVenV1NTQaDU9+KpUKK1aswPbt27Fy5UqsXbuWRd7AwAAuXryIcDiMBx98EJs2bQIwN8EePHgQTqeT3Yrnz5+fJ+qi0SgymQzUajWMRiNKS0vR1tY2r7IusXbtWmzYsAFFRUVQq9Ww2WycMtzZ2cn3L2UDyVGr1VCr1Wx5mJmZYSsLCRWPx4Oenh6+H1KplMKq43a7kclkUF9fz8HMWq2WhV17ezuMRiOP6dKlS/D5fNxN+tChQyzyyFVH1ppYLMaCk4RrrhRluUVFpVKhsrKSP18IlWuz+BrMt4CnnnqK/0/5783NzXjxxRfxh3/4h/O2/+IXv6h4PRAICLEiuG+QF3pbu3Yt9u/fD2DuIZjLR383kE6nkclkoNVqEQgEYLVaczbSy7aOXrlyBRMTExgZGeFjM5vNiuJkg4ODaG5uVrx3sZaSawmafIyOjiIajWJ8fBypVApmsxl2ux2JRIInJ5vNho6ODnZX6HQ6FBcXz9uXyWSCzWbjiTefUCHXUjQaRXt7O4qKilgc0f1ASQhbtmxBZ2cn2tvbeaUvF7VXrlzB66+/zpMpXZuGhgYcOHAAZ8+ehdVqhdVq5dLxbrebYzEAZf2Y7F5DuZr/lZeXK7aje8Dr9eLKlSssTvR6PccjqVQqSJIEjUYDi8WCYDCI48ePKyyKVIZ/YmIChYWFsNls8Pv9CvdaKBRCMBhEKpWC3W7H8ePHoVKp0NTUhM2bNyORSMBsNmNmZkYRMKvRaDhrCQCLzN7eXhQXFyvuOYp/IatPLosKCRX595TGeS+5b28Vd9z1I8disaC9vT1vbrnBYIDdblf8CAT3C/KJz2q18or8bs0cyGQyOHz4MN5++22cPXuWJ8JcZB/D5OTkvL9ZLBauQApczTyRT4w0kVF583zWpuwYgsVCwkAen6JWq3mMer0eGo0GJSUlXNwMgCKIVk5DQwP/P1eMCnB1QotGo1CpVCgsLJznNqBtSkpK8Oijj+aN9XvzzTeRTqdhMBhQUFDA9VVWrVrFlmwqQkd1QSjIlsiV7UTIYzu2bt2KrVu3zhNgNpuNa8LMzMxwjE0gEEBXV9e8YyZhm+32pLHR/s+ePYuBgQHeBzB3PagztcvlgkajYWsa9WhSqVRYvXq1onFhdmAyXT+v14sTJ04o7h+NRsMNFBOJRE6Lijywl6Dv72KrAN/P3FVCJR6Po7u7O++XWiC4X4hEIvMmCJoMg8EgTp06xQ/Tu9X1MzU1xavZI0eO4Ny5czh48GDOmBoKkCSLSa5taGKkWIhQKKRIbQWuTqJDQ0M4d+4cjh8/zn+TTy7XW4OGXG9y64n8d5o09Xo9du7ciZUrV+LRRx/NOakDUCy28llU5JM2IUkSenp6+LXseJdcpFIpFib19fVQqVR8PBqNRiGaMpkMjyc760penC3fWIG54NpcgoliYuTNGYG5a0ZCgdxd0Wh0wWMLBAJ5s51KS0vR3NzMLrpkMpm3P5LZbEZBQQHfh9nZOSaTSdFgMhutVstun1xl9HNZVGieo/tYkJ87KlT+6I/+CAcPHsTQ0BBOnDiBj3zkIwgEAnjuuefu5LAEgjvOO++8g2PHjil89pSpMTw8jOnpaZ5A5Cbquwm59cTlciGdTsPv9yvSVQkSDgtZScniQHUtJEmaF2BKQoVWqXITPU3SwJywuJ6AWnkFU/l46Xe52LDb7Vi2bFlekQIoJ/alCJWxsTG2PFN8xbXo7e1FMpmE1+tlYdXZ2cmF1aqrq3mSjUajPJ7siXkhobJ8+fJr1sMiEUICg1xfRqORz2NDQwNbqiilWk5paSkSiQQSiQT0ej22bNkybxsK2CWrTK7Kv4TBYEBdXR0Llex4olgsNu81OdSLieKl5NlOiUSCY2ayK+gSd0ttoLuVOypUxsfH8fGPfxwrVqzAs88+C71ej+PHj6O+vv5ODksguKPIrQk0uSaTSaRSKSQSCZ6YaXJ3uVyYmJi4q7J/5AHx2Q9heSAskWuCWLNmDf8/OwaHtvN6vQqhEo/HkUqlFJMA9WjJrgmSKxV6IeTWm2yLijzFdinIJ658lgE6dnnsg1w8ZAfl5mNiYoIL0lHsEDB3PQYGBjAzMwOv14uxsTH4/X4+h9nniQQTCU85VqsVu3btUqQtZ6PT6fDrv/7rLHRIbBqNRoRCIbS1taG2thZFRUWIx+O4cuWKQoh0dHRgzZo18Pv9kCQJRqMRZWVlWLlypeJzTCYTiy7K+iGyLRgGgwHl5eVYtWoVOjo60NzcjEwmg+npaSQSCXR3d897z86dO7F582YAc+KNAn/pXqZ7RR4PJb+/VSpVzhYBgvncUaHy0ksvYXJyEolEAhMTE/jpT3+qqLwoENyPyB9aFIQYCoWQTqcRDAbZZCx/cJ49exb79u1TuDRisRiGh4fvSKl9v9+PyclJdHV1cbAh0dvbi4GBAcVrMzMz6OnpUQTaVlRUYNOmTTAYDFi7dq1iewpOdbvd8+Jb5LU5gLkSCIcOHZpnecpXIyQfJIhSqRRbamgcuSwqi0GtVqOtrQ0tLS15LS9arZYFEH0uWY60Wi06OjoW9VkzMzNIJpMcjCsXeN3d3fD5fCgpKUFDQwP0ej2LqGyhkkgkEIlEcPr0aRw6dGheILTBYMhruSBWr17NmUvBYBDRaBROpxNqtRpms5mbNgJzlkSHw4HGxka0tbWhvr4eJpOJRTwJtWXLlikSNMrKytj1qFKpFC6kkydPApi7N86ePcsxM+vWrcP73vc+WK1WOJ1OjI6Ocrq8XHxTvCQJD0mSoFarUVRUxN9LOm+BQACdnZ24fPnyPGuiECqL466KURHcnbjdbpw9e1aYJ28TchN/IpFAKBTCwYMHcenSJQwODrLfP9sqEYlEeIXr9XrxrW99Cz//+c/nCYXbwdjYGMbHx1FUVMQxCWTCDwQCCuuGJEkYHh5GIBDApUuX0NzcjNbWVuj1elRUVOCJJ56YF+tAroWpqSk+ZoohmJ6eVrQXyK7NRONZagsC2l7uQiI3xvUKFQBobGzkTr/5IPfP0aNHFYXftmzZsii3D3BVwNlsNpjN5nnnNB6PQ6/X8zHQsQUCAYXYTSQSmJmZYVG5UPPChSCRF4lEUFJSgsnJSRYTDocDDzzwAIA5wT0zM4O2tjY0Njby++l6yK0UWq0W69evR1tbm6I7NTUWBOYER09PD65cuYKenh5MTExgYmKCLS7xeBwtLS2IRCKwWCwcHCuvU5Mdk0SuSAAsVgYHBxGNRnH58mXEYjEYDAZ0dnaiu7ub9yOEyuK4o+nJgvcGVLFSrVbPW9kKbj5yoRKLxTA9PQ2Px4NYLIaSkhK2spB/Xp76GQ6HuWomrQDPnz+P9vb22zZ+SZI4a4cydQoLC2G322EwGLi5oCRJUKlUCpdGKpValFWV9ilf7dfW1qK7u3vBopEajQYVFRVwu91LbghHAkWlUqG1tRXpdJonWzLvy9OnbyZyl9Lk5GTOLJKFyGQyCIfDnFINzAVzFhUVsXUhHo+jvLwcZrMZs7OzqKmpwdmzZxEOh7k7cDqdRjqdRiAQYIsIMDdxL9XtRQJDbqkgQaZWq9HQ0ICqqipMTU1hcnIS1dXVvJ08YDU7rom2o/gUynLSarWYnJzkMvkmk4n7Mnm9XhgMBoTDYcTjcTgcDmzatIkLEVL362zUajUXhKOU6ng8jomJCS6cR5Y8cu319/fDarWitrZWCJVFIiwqgkVzraqfgpuDfAIdHR1FKBTiSqzyh7XFYpnnN6f3ylf9tzt9ORgMIhgMQq1Ww263Q61Ww2KxoLCwEGVlZVxrgtwXtFpXqVRQq9WLjrXJrvRaU1Oj+D3buvHwww9j+/btnN68VNeP1+uFJEnQarWw2+3YvHkz9Ho9UqkUC6Zb1QJEfqzRaJTjIBYrVCi2KZPJsIvJ6/VCq9XC6XQilUohFotBrVajrq4Ozc3NmJqagiRJiEQiiMfjmJ2dxeuvv45UKsXFzUgkT01NYXp6eknHRC6bVCrF6dBms5mbIhoMBthsNm5gKCcWiyGRSHCdlXzHLK+L4vV6WaQAc88zugdCoRCfy0gkgs7OTszOzkKj0aCmpobr5Kxfvx5qtRrr16/n/ZBIoftqYGCAxdXo6CiCwSA8Hg+SySTHsJC1hcSLsFYvjLCoCBYk2w0huPXIhUomk8GBAweQTqdRU1PDD1NKt9yxYwfC4TDOnDkDYM4vfubMGfT09PA+bnerCZ/Ph2QyyTVGiIKCAszOzipiHywWC8cQ0LYejydngbRsKioq8MADD+Do0aMA5oJOCwoKWFCXlpYqalSQtYMm+Xg8vmhLgCRJ8Hq9CAaDXBKfqsTKs1ZuVeG90tJSNDQ0YHh4mC0QFFexGGKxGE+GRqMRwWAQY2NjmJmZwfDwMDweD7xeL8rLy7F69WocO3YMZrMZwWAQZrMZPT09cDqd8Pv9fLwmkwmJRAIulwu/+MUvEA6H8ZGPfATNzc38uZlMBpFIhN1ycjo6OqDRaLjWSTqdhslkYkuLSqXia5Z9D1OvJXk13FQqhc7OTlRVVaGiokIReK5WqxEKhRQxUD6fD36/HwUFBQgEArwI6O/vVzzr9Ho9f151dTWqqqoUVkydTodYLIbq6mpcuHBBsXiYnp5GKBSCw+GA3+9HZ2cnIpEIjEYjfD4fVy+me1KQG2FRESxIthvifraq0KpyaGhoXq+ZmwlZGshETxMMPZBXrlzJf4vFYqiqquLsA5fLhcnJScV1k5eYvx3IhYp8YqAJiCZzWoFHo1GuQgrk79ibi+LiYmzduhU7d+4EcDWugj6HPlNubZFPbou1qpDVIRQKwWQyoaKigoUVTdy3yu1DUHVYGnO+miC5IAsbFXE7fPgw+vv7FRaRcDiMWCzGGUUkRBKJBHp7e9Hf34/e3l5MTk6irq4ONpsNfX196O/vR3d3N0KhEA4fPqxw4x05cgT79+/PWXukpKQEDz30EMrLyznV3mQyKYQjuXUikYjC6kDuQo1Gw/cTVTM+deoUgLnvayKRgCRJyGQySCaTsNlsqKmpwapVqziIl/5Glr3sBZlWq8Xw8DC7cLKr8dJ4KfZH/l2rqqpCYWEhotEoPB4PIpEIp12Pj49jYmIiZ4E4gRIhVAQLkv2AuVtrdtwOTp48iaNHj6KrqwsXLly4ZasgWgVSNgf9/thjj2H37t1YtmwZT1Lyqq3Z+6A0/1wFqG4lPp+PAxFpda3RaNjUT/86nU5IksQWJLIOLNVyV1payhOavNS7RqPBxo0bsWrVKkWqM3A18HaxcSo0kVLZeHkjP1rt3+pK2dlCaKH6LNnQGPV6PYaGhuDxeDAxMYFYLAar1YpoNMoxROFwGA899BCMRiO7tnp7ezkOZ82aNaioqEBBQQGqq6shSRICgQBP+F6vFz6fD2+88Qa7bHLVzlGpVBzz5nQ6sXz58nmWF6qZk30Pk1ChGBFKQZcTi8UQj8eRTqfh8/mg1WpRU1ODqqoqdgvG43G8+uqruHDhwrxn3UMPPYTW1lYW0Pn6Q8ldjCtXrsSaNWtQUlKC5uZm1NTUcOsL2o7uuenpacRiMUSjUSFUroFw/QjyMjU1hd7eXsVr+RpG3usEAoF5fvJwOLxgEajrRd5NtqCggH8vLi5WFD0DkLcyaXV1NSwWC0ZGRrgw2lImtuuFXCTRaBRWqxWNjY0oLS2FSqXiMZPISqVSCIfDitYAwI25GOViwWAwwGw2K1wRhNVqxezsLHw+37zYllzIK7gCSpFAIuBWW1SyY26Wcj2DwSDH13R3d3NgbGdnJyorK1FTU4NYLMZuDIvFAp1OB41GA0mSkE6noVar0dTUpHC1GAwGNDY28rMiFoth69at8z4/X82a2tpaRSfh7HOo1+uh1Wq5hhBBcS0GgwEnT56EJEnzvgPRaBSxWAzpdJr/Tvune40CjN1uNyYmJlBeXs7uwIKCAkUciTwAXA7tK5PJQKPRoLS0FE899RT6+vowMzPD56+srIzdaPQdiMfjipgjQW6ERUWQF3kHUmKpAYj3CrlcXrfqXNDqSqfTobKyEmq1Go2NjYr4B3ooT05Ocg2H7du3A7jq8qBgVmDpqbjXSzQaRSQSgUqlgt1uh16vh8PhQFFREQdfqlQqnmQvXbo0z6Jyoy0BHnroISxbtkyRlZINWXWGhoYUAZb5CIVCiklKfi1ul0Ulm6UUxozFYhwES6mytbW1aGlpYbcPMCfuSLDodDoYjUYWBfJU80wmw/E/BQUFcDgcbE3p6+tjVxMFF3s8npzux+LiYkUc00JCRS52yFIij++QL6KmpqY4rVqlUkGj0UCj0eDy5ctwu90Kl1JlZSUkSUJ/fz/a2trwyCOP4PHHH4dKpYLJZOL7MrtdA0FChYLASZQUFhayJclisWDFihUcIEzfcXI/CYvKwgihIsiLPICNqj7KI+nvJ0iUNDQ0cC2HXObsGyWVSvEDXa/Xo6ysDBs2bEBNTY3igU6TcDgcxq9+9SsEg0EUFRXh4YcfZpeRyWRiQXC7AmrpoavX6+fFUMgrcdKq3Ol0stWOxkpxBddLYWEhVq5cmbfoGAUmU8BuV1dX3hgemthp1UsChcZPQarywM8bIRgM4uDBg3kzaOSrefnnDQwM4ODBg3lds1RPhCwEer0earUax48fx6VLlxSWuUgkgt7eXu5vQ4GuTzzxBFec9fl8SCQSLGSGh4eRyWQwNTWFK1eusBulo6ODJ3J5/RDCZDIp7hOr1Yrx8XGFlY2ESnd3N6e9099JhCSTScXC4fTp0wgEAkilUnwfjI2NcQbdsmXL8Oijj6KwsFDRjHBqagpWq5XFibwJJlkms6Hjk1tF0uk0SktL+TrW1dVBrVajsLAQWq0Wzc3N0Ov1iEajnK4vyI8QKoK80Cqrvb0dzc3N7D++H90/9BCk+gfA3EPtZj9g6IFJVWipgmv2al2n0ylM3ZTlY7PZOCjQYrHcdqFCaZgGgyFnBgw99OVWExqv1WrlifhWNFoMh8P45S9/iddffx0+nw/btm2D0WhEMpnE8PDwvO1jsRhefPFFvPzyy/x+rVYLo9E4L5A2O8Ppejl+/DgCgQAHhGZDabGrV6/m1yKRCL7//e/jV7/6Vd7u1BTMOTY2BrfbjcLCQgSDQU65DgaDaG1tZdFw5coVeL1eNDQ0wGw2o76+HkVFRaiqqkJrayunS5eXl6O4uBjT09Pw+XyIRqO4ePEiwuEwu94obii7uSFBhdQymQwuX76Mc+fOcV8ruZUCAEZGRgBcjc2SB2DL9y9JEgdAa7VazM7O8vWRJAk2mw2VlZUoKyvDlStX4HK52BUoR61W4+GHH2ZhmkuokPjOZDJ8/yaTSVitVqxbtw5tbW280HM4HFixYgXKy8uxZs0aqNVqDj4X5EcIFUFOJEniL09lZSVUKhVnVORyCd3ryOMQCgoKYLVakclk8j58rxdKmb148SIOHz7M5nV5NguRzwpAAtNsNrNQuR0uO5/Ph56eHl5p5xIq8rRjOiY6DovFwu+hFfPNpL+/n/8/Pj4OlUrFlqlcmUYXLlzA2NgYrly5glgsxtdaHtNC47xZ8T9y10Ku61tVVYUnn3wSTU1N/Jrb7YbP58Po6CiOHDmSd78zMzOIxWLIZDJQq9WoqamBw+Fg4SXfJzB3jiRJwvr161FZWcmTdUtLCwsas9mMxsZGFBUVQa1Ww+/3I5lMwul0sgBZsWIFAHA5+2yoyjClMgNzrtaxsTGcPHkSo6Oj/CySZ7sBc0JifHwc/f39CAaDLPRnZ2e5k7HP54PT6YRWq+UqwGazGd3d3fD7/dyjZ2ZmRpHOTly6dAkTExOKuity5BYVeTwL1XmRV7QtLi7mIGRy64ruyddGCBVBTuQPFPoi0hfufktRTiaT/ACl4FmacJfa2O5aRCIRXLlyZV7gZHY8QiKRUGRIeDwevmby7rbyxm+3umkhnYtwOIyysrKckzdN8uFwGOvXr8cDDzyg6JxM77kVQkWe1UGfSUIlEongzTffZNcCoHTtdXZ28vdA3s2XXCZLSRXOR/b1yWXlAeYH1fb397PLZ2pqat5kSxaTZDLJAZ9VVVWIxWKKhofU0waYEwKjo6Nc68NsNuPYsWM8YUciEaTTafz85z/Hv//7v8NkMqGmpgZ2ux2pVAoXLlzASy+9hBdeeAE6nY7PT67vS1VVFR555BHuYUWcP38eKpUKBoNBkfJM4wPmXD9UB4bcdPF4HGNjYxyTQ+4uq9WK0tJSFBYWorOzk4VrdXU1dDod0um0olAiMTQ0BIPBAJfLtaDrJ5FI8P+p7gr9XR4QD8wtfIqKiiBJEhevE+RHCBVBTuiBQKsNAIrAzLupU++thixIlAkBKLv33kwikQibzQmr1aqoR+LxePDWW29hZmaGgxup/wpwVahQjAoFHN4Kd4ocqnyayWRy9pIBwMXSgLnJxmw2s2igOhTyY7hZyFfrwFUhJLf6JJNJnDlzhv+WPanSuOUCkSbMm1HoLds6NzY2tqj3nDhxgn9PJBL46U9/qrDMJBIJjh1SqVQcc7Jq1Sp2y6RSKXaHAHNB2tQ9WH7ezp49i0OHDsHj8cDlcmFqaorHrdVqYTKZkEwmuRvypUuX8MILL3CWUb7vi9VqZavl2rVrMTMzwxYJ6vkEXA00p/tDkiQuk0//7+zs5GOkY9dqtbDZbJwJNDAwwKLDarXCZrMhk8nMEyLy+i6ZTIYXaYlEAsePH8fk5CSLsGg0qhAqcvFBz0sSKqFQCBMTExgeHsb4+Lhw/VwDIVQEzNjYGAe8yVcDBE0imUzmvloBkACQ1+gggeDxeOYVV7uRDBv6LLlQoYf05OQkfvnLX+LIkSNcIC0ajaKhoQEA+MFHJbuPHDkCv9/PlTWXMvnH4/ElCxtazdrtdp4YckGTeiwWg8lkQlNTE3fsvVUWlew6MnQuslNNgatxENlmfvouyC0aN0uohMNhheAA5lbd+/btW/A69PT0KMaZSqXgdDoV1iC6LhRYqlarMTIyAovFgrq6OpSWlqK8vJzdmcuWLUN5eTkMBgNbY7I7cE9OTmJwcJCDaYG581NSUsLPjkwmg7GxMbz11lv4yU9+gt7eXly6dCnnpEz3WzqdxpkzZxAIBNDf38+LJLof5NkyxMjICAfJDg4OYmhoiAN7ab9arRbt7e24ePEiRkdHMTo6CkmSsGPHDjz99NOorKxEIpGAz+dDMBhEV1cXIpEIjh8/DuDqIo0WLT09PXC5XDhz5oyiMCMJErlFhaAAc7rnvF4vVCoVYrEYIpHIfbX4WypCqAgAzH1pzp8/j/7+fvYzA0qhIs/auNWr87sJWlnLfc0WiwXFxcWQJIm7E2cyGbz77rs4cOAA9u/ff12rpK6uLgBzovDJJ5/E6tWr0dzcjEwmw2Xy5YTDYfbF79+/H+fPn8fg4CD6+/thMBgwMjICg8GAeDy+6Mk/k8ng0KFD2Ldv37wJaiHi8TiCwSB0Ol3OkukETepkMaiqqkJZWRm0Wu0ts6hkV/uVC7HszsU0CeYaA3X0zbff64WKqQFzkyJZ0MLh8ILZZQaDgbtmRyIRzM7OIhwO44033uBtyLVA1q6SkhIsX74ciUQCTU1NKCoq4qDiU6dOwev1clFBtVqNkpISFBQUYOfOnWhoaEAymcT4+DjKysrYWufxeDA+Pg6r1YqioiJUVlYqmkNGIhFcunQJZ86cwf79++cdB1lTotEoFweUl7wnSwZVkJX3iaJibhR7Q4XgMpkMSktLIUkSdDodu/VcLhfC4TBWrVqFtWvXwmw2o7i4mDNwDh06hKGhIcU4yRLS39+PU6dOKTqSd3V1KVxoNE5azJEAMRgMnPIMQFFV9+LFi0v6rt1vCKEiAHC17Hk0GkU0GsX58+cBKIUKcHWlf79YVHw+H09YVHuDaGtrg0qlwuTkJNxuN6ampvi8hEKhRdXnkDM6OsoP7JaWFuj1ejQ1NXEao5zW1lYuZNbd3Y2zZ8/y5Ds1NQWNRsNpqJR+uVihEgqFuO7GYjO8MpkMvF4vJiYmuFhWPujhTLEU9ICWN5jzer039cFNx26z2VhEyc/1M888w83wKLgx+5xbrVaF5UTuTrrRYFq5VaStrU1RSXehlXY6nYbH44FKpUI0GkUgEMCFCxdw/vx5ntxJqKTTaWQyGZhMJpSUlGDDhg1Yv349f6f9fj/Gx8fxs5/9DK+++ioXfNNoNOjo6IDdbueeNQDY2kGxIVqtFl6vF21tbWhsbFSIVY1Gw8JwaGhonogPBALsSgLmFgUGg4EXRoFAgAPNKT5Go9HwtaIOxmNjY9wmgErTp9NphMNh6PV6FpTLly+HzWZDcXExli9fjpKSEg4G7uvr4+8vucwcDgdXwP3xj3+MS5cu8QJmdHSUxaS8DH92fSA6z3KLHN1PHo9HCJUFEEJFAGBu5XbhwgV0dXVhYGBgXrVQgr5s94tFhawYJSUl84IY7XY7r7SOHTs2LzU0VwbBQly4cIHrQcitN8B810VLSwunSdM1IaEJQFHvg3qLDAwMLCq7oLOzk/+/2Bgcj8fDJfFLSko40yMX1MyPjose6GSJoVX066+/vqBlpb+/H0ePHlVYIxYaH6AUKtmuHXo9EomwUAPmhMOqVasUWVTA3HeGqr3eqOuHrDjt7e0oLi5GdXU1Bx4vtCiYmZmB1+tFLBaDw+FAfX09nE4nPB4PTp48CWDuHNMkTxVaqQIttRmoq6tDOp2Gy+VCNBrFxMQEQqEQtFotgsEgu7gqKyvZZWQ0GlFcXMznls5NTU0NSktLsW7dOv5+kLsjlUohEAjMyxycmZnB0NAQ70Oj0WDNmjXYvHkzzGYz1Go1uzTJfWQwGFgsaLVaNDQ0KGreZDIZ+Hw+xGIxqFQq6HQ6rFixAu3t7RyXolarodPpUF1dzS7Svr4+HDlyBIFAABcvXkRnZye0Wi10Op2i55BcxMt7KQFz9xBdU3qG0vdUHm9G19jpdN50K+K9hBAqAgBz2QKZTAaSJClSNbPLj99Prh+5ibmtrS3nNlT8TQ65Erxe77wHciwWy1ndEgDXe5icnJzXS0guVNrb2wHMTboOhwM6nY5Xt2QloInTbDazNSWZTLJrKZtYLIbjx4+ju7tbIU4Wa4Xx+/1IJBKw2WwoLS1VxNhkYzab2ec/OzvLD/yysjJoNBqFyMnn9ojH4+ju7sbs7Oy8Ng+EJEk4e/YsZ6sAc4Izn1Ah07wkSfD5fBwHRIXPsr8L9B24GRk/ucrw0zVcSKg4nU4WEi0tLdxRORwOc5aTfPJWq9UoKCiARqNhi19ZWRkqKiowPj7O+8pkMlx7JBaL8blKpVKoq6tDRUUFSktLodVqUVBQgIqKChbOgUAANTU1qKurwwc/+EHU19cjkUigrKyMOxrLC9pJksRNPrMtcaFQCGazGVqtFv39/bh8+TJOnz6N2dlZ6PV6Pm9NTU3o6OhAWVkZW/S0Wi0H2hYUFHC1Xbpe8tpE1Ncok8nA7XbD5XLxc7CyshINDQ0oLi5GIBBQCBU6L+QCI1ESDAbntV3IJVTKy8uh1+shSVLOxo2COYRQEQBQNhukCbKwsJBXWGSWJKFyP0Spk6BYKDC0oqIC69at49/tdjuGh4f5ISVPMU2lUjh48CAOHTo0z8xLdRdmZ2dRV1cHvV6PN954gycpEioOh4ODZwHw/yk9VL66raqqgtFohCRJkCQJkUiEA0XlzM7OYu/evXC5XHjjjTcUAmmxdWL8fj9SqRQsFss8y1MuyAQ/PT0NSZIUqdTNzc0s9vKlf8snOrfbndPyQ64ot9vNbQYcDkfehoSUCgtcXS3Lgx+zC7rRd0Cj0eDYsWMc5LxU5A335PeZ0+lEKBTKK1TC4TBCoRBCoRCsViuWL1+O8vJydsGMj4/jl7/8Jfr6+tjapdPpeIKmIE66h2iSJVFDrpVoNIqpqSmMj49jz549cLlcSKfT/FpTUxOqqqrg9/uRTqfh9/sxPDzMgaabNm1CJpNBIBDA+Pg4AoEAJiYm+F6Mx+Pw+/0cv6FWqzn7KJFIsHWRJni5ACCx2NTUBKvVyiKXrnk4HObrWl1djQsXLrD4lWel6XQ6tLe38/WrrKzE7OwsPB4PC59ly5bBarUqrGpNTU0sgKibM3DVlUNNE4GrQkX+fiqyJ0lSXsEtWGRTwl/84hdL3vGuXbtuykpDcOuJxWKKwDfq2UGN+KjeQFFRET/k7wehQtaE7PuYUhOLiorYVK9SqZBMJjE7OwudTscPI/lkODs7y5OO1+tVdOANBoNwuVw82ZNfu7+/H6tWreKJLDvlt6qqCqFQCHa7HYFAgAXn8uXLUVdXh8nJSZ6AaELLbqx29OhRAHMTlNfrRSqVwqZNmxAKhRCPxzE7O6so1JYLmtwWK1RoTCQ4suN/6Pd8rqfs1efMzAxXvSWy6/2YTCZFHEyu4l1GoxGxWIytDXKXTj6hIhdTfX19KCoqypmanQ+6tjqdjs+dz+fDwMAAhoaGUF1dnfN9breb4zXMZjPWrl2LyclJjkmiv586dYpX+2azWXFM77zzDle7pQmVUn0DgQASiQRisRiCwaCizsrExAT6+/sxOTmJ1tZW2O12RdZMX18fgLn732g0YtmyZbhy5QqKioqQSCS47H59fT27pnQ6HZqbm7F8+XKMj49zzFd5eTkSiQQmJycVsR91dXU4fPgwNBoNqqursXPnTvz0pz+F0WhEPB7nYHetVovq6mpOmx4ZGUFtba3ivGq1WtTX13NJfbfbDbVazS6w/v5+lJaWoqSkhL/DJKBMJhPXSqHvVSAQgFqt5s7UwFWhsmLFCoRCIdTU1GBiYgJFRUXw+XyYmpqC3++/JY1O3+ssSqh88IMfXNJOVSoV+vr65lU6FNyd9Pf3c/MutVoNj8eDUCiksBQAc5PG6OiooqnWvYy8HkksFsPhw4dRUVGBK1eu4Pz58+jo6EBDQwNsNhseffRRjI6O8gOazOxyN498QssWKoFAgCeZqqoqNDc3Y2BggC0a+QqLqVQqrFixAiaTCRcuXMCqVavg8/mwevVqnpDoYRkMBlFRUYFgMMirarKepNNpnohisRiWL1/OMTcej2dRQoXiBpYiVGgFSynYBAmVSCSCeDw+z5VEFo/i4mLMzs7mvB+zhcqqVasAXI1FIUuh3BTvcDjg8/l41W0ymVBWVgan08muDUKeKkuWEFoVb9++fZ5wyoe8eNm+ffuQTCZRWlo6L+g4+7N//vOfY3h4mAuyNTQ08OQ4MTEBj8eDX/3qVywMqIYNuT/onrpw4QKCwSC6u7vhdruxZs0auFwu9PX1cWNL6gBMzM7OcrbPxMQEDAYDB68GAgGUlJTw5P3AAw/A5/MhEonAbDZDkiQkEgkOkCWxRenp8lo7lNFTUlICSZIwMjKC0tJSjjVKJBLQ6/UoLi6G3W7Hli1b0N/fD71ejwceeAD79+/nYm+BQAANDQ2IRCJYvnw5IpEIi1aKQTGZTKitrYXb7YbFYkFRURHGxsYQCARYfNL+li1bxlWYtVotn2eTyYTp6WmMjo5yxV7gqlDR6XTcYXp6ehoWiwXRaBQDAwPwer1CqORg0a6f6elpTm+71s+NpuoJbi+0eiwoKMCqVatQX1+PzZs3zwukBa5mENwPQoVEgsPhwNjYGFueKCOqs7OTY1DMZrMiUFWtVnNTNDpX8rie7Bgfv9/Phd7q6+tZ5NOq9loVUEn0mEwmVFZWwmazsVXGaDQqmvRlCyZg7rqSC6C6uhqpVIrdL9cqPEbVNZPJpMIqsBDZ25hMJgwODvI5lFulsuvSBINBxONxqNVqLsOf637MtpiQGJJPhNnunxUrVkCr1fKkbDabsXnzZuzevRsmkwmJRILda/SZueJ4FhOETJk4JFQosDiRSGBwcJCL9YVCIYTDYcTjcd7v6dOn4XK5OIW3pKSE+w1ZLBa2mtHqP5VKoaqqirPB5O4HeSyWw+Fgy5/ZbEYoFOJsoZ6eHs6miUajnB2WTCa5sV4mk8HIyAi7mYC51FuHw4FNmzbx++nePHfuHFvj5CJXfn1CoRDUajV2796N1tZWNDY2oqSkBKFQCMlkEkajkeec0tJS6HQ6SJKE8+fPs+uHRGtZWRkaGhrQ1dWFffv2sWVOp9Ox2KJAXrr+4+PjiMVi6Ovrg0ajgVqtRm1tLTKZDH8+ibJ4PM7CA1B+X3PFben1eo6foesumM+ihMpzzz23JDfOJz/5ydve8lxw/ZBQaWpqUnTczQX1prjXhYq8foXJZOL/ZwsMeQqyPJaAUiSBqxOm/L3ZAbWBQACRSAR6vR52ux1Go5FX+nv27LmmUMmuBGswGHgyoFWsVqtFPB7nyTkQCHBBK6PRyGKntLQUiURC4b5aqKkhBZ5mMplFCxW5CNZqtXj33Xdx6dIlhSjKF0tCv9vtdkW6vFwoZlcZlTfxk+87W8xotVqUl5fztaNaITTe06dP48iRI3A6nVwrg74LcgvKtZpA9vT0YM+ePTh8+HDObA+v18uiI5FIoLe3F2fPnsW7776L6elpblYZi8Wg0+lQVFQErVaLlStXclZPOBxGfX09VCoVLBYLZ4BptVosX74cDoeDg+djsRgaGxsVVkCbzcaWQbKUkDswHo9z/EZ1dTVnAZHlhVJ6JyYmcODAAQ5QPnXqFFwuF0ZHRxGPx+FyuVjQGwwG6HQ6uN1uHDp0iO8F+letViuC2n0+HzKZDIxGI38v6P7r7e3lvlOSJM3LoiNIGGi1WhgMBr6HjEYjdu3ahWXLlnEauiRJfL9RYT0SkCQ06HuzWKFiMBhQUlLCImlkZOSef7ZeD4sSKi+88MKSWph/85vfVJi1BXcniUQCBw8e5EJI69atW3CSqaiogFar5Zbx9zK0KoxGozh37pzC8iDn9OnT/HCTB1cCV7MKOjs7kclk8lpUaKVMLg56nzyWgFb4Cy0YtmzZgpaWFnbZ0Tg0Gg2sViv0ej0HRwLKRnwFBQVQq9Vob2/napnynjYLWQgoY8Nut0OtVi9ZqMiPUz7B54sloXNHK1lgzvr12muv8fWZnp7muIxt27bNy86ifZOrJhaLsRuKXGmNjY2KBoSUCQPMnTuKl9BqtbDb7di+fTs2bNgAYOGCdeFwmF2E8ngOWqGHQiEOSKUq0BQUTGOmcVRWVsLhcLBrbteuXVi3bh3sdju74lavXs33hEqlYtfFgw8+CJfLpQiYr6ysVAhctVqNaDSKSCSCSCTCjfdoUm9ubkZTUxO0Wi1Xvc1kMojFYti9ezcmJyeRTqdx6tQproZLr9E5oj5Ver0eer0eo6OjUKlUmJqaQiwWY0sgbUOQQFar1ZicnMTRo0fx8ssvIxgMcl2fVCoFSZLyFiCke4lqDtFzTavVYseOHVizZg3MZjPC4TDMZjO7x61WK4+/q6uLhQp5FWjRIhcnub4XBoMBBoOBFxl0rgVKRNbPfczQ0BA8Hg+SySR39MyXhltaWoqKigpoNBo2T9/L0EQgf2hQwSeKVVCpVFzJErhqUaFJkLpOO51OTExM5BQqiUQCb731Fr+m1+t5UZAdI6TVajE4OJg3ZVelUqG1tZUnV5VKxWLFZrPBYDAgHA7zMZH4aGpq4sBC+uxIJAKNRsMpuQtZCGg/JLCWkvVD4yTk76U4FcoMIujc0QpcDrllSNxUVlaipKRkXql8GmsoFMJrr72GvXv34vTp0wgEArBYLFi5ciVKS0sV45S7zJxOJyYnJ5FKpRQrenl7gHzk6z4uSRKuXLmCy5cvY3x8nGMjcn3X3G43/H4/7HY790uanZ1lYSK3DjQ3N8NsNiOZTHLNF5qUSZTQ9S0sLERdXZ0i7T2VSuH8+fMYGxuDyWTC2rVreQIuKCjga1NSUsJWFZfLhc7OTv4buV6qqqqQTqcVVtmxsTEkEgm+nrOzszAajaioqGABT9WX5RM/uZ6mpqbws5/9DCdPnsS+fftw8OBBtvCl02mOPdm9eze/l4SL3+9HNBplVxktCKjmTG9vLyorK+Hz+WC1WrFhwwZ0dHRAo9FAkiR4vV62tsjdhXRsLS0t/JnZwdjA1XuYRF4sFoPH48GBAwfYaiZYolDZu3cvvvSlL2Hfvn0AgEOHDuGpp57Co48+ihdeeOGWDFBw65idneXAyvXr17MZlygrK8POnTvR2NiItWvXorCwkE3K8Xj8nu1NQRkP6XSaRQdlJJSXl6OyshKbNm3iFMojR44glUphdHQU0WiUH4Iejwc+nw+dnZ3o6upSTF402dIEkUqloFKpoFKpUFhYiOHhYUxMTPBKWZIkXLhwAd3d3Th58uSi28LL41SolH4gEEAgEGDXSHNzM4+NYj5cLhcSiYSiEWW+c0UrWJqkFyNUioqK2GIjDx6UW+oqKiqgVqu5ABshFyrZhday3Wz56rnU19ezuKBzOT09jYMHD2J0dFTRgZrIVVguk8nAarUqzjOwsFCRx0XIkfdjonR1rVaLwsJChTuA0nxnZmaQSqW4dD5lbxmNRpSWliKZTHJJ+8bGRsTjcWg0GjgcDqhUKgQCgXnXqqSkBFqtFjU1NXxc8jir8fFxTE5OwuPxQK1Wo6ioSNHrp7CwECaTieOBSOiZTCaFuMpkMnC5XBgfH0dPTw9nzZ07d46/E3V1dYhEInwPpFIpHjs1P4xGo3C73RgbG+PsJnlFWgpuLSoqgk6nQ1VVFUwmEx566CEWVW+//TZOnDjBwoagQFmNRgOVSgWXy4WtW7eiubmZkw76+vowMTGBsbExZDIZ/ry6ujq2ZK1YsQKbNm3KeS+QRUXe02hoaAjBYBCXL1+eV+jxfmXRQuUHP/gB3ve+9+FXv/oVPvCBD+C73/0uPvCBD6CmpgZNTU347d/+bfzkJz+5lWMV3GSCwSCCwSBqa2sV8Q3r1q2DzWZDW1sb7HY72traYDQaOSKfovYXehjngkp73+0CJxwOc/E7muieeOIJxYqoo6MDVVVV0Gq1iMViePHFF3H58mV0dXXlnHjJ/SN/nbq7AnMTGxU8i8ViOHr0KPbu3cvWClq5E3v27FGstC9cuIB9+/ZhaGhI8bCVl++mtM10Oo2f//znAMDxMHQtS0pKOMtjdnaWLSz5LCo0gZGbRR7PcS02bdqEp556igUfMD/Oh45Z/sCmsRoMBlgsFmzevJkbRpJQicViSKfTOH/+PMfhyKEmdbm4fPnyvB4+Ho+HG3bKoYk9W6jka9wpL+wlr4dDdW6AuWuSTqcRDAbhdruhUqlw4cIFvq6hUIjjmehz6Hij0SgMBgM3G2xqaoLdbueJPplMoqenB263G8FgUCHkKisrsXr1anR0dGDlypXcmJDSlem8nTp1igVVPB5HUVERWlpaYDabUVJSgqqqKqxduxYAsH79etTV1SGTyXCMVDQaZQsXlfovLCyE2WzG9PS0IqCUihVSRk1hYSF2796NRx55hDshkzUkGAyy+8hoNHIQsM1m4+/khg0b8Nhjj82rjUQLDblQpqaZdNzUaJDciLSI0Gq1CAQCMJlMiEQi8Hq9KC8v555Ny5cvn5fVRvcI1XWhXkXxeFxhMb2RBqf3EosWKl/72tfwta99DWfOnMGrr76K3/md38H//J//E9/5znfwr//6r/jqV7+Kr3/967dwqIKbCYkNeuDJ61jU1NTg4YcfVqwmKb2VgtXkmQKL4ejRoxgdHcXY2Niiy7LfKeTVXVUqFYxGI6/qgLkYhoaGBqxbt46tJ1TYTa/XK4Iq6UEXDocRjUZhsVjYHSNvjGc2m2EwGJBMJnHw4EF0d3fD4/Fw/BClYRKpVIoDeePxOFsBurq6FEXm6LP0ej13W06n0xgdHeU0TdoHHTM9gAcHB2G1Wnm1m6saMU3GZA1ajDWFoHgJ+YTudrsVgo4mfrkZPLu+TXl5Oerq6gBcddnFYjG43W4kEgkO3sxGHmDZ0tLCx02r8XQ6jbNnz2Lv3r04cuQIb9vR0YH6+nqsWbMGy5YtA3BVEMpjdLKFfDQaxa9+9SsWdTRm4GoGkEqlgt1uh8lkgsPhwPj4OCKRCFatWoVNmzZxTx+VSoXi4mKYzWbEYjH4fD5MTk7C5/Nx7E5HRwdWrFiBtrY2LsYWCARY+EQiEYWoTKVS2LhxI5599lk8/vjjKCsrg8ViYUsMuTTI5ULWNLPZzDWWyCJI34Enn3wSDzzwAGcvzc7OIhaLoaqqCgaDgcVGRUUF+vr60NnZiWAwyEJGp9PB6/Uq7j8SDdFolK1OarUaiUSC04HlVhWLxaJ4vtG+5d3QNRoNnE4nV1XetGkTotEoZ0hRTZpoNMqVeJubm/kZSW7bZDLJlrdsa57H41GIkOnpaa5uGwgE+Ljk97ooqz/HooVKX18fnnnmGQDAY489hlQqhccee4z//vTTT6Onp+fmj1BwS6DmdcFgcMHKq8BchsLbb7+NQ4cOsS+ZTM6L/Sx5X4yFusHeDWSXoaeJJzuSv66ubl6QptVqhdVq5WBys9kMm80GSZJw8eJFzpoA5iYy+v+lS5cgSRImJiYUQiMYDKKyshLJZHJeLRMSfNmNA+VCkCYiSvdtbGzEyMgIT240WdOkajQaOVPE4/FwyrT8+OWQRYVW3EsRKoRcqMRiMYXlgh7UFKdC1UYBKAIkHQ4H+/jdbjdnUdHYL1y4MO9zdTodNm7ciNLSUjQ0NHBtC8LpdHKvGDl1dXXo6Ojg/ji0r1gshrfffpvrnmQLO3lVYIfDoYh/qaysRCaTgV6vh8PhgMViwejoKAsQikMxmUzcriCTycDpdLK1wuVywe/38zFnMhl0dHTAYrEgGAyyVU6v1yMSiSiq+wJz1gabzQaNRgO73Y6qqiquyqrX62G1WrmhIAW52mw2nvjp3qex7dixA7Ozs7h48SJ0Oh1qamqg0Wi4NxGJj2g0yllAfr8fwWAQJpMJ9fX1fP+mUilFkT9qniqvBtvW1saCMRwOw+VycSB5rkzG2tpaLgMgF/SPP/44KioqEIvFMDk5Ca/XC0mSMDk5yRY7KpKnUqnY+kpuMrKC0HEBc9+PI0eO4OTJk3z/ut1uTnempon0TCCxnqso4f3IooUKRTUTBoNB8aDI1eFVcPcSj8cxOTnJq5GF0skpKwGY++IsVqgkk0kcPnyYg0WJfGXR7xZoRURmYDpeGrf8obdhwwbF98BgMCASiSgmvezKolRgjx7S9FkkOORuFqpwuXnzZp4YqGrs5OQkJicn5xU2k79f3im4oqICJSUlPEH6fD4cOXKEsyto/DabjWNV3G73gnEXZPGhyWqhHj/5yHaRyE3/ZLEAwCtaKk0un+g1Gg0LOYrhISvAQlRWVmLr1q1sNZOTy4K0a9cuRWCuPEtk79696Ovrg9vtZjcMIUmSQhjQPbFt2zasWrUKTU1NPPnOzMwo3KMkPJ1OJwwGA0ZGRuDz+WAwGHgi0+l0fA/RMdP1CgaD7DqheiHA1UnwIx/5CN7//vfPi6MoKCiAxWLh2I1IJIJwOIxUKsXdkuX3vs1mg16vR2trK5544gkUFBTg6NGjMJvNiqDudDqN4eFhRaE9EvapVAqTk5M4c+YMuxFp7qEaToCycaRarUZjYyOKiorQ0dGhSM0vKipS1FmRo1KpsHr1arz//e/n65FKpfiazs7OYnx8nCtFy3seaTQa6PV6jIyMYGJiguuvyIsATk1NseVKbhmh6xmNRvkcUHNEej8d5+Tk5F3vKr8dLFqoLFu2TGExmZiYUKwmBwYGFKl8grubcDjMEfHbt2/PGZGei0wmwxP3taLS+/v7FaKEIuCzJ9Y7xcjIyLwASWofAFx90FdVVXHdDKpWSdTX1+NjH/sYB4aaTCZ4vV6uFgqAMzOKior44UvFvaiOhNvthsfjYVFA2VfpdBpDQ0Po7e1FV1cXLl26hK6uLvT09CAQCODMmTPc4qC1tZVXZ/IsDmDunNOkQp9RVVWFcDiM06dPA5ibmOhv5NMnYQrMn7gDgQCLChJZ12NRWahuRGNjIwuDU6dO8fWy2+3zMnkoG4usHPK/0/+pJsZiyLZUtba2zgvepUktEongwoULmJyc5EJs8vM1PT2tCF6mibGkpATNzc2Ix+Ncqt5ms6G+vh4lJSUoKSnh8TqdTu7jk06n0dLSwhMaibTR0VE+fopJCQaD/BpVYKVz4XK5UFZWhi1btsy7duQSzmQy8Hg8mJ2dhUaj4b5OhYWFCkssNTskt5n83JtMJnR0dKC0tBRqtZpLxet0OhQXF3NWIR1PIpHA0NAQ9Ho9ux4BKKyRFEtGLQPi8TjMZjNWr14Nu92O97///WhsbOSKt/lQqVScnp9KpRAOhxW1aqh4YiqVUlgra2tr0dHRwVlO9H5g7vtG1yQajSqeefR/p9PJ6c56vR719fUA5r5zcreoiFNZglD54z/+Y8UDOvtBcfr0aXzsYx+7uaMT3DKo6mq2/zab7HopsViMhUo6nc5rHQkGgzyBqlQqtLe3c6or+Y7vFNFoFD09Pejs7MTRo0fZzCpJEq/G5fVKKioq4Pf7MTo6yg0Hk8kk3G43hoeH0dDQgN/4jd/AunXrUFRUhEuXLiGRSODBBx9ES0sLHn30UTz33HN8/FS+fHp6Gn6/H11dXTz5mEwmtLa2oqWlBQUFBWxKJnO62WzGwYMHUV9fP69hYHFxMVtCyL0mL5omFyr0cJZDNUBojMDc6o+ESrZFRX7t6aF8PRYVsjyQsJNPmCqViif1UCjEx5yrTlN1dTUfI9XPICh9tKenB++8807eFGGaLKgZnvwZl0vMy1ffNIlSHRQ6LkmS2J3V3NzMpfzlxONxjI2NYWBgACqVCjt37kRLSwu7gi5dusTuD71ej8rKSk6XV6lULJSnp6fR2dnJBQdHR0dx+fJlrhoLzMWglZSUYGRkBENDQ3kXHJQqX1pailgsxpVyKWBXXscGmJu4tVot3G43Cws6f7W1tTAajSgsLITFYmF3ymc+8xn8yZ/8CYsBcgdRejzdE3Se6RzH43Ge0CkVmVyDVqsVHR0d7HLNZ1HJPlYKZN+3bx/XfQGArVu3crq32+3m70EsFuPOztTGgcZJhfjo//KaRZFIRNEElqwz1PdndnYWMzMz6O/v5/5J9zuLFiof+tCHsGPHjrx//8IXvoC/+Iu/uCmDEtx6yN97rX4k2e68ZDLJDciA/Nkg5BIA5gLqGhoaOKUSyG1Wvx1IkoQDBw7g8uXL/DtNflNTU7xip0BHyiIYGRnB9PQ00uk0vva1r+G1117DsWPHcPHiRQwNDcHhcGDDhg08mY2Pj8NoNKK1tZU7Ge/evRsNDQ3cO8jr9XKMED3YH3jgAdTU1MDpdLI7gnqiAFd96UNDQ4qsEQCKZngXL17Ev/7rv+Lo0aMcsEjChI4p2yIhX3XSgz0QCPCknh3YJ7+GZE29HosK3WNUsp+qiRIdHR0A5q4VBRDn6z1EE3Y4HOYmfITcCihvsCdn9erVeOSRR7BmzRrU1dXBbDazKMjVHJAEEd3vhYWF0Gq18Pl8/B2ZmZlBOByGWq1W1NWQEwgE2OXjcrkUFrl4PI5kMompqSmcOHECBoOBA1vT6TQKCgoUq3Hgqivo6NGjHHhKQk+j0aCpqQkulwuFhYV5g9spLoWKEFosFhiNRg7STSQS0Ol0WLduHR577DHU1tay+4PGQffY5s2bAcylv1MQrdfrxbZt21BaWopwOIyxsTFUVFTAYrHwsdH9RAsbuVAhS5PcDUgubHmDToq7WQi9Xs/ZO9FolC2dwJwAJncSBQQnk0lMTExwnx/qGp09DmBu0SY/x5ROTlDqND0L6uvrkUwmoVarcenSpXkNOO9HRMG3+wwqTiRv6rYQ9GAgP63RaOTCURT1nwuafBoaGqDT6RCPx9HV1YXp6WmeOO8E4XAYZ86cwfnz5/nYOjs7uUInMOduoEmbVui0IqKMArk1g2IPamtr+QGVaxVE6bR6vZ4nsXg8rqieaTAYUFFRwYKQHmDxeBylpaVcAt/lcsHtdmPXrl2orKzEmjVroFKpuPbI2NgYRkZGcPbsWXg8Hs7yWr58OdRqNXbs2IEHH3wQW7ZsgUqlmid65A9ap9PJwkoOnb9ly5bdUIwK3SsFBQW8H7kI0mg0ilgVlUqVtyS63NxOrguapOSxMPnq0FDwpVarhUajgc1mw4YNG/Dkk0/Oc/sAYBHg9Xqh0WjQ0NAAjUYDn8/HwuDUqVM8brqe2edyZmYGY2NjGB8fh9/vh9vthlarhdls5lX6+fPnceXKFUSjUa4BYrVaUVpaitraWqxYsYKDSymtmDoTU88eCvotLCzEqlWr2MqXC51Ox8KqqKgIBoMBBQUFHOdE6eM1NTX8O31vyD1E57m+vh7FxcUoKiqCzWZDUVERampqoNfr+btCAalqtRpGoxHd3d2KXkWAUqhQ5pHJZOJ6MfICdPSehSzGBNUzAebuHbkFhBpEUkzQ6OgoRkdH4XQ60dvbi3A4zNk+TU1NWL16taKqc7b1LhKJsAhat24dV/aldGrganxMPB4Xhd8ghMp9hdPpxDvvvKMoqnQti4o8G4RWVWSWHR8fv6ZQof0fP34cJ0+exOTkJNxu9x2zqExNTSlM9JTBcPz4cY7QpxUeMCdUaJImvzGgjAWYnZ3F4cOHEQqF0NTUhJmZmXnxDQS1hKcx0HnS6/UoLS1lnzV9djqd5p4rVOo8EAhwJ+twOIyNGzeyBchoNKK6uppXtNSPBph7QK5YsQKPPvootm/fDofDgbKyMuzatWteLxy9Xo8nn3wSNpuNS4hHIhFFPIm8qBp9xlItKlTXBbiaog3MdzPJLRHyYMlsHA4HqqqqUFZWhsLCQsW21EySPneh2Bg6f5Rym29FTq654eFhmEwm6PV6Thk+efKkwsRPFq0DBw7g3XffVWR0UBBuMpmEy+VCd3c3dDodKisrkUgkUFJSwta+cDisKHxGAoImZErvTaVSbHmgwE2tVoupqSm89dZbsFqtOUUcQQ3znn32WezYsQMrVqyARqNBX18fW4iy3Yfyiq+UvabRaKDT6fDAAw/AbrdznRifz4fjx49zKXwqrGYwGHDixAl0d3dzo8rsIFPqqwOA67e0tLRw3ZlwOMznPlcNk2zk8VnZqewkhAwGA2ZnZ+F2u3H06FEMDw/D4/FgenoaXq+XFy91dXUKi6DcXUkuOXo+2Gw2VFRUKCxUdE0ymQxbd+53hFC5T0gkEjhx4gSAuUDoxQgVSZJw7tw5AOB+JmazmbvPTk1NKTKC5MhTeTOZDLq6ungc3d3ddyztjlwHJSUlKC4uVkwkhMPhUExUVHHWbDYrLA1yt5jP58PRo0fhdDoxMjLClS6zIZ82TfJUzIrSVWmCSSQSGB4e5jogFChK76EaDLkCk+vq6hQTPYkuGm8ikVA0U7x8+TIOHjw4TzxSTRh5N2F5IKpcqFyrEmw+yGVitVoVJvxsl6NWq+UAY0opzSaTyeDgwYPw+/2or69n3z+51kZGRniVLUlS3jgV4GqhrXw9YgjKUpFP2kVFRSwQKM5Br9ejo6NDcVzyNP3+/n5OMx4dHUVvby8LwLKyMiSTSb4HqqqqYLPZOJ5DkiTYbDY4HA6uBzIyMsKWsHg8zn2Y5M0y5eT6PpLotFgseOqpp9j1RX2UcpU1oPPV1dWVs0Ce1WpltxVZBqlbM03QZM2i1ODR0VHEYjGu/AqAC9hRUUaqiUL7kIvQbGthLnQ6HVtBSDwAVys1V1ZWwmAw8HPT4/GwlYqeCZOTkzljSmZnZ9nyIy9uSOejsLAQRqMR5eXlSKfTWL58Oerq6tDc3MzW53u9Zcm1EELlPiF7QqaJRb4icjqditRQelj7fD709vbyiq2goIBXqfJutwQ18wPmhEowGOQVhNFohNvtvmNF3+j46AGbPREVFxdzVg4wN/4zZ85AkiQ+bpqMGxsbFQ/qZDKJ2dlZqFQqxONxRT0Ughq9UZVLahKoUqm4aJbf78fQ0BC8Xi+7lUgQUuyDRqOBy+VSxAIRmUwGtbW17EYhdx+JjHfffRcXLlzgCeLdd9/F8ePHcfDgwXkxR9kTkXxCk58jup/yWVTC4TD27dunmLwSiQQLWLq3clWiJRobG/HUU0/ldVfQuaR4B+Cq9cXv96O3txeDg4M84ecqiZ99nAsJFaos7PP5oFarUVZWho6ODtTU1HCMBdVG2bVrF2w2m8ICefnyZR6Dy+XiIG69Xg+3242LFy8iFotBpVLh/PnznL1Cbti+vj5EIhG43W4cPHgQRqORs1YMBgNnEVHjROBq4CYwJ2hpIl5IqND9tnbtWgSDQfj9fiSTSZjN5nnuMHL9yIWCPLaH4lxsNhsuXrzIFgoKCqYAWop1sdls3JRRXsqfOicDV629BGUj6XQ6bv2xGLZu3Yr6+no0NTWhrq4OzzzzDD71qU8BmBOHarUapaWlnL1HnZIpM2pmZgYDAwM4ePAgAHCNGeqwbTQaFfeuwWDgmjUUzNvW1oaWlhY8/vjjfD3lZQzuV4RQuU/INnPTykRe8vv48ePo7OzE+fPnEQqFuCHYlStX5mUx0IojV7l0ShUkPy4F9FmtVhiNRk6LvN1kMhme+CkwvKioCBs2bMCuXbuwefNmDvqTWwh6e3vR19fHk3hNTQ3WrVsHn8+HtWvX8mQ2OzuL3t5efojmKmxHdSHMZjNmZ2dRWFjIzdAMBgMHN5JVgM4vVWylYMji4mKEQiFMTEworm0mk0FfXx8qKyuxYcMGxYOyt7dXYeW5cuUKDh8+DKfTiUgkgnfffRfvvPOOwmxNEw+9RtYZMksD4AcqnS85lOZ5/vx5hMNh9Pf3c0E0eV0RspJQtlG+B3M+lw+Qe7LV6XQwGo38N6PRyMeQL5tC3h5ioUKIqVSK3Ydms5ljNeSZdOl0Gk1NTezOy3aVTk1NIZVKwe/3s1Ch5pFkqSHBYTAYeEVO5QUCgQB3PB4eHmaR7HK5kE6nMT09jZmZGTidTqjVahgMBhYg5NYDkDNlm7aj+6usrIwteD6fD2azWRGs3N/fz8JrZmaG7zV5lhNZJa1WqyK4We7GWblyJac5Uzo11TCh+8zj8XCtHCqZT8+kpqYmNDY24sMf/jDa2tqumfFDFBcXc9sAYC64m66/xWKBw+HgVgXU90ur1XJ152g0isHBQbai1dTUwGg0spuKgpLpHqbMNXLBkUidnp6G2+3ma5xIJO57oZL/W78AJ0+exIEDB7gqopy///u/vykDE9xcsm/0RCKBiooKfhh5vV709PQgHA7zQ7K6uhoXLlzgSZtWvzqdTpHGmQ2t8qgqJfl8V65cyeNwuVzco+N2QcJLq9Wiurqa0/9olSdfHdIxJ5NJ9Pf3Q6VSsXl51apVcLlcSCaT7Hv/3ve+x8dJk1e+FbvJZEJjYyP75c+ePcsuoerqai6QV1hYiMbGRq7D4Ha7OY3TYDDA7XZjfHycfdvAXNAvNX/LZDLcg4RK8MsnZ6rgSkiShEuXLsFoNOLxxx+HTqdjEUbpn3I3kiRJnJkAzAUay4WEz+fjQFI53d3dqK6uZjFQV1fHTdgoSPZ6Hsy53GAajQZFRUU8EVssFkxNTXGBrux7MB6P45133gEARbPBXNBqNx6Pw2QywW63Y2ZmBoFAgO+ldDqtcNvJexHNzMzAZDKhpqaG40paW1shSRL8fj9KS0vZbaDValFeXs6tHOheLigoYKsIleUfGRnh6rPl5eWw2Wzc3K+xsREVFRXIZDKoqqpiq18ud5DcogIoY4NSqRSLMjrO7u5ujI+P8/fC5XKhra1NsZix2+2oqanByMgILBaLwhWXSqWg1+tRXV0NnU7HzUH1ej0CgQBXswXAAeIkVHQ6HdavX4/XX38dWq1WEZeyWKGSbR2S/26321FQUMAxYjMzM0gmk3A4HCgpKUF5eTnHspG4qampwfT0NMeJ0fdn06ZNmJ6exooVK/hz6NqQoDlw4AB6e3sxOzuL8vJy+P3+RcXa3Kss2aLyla98BVu3bsULL7yA06dP49y5c/wjD1YT3F3Qg7+yspInVPK7AnMuHOqCS4Gi8oqyMzMz6O3tZZcNPXzktQPkn5VMJnnfkUgEVquVzbDU9+N2Z/6Mj4+zC0deWTk77VbuC3/33Xc5y4m6wra3t7PLzOfz4eLFi4pYn4KCAvh8vrwBtVTS22q1cv0NjUaDyspKmM1mXnXrdDo4HA6kUimuSqpSqfDggw+ipKSE63PE43H09fXh2LFjnHZttVpht9vh9Xq5HwowfzLv6elBUVERZw3F43GMj4+zq5BcVZSpROdK3m+HLCPy7B9gfsE0gs4tTTp6vR7nzp2D2+3mz70eoZLt3mxqauKgWrlQ0ev13PtGbklIJBJ46623OB7nWoHmNAHF43Hu09Tb24ve3l5IkgS73Y7q6mpFZd933nkHJ0+exPDwMGZmZvi4o9Eo1Go1mpqa0N7ezuXrS0pKOEbh9OnTiEajqKmp4XNltVqh1+sxOzuLsbExXLhwAWVlZXwfhUIh/q5pNBo8GAxi6/PP44ErVxR1UPIF0wJXvw89PT2KGAu5RUXes0ou8rMbP9rtdhQWFnIGEj0/KIuQspUoXsTtdvN9TwsAYO4+JgFHVkqNRpNzMlcIEI8HyFPplQJ5s4+fxi13d4+MjHDTSPp7bW0tu36pEB11eZ6ZmcGJEydw8OBBWK1WtLW1QaVS4f/+3/+Ln/zkJzCZTLxQod4/dG4CgcB9H1C7ZKHyD//wD/h//+//obu7GwcOHMD+/fv5Z9++fbdijIKbAD34a2trEYlE4HA4oNPp+MtH6Xg1NTWIRCJwuVzz+k7Q6wR9IbMfctQsTJ7uV1hYCLvdDofDwdU1l9LUcLFMTk7mbeRFLofy8nLOmADmZ5jQg1atVuPQoUMA5laTzzzzDDZt2sRZAMDcA3NmZkbxgCsuLuYA4lzHKJ8Aqf8KpeBSfQ+dTsfBpWS9KCwsxOOPP47a2lqsWbMGarUabrcbJ0+exOXLl/mhKUkSP7jJ1UHigKxiqVQKFy5cQFVVFVpaWlBXV4eHHnoIwFzWA4kPlUoFi8XCtV/8fj9isRgfl/xhTiZwQn7sNTU1ePTRRwHMibv+/v6c+6AgYZ/Pl3OVnw+yBKrVamzYsAE7d+7E6tWrOVOL3ARUqJLue7krJtsCtlDqLgAOepYkCXq9Hh6PR7HfZcuWKbKVjh8/Dq/XC51Ox7U4YrEYTpw4wSXp6+rqUF9fz5YlrVbL1pFIJAKj0cjfQ/odmKsMPjU1xf1l6Lvt9/vh9/uh0Wjm7pujR4GeHuD554H/qDUD5K4OTIXUgDkhMzIyopj0KV4GuOpGq6qqQnV1NdauXYuampp5Ado04VdXV3PBukQiwYKHvkfkhikqKoJer4darWbXD7m86JpSo1QA2LhxIzZu3Kj4TBbPR48CxcXA5z6X95p2dHRApVJhzZo1itfJlWcymeDz+RAMBuF0OtHQ0IC+vj6UlJTAaDSypYcaTJLViGqkpNNp9Pb2AgDOnTuH4eFhLtAHzFkX165dy7VydDod/H4/Tpw4cV+X0l+yUFGr1XjwwQdvxVgEtxCfz4dz585hbGwMra2tiroUlA45MTGByclJNDY2csDr6OgoKisreWXk9Xr5oUSroOzJmCwqer0etbW1cDgcKCoqQjqdRmVlJT+ob3bmj9vtxpkzZ/IKZhJZZCrPF7hJD1d5HAZ1eyXoAT0wMIBMJsOtCDZv3owNGzZAo9FgdnYWx44dmzcOeVVVesAWFBSgubmZffarVq1iSw5lBLS2trK4qqio4Bobx48fZ2EhSRL774G5Fa485oKYmJiAwWDgQMeNGzdi+/btXLjtypUrvA/K1NBoNBwnQ2KQzolOp1NYUyRJ4oDW5cuXY926ddDr9dwG4MUXX8Qbb7wxr9y6wWDgc0AicTGQyCgsLERVVZUiuDIcDqOkpAQOh4OFA00McteXXOCuXbt2wfgUYE6oUCC0VqtFMBhUZNZQwDRBgc/V1dVQqVQYGxtDIpHg7sBarRY1NTWoqanBmjVruAAeWROmp6cxMTGBmpoajvGgLst03SoqKlBeXs7WBYvFgnA4jIKCAphNJpTIA7xXrlQ0/ZMjSRLeffddXL58meMkKEWXMJlM/B06c+YMgLnvVHt7O9/X2XFaVK+krKyMy9LLLXW0/8rKSrbikVuMMuQoZoMsKuT6oXNVWVmJZ555Btu2bVM0zsVnPjP37z/8Q95rWlFRgaefflrR2Rq4GkdC1XlnZmZQXV2N4uJimEwmNDU1IZFIsGWEMtSMRqPi/p6cnOReX/LEBXldJXlQtV6vRzgcRjAY5IXW/ciShcrnPvc5fOMb37gVYxHcIig1M5lMcpMt4Gptir1792JsbAzJZBLNzc2cMTAxMQFJkriaKjA3qU9OTrIfGlCunCVJwtDQEMdEmEwm1NbWYmxsDEePHkVfXx83NMyVGnwjyN0a2aZSeQAvPdTzNdsjoXL58mX+26//+q8rtsnOBlmxYgWefPJJPPPMM6ipqYHJZEIqlcKVK1fmrdTtdjtKSko4uBEAF3kj0zGV1J6ZmcHq1auxceNGrF+/nvuueDwe2O12bpZ4+fJl9PX14dKlS1Cr1WxlIXdO9kQUj8exYsUKqFQq7NixA2q1GiaTiQvAud1uFqR0rDS5y6uC0j0gj+WQJAn79u3jBzSZ4y9fvqwoMJhMJjlzhdBqtWxxWkqLexK92XU9gLn7oqmpCY8++iivjCm4VS5UaB8Oh0MRV5IPeRdhtVrNK14S8PIGd8BVqwNlt1AtEQq+NhgMKC4u5u7VdJ+QtYEa+qlUKr4v6VxRvReVSoXm5mZ88pOfREdHB5qamtjN2RiJwCTPthsbg352FnVvvom0z4dUIADXl78M/+DgnOtheBjIZLigWTQaZUsNWRCohH32eaGFTa46S3a7nbtA0zUjUUvikIrYzczMcA0jj8fDrhA6fnL75Arql587AMB/uEWvRa64OSq+GIlEUF1dDbPZzMHu9GwkwVpTU8Pfa3rWUhHG8fFx9PX14fjx4xzbBVwVKpFIBIODgwqrLdUayudKvR9YcjDtH/3RH+Hpp5/mnhXZN8jPfvazmzY4wc2BuoxqNBpoNBqeAKqrqxEOh3Hp0iV4PB7uQEpBkgC4Oufq1asRCoVw8OBBOJ1ORKNRmEwmRCIRhWWEYliSySQHcVL6JjD3QKUaCDfqd52YmMDw8DDa29ths9k4PgOYswhQOXkA3KhPHhQrz9bJZDI8RqpNQUXBtFrtvNod5eXl3LPH4XAoGnRWV1ejqakJly9fRjAYxJEjR7Bp0yaF/3zz5s1IJpP41re+xWOZnZ1FOByG2WyG1+tFVVUVzp8/j/r6euj1evT398PpdHKmh81m44q6gUAA3d3dKCoqQigUglqtRlVVFfr7+zk7pbCwED6fDx6Ph/3+u3fvVnyHy8vLUVBQAI/HA6fTCYfDoQiYpPND4oIEinwfHo9HERNC4mF6ehqVlZWKUviBQACXL19WWC/IskTN+hZTm4XuwVzN50ggFBQU8MSlVquRyWQUEylZz2g17ff7MTAwgFWrVuWsSktdhOW1SSwWCweCyi0qFNgMgM+9xWJBaWkpuwuMRiMsFguKi4vZ/E9if3R0FCUlJUin0wgGgzxWSt8tKCjg7zNZP1paWnDhwgW+h9fQivyxx4D/CBgubm9HMYAriQT83/kOSn/+c0zv2QP8f/8fdj3/PAp27MClT32KxYrFYkFHRwdCoRDXJ8l2G8mfHxRXkh1QazKZYLFYEAwGWfCpVCrU1NRgYmICZWVlXBxxYmKC3UzRaBQejwfhcFgRo3LNQoNXrih/P3UK+OEPgU99Cli7duH34mplbjq++vp6TiigrCSLxYJ4PM5ZO/X19UgkElxMkZo6Dg8Po7+/H8FgkNOdQ6EQzGYzCzaqODw4OAiVSoXJyckF6/7c6yzZovJ7v/d72L9/P5YvX47i4mIUFBQofgR3HxTwly0qL126hNdeew0DAwMwm81srmxsbMTOnTvR1NSE973vfXjiiSdQXV3NJt1AIKDoayFfEdODhwrEUUpqLBbD8PAwLBYLZyHkqsGyWKgYncfjwcGDB/GrX/1K8XePx6OwlHR2dnIgLU2KJSUl0Ov1iMfjimwYKs+dTCYhSRJKS0vnTZZqtRqPPfYYNmzYgE2bNin+Zrfb0dDQwBMZBcPKofgReb0OEoBUxp0qg1LBuePHj8PpdLIwMZvNKC8v5/HTw5osVRRbkslk4PV60draitbWVjidTnY/ZN8TFRUVKCws5AaN77zzDq8waUKipnvAVYEi34+8N0lBQQFnB9L7KysrFSXG6T6qqKjgwm/BYBCpVIr9+dcin1Ah1woAtgJQiXZyOZCLS55uDcwFUk9MTHDRw2yi0aiiKSEdA8UHUfl6YG6xQG6i9vZ2FBcXw2w2s5mfGufRuaitrUVZWRm2b9+OtWvXYuPGjdDr9SzwyZKzbNkyFs0UJE4NL0tKSlBaWsql7OvoujzxBPDAA4pjsVy5guKf/3zuGI4fR8VzzwEANh86hFgsxim3VVVV2L59Oz7+8Y+z1UQeh0LfE7pnwuEw3nzzTYW102az8XjpuwYoS92XlJSgvb2drRXpdJqzgOSuR3KP5LKoKPiP2Cxm8+Y5F9AHPwgscsFEllg698Ccy1Sr1SIWi3FBTKfTyX3BXC4Xi7uGhgbMzMzA4/GwaKVnJ92jdD/Z7XZUVlYik8mwkLmfhcqSLSrf+9738NOf/hRPP/30rRiP4CYTCoVw4sQJzrwh0uk0JicnMTw8zIGaJDRpInrggQc4ngMAP1z9fj9PlIDSRE/t7QsLCxEIBHDlyhUkk0lenZ8/fx4OhwNjY2PX9cWbmJjg/hr5IEsHVXSdnp7GgQMHAMz11iComqjL5UIoFOIAxng8Dq/Xi9nZWU7FztU5V26dkUMirbKyEn6/H2fPnoVOp+PmenLoAe5wODA6OsoVLKk2hNlsxtTUFAfs+nw+Tn+lomLUH4VcM5Ik4QMf+AAOHToEl8vFFpAjR45Ao9Fw7IM8Tkl+TLW1tRgeHuZuriQoM5kMMpmM4rrlsqg4nU4kk0kMDAxww77169eziyBbING4q6qqUFhYiH379sFisWBkZAQajWZeYb1sqJcNML+vSyAQgCRJLNqAOTGT+Q+XBvWrKigo4AmTtiMBky/NPBKJIJ1OIx6Pc3D2smXLuAne5OQk79Pr9SKTyXCmDfUgIvcP1dHInnAtFgs2b96MSCSCQ4cOwev1cu0VnU6HtrY2eL1eOJ1OFBcXs9vO5XJxYHxRURGCwSBqaEJetw4YHZ0LLv0PqheIB0omEjyxplKpeTGK5LawWq0wmUxcekDO+Pg4UqkU+vv7UVVVxeJCXpvF4XAoClG2t7fjzJkz3GPH4XCwa4QmeKPRuDih8h+d3OcxMgKUlQEzM3P/LsCKFSswPDyM8fFxrFixgq8jtcRwOBzcaDQajcLtdisC+M+dOweHwwGXy8Vl/8vLy+FyuZBIJDhlHphzy4+OjsJut3M8DonF+5ElW1QcDsc1o+EFdw/vvvsuB1rK4whisRj6+vowNjYGtVqNrVu3YuvWrQDmVsRUo4AmNeBqgahEIqGwqMj9/LTiofLh1JytoqICVVVVWLt2LQfnTUxMKALNroXP58PZs2cVIoXiCYqLi7F9+3aOEQHm4lR8Ph/++Z//mbMqsjMCaAKUuwDi8TinBxYVFeXsmrsQ1BdHr9dzOueFCxdybkuTYEVFBQsAGlNDQwOqq6uRyWQwPj4OnU4Hn8/H1XOnp6c5+K60tBS7du3CQw89hJ07d3KNC8r6yS4alX1t5dDxUvZWMpnkiVgec1FSUsKTFFkojh49yqnZTU1NvLI+e/YsH+fu3buxe/duLF++HM888wy2bt2KBx98ENXV1bBYLOw6m52dxcjIyDWzw8iaQRU+iUwmw8HMJD5oO+Dqqn9mZgZ79uxBKpXi45S7M/JlW1AJdbJWNjc3Q6/XY+V/BKk6nU6+V+naFhYWwuPxYGBggC2dVDmYsjxyYTabUVRUxLVbKFvMYrHwNaA2DPQ9Hx8fx6pVq9DS0oJ0KoVC+p4uWwZs2bLgOZWjl8W10HdLTjweh97vR8HUFJ//7JgojUaDY8eOwel0oqenB8DVHjpkgauvr1cUWly+fDm2bNnC9xY1e6QgZLJKklUlL4EA8N//+8IH+Zu/ec3zQJaRzZs3o6CgABaLhWvLUGo1tcFwuVw4efIkB9q7XC6cPn2aLSzkUi0sLOTrKa9JRoXxaKEoSVLOApL3C0sWKl/+8pfxpS996ZaklgpuPvI6J2azmVfR1LI8lUqhsbERbW1tikwJYG4ikrvzqPZHJpPB7Owsf4lI6VNRMjLb0yo3lUpxcCK1jler1fB6vYuOZI/FYvOCb9VqNVatWoW1a9figQceQFFREW/ncrkwMTGB06dPc7ouNUWTQ8cnd1fQ5EEBjksVKmfOnIHH48HIyAgGBwcxPj7O5d3lULl3YM5aRfVU5GNrbGyE3W5HVVUVBgcHUVZWhm3btnGcA5VeNxqNqKqq4i61AwMDcDgcMBgMyGQyiMViCldYrlgOoqGhARaLBZIkwe12cyEuclUQGzZs4PFbLBYMDg6yaKBsjGxIZNXX1+M//af/hM2bN6O0tFTRDXnlypVYtmwZCgsL4XK5cgZkhsNhnD59WtEAkupyEPmCD8nqQsfS29vLkz1ZQ+TXSt4SQk40GmWXhFar5e9DXV0dpxHLS+QDc+KI6hg5HA5uY0B9c+RCpb+/n3swmc1mWK1WJJNJZDIZpNNpFqN0zCRw0+k0WylUKhXq6+vRVlcHHS0KysuBj38c+N//G/jnf1YcUyZHgbsS2bOe3MNy4vE4dnzuc1j/iU/A/B+LomyhQmncABSWK41Gw8I0W6gASlfa1NQUW3vpnqT4lAUtKv9hTVVgNgNvvQWQlXPPHqClBVjAypt9P2/YsIGtsiR6ydI5MzOjsDS9+uqrvMAjsUnngDIns7/7BQUF3JGb3F5LSdm/l1iyUPnHf/xHvPHGGygvL0d7ezvWr1+v+BHcPVBBKzLdU3nqRx55hB8EJSUl2Lx5M09q8qDR7CA5lUrFsQUDAwOcNUTuha6uLg5CpToHjY2NePjhh2Gz2dhiU1hYyPVB5Cl6+Th16hT27t2Lfpn59uGHH8bTTz89ryhXT08PAoEAxsfHEY1G2ZJRX1+Phx9+eN6+qaZKIBBQtJAPBAJIp9OwWCzzxM1CUFVRioWIRqPIZDKYnJycJ7TkVUedTicXvkomk1yp9dy5cwiFQlxhdefOnf8/e+8dHmlaXYmfyjlKpSrlHFqhJbU6d0/HyQEGGIIHHDBrwF4bMGCM/cNre1kc1hjb2GvYtTFgDwMDBgMD0xO6p3POUitnqSSVVDnnqt8f9d3bX5XUPT1e4wVm7vPo6W61VPXVF9733HvPPQc6nQ6tra3sD5LL5YqchylUKhUr7prN5qJre7cMVKfT8bNMPiOUpYunKJRKZRE3RMw52qglBqxvzWwUGo0G3d3dzJXZaDrspZdewsWLF9nuYX5+HuPj4zhx4gRfRzFQEfMo6J7ZqJ1H93cpMNnIm8rn8/F0GwkCTkxMsPNxMplkAEx/EjABwDwmchQuraiMjo4iFAphdnaW+St0n+bzeQYuBBbpPtVqtUXt0Xw+D5sAUvJGY2GTlsuBj30M+PCHiz7T2Hvfi1N/+Ze4+slPwi/o4jQqlejq6sLhw4c3BATJcBga4fNV/Mu/ACisHTtEVZvStsW+ffv4XlIqlSgvLy+qDtG9bDKZ+D5Pp9OYnZ3F/Pw8GzgSSLkrUBG1uPCv/wo89xwQjQIPPACI5QOmpgr/d4cQrwPUBgduCzhS646MRQksEkmeTBRjsRgSiQRsNhsmJyfZzJCeSalUCrPZzAReuVzOVhilXlxvlHjdQOXJJ5/EJz7xCXzyk5/EU089hbe+9a1FX//e+NM//VNIJBJ87GMf+3e/xptRHPF4vKhcKB6ZI2VHylZoA+nq6uIqw0ZlXofDAalUiuXlZbhcLs7YiSSWTCZRW1uLSCQChULBJVK73Q6bzQatVgur1coCYmNjYxu6DAMFMPT8888XecIAhUxmI85CKBTiVlZ1dTVPBwDAfffdt+FiRr47wO32Tzweh9/vRygUgtVq3RCoECATRyaTwdmzZwEUKgri6aJEIoHr168XtbqIwKtSqbCyssLkXblcjtnZWeZOUB98//79kMlkMJlM6O7uZrGrbDYLk8mEHTt24PDhw5yZSSQSzsqoVVBbWwupVIpNmzZteM4pOjo60NfXh1QqxdwUoKCJYjabMTAwwKaK9NkTiQSUSiUeeeQRzjA3bdpUNDHzWtok4qAKRSmXKZFIYHh4GC6Xi/9cXV1lUiORX8VVMrGDrslkYkKtGHj19fUV+baIo7TsTtwSEiuj1tILL7yAa9eu8SZFY/8EUEwmE1KpFE971NXV8Qal1+tx69YtnDx5sggY0XvQz9HzUF5ejglhmqXy3DmYBeNKGlX2+/2orKxES0sLmqmCVqrcKpEgIQIUsfe9D+H2dizv24ecUEnUCG28O0rRiwCq9VvfglRoZVRUVKxrtVIEAgFeX+g5Ig6dmMNE2i1kz7C0tMSyCQaDgcfq72rFQUTav/974B3vAN71rtv/p9UC//Zvt/99l4qKGGSLKxvUeiIfMwKcRJymZIwSH2plRSIRJpnTRFVXVxdXanQ6Hds8kGjhnfypft7jdZNp//AP//A//CAuX76M//N//s+GZMM3498fLperCIETXyKVSsHj8SCZTKKiooJHICl27twJn8+3oRx1Y2MjZ4vXrl2D2Wxm19BcLofZ2VkGM2TnrlQqOVOlErZGo2Gtjrm5uaJsP5vN4sKFC3ckMZZapVOIWwQGgwELCwu8oNzpd4DCYhiNRrG2tobJyUk4nU64XC62YN9omu369etYXl7G3r17eQGbmpriDaahoQETExOsAOz1euH1erGwsIDa2lpW5wVul8LpXI2OjvK5l8lkaGtrQyKR4A1/y5YtiMfjnMVJJBJUV1fDarVCKpWylwpQqB4oFAqW+37kkUfQ1dX1muRDseAUcHs0WS6Xs4ItkSbX1taYg1JeXo5oNMq8jaamJtTU1ODkyZM8unuvQedgamoKzz//PFpbW3lqiTJvv9/P55HOj9vthtPp5O/39vYW6aLQ5haNRtHb24tIJAK9Xl8kxCcer45Go+usB4LBIPOD1Go19Ho9vvKVr+DChQvMPaD2JnG2UqkUDAYDnE4nq7ICtzleer2evXdIoRgoZORdXV3cHlpZWeG/53I5WEZHsfXP/gz4sz+D9LvfhUqlQk9PDwNKr9eLmPBsSDYgjEafeQbXvv1teLu70dnYiA67vaCXcvQocPw4lKJq37r4zndgev75om9p3G5khHH9OwHTwcFB1NTUoKKigkE4nWOlUsnAQ6lUslsxgZVwOMwWBRKJ5LW9fARODO4Ezp98EvjsZ4E/+APgLq1oSmpisdg60UZK+EjNd9OmTejt7YVarUYikYBWq0VFRQUikQhisRg6OzvR0dGB69ev86SW2+3Gfffdx5+dKiqxWIzX3DcqUPl/7p4ciUTw3ve+F//wD//wmt4ab8a9x+rqKm7dusXZSn9/fxF5kJw5rVYrb8TT09O4du3aOlMvcdTW1jKomJmZYQBCxFl6UI1GI5xOJ2/CpGlCSo4qlYqZ7EtLSxgcHMSRI0ewtraG6enpIpDS1taG+++/H62trXjooYfumD3RZ1Wr1dBoNDzxQd+7U9BiOj09jeXlZYyNjSEej/NGXbrYxmIxzurE7Q7KuonRDxRASCAQgNFoRCKRwD/8wz/g85//PH+flDmBwiZP47gGgwGVlZV47LHHsH//fq7OtLW1saYEtXVaWlrw6KOPciujubkZZrMZfX19KC8v5025dKT4biGefBFXvMRVJBrPFS+eZrOZqyyU8arVahw6dAi7du16zfcVB+mZENl0cnIS2WyWNVhKo729na8VbfgVFRWoq6tbd8+IFVkbGhqKNh7g9rgzfb/UJiIQCPDUkEKhwOLiIs6fP498Po9IJMJZcCqVwsLCArdRFxcXsbq6ing8zgJ4BLDFo7hi8jXxMvr6+mC321lrpbu7G4FAAI4LF/hn+4V7kFqPpOiqIK2jDdZYc2MjvD09gCAYR1UMmXD+1V7vhq0vTEwA73oXKoV2D4Xa6+UEoVQYURypVAoNDQ3MjyMbj1IQUF1dDZvNxqCQwAvxie6qsxONAsLr4g7kcQAAVY9fgzO3b98+dHV1FVkjEACn54SMI4mnR4q1/f39zGmiNhFNe6VSKcRisaLEUlxFo7X1jSr6dk9AxWq1FpVRXyvIwfNe4r/+1/+Kxx57DPfff/9r/ixxB8Rfb8bGMTU1hWg0CrVaDblcjmQyibGxMTz//PO4ceMGuwir1WpeBEZGRrC0tHRXITaFQoHHHnsMMpmsyMo9mUwiGAxCo9HwZAORUYmTAtzmhJjNZtjtdoyNjeEHP/gBC5Ndu3aNOQkajQaPP/442tvbodFo0NHRcUduRTgcxvDwMJaXlxEMBtmJFiiApLuVhsWLKZVhicVPi4k4xAJ3xDMh/xE6D7du3eL2QTgcRiAQgNvtxvT0NK5fv45r165hdXUVmUwGOp0O2WyWKztyuRx6vR7V1dVcmSIwQJUhIs/qdDocPHiwyGdHp9PhvvvuY5BBUuSvp8dN5n1igUCguCVC2iBi4GOxWPjnxed1o/NYGqWttIqKCvaTIn4SkaQBFAn6AYUNjqpbtLHeSdup1BmYgngEdI1JSZfIoPl8nkmR9DMKhYLN/yhI5CydTmNhYYG9YYjADhSAXCAQQHV1NYu5AWBfH+B2u2FpaYndk6klQD9jFMniV508ybo+lCTEYjEoiBC7wfkgHyBxuxIAQK0fjwcejwfT09PFLTGRaak4NAIng2Lfvn2c+GxUlSHOBiUnmzZtQjqdxtzcHLcva2trUVlZiUwmg/r6emzZsoUrL+Jq8Lq4fh3I5YCqqvVtL3EQYf4OIJiCqoTie56ACq2pUqkUXgGsEXmW2oyhUAh2ux35fB6VlZU8KUZ6MuKqMHECSfk4mUy+Yc0J76n1EwgEcOTIkXsWdPN6vfc0dvqtb30L165d29AKfqP40z/9U/zxH//xPf3sGz3C4TCmpqbQ3t6OiooKeL1eXtgp4wMKC7bNZisqbZduGKVRWVmJiooKBAIBXrh8Ph9kMhkqKiq4rE0Ez87OTv5dg8HAkwgLCwvsmxEKhVBWVsZAgaTdSwEGaRCIp1ZyuRy3ipxOJ7LZLLq6upDP59HT01M0UbJR0Iaay+Vw5coV3swVCkWxV4joGMTneW1tjReYdDoNvV7PQnG5XA6RSITJcBQkrZ/JZKDX61FWVobR0VHWQ9m9ezcv7gQIxcReiUQCm82GmpqaDcvr0WgUg4ODcLlckMlkkEqliEaj8Hg890RolUgkKCsrY8IsbdjiySFaXMWLtslk4sz4btl0ady6dQuzs7OoqalhrRuJRAKDwYBQKMQtnomJCYRCIahUKmzZsgVerxdXrlwBUABJJFVOcadKGgEVMWGcVIQNBgPf13SuqKJDpn8kkS+TyZBMJrG8vAy3242qqipIpVKkUime/BFfB9q0FAoFDAYDCyR6PB6MjY3BarWyt09ZWRlaW1tx4cIFzM/Po6WlpWjyiqsW4irA9evM7SH+QywWg/4uQAUotMfIQZuDrCa8XgaKExMTeOSRRwr/f/Tohq+ldbngFJSgjUYjTCYTtm3bxnoz09PTnJgQuZQqYBaLBRqNBseOHUMsFmO1bIlEgsbGRshkMtTU1DCgp4rdHUPwIEKJKOO6uMeKykZhMBigUqmKWp5OpxPnzp3j54aqmlSh3bVrFzZt2oTFxUUolUoG/aUTbvX19UzOjkQinABuRAT/eY575qj8sqBU+B8Vi4uL+OhHP4qXX3757jeaKH7v934PH//4x/nfoVDonjw53mhB2XM2m2UCJelhAGD9Eurx6nS6onI6ZUNerxc3b95EZ2dnUSvIaDTCZrPB5XKxSmMymeTsPxwOc5mWjLsoKCOsra1FfX09iyORzT0twsSdoc9DAOaCUObes2cPvF4vT7QkEgnmvJDhGVBYIDYiBYuDNv/p6WkmP5KBYmk7MpPJrJtUunjxIi/w9L4ymQyRSIRHm5eXl6HVauFwOLC0tITZ2Vn24dHr9Ugmk1hYWIBMJsPWrVthMplw4sQJtLe3c4WpdJKGjnuj8V2qKNAouEQiYRuBew2TyQSNRgOv14tQKASlUlmUUdNEEJEd+/v7IZPJGPS+nmkpIog6nU44HA6uHL3rXe/Cs88+i3g8jsnJSQSDQSajVlRUoKKiAleuXGHPFbVajfLycq4A36nNRffWyMgI9Ho97HY7xsfHkU6ni9qO4raCWCWXeBJi/hGBUZPJhFwuh1gsxk7UNMUhk8mg1Wrx0EMPYWZmhkXhaNOl0WWgoL3T3t7On2d+fh79/f0YGRnh9ohhdhZaMQF0YQFSgYxK0vSpVAry1wAqG1YcCah4PEA+DwjTLOl0GgqJBDh+vPjnd+wALl5E9eXLmHj6abjd7qJ7oNT/xu124+rVq7BYLIjFYpDL5aitrWUdIgA8QUcifXq9HnK5nOX3JRIJtJFIgdC70V4gGFzete0j+qwIBoFIBCCQ/ed/XhDHe+c7gfvuAzaoClLFmJIzaoeeOHECKpUKdXV10Gg0GB8fRywWg1arRTKZxKlTp3hKkcwHXS4XOjo6+HqYzWY0NDQwsEun00gmk3evIv0cxj3BMiohv56vUm+U0rh69SrW1tYwMDDAI1gnT57EF7/4RbbDLg2VSsWjfPT1ZqwPKiGSD0Z1dTVXKUwmE0KhEFKpFBobG6FWq3lTpaBN49y5c4hGo+vEyoxGIxwOB/L5PFwuF1uvk2YLTYoYjcYNxQGpVLplyxbOXknrQ61Wo6Ojo0hB9tSpU3j11VeL2olnz57F2NgYbty4wZoFpNhJXJH+/n709/ejvb296P3JjVQczc3NWFxchEKhYNXPUgdV+l0KameJQZ7YSwYoAAbyNqGs2+/3Y3V1lX1Q5HI5K/jKZDJUVlbi1KlTiEQiuHr1KgMV4gMNDw/j5Zdf5lbKRkCFqhp0PKQFstHP3inMZjPMZjMfVywWY/E4oLj1093djaqqKmSzWT5HarUa165de00FYrr2FGJAUF9fj/vvv5/vo7W1NQQCAeh0OlRWVsJqtaKnp4f1PSQSCY/BA6/d+gGAS5cuwePxrDOnJJO5jYLucblcjlAohEgkwhstGQfGYjE2HST3aeIUWSwWBv+JRKJocoUqLna7HfPz8zyxtLi4iN27d2Pr1q3YunVrobpw5kzhgIgomkgAXi+DAvKCUtCo8utZMwVgLMtkoCw1b7xyBQiFkDYYMPz+9yO1fTvwT/8EANDNzECSTm/Ma8HtKhXxS/x+P5aXl6FWq1FfX1805Ufnoq6uDtlslp+riooKSKVSKORytD39NFBXt/HEDrXFRFNfG4bBUPgCbldVhoeBT3+6MC108CAg+HKVhlwuh81mg1Qq5eSPnrNkMslWDS6XC1KpFPPz8zyurNFomJRNVXBxRVDsHUVAuPQ+fSPE/7P60eHDhzE0NIQbN27w19atW/He974XN27ceM1+9ptx50ilUlxq1uv1fOMrlUquODQ0NMBoNHJ2UyqDTxsdvV6p0JDD4eBxUFo8VCoVy0HTJNFG5X/aPC0WCzo7O2G1WlkTIZFIoLW1FTKZDIODg3j++ec5ixdnm+K4desW5ufnodPpmNfg9XpRU1ODmpqaomwxn8/j+PHjRXobp06dwvT0NJqamrhUXltbuyHIEgsd9vb2AritLtvW1sYbBE2wkZBTZWUlk5TVajXC4TCPiK+srPCYcaloGQWNJefzeczMzHC7ga6XOGh0ls418TzIQPJeRaNIyIoqMnQeidBHlTAx4ZjOD2nYLC0t4eLFi3dUdwXAizZtROFwGNOUCaMgMkYGcBTNzc0wGAwoLy9ntVAKiUSC+++/H3v27Llj+6miZPrl/Pnz6zZWuq/37t277vcJqNCmlE6nWZjPbrdzRZF4BSSCCBSqPGVlZTyuTxmy0WiE3W7HL/zCL2DPnj1crSGOFRkgEldLJpNBQ5vWu99dEHIDgHPnOOMmh17iqNxaXMTly5dfs70LAFAq+TXVIhJnLBYDBMl9X08PZt72NiReeaUAljQaSPJ5aARAvlEYDAauotNakEwmuTUt3ohpLSGhSXFIpVKYMhkoCNiUVniA20RakWnoHYMqMgsLhQrSD39Y/P9//ud3/FWLxcJ8vMbGRnY8BsBaN5lMBmVlZZDL5fx8EhDR6/XIZrNYWloqMlelyR/67FRReaPF/zOgYjAY0N3dXfQlZrO/Gf/+IE0LuVwOmUyGiYkJZDIZ3LhxAxKJBF1dXXjggQcAgBVIS7PeW4L2AFXIjh07VrTBGY1GHr0rKyvjcj355BiNRpjN5g3berSIJpNJVFZWcv+VgiYlXouQnUwmcfPmTVy9epXfk0ilHo9nww2fWPiLi4tYWloq8omhdkx7ezseeOCBDSefSLE2HA7D7/ezDHo6nUZlZSUbz4nbNIuLi6itrWXZbL1ez/1mMkqkCZqurq4NRxDb2toglUqLWjcEiko1PsRgSq1WQyKRQCaTIZFIIJfLrdOluXbtGl5++WVMTk4WbQakRkskQAIqVAGj6opKpWJAQMTI6enpoo1qZWWFJ7xKIxQK4eTJk/jhD3/IG9fIyAjOnDmD+fl5aDQaHDhwgEG1SqUqAiYdHR3r2nsajWZDblImk4HX62XexN34OrTRbDSNSNlwNptlDlJfXx+Po9PnUKlUyGaz8Pl8fI6MRiMymQxmZ2dht9tZndXhcGBPPI6mbdtwcHKSgbv4d0mdlACwmjZ1iwUg7sjXvrau2kytn5RGA5fLdU9CiwC4JWISPZ/RaBQYHQUA+IVKhUajASQSBgSGpSVI5+aQ2EDRVyKRYM+ePbDb7Qxw/X4/xsbG4PV6izZisvOgST5yiW5sbEQul0OlWCFdcITmyOdvA5XXqqiIf+bjHy+0fv7mb0oP/I6/SuthOp2GzWbDzp07mTPV39+P1dVVyGQyGI3GIoJ6fX096yGR95O4myDWUgFuG8y+0eKNxch5gwTdzDKZjDcll8vF/XrSugBui0xRaVHM+SFvnQsXLuDIkSNF2g6kpEniaDU1NWx1Tr4lpVMZFMRZIXJZOp0u4j6Qn8dGISaOkqIjAPZpMRqNDHw2Mi4MBoMYGRnBysoKrly5UrSp+3w+2O127Nixo8hlGSiAmFdffRVOpxMXL17E1atXMTo6yr4l4ioAuTJ3dHSwZ4nD4eDNi0iWNBlCxmPkmByJRNaR5VpaWpDL5XBKZB4nlUpZeE6s3kpmeaQOTNeEgFspT2VqagputxtjY2O4dOlS0f9VV1dDqVQWGc0RN4V4RXTcQAEIekWtB4qLFy/i29/+Np555pmiah1QAEqDg4NYWFjApUuXGMj6/X4MDg7ydfzABz6AgwcP4oMf/OC/u+I6NDSEc+fOYW5uDg6Ho2jMFEDR9JQ4dpe4Dev1elRWViIajSIej0OtVqOnp4fbhWRXQVohKpUKPp8PU1NTCAQCuHTpEubm5jAzM8MuxH3Dw+j/1KcAnw/SX/91lAHQCJoxBDwCgQA/L3K5HCp6bsxm4OmnC38fGysGYPk8dAJATArgrVQX5o4hAJW+z3wGD37841AKY9kEVCLC/zMXSAAq2z/7WRz+4AeR/cM/RDoahdvtLtqAybuovLycx3CVSiXOnTu3bhJrenoaCoWCLSK6urqg1+sLonLiauJXv1okPgevtzCeDAAlFbmNBBsZqNy6BcRiBaPCewyVSgWVSsXrELXuHnjgAQaZMpmMndiTySSUSiUTr/1+P98H4glbknIgBeo3gcpPQZw4cQJ//dd//f/6MH7mg/QdPB4PLyBkMAcUQIZY+pweDFpIaUObm5srkn///ve/z4sNsfmJl0IiaZRFABtnokChR11WVgaVSgWn08kbO/E4FhcXEQgEIJFI8OCDD3KLBShkIDt27OCJkO7ubhw+fBgtLS3cHiAjvo2ACjHzgQK3hCpJer0eFRUVzOCnz0hx69YtRKNRnD17FsFgELlcDj6fr8hB+vnnn8fk5CSGhoawtLSEXbt2obe3F1arFS0tLTh48CCr6hL3wWQycSuITOeUSiUqKir4c/f19fExiIP64dTOousWi8Xgcrlw9epVHDlyBGazmaePaMR/dnYWiUQC6XQa4+PjTOpzu91FWg3iipfYqyUej/NiK57AIqfn0kkkUvqNRCJsFAgUiN1OpxOpVApSqRRzc3Nobm4uIsFSv99ms+HQoUPr2javJ4hPROdSTPQ2mUxoa2vj1xe3DMVcF5vNhpaWFuZl0b1YXl7Oir/pdJrvk1gshpWVFSwuLiKTyWBiYgKRSARra2tMos0nEtj/r/9adKxbH34Yhz/4QeSHh/lepHYfJSJK2qjNZoBA1tQUKsWu50ND0Ph8yMrl8AvA7J6BSlcX/1U1NYWmH/wA0UgEENoTkdraYrBX0mLR/cVfQKHXY+Qb3+A2FAUJuHV3d6Ovr4+veWlFMZVKMem/qqoKgUAACwsLBTNOMejOZApcle9/v/BvAsSVlYCosuv1evGjH/0IL7/8crEuyZ3aQwRS7yK2Rsq0xG9LJBLc0qPKolKphMlkQnNzM9RqNQwGAxtXiocdpqamOJmge4uqKkSOfqPFTxVQeTP+fZHNZrlECoC5D+LMPBKJcJmZmPXAbb8Wmj4hctvNmzeLSJMAMDk5iVEhk6JpEhIsIpBSX1/PC/zdNhTKLIh8Gw6HWRX21VdfBQAGM2LAQ46iu3fvxvnz53Hs2DGeAKEqhlqtRjwe37CFIiaTLi0t4atf/SqA2xmRWL6blHUnBWlyaqnFYjGo1WpMT09Dp9MhmUzC5XIhLRAIjUYjJiYm0NTUxKTySCSCnTt34vHHH0dtbS0MBgPzVcjvRaPRIBKJ8AhxXV0dHnzwQdTW1iKZTHIrzGg0soEdTcfE43GuVMRiMUxNTTEnhbyYstksE3pv3bqFixcvMqdIJpNxleL69evc5qOSdjab5aoXKa2Ski6198hKIZPJwGq14vHHH8fevXshkUgQDAY5sxRXf3w+H28WJJSVTqfx8MMPc+ttI8D57wlxW4tM3hQKBfbu3YtNmzaxKmh/fz+qqqqKSLlyuRy9vb2s50Mgj84rTZ8R30qtViMUCsFms6Gqqoo5FlTBoxF3qo70JhJQUXVP5JkmyeUgGxpioCR2ZJZKpZDS/WyxFDgWKhWQTkPyzDMMhutffBEAsLp9O8yVla+PlFnij9X63e/C+txzQDiMnFyOSHV1kT0BRMBPHPt/+7dh/dzngN7eAkkVd/Z9og17YGCgcA4kEmSz2aIqHZkz2oTPHxOvNW97W+FPah0LCUw8HseJEydwTuT9I+aD4MknNzweHDlS+DMUKlRaNgilUsnrmVwuRyaT4fYwgUJKgsrKytDU1MTCb7QGEN8pHo/jpZde4vNAFctcLsfk3Dda/LuAyvT0ND7zmc/gF37hFzgjffHFF9ch5jfjPycmJydx/vx5XBU0A4LBIMLhMGe6JpOJxxwfeughroLQeCwAJnICYAEik8mEjo4OHoXMZrP8kJOQnEwmQ319Pdra2tDa2sqLt1QqLcpWS4NIriRRDtxuSVBFiNpQer2eNVnEKrrBYBCxWIzbIVarFa2trbBarcjn8+yDIg4anfZ4PHA6ncyZoEVTKpXCbrdj586dkEgkOHfuHLd3QqEQK07K5XJUVlay1TuBROJ0EAeFxpOpgiWXy9HW1sZTIeSbREJiExMTmJ+fx5UrVzA0NMSbDWXSQMGPia4tTQKl02lWAo7FYjyNQ9eSJPvFICEUCjH3yOv1wmAwQKPRIB6P889JJBIGnARUCDSl02k2PgTA7yuVSlkPxGKx4L777uNxdKCQMY+MjPAkElX0iEfzvCDJTlWZ/yigUvo6tElZLBa0tLQUybYPDAysU6utq6vD/fffzyrDdK+TaF9dXR1UKhUaGhoglUpRW1uLbdu2Fdk3lJWVIZfL8bpJgoGVAqiOHzwIfOELRe8rcbtRXl4OqVTKI8eUgEipMmI2A1JpwbsGAN7/fhhCIShDIViEKaplwQiQAOPdqipMfj54EBDxgQCg83/9LwBAuKYGcmGj5RBVIa+JpCQAoObb3wYGB5F/97v5XGzZsmUdURoAAzyZTMZGnXSvAwXQmc/nUS58hpknnih+gZkZ4BOfKPxdeAZHRkbWTb0VEctbWgqu0gDwnvcUtFf+6q8K00A0DnyHdpDY60cikbCCLild03QfAZNkMgmfz8eTmUqlEjMzM2wim0ql+JkXG46WtsnfKPG6gcrJkyfR09ODixcv4nvf+x4vwIODgz8RH6A347WDNtuVlRXMzMwgGAwiFApxW6K1tRVarZYXN3pYZTIZg0vxVIbZbMb27dvR3t4Oq9WKmpoadtOdn59HMpmEWq2GSqViQiEZ59Hoc3l5+V0FvzQaDbZs2QKHw8FuozT1QSqtREgl8bcDBw7wxk0igQqFAsFgEA6Hg0eaqfw+MTGxTskxHA7D6XSyWF00GsXAwAC3tMrLy7Fnzx7YbDaEQqEicl9VVRXkcjn6+vpYLbO+vh7bt2/H1q1b0dfXh6effhp2u531OKhsSy2XaDSK8vJySCQS1mshoOPxeLhKpdPpmMMgVmbt6elhp1m6bp2dnchkMohGo3jllVdw9OhRBAIBKBQK2Gw2yOVyBgXkg7O0tIR0Oo2pqSk4nU7EYjHcunWLQYn4vFFlQ7xZEFeCKlF0buPxeNG01+rqKv8MjcIDwDe/+U1897vfRSwW4/eia0u8KgKPKysr6yY+pqamcObMmbsu2vl8HtevX+d7nIAwvY/X672jIebdgn5PKpUykZbahlKpFBUVFWhsbITVakV1dTUefPBB7Nq1Cw6HAzabjQncPp8PNpsNtbW1sAuTY7m2tkKr4S1v4feTeDysUkoTeFKpFGqvF1KPp0DyJGVVEYF5y+ws7vud34FWOL8Jq5UN8UKh0B2BCmX0t27dKrgsnzhR4KSQeJoQ4fr69c/4Bz4A7NqF7J/8CZYOHMCxL38ZyZIR8Tx576DAgdrIIJNAolqthsVi4aprS0sLAHCr0CB83tXGRqTEvKjm5sL0DlBo/WD9dBy9TlF89avAN74B/O//DVy6VHCYlkhuq9qWENEpqIpGa5larWbzy2w2C7/fD4vFApPJtK4lTs97JBJBTU0NFAoFZmZmiiw5lEolK2DH7lDV+XmO1w1UPv3pT+N//I//gVdeeaVIi+DgwYNFvec34z8nwuEwYrEYl/SHh4cZkWs0Gmzbto1HboeHh/HCCy9wf3d+fp4X+jsJY+3Zswfd3d3o7OyEWq1GJBLBwsICFAoFCzFRpkq29waDgTVa7hbk4bF9+3YsLCwgkUhg9+7dGBgYQCQSKdInoawDAEZHRxmoWK1WNDU1oa+vj4EZZWiRSKS4tAswD0PcZpiZmcHg4CCA4nL0yZMnMTw8jJs3b6KsrAx+v583/8cffxzAbWE1MgN0OBwYHBzE9evXsbS0xAQ6er1XX30Vk5OTaGtrQ3V1NbfbstkswuEwlEolgzegMDE0Pz/PGjNE1iTA4Pf7oVKpingiNAqrUCjQ2NjImjcEVpaXl7G0tIQXX3wRPp8PGo0GFosFkUiEP4+Y0FdWVsZaO+J2Hk38EFCJx+MIhULcBllZWcGlS5fwyiuvACjwoRoaGjA3N8f6PGfOnOHrTE675ENFYJJ0KMQxOjoKv9/PqrRAIcsmf6d0Oo1XXnkFTqcTMzMzWFpaYoBeVVXF2e8LL7zwuis2NCYvl8sRj8chk8mKJsRUKhWsVitsNhsUCgUef/xxPP3003jyySdZM8bv9/PGabFYUCNsmPmWFkChAH7wAwSFioBEuBZkhUC8mBqactm+HaAJp/e/n49DOzYGraiClrBYuBo2Nja2rjXq8/lYjDCdTmN2drYwHaTRFATTtmyBR6TwGmpoWG8IaDIB585B9nu/h+bmZsSqqvDyv/wL4ncxBVUoFDh06BD279+PpqYmqFQqrkRSMkSVVDrmVCoFhVwOvXAOb6ys4G8++MGN36Cyku99Cnp+yBqBQ6UqkJJL9Wbo+O9A8gdu+yul02lUVVXBaDSitbWVhQmNRiN7nVEolUpUVVVBq9VydcXhcGBlZQWzs7M88URuzJSQvNHidQOVoaEhvI16gKKw2WxvWMOk/xcRDocxPj6O2dlZxONx+Hw+zM7OwufzcaZOvc+bN2/C6/UyGDl58iSuXLnC2S31QGUyGbpE5Ll8Po+TJ0/yv61WK+LxOE/kmM1mFpEjdnosFkNDQwNbzb9WkAx8U1MTNm3aBI1GA5lMBolEgps3b26YMR85coSzCuINiEdhzWYzt42Wlpb4wc5kMvB4PAwIyBjs29/+Nrd3KNshjs/y8jImJiZw5swZJie3tLSgtbW1aAS5uroaO3bsgNfr5cpVqVAbBfkrdXV1QaPRcGlboVBAp9Nh//79eOCBB1j2noifra2tkEgkWF5exsLCAh9/NBrlDYM0G2QyGXbu3InKykrkcjk2J8zn8+z2GgwGsba2VlS2Pn78OI4dO4bV1VVcv34d6XSaHZipkkabBpFps9kst+Ho3JaXlxeBCKDgKF1VVQWLxcJVQLIHqK+vx65du9h+4eLFi5icnORN0+l04sKFC3A6nUXKsYFAALOzs8hmszh79ixOnjzJXCfxdMT4+DgDFdI7oess1mx5rQgEAkVqstRiq6+vL5A3v/hFaAQVZRLKM5lM6OvrQ0VFBcLhcEGATaFggJfL5aAlnk5DA3MTyOlYJvyfUqmE1+tFKpVCTTiM9m9+s3BQv/RLtw/wi1+8TYAtmeBKWixFlVbxmHogEMC5c+dw4cIFnD17lr8/PDxcbEop4qNEamvvmox0dHSgqqoK7e3tyIoAlDSbRapkryB7iK6uLjz44IO8mVNyIuZBAQXenD6Xg1xo3UT1eoRMJjhLxB0BAA4HiysChcmurq4ubuPeE+eDlG1LEh9xkBZOKpWCTqfDb/zGb6Cvrw9yuZzNHsUtRuC2yrfBYEBzczP6+/t5HSUHcLE7M42mv9HidQMVypRK4/r164yC34yfbOTzeVy8eJH5DIlEAna7HTabjcv4+XweOp2OwSPN6gO3y53ihRIoOCM3Njaiq6sLDQ0N69SBSeqaFjjSrkilUti9ezcTc4kwdi+xfft2SKVSVFdXs4GeOIi8S0GEUKBQxSMfIXFZVy6Xc1VlcXERr776KkKhEGtSEGGWyqzivjXxCagCRTyTcDiMlZUVNDQ0sPbBwMAA6uvrYbFYWBzO7XbzeSUeQqn0vcFgQCQSYZEnEuYjbY6ysjIsLy9z2wcogKzp6WkcP34cV69ehdPp5E2SXqujo4NHh+laymQy2O12bhvQF+k96HQ6VpydnZ3F6OgogsEgLl68iIsXL+LFF19k0h9QqEhZLBZks1kGKsPDwzh16hRmZmaQzWaZ5yIOuVwOo9GIZDKJw4cP82uEQiHmM7W0tMDhcCCTyeD69esACmXv69ev46WXXoLb7cb169eLNlKgMMFz69YtzrZnZmaKrmk6nUY4HObWj8FgQFtbG0/SzM/P48iRI/fEsaNqislkQiKR4MpVe3s78MlPAh/9KHp/67f4/8QVB2qVAYUNiv7e0dFRkKkHsKpU4qWXXsLExAS7FyuF521hYQHxeByJRAKdIyOQZrOFFscHPnD7APV64HOfK/xd9Oy47rsPOYGQCdwmPlOl7fTp0/B4PLhx48a6hFO8MeZEFbWYQIi/U0ilUgwMDBQcv3//97H4p3+KnNB2i4nUh4FCZXAjwz1aD6jqIdYTsQrAI6lUMjfnh7/6q+sPRPAGIkDtcDiQSqUwNjaGiYmJewMqpO0lVF4BFEafv/AFQJjWIruOiooKPPDAA9DpdPzaWq0Wzc3N0Gq1vB5oNJoiEJLP52GxWLB582Z2lv/Od77D54EqKmIxuTdKvG6g8vTTT+N3f/d34XK5WPHy7Nmz+OQnP4lfEiP7N+MnFqTdQEFjcA0NDazXABSAB/WhqadLY6VAYSGZnp5GLBaDSqXCpk2bIJFI0NTUxLodJHCm0+lYTp2AKoEB8oKhY5FIJOuIiHeL6upqaLVa5oNQWwXAOlBM5EupVFokAlaqDUKLQSKRQD6fx9zcHGu+kLHZ7/zO7wAA+2/s2LGDFWXHx8eRyWS4rSKXy1FTU4OWlpYiQL5582Z0dnayW/Xa2hpPRPl8PibMPf744xgYGMC+ffv42iQSCSiVSubnELlYpVJheHgYyWSSNw3KpKLRKJDNQipM3BgMBr5GZrMZAwMDsNvtKC8vZ+fV8vJylJWVFSTHhUzeaDRCLpfza2azWd4UZDIZ3G43Zmdnsbq6ipmZGT7PwWAQdXV1bApHlRjgtkJvWVkZAoEAhoeHceHCBcjlcuzdu5fBh1QqRVtbG3MljEYjmpqacOHCBXYRJuBJ9xEZOFKQAzfFuXPn+P/T6TRPSFVXV+P69esYHx/H2toabt68ifHxcUgkEuzdu5f5KuThdCf1Ywq6HmSWSA7hDoeD3YS1k5MwDw2x4SSF3W7ne0mn06G1tRXbt2+HRaViifphYWJvfHwcMmFz1C0uIp/JMEDPZrMoEybR8PGPF9oV4ijRhgGAy8K97vF4MDo6isXFRfh8PoTDYW7Z0/Wj+4GiSDhR1BJJ2Gz37NMm0elQ++lPIy5UZNIC5woogI8zZ87gwoUL60BDaUtaDFQsws9GBBFFAIhuVMXt6EA4HGZn+FOnTmF2dpZB/j1NPwltSZw5U3BjBoCvfKVA2H3nO4G5OWg0Gmg0GtQKlaZ0Os3VOr1ez+TwqqoqbNu2DXv37mVpBrGfGYlCrq6uYnp6GgsLCzyRmM1m770K9HMUrxuofO5zn0NdXR2qq6sRiUTQ2dmJffv2Yffu3fjMZz7zkzjGN6MkSkt/NHUgkUhQWVnJ/JSamhoujROPJZvNMsDweDy8OXV1dTHxi95jfHwct27dwuTkJNxuNy9YVH6urKyETCZDOByGz+djdVUA91xRAW4DlUAgwBvUo48+ykBY3JP1+/1cSaitreU2BKnMUpSXl/OYYDAYZP+jYDDII9pNTU1oaGiAyWRCeXk5Hn30UV4YZ2ZmkEql2F5+y5YtqKqq2tAEc2hoCMvLy3j11VcZfFitVmSzWV6oSK3WZDJBoVDwRJVOp8PExASWlpZ4YogWzvr6eiSTSe7TU/T+3d/hofe+F+bVVW4zxePxImKqyWSC1Wrltk5NTQ1X2Ox2O8LhMHp6etDY2IjKykqYTCbmWaRSKej1elaTFeuihMNhmEwmtLa2oqOjo0hrhkBqZWUlzpw5g+vXr2NmZgaXL1/GsWPHcOHCBYyOjiIej8Nms8FkMrEaNWWLVN6ORqMoKytjDg9lm6Q+fPDgQezYsQMKhYIJwmROCBQ2c6fTiZs3b3LVbGhoCKOjo3jxxRfx7W9/G7lcbp3g29DQEN+DVH2i13O73VheXsbp06exvLwMv98PqVRaGKGXSApmdkK0Hz3Kmw4FVVRaWlpgNBq5GpgU/GgySiVyovN5cW0NWYUCslQKqclJBlXV1dVQEb9kI8XVTZsKlRYhwoIKtcFg4ASTwODVq1cZfNF9RxLvdG3FQEXsfJTW6dZVQF8r0uSfJSLUitczBg1+PyCqsBJAoWmfVCoFk/CzEZ0Odrsdzc3NCIVCOP2udxW9Z6aykjk5dA4TiQRUKhVWV1dx9OjR165Q7NhRqFa53QVBOK8X+OhHb///N79ZpB4MFAZMNBoNqqqq4HA4inhMJE1gsVj4mEjeIBaLcWWXnLVJ9I1au28CldcIhUKBb3zjG5iYmGClybGxMfzLv/zLm/48/0lB1RSLxYK6ujo0NDRw33NsbAx2ux21tbVseU/tDgBsQy6TyRAKhWC321FfXw+Hw4EzZ87glVdeYSffeDwOo9GI9vZ21hQhfYB4PF40mjszM4O1tTVotVrY7fY7LmDk6iwOqzCNkM1msbKywvLgJIH+ne98h0mxxHvQ6/XQ6XRwOBysUSEuHet0OgYxtIkHBFVNpVLJBNeDBw/CbrcXedkABRAXiURgtVqxbds2OBwONDQ0rGtvEoFTHFVVVWgUxKM2sgGgzYv4M7FYDAqFgq8nLdZqtRq9vb3o6+vjhVoeiaDu2DHIEwnUfOc7nJGFQiHE43Emptrt9iKiK23y+Xwely9fRm1tLY9+Egix2+3o7+9HWVkZ2tvbIZVKkclk4HK5eBEeGhrijUWr1RYBKPJryWazuHnzJhOvT506hZMnT2JkZIQF8SYmJljvp6ysDNFolNt8dXV1rDVRW1uL8vJydgDfv38/2tvboRM2yf7+frjdbqyursLtdjN/yuPxYHJyEjMzM3C73cxPovvS4/FgZGQELS0tePjhh/Hggw/CZrMhl8thenoa2WwWx48fx9GjRzEzM4OvfvWr+Jd/+RdWJybiMLW0JCVifOaVFYTD4aKqD234zc3N6OjoYO5SRuDrRPV6SKRS/p1QNAq38AxETp1iroPFYoGKJnY2qlxKJMBLLwGPPw7cfz8mfuu3AKBIP0mlUiGVSuHVV19FIBBAKpXidaWnpwdlZWUM+sRAJX74MAAgXFsLCGO4ryfSAjiTi9psDFSyWdw8ehTZv//7Ajn4859ft44QSMnn8zAKxxsR3K/pPn6lrQ3j3/xmQT/lQx9CSGgDku4PUODkqFQqBINB3Lx5Ey+88ALOnTvHz97CwgJOnDjBTvNQKm9XVT7zmfXn/X/9L75ugUAA+XyeK2A1NTV49NFHN3Q8JqKsVCrl6jfpKtlsNgYvNPmTyWTYBuSNFBtbg95DNDc3b2ja9mb85IMebLPZjO7ubni9XuY3iGNtbY03GbEhmsFgQENDA3NCOjs74XK5+EEhjREARTL4JpOJ206hUAgmkwkmkwmxWIxJqvX19et8VygSiQROnDgBrVbLLRAArMUyNDSEQCBQpHVC0z1OpxMOh4M9SmiRl0gkcDgcPGY7MjLCPi5lZWXwer3wer0sqU8VD2op7NmzhxVmw+EwjEYj0uk03G43f8bm5uYNfWNcLheWlpbYfoCivb2dqzvEkenv72eirtFoRCAQQDKZRDgchlarRT6fh1wuR3V1dVEpmlRNKQ6LFijt9DSMRiN7wkxOTsIjjLJS5Uer1SIYDEKr1cJkMvGkjs1mw9zcHFpaWuD3+1FbWwulUompqSkGfo2NjQiHwwgEAmhpacHly5dZWZX4N6UGci0tLfB4PGx1L5VKGfiSCBoAthRoaGhgoTupVIq1tTVUVVWhuroasVgMmzdvhsPhwMWLF5FMJnn6iUKn03ELo66ujv1zQqEQb0o0wZLP54t0Z6jVQRtyW1sb3G43VlZWGBgBBULpwsICAoEAQqEQ9Ho9lpaWeETZbDYDH/5w4YCam4HpaRiEzFjc+kkmkwWAJZNh/2c+A2UuB9fHP46MsKFFhZ8lKfXTp08jZjIBq6so+/CHoXzmGeYqsJvxHWwq0NwMCHo0kZMnAUE2gIjW5C+lVCoxMTGBBmGCJxwOs6YS3dNioJJvaMArX/kK0gIouBtHZaPIC61VtYjrQeCp/ZvfRNu3v337h3/3dyF/3/uKfj+dTnNiU0ZEWsFJmyawstksrgNompiAQqlEXBjFz2azPLVGrVbgtp6M1+vF1NQUuru72TH+2rVrqKqqQnNzM/INDbAAfF6LYmkJekE4kbgwFBUVFeuno4RQKBTsnE28IUoeU6kUpqammNBMFZVkMomhoSEcOnTo3k76z0G87opKPp/Hd77zHfzGb/wGnnrqKbz97W8v+nozfvIhzmjFLHBxW6K8vJzJgWazGRqNBmazmbOyrq4u2IQes9jNEygAFdpQxNLhOp0OuVwO8Xi8aIICuC3SZjAY7tj2mZubY2nx0r5wbW0tNBoNotEonE4nTpw4UTxtkExyRg4Ue7IQmCK+zdraGhYXF7Fv3z50dnYyD4N671RyBcCgTSaT8TmIRqNYXl6GVCpFU1PThiAlFovh8uXLGBkZYRJqVVUVHnvsMZbHBsCbAwEuuh4AuMVB01kmkwl2u73o3MTjcQYFu0+cgPJXfoX/zzg9DY3Ad6DfiUQi7DMCgDfKfD6PnTt3Qi6Xw2w2I5VKsTjeu9/9bj4mOu5EIsGbtcfj4XOcTqexuLjIFR6aturo6EB3dzdkMhmWlpbg9/vZLRa4bcRHmi6UFdM4J9k3xGIxGAwGLnlLpVI4HA5u5dC0EHFKXC4XDAYDqquruVJIk0cEQPr7+1FZWYnW1lbs2LEDXV1dDFxL9YNI36bUuDGbzWJ1dRXBYBDJZBJWq5XBaJ3JdHsaRFgDNckkDAKQoUgmk2htbUWvVgvj4CDUt26h5V//lUXEokKljfhgVVVVWBKJoTnGxqDX6yFLJCAjwHoPXDA6zqmpqUIlwmiEw+Eo4rkNDg5ibm4OVqsVg4ODWF5extraGvMmKBQKBRI2G7KCZsidZA3uGPv3IyeVQjM3B8zPY2pqij3EikCKEEQkpmp9IpGAzWZDc3MzV1TiglIzTQDSZ74sVF+j0SgmJydZU4iC7vVAIMDJAMk2iIPafaOChsu6EK6xZGqK18sLFy4AKLTRduzYccfTIRFVpcT+XE6nk+9FoCDqSZWaXC6H0dHRuzqS/7zF6wYqH/3oR/GLv/iLmJ2dhV6v56yavt6Mn3xQBqLValnVVK/XQ6FQYGBgAGazGdu2bePe82OPPYaWlha0tLRgYGAAvb29nFmU9lWBQtmTNjx6sK1WK+x2OxPQKGMg+WyXywWtVsvtoI1CrK5aquFAJoeZTIYXLrK0pxgaGuIy6BaRzDhxMcTVh8XFRZhMJvbwoakfAGwbT0Gb9NLSEoaGhnDt2jUuDVN2K458Po8bN24AKCyIHo+nYBCnUvHGRO0danOJ+TME7rLZLGe45eXlaG5uhs1mQyKRgOPCBbQ9+ywk2Wyhnx4MoqxEsVSWSkE3N8cjkVQ5qq+vXwc80uk0jEZjUfuHKgZmsxmHDx9GTU0N/zyNYpN6cTQa5SxPzBegz1dbW8uTQHNzcwgGg7BarXA4HNiyZQtPwNjtdlRWVvICTCJWPp+PNwmNRoN0Os3CamNjY/D5fFheXmYAe+XKFQwPD+Mb3/gGVyqICD02NobV1VXOmB0OBw4dOoQ9e/bg8ccfh9ls5qxXvFlLpVLe6IhbVFFRgWw2i5mZGXi9XsTjcR5bp2emV9ye+G//DRkBBFcnElheXmYrg1wuh9pr19AuIuxWnj8PlQD24oKhplgheuUd7+CfbXr5ZbQvL3M1JadUAkL1a2hoaEMiMIFCoABiI5EIVlZW4PV6i9qdNpuNdWu0Wi2cTicbRYrbDOKNngieryfUDgdCgq0ELl3idp+8hHdHoRHk66nlBdz2INMJ62BCeM7r6ur4Z4iITmsCTSOKo6mpiSsZ09PTrOBcOmlI4d28GckSfZXsrVsICl5cmJxkEj/d32KO0p2Cxv+B2xXQVCpVdA/TRCVxEGOx2L37Nf0cxOsGKs888wy+973v4ciRI/ja176Gr371q0Vfb8ZPPmKxGPx+P86dO8ecjYqKCkQiEchkMjz22GM8qko9dKCwEDc3N6Ouro4XaL1ej3g8joWFBVy9ehUjIyPcdtHr9WhubkZDQwO2bt0Kh8PBbQbK8ttFugUKhWLD6gNwu7JAQb9PQdMpAFiRUaFQ4Omnn8bWrVuRyWRYlK2srAytra1YWFjA6OgostksOjs7OfvP5XLw+/3QaDRwOBzcm/f7/UilUmwORkGbusfjwdzcHK5fv87aIxtNL/n9fpY+F4Mf8YJOC5R4UoUqRPR/BADy+Tzq6+uh0Wig1WqRXF7Gtj/5E7R/61uoFcTSKkUgD0YjvIIKr+bWLSbh0uaqUCi41EzAg2wNqqqqGFyQ8SNtzps3b8b+/ftZfGpwcBDhcJhHJS0WC5eeSTOCTfWETG91dZUnrcxmMzo6OtDT0wOz2QydTsdcGolEgsbGRtjtdq7qkZ4MqfBmMhlcu3YNS0tLTI6em5tjcvfa2hqf34qKCtx///1Fqp8VFRXYt28fg8dt27bBZDKxhxRPUYmidGMh3Yvl5WV+nhwOB7ftVCoVOqjicP/9gF6PqLAR13i9GBsbw/Hjx3Ht2jWU3bqF7X/yJ5B+7GP8+mq/H2UCvyUu6BFRKJVKaKqqcP73fx8A4Lh0CY/8xV+g9ujRwv3kcAASCRYWFjA3N4ebN2+uU9pNJpMMLEkDhtyc7XY7e1FRhdTj8fC9QyRlcRIjBiqvl0gLFDgZQeE9MyKdHbNgd5HWaHD2z/4MEwIhViFUNzKZDLppRBiFZ0knHHPSbObEY9euXejp6eEKjN/vZwBHn0uj0eDhhx9mO4Hy8nIsLi7ixo0bPB15pzj3J38C3/33A7/6q8BLL2Feo0GALEbGxtDQ0FB0D5Wac24UJAdhMBh4KEGlUkGpVMJoNKKyspIHHcgdnlS13yjxuoGKyWTim/vN+M8PGmObm5uDVCrF/Pw8UqkU1Go1l+ENBgNXFsQPCvW3gdu6IyqVCkePHuWy9sLCAnw+HxKJBAOCnp4eVosk3Q0qC4s5LFQZoOO8efMmo/5SXY2lpaV1hDAiqtLmf+DAATa0m5mZYU5Ba2srYrEY/vmf/xnPPvssjhw5UqQRMz09jVwuh9nZWdY8USgU8Hq9vMGKe8al4GpOmMKgce3SiEajmJubw/j4OB8TjQlTiMu54t+j6yC+BiSqZjabC+RSMkED4Lh4sfCnSBHT/Y//iGXiAb30Etra2oqAFwnD5XI5pNNp5PN5brs4HA60trbCYDAgkUhwFYKOo6ysDNu3b4dGo0EikeBWB8m99/b2YmBgAIcPH2Z3ZzKBzOfzTD5MJBJwu9084WOxWGCxWLBlyxa+FzQaDbxeLzweD8rKymA0GiGVSnHr1q0i+XwiV9NnfOmll4o0WLRaLbq7u1FeXl70ebq6uoqus7jKRMdcutiTDQNQuJ9JxZU4Nb29vbDb7fD5fEgmkwWezenThV/Yu7fgqi20YKsEnlcul0MwGESZUCksjXLh+0mTqSjrp78rHnqo6Odbvvc9AEBWqDaKBfBKqwFUVdXpdLxh02Ynfg8CfKSEChSu69LSUlH1U9zquZdNuDSUSiVCQhVW/j//JyzC8doEoOLfswe+zk4kBcApFZk3kus6UAxUsgKhHChUhqiFnMlk4Pf7uV3c0NCAtrY2bN26lSfBBgYGmLNG9zlVPx9++OEiLp1Op0Okrg5nP/IRjH7yk8gcOoS1tTVEhHUrdesWJBJJkXfRvcg00HNVW1vLIMVqtbJnFq2DxIWjZ2IjS4Cf13jdQOWP/uiP8Md//MdvSGOkn4YQa6iQiufi4iLOnDmDUCjEYIGqEmVlZesE3uh1gEJ1JpvN8oIkkUgwMzMDh8OB5ubmwsI0Ogp87nMoNxqh1+shl8tZ1RQoEKuJX0EjeKOjozzxAdwGKmazGQaDAZlMho+RglQZSU6eKkdiQKPVamGz2XD27FleUJaXl3Hx4kXodDp4PB4EAgGe+qBMsbq6GgaDgcdhxVkTkWlDoRAmJibYv0W8aYmDJpxIe8ZoNMJkMjEJGCgs6ERKpe+JFxYaEabNVyKRwGazIRKJoOrECf45owCaygQS8dKnPoVLWi0mhNaX/pVX4NBqYbFYuCKzadMm5PN5nD17tmiSgTxpCMDEYjFeSNPpNI4ePYoXX3wRWq0W27ZtYyE5j8eDRCLBI50k4S4GHOFwGNFolHUpyDjPZDKxmJVMJmO/JPJFyeVyrCuiUqkgl8sLrS+Ho4jrpFarudfv8/lw9epVVFVVob+/H0899RR2794NoAAuLRYLqqur2aU6mUwyP4s2YgIqQ0NDuH79etEzsmnTJva4+sEPfsC8GJvNhoaGBuTzeQbgFVYrNEKlL/Lkkzhz5gzWBLBUd+UKIAKqWvH9/uMfIy9M41CUAhXafJMyGSBycmZ+iqBAK16LxZNv+Xwe165dK9wnen3RFAqBEVKkptFpo9GI+vp6DAwMQKFQMCeNzo/JZOIK7UZmgvcSIVGiu1uoFjUL50a2f3/hMxNQEY6ZxpK5bZrJcOtHISLvOxyOopbl2NhYEdl9YmICFy5cYO+tmpoaPPDAA5DJZFhYWGB+CiU3JpMJ/f392LZtW5En0dTUFCYmJuD1ehEVRoklg4OACOgBd3eQF0dtbS1XYogcTgKJpFqdyWTY9HBubo6J/AsLC5ieni42WCw954K1xM9qvG6g8s53vhN+vx8VFRXo6enBli1bir7ejJ9M5PN5jI6OMuFQrVZz68Hr9fKi1tHRwfoAALhMDRQDFdq8/H5/QRPC58PHL17EH37rW2iuqEBdXd1tRdWursJI3l/8BU+ZRCIRXLt2DblcDg888AD27t2Lxx57jEvD4v6pmHyr0WiY6FmqgKlUKrFjxw50dnbCYDDg7NmzCIfDKC8vZ+E1h8OBtbW1IsLb0tISrly5gpmZGSZn0qJMCzAtPHK5vKiCks1mcfXqVSZxUntDp9NtOL0Uj8e5xaLT6aDVavGhD32ILd5//OMfIxQKQaFQoK2tDbW1tUWmfRQDAwM8Qi6VSllnJXHjBiwk5gVA4/Xi8cpKSIRy/0x5eYEb0tmJqFYLST4Pyewsqqqq0N3djW3bthU0aZ57Dtsffxzt3/gGL1BiUTmgkEUfO3YMc3NzTNQDbpOSa2pq4HK52J+G7pmJiQlWwKVrGgwG4XK5WAWWxOXsdjtyuRy6u7tx6NAhyGQyyGQyHp0nwEKCenK5nHk/1dXV7EtVWVmJnTt3wmAw8FSKVqtFY2MjWltb+RzTulRbWwufz4f5+Xk+v5FIBFeuXMGFCxdY/BAoTJSNi5RSW1pasGfPHszMzGB8fJyfpYMHD6K2thbV1dXIZDIwm81oUyggSacBjQbHBW6Ou78fWZUKqmCwCJwYiEPy3e8Cjz4KiciuAgDSwjQLBf09Ho8Dzz237l4kQbgNdUhK/k4TXwDQ19fH1ZBcLofNmzejpqYGdrud+V73338/PzexWIxfSyqVYu/evThw4EARkEylUjh37hxPy9wtGt/6Vv67NJuFLB6HRKgcWh97rPAckJv5pUuoPHMGwO2xXQCQRKNQChuzrET5mVqX1KYEUCSEmU6nucpCYoO01g0NDcHtdvPkGgD28CK3dAqn01mooHV2IqtUQj07C1y8CIfDgaqqKvT19d3zVJTVasXBgwcBFFp0CwsL3HYlg1HiopFB4eLiIlwuF27evImRkREm8JbG0tISTp48ya3zn8V43UDlV37lV3D16lW8733vwzve8Q689a1vLfp6M34ysbi4iKmpKbhcLgYqpNYpl8tZmpnacl6RPwhlVfTQuN1udmH1er04f/48dgSD6Bkdhc3rRdnMDKxWK+rNZsR/+7cBkq/+b/8NBoMBcrmcqwPLy8uorq7Gzp07i3rW4kXS5XIx76C8vJyBgtifh4JEviiIbNrX14eenh4WMqOKUG1tLb9ePp9Hb28v5HI5L8qpVIozITpvLpcLx48fZ7M6ColEgrKyMlRWVmLTpk0buj+TaRuNdT/22GNMUqUYHR1lNn9lZSXm5+fhdrsRDodx6tQpnDp1in18yClap9MVvHv+8R8BAMEDB1jMS7JtGySpFAItLQgI00579+6FX/jcQ9//Pvr7+7F9+3bs27evUCb+znegCoXQ9txzKCdBMWHhJR4E8TmGhobY6wgoZN8+n495IdTCEWdsL7/8Mk9LjI+PY35+HoFAoMBBCAahUChY40UikbCEOAAG2cRXUSgU6O/vR1dXF2+oY2NjuHLlCux2O+vNSCQSPPTQQyyWV11dvY7srFAocPjwYRw+fLiI63T58mV8/etfh9PpZDBVU1PDpEcipYtDPFlBPkZkvUDqwz3Ucmxs5OmPvEyGjKCj00zVj1wOBjLZJICyd2/R+6VLKip0nRKJBPK1tUCJ7Lx882YGkel0GqFQCOl0mkUSjwrglkaoacRV/AySJYZSqeSqXDQahUaj4We9dEpPJpMx0HE6nXC5XDh27Bi8Xi/rL90tHG1tGP+FX+B/t966BYRCgF4PSU8PBgYGIBdVXbr+6Z8AFO5fSnJI8C6pUEBbUrUgXRIC1ACwY8eOoioqtcabmpqg0+n4WQiFQpidncXS0hJr8oiDTEHpeABAUl4Oj9AGjZ46xfYaG4lD3i0MBgNXQ0nHKR6PIxAIcLU0kUhwdcjv9xclPyQWVxr0ORYWFja0KfhZiNcNVH784x/j3/7t3/ClL30Jf/RHf4Q//MM/LPp6M34yUWrERmQ+AFzOJ2JrPp8vIsdR0INKyNvv92Nubg4SiQSbRBWKRrkcu3btQvC3fguav/5r/r4kl0OPoIex0etT5HK5oimXqakpVs+tq6tjrkAkEllXrhSrN9LvAoUKREtLCx599FF+/7a2Njz11FNoaWnhTZA4M4FAAGtra0ilUqiqqmLyJFU+pqen8dWvfhUnRG0WcjJtbGxEU1PThmJWpONis9mKWlJiEiRtfvQ9jUaD2dlZLC8vIxgMsoEfTbUYDAYolUokIxHoBP5B7D3v4Y2PYnXrVkAqRX19PaqqqpAUeuOxwUFu1xFYlIo2tWrBnI6OSyaToa6urqgsLeYhyGQytLW1ob29HSqVCqFQCCsrK0XXFCgs9svLywwaI5EIb+xSqRTbt28vEoEkV2jxaDmddwI2VqsVMpkMy8vLuHHjBrLZLGpra7G2toZkMolNmzahu7sbZWVl6Ozs3JD4KJVKixZkr9fLI7c3b97ExMQE0uk07HY79u/fzy3UkydPFnFW6DUoq81kMnC73QzEHA4HekmQrYSLIBGEzRoWFvDAAw+gHYAskSgIh5H+VFcXEoI3TVSvR6y6el1FhbgJyWSySG0WANDRAZfLBb/fj+PHj+PmzZtYWVlBIpEoGocvKyvj9YNImqQNotPpeArIYrEUTQGSamo4HN5QZj4Wi+H69eusryP+/t1CKpVC/tnPwi+AzFZ6BnfsAISKrH7TJgx96EMAAI3HA5UwwaNSqdDf348qgXsUV6nWcWWozQiA27ilIpP0eaxWKzQaDVsbEAgggFYaYqBCr2kwGBh8RkuMIF9vHD58uAisBoNBbhGLjQmBQtI0XgJeNwKJYgL01atX1xGufxbidQOV2traouzxzfjPCboBiVuwurrKVuIymQw3b97kTZ2EsQAUkUFLWfrJZBLT09MwZrPYKmLgyxYWIJVKof/hD9cdxybBWp6y4o0IXfF4nM0Dk8kkVy0aGhpYcpw28dIx5crKSnR3d6+TNq+vr8ejjz7KfkB6vR5WqxUWiwX33Xcf6urq8KEPfQj33XcfP9AXLlzA2toaZDIZ9u/fj4qKCs4YqXVEBMPW1lY88MADrOprsVj43IkzbcpO9Hp9kdmgePqJrhWBJnKEFgfJ+VPfXaFQwPff/zuU0WihjPzoo4DQv6cItrRg27ZtTBil0n/99etFDsD5VApqAVABgFbwthGPmzc2NnKpWRwtglZEOp3Gjh07UF1djWw2i8XFReh0uqIskUS0tFotcrkcV1hyuRy3+Pbs2QOdToetW7dCJpMx94TAajAY5BaCXC7nXj1NmkxMTBRptlBb4uDBg3dVRaVpqomJCR49TSQSGB8fRzwe54pjOp1mufJwOMzVx1wux5v7O9/5TjaZIxI12VTYhE0jLGyWBPKU5DD/+c9D/bd/i7bjxwv/PnSIN2MAkPz93+P5H/wAf/07vwOJSEkYKDy79O9EIgGUKn/r9QgEApiamkIqlcLy8jK7XoszbRL1AwptEYlEAqPRyNNP3d3dqKqqQlVVFV+LUCjEbaBwOIybN2/i7NmzRSBko4oo8NpABSjw2iwCrwhERt6zh/9fpVJh7rHHEBfuR9PMDM6dO4d8Pl+wgxDuiWSJvQRQaH/T80aig3fycNJqtSgrK2Pum0QiYRmGjTgfSqUSO0V8IaDwfOsF/pRU0KrZMNLpglhcSctbHHa7HY8J7S/i6s3OzsJisUCpVDLILLxcet3vbwRUxN8jpduftXjdQOUv//Iv8alPfYonI96M/5wg4BGLxZBOp6FWq6HRaPDoo48in8+jtbUVi4uLmJ2dZV6B2DG5uroaTU1NRZmRVqvF6uoq3vPKK1CKULZyfh65WAzKDUBIy8ICEAoV6RSURjwex+zsLCvFElAxGo1YWloqkhYvBSo0ttre3l40aqpWq9kLKJPJoL6+nv2NzGYzDh06hJqaGpSXl+PgwYOQSqUIhUJ4/vnncfToUUxPT0Mul7MOBoVKpcKePXvQ0dGBXC7HPXba0C9duoRjx46xaylVkBobG4uUmXU6HR4SpjMSiQRyuRwr2tJmI17AiAeSy+VgMpkKpEYBLC7cfz9iUilGdu5E9m/+BgAQdTjgGRgoHr8V3q92aQmZl17iak/iO9+BWrQ4mRcXOVPu7e1Fd3c3duzYAZPJxJM7QAG4iqXI4/E4mpubIZPJ2N+pvb0de4WWRSKRQENDA/R6PY8/0wZusVhQUVEBk8mEQ4cOMRggawHiEiWTSV54VSoVKioqYDabEQqFuK1A14Q2GxqJLo2rV6/izJkzbKYZj8eh1+s5o3Y6naiursbq6iqrCqdSKW4fZbNZnDlzBufOnYPf74fT6YTP50NPTw96e3uLFIJTqRTKy8thFO6luNkMqVSKRx55pABan3668AUAn/oUIFxHCFUCCpVKBUgkSAsq0aXgizZh3mxKkg2fz8ceNgaDAaurq2wyWFNTgyeeeALl5eVcHaD7QJxsarVa1NTUQCpU64BCK8zlcvEzQ+914cIFzsjF1VTS9gBw72OzInIqAGDXruLzAiBBTsNCdcvn8xW0YQQQmVIqWcuJwmq1crWQpt424oqQjopEIsG+fft4IIBA/Z3MCktH2DUaDTRCoqIWzDw3jD/4A+Atbym0/H73d4Ft24C/+ItC20sUpO5NScH8/Dzi8TgTzU0mEyQSSVFFd25ujvmLQKGKeOLECR53Fh/3zyJQed0S+u973/sQi8XYsrpUmVDcongz/uMikUjA4/Fw2T6VSkGr1aKrq6tISXZmZoY3WbOweOp0OmzZsgWrq6u4JJQm1Wo1nn/+eeRnZrBbWASud3Whf3gY9uFhpL/6VYgf7cWqKuizWVhWV7Hd58NkfT38fj+73YorBrFYDEtLS/B4PIjH42hpaUEymeQFVKVSoampCSsrK3d8aCQSCXp6enD69OlC5mqzMedALpdDqVTeUUypqakJZrMZS0tLCIVCWF5eZoDi9/ths9nQ2NiIQCCA1tZWHmEl2wCgUNkRTyYdOXIEPT093L/v6+tbt1mKK1Y//vGP8fDDD2P37t04cuQIVCpVUX95ZWWFMzYS69MK1RrNk0/i+uBgwSV13z6Yn30Wk/E4KuvrixZcrUhCe9d3v4vBri7IH34Y5f/wDwCAoS1b0HPtGnThMGSivnaXiMRJvjrT09O4fPkyLl68yOfj6tWrqK6uhlwuRzQahcvlQjQahdVq5WkajUbDxEMCEMSJ2EgAkoCWRqOBXC6HzWaDUqlEXV0dWlpaMDs7y+2ffD7PE1nkfE1BI9e0/oTDYSZQ+/1+JBIJHvUko8R0Oo14PI6VlRXIZDIMDg7i8OHDkMvlOHz4ML7//e8jFovh5s2bSCQS7Is1OzsLt9vNLaB8Pg+dTldQdhbUnxNC9WFlZQWVlZWQSKXAP/1TQXVWqELCYAAee2zdOdm/fz/7PZVuqBqNho04AQA/+AHwyCOAwGWanp7G8vIy64E4nU6+NuKqpJjMDmxsGrplyxao1WrMzMzA4/GwyaW4HRuNRhEOh6HX6/l5yefzOH36NCQSCfbs2cNaRjSpEwgEUF5evn7Uv1TmQjQKTM9SzGaDBUBFPI55FDZgo9GIrAC8JAbDhh46pfyy0vNK/l0U1Pai6RjSl9ooNgKTUgHgaTwe+Lze9RIeuVzBbRkoGDISJ+zKlUJFSVS9ptd3OBywWCzcKpZIJDx5R8KQwO0qCSkqezweHD9+HDU1NUWVNZvNhmg0+jMpFPe6gcpfizgLb8Z/TmQyGYRCIczMzGBgYIAnWcibQyzIFIvFeAGhhcFgMCAajTJIAQoS9D6PBx9cWoIUwFRjI0790i+h/TOfgT4SAX7zN/lnx1tbceO970X/jRuwfP/72Obx4JYw3keGf+I+sdfrRTQaZcNCUoWlxSKZTPLPE09jowzZZDJh3759PH1AHAnSjblTC9Jms6GpqQnDw8Oc5QOFrJTOHXkdxeNxxONx1owAwCq+NFoNFBaDH/3oR8jn8ygvL78jSKqtreX20NLSElcc9Ho91tbWsLq6CqPRiKqqKqTTachkMqjVaigVCqiF6xZ2OBjErK2tIVpXh4TPt35zKStD6AMfgPErX4FtaQn7f+u3MPmud6Hu5EkAwNjb3obu69chy+eRc7sBlWpdFnz+/HnmNFVUVLD2hHhSRqlUIhAIYGRkBDMzMygvL8eBAwdw48YNvPDCC1haWmJJeape6PX6IkM+CrrOdrud1Wt1Oh1XdqgtVFNTA4vFghs3bvD9S4q1CoUCV69excrKChoaGtDV1cXVJABsmkkqq2q1GrlcDiqVCmNjY1Cr1eypQvcUVRVGR0fh8XgY9JARnNfrhV6vx+rqKleUbDYbcv/0T5ACSJSXw+124+rVq6irqyt8HpUKeOUVoK4OcDqBt70N2EBynsjwUqm0iE8A3N60uHL58MNAJsP8pbm5Ofj9fsjlcqytrTGRfHFxsWgDpyoigVCj0Qi1Wo1EIoGenh7I5XJUVVUVtTvoZ2mSyul0wu/3IxKJIJvNIpfLQaFQwGazIRQKoby8HC6XCyqVCi+++CL/Pz1/5IOzd+/eAmB95JHC15EjwF//NSDSvGGgInB/NCI9lWQyCYnweXJ3eA7FlUeZTMafZfPmzXd8fskjityLiaRcmoxvmKBYrchLJJClUsiU2C8AKACTDfh8AArtoFSKq2V0zXU6HfsXhYQqNo2Mx2IxWCwWdmjX6XQIBAKYnJxERUUF8vk8pqam0NzczE735eXlmJubKwIvPyvxuoHKL//yL/8kjuPNuEtQf51GO8lDRaPRYGlpiSsYdXV1nLmLo6GhoUgJdufOnfD7/fjszZvYI7RetJ/6FAa6u3GyrQ2PiJxNlxoacOxjH0NNTQ382Szw/e+j3e/nYyGJcDFQoakisRGeRqPhaZj29naenEmlUpifn0djYyMb6ok3ZDEYEQMVAOwbVJq505jzqVOnmIxms9ngdDqhVCr5HFHWRBkitaHq6uqQTCaLxOpogkCpVMJgMODYsWPo7e1dJ+jU0dHBQIU2B4PBgPLycoyOjqKsrAx2u50F82QyGVQqFdR+P+SJBPJSKSazWeYjJJNJ/twbqf5Kd+7kTE2eSmHTM88AAKYbGmDftw9JgwHqUAj55WWgsREhwZwuEong7Nmz614PKCzsZrMZgUAAZWVlRVMGYhsEIgbT4kn2BkScvhOQ7Ovrw40bN7iy09/fDywsAFeuwCCQeKVSKQwGA5vNUT+exN+oDUPCh+LjInVcIov7/X529N6yZQtOnToFiUSCUCi0oepqKpWCy+Xi60eVQXq+aBPUq9WQCWX+eF0db64LCwtobm4uZPUSCXDhAvDMM0CJwR4FgYONlF7pHC4tLd0mD8tkyOVy+PZzz2FpaQmZTAYWi4UBBBGQXS4XiygS0BFv0Pfddx9SqVTRdRJvyrS5x2Ix1NfXIxQK8aQJ8dDm5uawtrbG70NtHyKa3rx5k6fu6HtDQ0MFITW5HHjhhQ3PCW3WIeFck+dPJpNBKpWChNpLdwAqJpMJmzZtKmrX7dy5s0igsjRqamowOTmJbDYLjUbDooJ38i6jMBgMgEqFXG0tZAsLUA4OAk88UfxDQjUZe/cCwrh14YMpCyBlZaXg9gxwVRIo3ItiRWeVSoWZmRlOLEigrr6+HoFAAC6Xi4crgELlNpvNslgngHWk+J+FeN0clYWFhbt+vRn/8UGCSwqFAmVlZdi8eTObsk1OTmJ8fBw6nY4XPFKvpdHQsrIyRtEymQw2mw1DIpASs1phevpp6PV6nCtRwby2axdnbCFBCbM6HIZRJAZVylNxu938/g6HAwcPHuQsYGhoCCMjI3C73QwwaFLh/PnzOHfu3B0tzOkBI77I6OgoTp06tSGLvbW1Fdu2bWOtE/odg8GASCSC2dlZ3qRu3rzJGaBarYZOp+OWz/T0NIaGhvi96fcnJibw3HPPrSO0qdVqrg7Mz8+zUaNer8eWLVvQ3NwMjUYDl8uFfD6PfD5fIMkJ5N5IeTmyMhn0ev06x9WNxqX1b387kiI/JL5uwnulhUU2u7zMCxVZBZRGZWUl9/tp0yYhOsrqSqdp5ubm2GeJQByRg+9WdXriiSewd+9ePPTQQ4WN/8kngXe8A/Z//VcYjUa0trZi37590Gg0PHYLFEBIabuw9J5xOp1IpVLw+Xy8EZNXTHV1Neu4RKPRIgBPQnYAOJvWaDQYHx9HLBbD8PBwEVi0x2KQpNPIKpWo3b27qCUwISitAgCqqwucBGEzLw06djFIoHu6urqaAb2Yz3Xz5k0MDw8jlUoVVFp1OjQ3N7P6sEqlYqCVSqX4uomvyd2qkkAxUBE7QYfDYayurrK+ivieICAM3NZPKk2c7kV4TKvVwmg0ckVFIdJFSqVSkNKas8EzARRaPQaDAVqtFiqVCpWVlXcFKQDQ2dmJlpYWBspAof05ODi47pj379+P+vp67Nix4/Zz+eCDAADzpUvr16Rvfavw5969gGAPkH3HOwAi5ItkEgovVXgtar0Gg0EW9CTeUCaTQUdHB7q6uvjeoyRkZWUFHo8HbrebeT1U0Rb7df2sxOsGKg0NDWhsbLzj15vxHx+UVXu9XiZqLiwswO/3s8qoTqeDTqdDZ2cni3HpdDrWeyCg0tvbi3g8jkGRTPulr30NOqEUXNfRgZcEcuEfHzqEmR07kEgkCgtHUxMywgZmEnr4yWSyiJxKPkGpVIonaCQSCZRKJbLZLCwWC6ampngyBChseCPkPgusc66lSCQSzIch/Q1gPSGXoqamBtXV1YjH46isrERtbS0bEtLDXyo6RxvR2toastksvF4vqqqqYLPZ2F3X6/XCNzMDt0AWLg1a/HO5HNxuNy9kxOMhJdB8Ps9TGNqXXgIAuIV2id1uL/I2uZNKLqxWqEZHcaFUEOzJJwuGesLmqJ6b443H4/Gs61N3dXVh69atTODz+/247777IJPJ2I8nHA7z5p9MJvm86/V6tLW1weFwIBwOF8i0BgOUv/zLhVbHF77AWjzioEkGAMD164XvCfyaaDQKrVbLmTolQWtra3y/VVRUwOVyYWFhAV6vF5s2beJWH2lQrKysQKPRoLe3Fz09PRgbG+OJrkQiwaV+AAy2AHAFs7KyEqurq+yBQ/dce3s7WqgtU1EBuVLJVg9i6YB7CQJhBJ5GR0dx5MgRdtCljH5xcZErBCSVH4/HYbVaYbPZ0Nraij179nDCQq87NjYGt9sNuVx+T0qp27ZtAwDmzBA/jqqm4XAYgUAAs7OzuHjxYtFGTuc9m83yMS4vL3O7DMB6roooYrEYk98rKioQE8CFbHUVkkzmdutHuGaSOwAt2ripXbJRG7I0HA4HK9tSJJNJ1ggSh9FoxObNm4vOp3T7dgCA3ulkdWwAhXtb0LTBrl3Iff3ruPF3f4dX3vMeZAWSeSlQIYE3m83Guj90T+n1eqTTaSQSCaRSKebskdLz5cuXuXIciUR4PRZX7O6UDP60xutu/VwXFhSKdDqN69ev4wtf+AI+97nP/Ycd2JtxO+LxOFZXV5mnUlNTg0gkgtraWvj9fpZrBwqLCPWptVotT1vQYiyXyzE+Pg6p0NNfM5uxS0Dver0eBoMBP9i1Cy90dUFRXV3YkN1uNDY2Fkh/BgOMfj9MiQR8AI8hE9GUyukk104qtvQ5aHQ4kUiwqJjH4ykSXlteXi7SK6CIRCJIpVJQqVRIpVK88btcrg3bIjqdDqlUCteuXcPq6irkcjnsdjtXp4xGIwYHB3kjICM9GruORqNoaWmB1WrFtm3bkMlkcPz4cSSPHsV/+ed/xqrNhherq9HZ2Vm0uJnNZmi1WrYAaGlpgcPhQDqdRiAQ4E1Yq9WiqakJcgBaweJ+VBh9rKqqgtlsxhNPPLGOw+P1euH1etHS0sLflzY04Mi3voWWhQUsKpUw0Yhlfz9w5gys09OICOfL6XRyGZ7kw+n4xceeTqexefNmDA0N8cZOBMtwOAyv18ubQHNzM86ePcsu0ltXVm5nkZ/4BNDZCXz4w8D+/cBXv1qsESNaNGXLyzBNTyPS1oZcLoeenh6cPXuWuU7A7cpaOp1mAKNQKNDc3Iz5+XkmggaDQV6c5+fnkclkkMlkUF1djZGREXav9vl8LEGuVqsLxpBC9U2j0aChoYFbGnq9Hg8++GDB6kFw0E4bDFAoFFhYWGCjw3txzaUg0Do5OVkEIK9fv47l5WVYrVasrKxw1Xrv3r28CdpsNn7+VSoVg3Kxa/Lx48d5DP5uI90UDocDXV1dGB4ehk6nY/VrlUqFkZER1NXVQavVYmRkhB2nW1paMD09DY1Gg3g8jrKyMtTX12N6epoF4/bv34+TJ0/ekaS6sLDAE14jIyMYGBhAymRCTqmENJWC2uNBprwcU1NTUBLv5Q5AhZIFatduRLjdKGpra4vk6BcXF5FKpVBRUYHt27ffFWRJhFFq7eoqjgtt1fr6emwWadrgoYfgDgSwKKxvcZsNegAQV+CEIGCsVCqZv2S1WrlCSMmCTCZDfX09hoaGmFTe0tKC+vp6XL58Gclkkp2YqTqXTCbvWTX3pyFed0Wlt7e36Gvr1q34tV/7NXz+85/HF7/4xZ/EMb7hIxKJsCw7ERuppbB9+3b09/dDJvStT5w4ga6uLrS1tTE7nATY4vE4zp49i8XFRTQKC7xf6LsDhc1Rq9XCarNB39QEpVKJ1dVVzo5CoRBiQlali0R40VtdXUUqlcKpU6dw5MgReDweKJXKwlSEWo1oNIobN24gEAhgaWmJvWEikQiWlpbgdrsRCoVw/fp1+P1+uN3uot4yAG4dUTlenBGQ50VpmEwmuFwuJJNJrKysQKfTMaeENmZqxdTX1yMcDmNwcBBDQ0MIBAJwOp0spU8TAvODg/gv//zPAAC7242a8+cxLOL05I8fR+o970G3kE0Gg0HIZDLWP6EqS319PR544AHU19fDfusWZJEIYhoNFrdvh8FgwPDwME6fPo1MJrOOvHfu3DmMj4+zDDhQWNQyWi3m+voQbWpi4CoR9B3ss7PI5/PswgoUKhpqtXodWZA4GDTVRWA3l8shHA5jaWkJPp8PXq8XJpMJ+XweY2NjyGazbF5ZX7oZvetdwPw88M//XCAPikMkNggA7d/9LrLZRsn1AAAA1i5JREFULFZXV1FdXc26FkQSj8ViLOpGgLampgZra2v8+YLBIHw+H382UvsEwIq7RCK+fv06t8La2tpw3333FbRQlMoi48LKyko88cQTt0nhQjsiYzRyC5R4Txkh+7+XSKfTPE2TTCYxMTHBwJ2eP3GQailQmHAjZWOlUsntq6WlJSwtLeH555/nKRyVSrXhJNZG0dTUhIMHDzKh8+LFi7h8+TJyuRymp6eRSqU4IaH2XCAQQCwWY2AOgEEMgXMArIpdGqXy+zqdDhKZDDEhkdB6PDzhoqf7S0SaFYdUKkVFRQVSqRTz+e4lqD0UCoW4heL1enHhwoU7jx1TCHIF2tVV9nian59HShBl87z73Th/7VpR69JL+ksi4UkKrVa7bmTdYDDw+HQymeTzqFarYbPZEIvFUFFRAbVazZYIADA8PMwDDsDPHk/ldQOVO0VbW1uRGuKb8R8XbrcbsVgMGo2mqJpgNpt5EW1oaOBMO5lMMtdAr9cXJLjzeaysrGB1dRWXL1/GZmHRjohEliQSCfbu3YuOjg5IpdIi/xefzwen04mksNBphUVKJpMxiqdxXpfLxdUc0j9ZWVlhVcxQKMQlUypPTk5Oory8nBfoK1euYHV1FblcDlNTUyxolkgkMDExUUSCpOpMaXR3d3NGbbFYsHnzZn7oKysrecR527ZtMJvN8Hg8uHHjBq5evYqrV68iGo1CrVazXsrIyAhqSkq0h599FkszM4gvLAALC8g//DCUzz0H+2/9FswTE/D5fJicnITT6cTi4iLy+Txqa2tZfM6uUGCLIOw2X1sLq2B8R/oYpcq/4t63uApFGTzxAQio6ARRN6vXi9DcXFGp+k6mcgRUAoEAk0d1Oh0UCgVfC5/PB7/fD7VajbGxMczPz8NqtRaqKw0NsP7bvxW/qLgV8p3vFP+fiAgLAEaBN0LVhebmZkilUjaoFKuHkqdSJBLBpUuXMDw8zOV6cmbu6elhoiEANkqUy+VYWloqOqd1dXXYtm0bTCYTT4hRNJcow6aoRSlSflWr1ZDL5czfulOsrKzg+PHjzL+JRCIIBoO4cOECVxipClrKdwgEAlwVJBBLWTZl4cvLyyzIR69RWVl5Ty0QCp1OB4PBUATySDNnZmaG7zW1Wg23241cLofV1VUcOXIEL774Iqanp1FVVQWDwYDR0VHkBK0YYL0o3EY8s1u3bqG8vBxx4Z7VCAT0QCCACqEVk70D3WBmZgYul4sdtOl5ILXqO0V5eTlLOigUCn4WPB4Pbt26te7nA4HA7bWnuho5uRzSTAYaUUs5LHjsrGq1bJZKsUrHv4GztriiQkEJG01sEeBQKpV4/PHH4XA4YDQa0dzcDIlEwi7MOp0Oo6OjvE7cs9bNT0m8bqBCpX36CgaDGBsbwx/8wR+sUxN9M/7vg1oQpFmhVCq5bCeRSHjxNRgMrLYaDAbZoZaywnA4jLGxMSwvL+PEiRNoF25Uo0i7gLImtVqNrVu3Qq/XIxKJYHl5GW63G5cvX0ZKQOi6SIR9RSKRCBMOh4QHTq1W44c//CGmpqbgFHq2arUaer0esVgMc3Nz3Auvr69nm/OmpiZeXAcHB7GwsIDR0VF2QZ2amkI0GoXBYEBdXR1n+6U9ZLfbjRdeeAEHDhwAUFhgSc8FKLQ4qDy8sLDAPIRcLsejrkajEffddx+bgU1PT+OwaGSZ4v73vx+a+nqgvh5S0SJovnQJ6XQaY2NjuH79OisHU9TW1sIgqiaMtbZiy5YtRZ+llEsi5j4kk0kGkqWZMi3M6qoqxATCXv7SJdTV1cFoNKKurm5D00U6N8BtYShSMSWeEYnVkVNyOp2G0+lkZ2zT3BwURKz/8IdvvzCRSUlXhILImEI2q3I6AZHqMXnrVFRUQCaTobW1lTe21tbWos1XJpMhEolgenoa6XQaFotlHYhVqVTM3SICcWNjIxMpqc1E7s8UpW2TjACopOXlePXVV/m1aaT5bkDlxIkTWFtbw/j4ODweDy5fvoxr164hlUqhsbERbW1tRZWULVu2cHbs8XiKJlOA2+DS4XAUqbLS5prL5dDW1lZkLvlaIZFImLPk8/ng8/kYGI2Pj3PVVKFQsKUAcFs9GyjeEM+ePYtbt25xa04c9G/xxIvP54PdbkdcqIK2P/ss1lZX4XW7USE8F9lSWwEhSJqAjk2pVGJ+fh7nz5/HFUFYcXZ2dkPBSRoVJxNUilLvn2w2i3PnzuHs2bNYWVnB7MICskKFTyuqCCsEYBItMU8EgAC1CNfWCmPnotBoNKwmTc85uT5rtVqkUqkiIrbVakVrayva29tZxLCmpgY9PT2IRCKYmpp64wAVs9kMi8XCX1arFZ2dnTh//jy+9KUv/SSO8Q0dk5OTSKfTkMvl/EW29eJSqVitlrLmmpoaeL1enDt3rjDGuLKCfCKB/zI7C42w0Dvuuw/AbeJnKpXixYJKudQicLvdWBF+zyKQuJLJJKLRKOLxOObn55mDks/n4XQ68dxzz/HIX0NDA3p6epDP5/m9HA5HkX6EVqtlifhEIsHAByjetB9++GH09vbyRiIup2azWZ66oLK4VquF2WzmVopOp2NRprm5ObwkkFnFJeKdO3fy6zudTqSHhlArVDFGfvmXMSX0pFUlypJeAQAY7kAK7ujowK5du2Cz2aASfaah/n5UVVUVEXzFnysWixW1xDKZDC/wpdMb4pHKpEDEVd+8iUgkgv3796O3t/eO/XbyFUmlUtwys1qtkMvlMJvNiEQirNMRi8V4UycZch0J5+3dC/z5nxe+XnoJIB0flwv44z++/YY0ebN9OyCVQhqLQS1sjNlslseU/X4/Z7oUNGFF9+/q6ipXI6j8v7QBUZHkyLPZLPL5PNra2rBp0yZoNBokk0lWDRaDoNLzlRaO25vP88Jvs9m46nknKflQKISRkRHcunULyWQSTqcTwWCQ9VoikQjMZjNisRgmJycRjUZRXV3NbS6aSKNpNuA2uFQoFEzCjkQiDMw7OjowNzeHS5cu4cSJE/fclmpra4NCoYDL5eJpQqAAggwGA3p6evhLrVYXtRZVgiWAmGgrk8kwMzOz7tzQhktq2+xZJZUiJgBc7doa7CdOQOpyQZXJICeTQd7aygaWNN1U2tYg0H7hwgVcvXoVN2/exPLyMq5du4bTp0/j8uXLRa1j+vlMJlNUzSi1wQgGg/xZr1y5glu3biEigO1d8TgOHDiA+hdegJESSGG9AMBGpkmjEXmZrEA2F02gAbdbPwTcaL2lSppCoeDzqNFo4PV6odFoYDaboVQqYTabsXnzZpSVlcHj8eD06dPcfvtZE3173UDl+PHjePXVV/nrxIkTGBkZwfT0NHaJJJDfjP/7IJ+cRCIBs9kMuVyOAwcOoLGxsah32dzcjHg8jsbGRphMJr6xDQYDLgr26Rgawt//8If4xa9/Hb8kUmA1CIuAeHJHoVCw54XVamVZ6Xg8jiVhYTQKZUdaiKLRKDKZDOrq6vDII4/AZDKxuzP1su+77z50dXVBp9MhGAxiZWVlnQkhfe6+vr6i71VVVaGuro7HL+vq6nDhwgWuKJEuST6fx5kzZziLlkql2L17N7q7u+FyuZDJZDjrtdvtsNls8Pv9LFbW3t6Oqqoq9Pb2Fim4zs7OYpuQiUX378f0O96B59///g2v27PCObUvL6O6JItSq9VoaWlBeXl5gRgsZHTDHR3Qmkxc2qXwer3IZrOYn5/HsWPHisrGALgFJpfL2YPEbrcXVwKEqlnF3By+9rWvreP/lIZUKkVVVRXm5uZw4cIFaDQaqNVqBj80ZWK326HRaPi8dXd3F0axCRi0twNGY0FC/sEHAZpwAIDPfrbgfQLcXqBrawukWwDlc3PcYjAajbx5LC4u8iJLSps7duzA+Pg4zp07B4/Hg8HBQZb0Ly8vR0tLC/R6PSwWC57cvRuNZ85AIYBxn8+H+fl5fPnLX8aJEye4EhKJRCCVSouEw4rAXzIJuZBhe4XNjO4rlUoFr9e7rqKSz+cxPT2NmzdvsjjX1NQUjxkDKBr3V6lU8Pv9nPXT806bsXgCip6jWCwGnU4Hu93O4Gnr1q3o7u7mikg6nd7QTHSjsNvt6OrqQktLC1QqFXPdotEoHA4Hmpubud1FisVU7aJzLq7gUCutdCqKwAVViqnaFw6Hsfb2t3PL2TwxgTIByIfLy6E1mTA5OYmVlRW89NJLuHDhwjp9IK1Wi0AggJmZGeTzeSwvL+PMmTO4ceMG3G43XC4XJicncfnyZZ6gFB8vgZVSoLrRZr8qVHgkf//3MPzt32Lzl78MAMiaTEiICP9Go7GQUMpk/NlKW6DUsiLFZyJ5U8tTq9XC7/cjm81CoVDghkDuBgqtRZrMolan1+vF9evX2cfqXsHqT0O8bqCyf//+oq/77rsPHR0d6xQV34z/+yDreYVCAY1GwyRThULB1t9AQUl1aWkJOp2uaKSVMkYA2Hr8OBT5PNpFmgcekeld6cJBbSTSQqmpqSmMe1JFJZFAJpMpclulBbapqQlra2vMrUmlUlDK5ej83d9F/+/8DmqFyZuJiYmijFXsRUGjxUBhQxoYGODFvKysDF6vF263G4FAgD/n4OBgkZ0AUNAjoA18fn4e6XSaMxW324329nb+rDSlVFNTA5VKVXRsmVdewS6Bg+UTdBBMDgeOvPvdAICITgefRoOnt23DRbkcWYkEmqkpbHnllaJrUl1dzQteMplkoBLValm0CwD7/+RyOczOzmJQ6HNTEBgVV1xsNhueeOIJbBfGJCk0+/cDAGqWl4F8/jZ4vUusrKxgbW0NQ0NDiAjEaZoaICsCIvPJ5XIejTcajTAQEBIZNQIoiJ8RiMlmASIhU+WpooL9XhqF15iYmOBKITk5u1wujI+PY3h4GJcuXcLFixdZTZdIvYlEAhUVFTAYDFz1feqppzDw27+N/r/6K7xdeLbW1tYwNTWFs2fP4tixY3jllVcQDAYRjUYhk8lgMBggk8nQ3t5erPQaDMIsgMZVoT2iUqmgVqsxMjKCubm5ovuw8DFdGB4exve//32sra3B7/fju9/9Lo/ckkw6bfS0qZPWi0aj4aTA7Xbzs01ESqpk5nI51NbWory8HK2trXA6nQxMCOyslWTvdwqxo3IgEIDZbIbP54NarYbBYCjy2SGjznw+D4vFgp6eHiiVSuwm80HRZyptudCzTaCARqFnZ2exkkhg8h3vAABoAwFYhc8SqqxcRwQH1rc1iNAvTgCo4jo7O4ubN29iZGQELpcLMzMzRXpFzc3NDJrEgCuZTG7IWZl+29uQMpuBQAD4//4//v7sP/9z4f4XQqfTsYt4nABwSWtYLpdDJpNxhZNcocmskgBLKpXCl7/8ZXYb7+7uLrr3dDodTzNOTEzA6/Uin8/ftTX50xb3hC5+uIGL7p3iLW95y7/7YN6M4qDMl7gi6XSabb3j8Tg0Gg127dqFtbU1Bg1NTU2MrKmcmc1moSoptUaVSpg+8xn+Nwkz6XQ6VFdXs9y+xWLhikpbWxvmvv51AIAxHucqhFarhdfr5c1To9FwRcNisSCdTuO/Dw5COTcHJYAHLRZ8vbaW++VkFNfd3Y2LFy/yIrZlyxZ0d3ezkyltsFarFT6fD7lcDhKJBAaDAV6vF06nE88//zxsNhvq6urQ1dUFlUqF8vJyZuxTxnz8+HFYLBY2YpuamiribNDGjFwOmeefx0N//ueF8/TEE1gZGEBycRESiQRXuroQ+9rXcHF4GFeuXGEC5r/V1OCpxUXgr/4KtslJKPfvR0ow6qNIJBLQC9lhRKcr6EaIsmkStyI9CnFs3rwZN27cgNPpxKZNm+46Nom+PuRVKuhiMVSvrBR5Gm0UdF1IBTkSiRR5xMhkMvb3CYfDUKlUUCgUvLkYyHOnogKKSIQX/vn5eej1epQdOFCYchgYAIJB4HvfK7zxpk0Fdc5/+AeYxsagfde7EIvFsLa2hm3btvHk2c2bN7kdAty2jaBqmcFgQDweR1VVFR566CEkEgnY7XaUvfoqIDw/WxcW8A8dHVhdXcWZM2f4s547dw6XLl1i3YmGhgYGrOLSf2pwEIp4HBm1Gk6TCfB60draioWFBbhcLsTjcRbaomtDvD5SVyVgQv4r+Xye/Y9I1ZnEBq9cuYLe3l6kUilWn6VR/cbGRsjlclgsFng8HvgF5WiHw8EZNF0/vV6PXC7HQIVUfGtraze0sSgrK0NLSws8Hg//bnV1NavhmkwmWCwWHsMnvZXW1lZUVFSwMjAFHQdVNynBFVdU6DgpJBIJPAKAMcViMAmvF3c4oN9geqg0NBoNnE4n4vF4UfJGLtKksEwgUSy02NjYCL1ej5mZGcTjcbz88stcrdsocioVXAMDqBPxsCafegrBqqqC+izAiZ9MJiuslZ2dsExOAj/+MfCe96x7TWp3UtIqJkiTdAElOES0LQ2bzQav14u1tTW2PSidJvtpjnsCKk8++eQ9vRj5fLwZ//dBkuRAYdMU90sp45IJCqZE8qqsrITdbufXIFlxiUSCOmEDjMtkeLmnB7GHHsIviDJEt9uNGzdusL24w+GAy+VCS0sL3vWud0Eul+PUqVO4IjzElnAYeUHYqb29HfF4HOPj42w2J/V68fGpKZzdtAkwGNAjUkLd/uqr+Nov/iLi8TguXLiAAwcOoK+vDxKJBHK5nPVKJBIJWltb8b3vfY/7s1KpFI2NjRgeHsb3vvc9aDQavOc970FfXx9OnDiBbDYLl8uFp59+msv24vJ9Mpks8u/I5XLQ6/XQaDSQyWTYunUrQqHQbR2X7m7IBaCQl0iQ+eM/xtrSEubm5lgtckLQDikrK+N2wyseTwGorK1B/0//hL4bNzD/pS9hdnYWs7Oz2Lp1a0GrQyDu+mw29HZ08IIzPj6OYDAIh8PBC088Hsfy8jIee+yxIsZ/Mpm8uz6GSgXJU08B3/gGem/dwpHqapw8eRL79u0rBjiLi4BSiSWXiyXsaapBvFnX1dVhZmaG+RFyuRzl5eWFjDOfh1YAQtdjMUSPH8cTTzyBpaUlDA4OIhqNoq+1FR0nThSM2j7wAcDtRq65GbdaW1Edj6MMgOTiRTTqdBiOxeDxeGC325HP55FOp9lckLJwGo8nEEhtCb1ej7KystttMAFsAkBeUCAmQEH3QW1tLUZHR5FOp2EwGGAwGFBdXY21tbUiIJs6fRoAEGprQzAS4amba9euscAiTeeI2x3nz5/H/Pw8cw0ymQwSQnXSYDCgo6ODuT90zjOZDFZWVopckGn8ubOzE4888giAQrWOCOGNjY3Mb5NIJEin02zfQErQsViM+RmZTGbdVBNQWDsefvhhaLVaFkisrq5GIpFAeXk5NBoNtm3bhlgsxhn75OQkDAYD7HY75ubm4HK50NPTg6GhIdZ7IYsDGgem+57uY3HrUqPRwCK0BGtnZ1EpVECzdjtXBQwGw11F9r71rW/xemi1WlFeXs46OcFgkInutbW16OjoQF1dHf8/OXCTujVQPKXU2tqKubk5FjxMiY7dv2cPJn7hF6ARKhx0zcU+VMt79qD5Bz8Avv1t4C//slBZFKKxsZGHIwj0BoNBBqxkokkRDodx9erVdZ9ffC1oPfxZ2qvvqfVDyO21vn6WPvhPe4TDYR7nIx0UsQQykVbVajWX+YhEtW/fPuzbtw9erxd+vx83L19GpVC2/K8PPIAXd+5Ei1BKBQrXd3BwEHNzc5ibm0MqlUJNTQ3MZjN27twJs9nM/eeQ1QqfQgFFLocqwQFYKpVCrVazTHMgEMCDs7N4m8uFzx8/jt8q0R9QpFKwZjJcOaHFnWTOgcJmE4lE8OMf/7hIV6Wvrw/T09P43ve+x4JHt27dwuzsLPNVSl1oxX+PRqPrzN8UCgX27NmDgwcPorKy8naZP5UCRNWM8+97H9DQgHw+j1gsxtMjarUa2WwWUqkUvb292LJlC7wlJenywUG0trZidnaWXZ2ToRAswqLrbWtDRUUFj6vSOCmdI4fDAY1Gg+bmZoyNjWFsbIxJovekMvn44wCAppUV5PN5HD169DbJNBYDrl4tVDQcDjT39UG3vMweLYuLi1xVy+VycDgc2LRpE+x2O/fH9+zZg0QiAbXXC1k8jrxMhpiINzE2Nsack6ObNyNAxEJB6G7y134N88vLOOfzITswACSTqP7CFyDJZrGysoJXX32V+RE0xUamiW63G1artaDfUl/PAl82kwnG972vwJN5+unCZxSi0u2GTqvldglwu50mNtrUaDRoamrCzp07CxWVXA5jp08DQnUv0NrKQPHKlSvweDwIh8OQSqWYnJwsujaTk5PcmhQ7aet0OjQ2NkKtVqOhoYHvV6p2ECA8cuQI1tbWWI1aLpejqamJnxnx+kBy8DKZDE1NTchkMnwPUcIzNTVVJD9wp6DpH7r+5eXlPMGn0+l4hJ2sItra2rBjxw6eUqKqKT1fNLFCwCIYDOLo0aMYHR3lzyCTyVhGHgCSIn6TXAAJeYeDiedmsxn7hRanOJqbm7GwsMDnkKq95N3U399f1D5aWVmBRCJBb28vk+2VSiUnUBuF0WjEgw8+iL6+PhiNRnhF3La5v/1bpIV7YXZ2FouLi/B4PCycqtFoEOjoKNhgpFLAyy8XvXZ3dzcee+wxBq103b1e74bHE41G+Zq2i1qvFRUV7AhPrZ87fZ6fxvgP01F5M/5jg/qs9GAlk8kiwSTKtGk8GLg9+WEymaDT6eB2uzE5OQmtywUZgIhEAl1zM6xWK1wuF44ePYrBwUFcunQJp0+fRjQa5QkeqVTK5cKXXnoJP/rRj6DRaKDT6zEilGUr3W7O7GhBbmpqwurqKmpF2U29MLlz6X/8D+SFrLRK8GLJ5XIIhUIMRFpEzHigWJioubkZbW1tmJ2d5fczGAxYXV1FIBDgapLZbMa1a9cwODjIP9fS0sKLLFDIVDpEHjkVFRXrvXRE5LYvf+xjSPzKryCVSiEajTKZTTzl0NzcjNra2sJ7iipbABCRyzEyMoKhoSEMDQ3B7XZDsrICWTaLtEyGTHU19Ho9gsEgIpEIT0zs2rULhw8fLuICUFAWe09ARdDLsS8uwiEAOlaZPnQI2LoVEPX2d//e76F382YoFIqi4yGOj8Fg4IkZIgYmEgkm0qZrapAXwODs7CxisRimpqaYiBkQSxls2oSFLVsK5D6JBNO/+qsAANV3voO+v/s7AAUwbbPZUFZWhoaGBmzfvh1KpRJtbW3Mx+jv78fAwAB0Oh1MRiMeu3wZkh/9qKDh8s1vAgDcfX3IqdXQBoNoSSR4czUajaivr4fH4+H70mKxrBMKy3/wg+jYtw/1wpSYR6hCkJw/HStNnonHdJeXlxGJRGC329mWYMuWLdi2bRskEgn7O9HGubq6CplMxq+xvLyMOYFkTEmBmIxOv5fJZCCRSNDQ0ICBgQGUlZUhk8nwqG4oFGKCNoXL5WKtoo2iqqqK1YlpEk9sWEnvT3wlautQhSQitAA1Gg27YNO6NT8/zxLxNNEEFIAXVXmSdjviJerTyro61m2KRqPrlHdra2vR2dnJxolyuRw1NTU8DUl8nv7+fpbWEA8VUBAXZCOtFwAspAgUdHjWtm3D1U99CvnRUajVagSDQRa2pPspHo+zEjYA+LZuLbxY6eg+Cus5TVRRa0ecbLW3t6O3txfbtm3jz0Ej7vT6KpWK1zsafPhZKiz8u4DKyZMn8cQTT6ClpQWtra14y1vegtNCKfTN+I+JWCyGhYUFXLt2DTMzM6wJsX//fmzduhVWqxVqtZr9flQqVVFv1e/3Y3p6Gvl8HjqhhbSiVMJkNnOm8Oqrr+JLX/oSnnnmGfh8Pl6sZDIZ2traisqv+Xyex48XhMWgIhBAJBJhRU3gNnAoKxkRDDscWO3pQZaAitDGodIteeaUl5fj8OHDDCgIsHV2dsJgMGBwcBCrq6tcBrXb7ZDJZFhcXITFYkFHRwcUCgX8fj/m5+e5LNre3o49e/ZwGZdGaSk28kDJCnwGv9UK47ZtrF47PDwMlUoFu92O+vp6XLlyBRaLBU1NTQgEAoU+cklFRZ9I4KXnnkPD+fOoOnUKs7OzUAhZbESvh8lsZn+h4eFhjIyMYGpqijUTKPukkUOgkHVGo9F7Ayq1tcDb3w4A2CtonASmpxH/x3/k6oA41H4/bFevsq8ITUOQDD0ArmrQVFAymWRdmKhwnck8kjgVQOFeiosN4n7lVzA+Po4bN24UNFAaG5ETPH9qjh2DTgCMFRUVqK6uRkNDAzweD4aHhzE0NMRZdX19PcrKylBXV4fDPh82//jH6z7XjY9+FB6hjbAnGoXJZMLWrVvR1tbGBm50bltaWtYBldyLLxb92ykQaY1GI5MtLRYLTw75fD7Mzc2xfghVX+RyOW/YwWAQuVwORqNx3TgqcX9ok4xEIvB6vQwWxa7lBFTE7uIU2WwWcrkci4uLWFxcLFJTphgZGcGFCxc23JCp2mO1WpHL5aBQKDZUuaU1iJ7rUt0OIkaTa3o0GmWir1KpZO4ThbgaeuvDH0ZWxBPKCVNfCwsLTE7et28fdu/ejZ6eHnR1dbHSLwCehJLL5airq4NEIoHf78dDDz3EfKeNJnnEFWOpVMraMhRiaQA6J8t79yIlVMloGhEA+0wBYE+oq1ev4jSNQR89uk5PRSqVcmtRrVYXVZ22bt0Kk8nE01IUSqWS5fMpqqqqWKBTLAb4sxCvG6g888wzuP/++6HVavGRj3wEv/mbvwmNRoPDhw/j2Wef/Ukc4xsyFhcX4XK5kEgkmGhHqoOEpNVqdZEsuDiIhNe8tIRfF8iKPpUK7373u/G2t70NyWQS09PT8Hq9uHnzJi/QhNirqqrWEcZoPG5JWIxqBZlp2qTkcjkuXbqEGzduoFpYtFcPH0bU4cDwpz8NSCQICWqoLcvLcDgcPKESi8Xw8ssvw+12Q6vVYteuXTh06BC6urrQ19eH+vp69sehhbqrq4s3STLEJOddCpfLheeffx5Op5MlxmUyGU/17NixA93d3Rt6BUl+7dcAAAFhQ6iqqsLY2BjrmdD5oRI7gUaNRoOqqiq8IOLGyAB0Xr6MDxw7hg8cPYqVoSGe+InodDAajRgZGcGRI0d4sfT5fMw/okzPZrMVZPftdsjl8iKtjNeMp54CAPS+/DLe/81v4hd/+7ehET4jAMDhgGtoCGlhc1Y++STahAoJZcTZbBbpdBrt7e0M+mj8MR6Loeb4cQDAclsbfD4f/u3f/g0vvvgilpeXuTXZ2NiIgEgVN/XBDzL4nJmZKehhPPEEIEyLWCcn0dTUxC0GEpsDBH0bYUPW6/UwmUzo7OxE0waZ8dGvfAWJsjKsCboyBwG84x3vQHt7O5tU1tbWQq1Ww2w2w15eDq14OiaXg0T07/zXv44VYXMYHBxEJpOBTCZDb28vK9M+++yzOHXqFJaWlnhSj6odJCRIQIu0aui+IvJuJBJhwG2z2VBTU1Okl0EhrqiI/wRuj/2urq6iubkZiURiHS8EKHDVyD+pNLq6umAwGNDZ2ckTXqVBwGRoaIhNN4HbwEWtVvPmDRTcicUTSdlstmgiiTblfD4P2TvegRd/8AOMPPkknPv3I9zQgEQiwZUcqvxR1U2hUGBsbAyBQAASiQTNzc1wuVyYm5tjpVkilm/ZsoXPtRiopdNpXL16FT6fDwaDgR3ZKXbu3FkEFqVSaZFMPYFR4HbVls732bNnMT4+jmw2iymHAxm1GnA6gfe/H/jRjwDREAtZVRA4oWO7E4ne4/Fgenoafr8f+Xwe9fX1DBZJRPTnuvXzuc99Dv/zf/5PPPfcc/jIRz6Cj370o3juuefwZ3/2Z/jsZz/7kzjGN2RMTk4iHA4zO95sNjMYET/09FCXApXZ2Vmk02m8XSRlHtTrOSuim5Ysv6VSKZcJ5+fnNxSronLjsLD4bFpehnV1FRaLBW1tbdwGci8soELI6pZ+53fw6v/5P1AI7qmzwqhux9AQ0sJIs06nQz6fh9/vx4ULF/j9qDxLUv4SiQTDw8MIBoOoq6vD2972NnR3dzOxsrm5eR3pkeLmzZssWEVuo0Bh8djQ9XttDRJhERvp72en36tXr8LpdEIqlSKZTBZaOEJmFgqF2NROr9fj03Y7Pt3WhtPC+OHj167xyyuGhqAQKl0eQR7+1KlT8Pl8RZuPz+cr2lSoPVVWVga5XM48hnuKQ4f4r02lZf5t24DhYdxwOnFS5NnVJYxFRyIRbvf4/X7U1dXxpksgTz44CPP0NPIqFeYPHMDVq1d5MmhqagpWqxWVlZXQaDQYb2zE4Ic/jMjZs4iLJPGNRiOcTmehjSIsyH2ZDLq6upgzQ/d/b28vk6O33LgBx8MPo/7VV6HX62EWQOD8gw9i4l3vwgvf/jbiQusoLLTRFIuLaG5u5hZFdXU1NBoNampq0N/fj67vfQ+67m7gS18CTp4EtFpI02nkpFKsLS0h/tRTzCEhry16HZVKxWPEk5OTWFhY4OqTXq9nM8dUKlXEQwJub3aUkKTTac7UGxsb0dzcDIfDAavVyvcKuVoDYP4BbZBmsxmNjY1svSGVSiGTyTA3NwepVIp9InVqAHfUWCGuChFi17VKcXusOBaLYWlpiTdlukcpsaB/iyXoqaohnhKidS0YDEKlUuHRRx9F9Pd/H9c/8QlkhRFbr9eLoaEhVpwVx+DgIEKhEBwOByQSCfbs2VNkJbC8vIzh4WEG26QxQufx9OnT8Hg8kMlkyGaz0Gq1DDKbm5uLqrIUYvK7Vqvl60CAiqp0sViMwWhCJsO1T3yi8ALPPAM88QTw1rcCp06xpQJV6ei8k8HgRtdpcHAQw8PDGBwcRDgcxsTEBKampli4b2pq6ue7ojIzM4Mnnnhi3fff8pa3vLZp05txT5FOp7G8vIxwOIz+/n40NTVxRQG4rUFAvheJRAJOp5ON1UjQKbi6CpOolKlUKvkmj0QiKCsr40ma1tZWfv3FxUWWkafQ6XRob2+HwWDAnNWKaw4HpAC2TE9jdnaWF55gMIgygdyb1emgFkADCdStdHcjU1UFTTSKuqkpdvqkDOfSpUvcp/Z4PCycNTo6irNnz3KfV61Wo729nf1IYrEYW8NPTk6ydL44yAyNHH7vGn/3d5Dk81ipqcGosLiNjIxgdHQUcrkcHR0dKCsrW6dFoFKpoNPpYLPZkJFI8IpejzFhI9eLFhXTzAxkwucMCMJedM4rKytx4MABqFQqduOlTE+n02FwcBCjo6Nsp0DVN/GiRXbvRUZvJbwZihu/9EtIffWrgFDWj9vt8H/gAwCAxqNHYfX5EAwGYTAYkMlk4Pf74fP5EIlE2IU6mUzCSKPzu3fj1MgIAoEAZ5/ksULTXdlcDvOPPgp/bS1XkJRKJfOnXC4X8iQgeeQIIGSFdXV1yOfz6OzshEqlQn19PWxuN972ox9BPjyM8k99CpVLSzATCNy8GePvex+yajXq6+vR09PDuhV5pxPNzc282SsUCuzbtw+PPvooOtrb0U7uz7/xG8CBA4BQuYpWV0MtmA9Go1GuMgEFnlJZWRmP7NKzSgRbl8vFz6DFYoFcLme9IWoJUYl///79qKmpQTQaRV1dHWpra7F582Z20CWLDL/fj7Nnz+LSpUu88YlbKHFhOo8MPaVSKdoEd+ry8nKoVCr09/fzeaA240YtoDuR1CnE1YWVlZUiTgZQANrkU5bNZlnZWiKR8KSduP2iVqu5LTszM8ObLVBoZwWE9nM8Hse1a9eY65bP5xEMBjlBqaqqYkfnPXv2cIUOAI4ePYpMJsNgkF6f9HQAcBWWuD779+9Hp9BCLA0CKuTATVUPpVKJlpaWDdVu8/k8VrZtQ67UdftjH8OFs2d55D4ejzOIVSqV7OkzMDDAv3Ljxo0iNeYbN25w6zGbzcLtdsPr9d51SuqnLV63SlttbS2OHTu2jvR47Nixdb27N+PfF6Q2mM1mYTKZkEgkUFVVxeRZepAJHGSzWTYkJNnvZDKJ+0UZRlgmw+XeXhyQSLCwsAC/34+ysjKYzWaMjo6yeZXb7ebSqFQqxaZNm+B0OrF582bu1Wo0GpwvL8cWlwv1LheGVld5Q/J6vaiiB6CpCQajEel0GrOzs6iursZyIoFAdzfKl5fhcLsxNz+PrVu3FsnGnz9/Hg888ACDNTofQEGLggiQ1L83m81ICMRIimAwiMbGxiLwHAwGeexUvFhsFIkXXoAawIX+flaw/fKXv8yu1ZTpbdq0CXK5HH6/n3lEzc3NcDqdtw3dysqAEkVZh9MJjXD9vIL+RUqwJRgYGEBvby+uXbuGeDyO8+fPs8okqZWGw2Fe5EZGRpBMJqHX63HgwAFIJBLMz8/zgtvS0nK7XP2v/8otoKMHDuBqby+k1dVYnJlBYmSEHYj1f/iHwFe+AgDoGhvDUUGgKiNMa62srCAajbK8fiwWg0ao7vkEjoZMJuN2hFQqhdPpxKFDh3iyAihwF8QZJ21kqVQKky0taFUoIJmYAEZH4bXbodVqUV1djea//Vs0Pf885vbvx3KJwNfWX/91/nuqsRESiQQ7duzg7DcrTJBIwmEgFMLmzZsxNTWF5uZmDAwMFDRY7qJLs3joEFqEtiv1+oPBIEwmEyorK9HU1ASz2cwO3Fu2bEFrayuPAldWVqKxsRErKytIpVJMoKbXoE2krq4O9fX1LPh4+PBhNDY2YnFxkUGEUqnE2NgYgAIYIF2Ny5cvMwGbRlK1Wi3i8TgaGhrYLJAmhmpqalBWVobnBWfrpaUlPPvss3A4HNi3bx+cTiccDkfRc7MRUKmsrITNZoPb7Ybb7eY9IRAIIJPJsHVGfX09EokEpqenkUwmoVQqUV1dDb/fD7/fX6Sx0tvbi1deeQUA+LMCtx2xxfo2ExMTnFSQY7BEIkE4HOZErKWlBX19fRgbG8Ozzz7LAoZlgrkkVanFk1A09XMvaq7iKpJEIkFnZyd0Oh327NnDas70bJL6MRlZen7zN1Hx539emMCbngauX4fjwgWYbDau4mYyGRiNRmSzWczMzHClFyiAo9XVVbZgoAShqakJjY2NGB0dxcrKCkKh0M+f4Js4PvGJT+AjH/kIbty4gd27d0MikeDMmTP42te+hr/5m7/5SRzjGyZIZGtlZYVbFAqFAtu2bcPS0hIkEgleeOEFnvQYHR3lPjdtRDMzM2hsbIRnbQ0PCA/1M42N+N9VVXhwYABXr17FzMwMc0o6OjqwsLAAvV6P+vp6DA4Owuv1IhQKoaWlBTU1NUy+zefzzNqPClmpOZHg8jXZ228WNg7pwAAsFgsmJycRiUSwuroKpVKJtYoKlAOo9flwaW0NLpcLDQ0N3NeenJxEc3Mz8vk8kskkG7AFAgFeuA8JbQydIJQm9uoACgttS0tLEVCh86pQKIr6zBuFVPg9V0UFasxmLC8vY2JiAjKZDE8//TT27duHfD7Pi2V5eTkCgQCi0Shqa2sRjUYxPj5eyJatVkDU0gKAeo8HGWGhGJNI+Dg1Gg0eeOABpFIpaLVaFgkbHx+HQqGA2+1mciBxBIiMSQuuSqUqUs30er23P+873gHMzQF2O6pmZnDym9+EUtBkIfVbmUyGWx4P+j/yEeCLX0TV2hpPSJCi5eLiIgKBAEwmExwOB2KxGPM5nILmjVarxb59+zA1NQWHwwGDwcCLPx3v5OQkc3tok7VYLMhmsxhfWUFlVVWBoNvVhYWPfQzOQ4eweOsWHhA21IaTJ9EgfM7pJ59E8/e/z5/b39aG3l/+ZShFbRQAMFVVIaXXQxmJAE4nmru6sH37doRCIaRSqYJOyOnT2EiZZvKd78TsW9+KTcL0DFB4LhKJBBNON23ahM7OTjidTkgkEgYW5KNls9nw6KOP4uTJk1heXuZ2EV1Pao0QcCEyM4myWa1WBoGZTKaIU0IbLgBOOFKpFCwWC5NOc7kc8xzGx8cRj8fR3t6OwcFB3Lp1C5WVlfD5fHzv8WSKz1eUjG4EVCQSCXbu3ImjR4/yZItWq0UsFsORI0cAFNotDQ0NGB8f5yogTY5pNBrE43EMDw+zj5NarWYdFnHQPSSXy1FRUcEmj+Xl5ewnlM1mIZFIUCWysugXOErETcpkMpifn0d5eTmPkAO3CcCUxFHr2O/3Qy6XFyVG4hADFfJLs9lsfAw0zvzyyy9DKpUyOTybzWL0kUdQ8ad/Cq/PB+WnPw3DP/4jym/cgOHtby/wwOJxbgWura0VnKSFitPKygpz5GQyGXbs2IGXXnqJ5SyqqqrYYmVtbe1nqqLyuls/v/7rv45vfetbGBoawsc+9jF89KMfxa1bt/Dcc8/hQx/60E/iGN8QEQ6H8eqrr+LFF1/EpUuXWHnWaDRy6fbGjRu8IQ8ODuLs2bNM4jt58iSDhevXryNz7RqMmQzSUim+3d4Oo1DWHB4e5oXNYDCwhondbscv/uIvsjbG2NgYQqEQXnrpJRZDkkgkzI2IUPk6kUA8HkcoFEI4HEY+n8dWoVIg2b8fOp2uSJn06NGjuCxk2Q3j44gHAhgcHIRer+dplnA4jNOnT7MzL1DIqp5++mn09/dj3759BR+e2VkYhVHqUs+gtbU1nDt3Dp2dncxZoc/Rd/Uq/n/2/js8zvM8E8Xv6b3PoM1g0DtAgASbRIqkKFKiCiU7trO2s4rjnHXKOjnJJns2m83vZDd7Lq+ze2X35CSbTbIniR07J3ZWKbYkW5LVKIoV7ACIQvQ+MxgMpvfy+2O+5+E3ACiRkihC9tzXxUtCm/nmK+/7lPu5b8Vv/uZt6faNiEahFDZU6549yGazOH/+PCKRCGpqatiHSCKRsPEdbSC0kDc2NuLhhx/GI488goq6Ovz2v/k3ePGLX8Q3/+2/RU4igS0cRqVQpl4STXX09PSwRDaVwsVeL+IsiIIu8lMCiovVRj+gTSOXdXWA4DlE3AXx61ZWVmJxcRERwbCydmWFy94k1rW8vIxkMgmtVsuBil7g9KwZDKzlsWfPHjz00EO8Ca2trbEi58jICOvG+Hw+bidVVVVx22JZ5B+28w//EO6XXkL1FoJWALB07BhmT5zgr1P79kGr022y96iqqkKSZMuFYxZvxgCQ2dD6BIDkv/7XGHv+eSgFEjFtZNRmIT7C4OAgjh8/zrohfr8ft27dQjqdhkajwYEDB6BUKtHd3c2SAFarFRaLhfUxPB4P/H5/yQa7srKCXC7H76vVarndS9hYKZyenoZKpWIhROLUiKsF8/PzOHfuHI/wLi8v39EPSvz991JDJqmAtbU1loonaDQa3LhxA6lUiu970o+hdsrCwkIJT0480UggwjKJLNLf3bx5k6s14modgJJ1gnSPAGB4eJjfY319HefPny8JVACw9su5c+dw6tSpTRYJBHGgcv78+ZLPTVCpVNi9ezd6e3uh0+nYCTscDmNichKXL1/GoPD7JkHWXyaTceJGXmFiIj1VvFQqFduAdHZ2cnuPJpbkcjlisdgmN+jtjA80nvzpT38aZ86c4XbDmTNn8Nxzz33Ux/YThWvXrnEw8sYbb8Dj8cBoNMJkMiEcDiMWi/GNnkql8NZbb+HKlSsYGRnBG2+8gatXr7LEvMfjwVPCpnzD6YRKr0dFRQWWl5cxMTHB/jjEetdqtdi/fz90Oh0eeughWK3WEs+cS5cu4fLlyzxCabPZkBEWBksmg/D6OkuCJ+JxuAR+wBWJBKdPn4bL5WIdhnw+jxsGA5ImE9SJBDJnz+Kv/uqvcP36dej1enR0dKBQKMDj8WBwcJAJbGIOjV6vB/x+oKcHtc88A7kwBdLd3Q2tVluyuCeTSfYGCgaDUGQyOPjNbwJ//MeA07nlaG5c8PRJGgxQV1WxI69Go7njtMNGkNaB3W4vZl8mE/Kf+xzQ1oZZEVckDyBkNiOfz6Ourq5E5MpisXA5GgArABNSqRQvtLSoTk9PY2FhgTc0Uq/cClRu7+7uxurqKuu20CTWYl0doFDAtLYGmzA9QG3FyclJllM3Go1IrqzAKGyatywWGI1G6HQ61NXV4ciRIzhx4gTkcjlXHoxGI5xOZ1HJM53mzH1+fh5yuRx79uwptmQ+8xkM/NzPYV4INt0vvIA2oVqU/fVfZ30YALDv34/Uvn23P5+oby+GwWC4PR4tBCrUFlpcXCzqoAhj1qtC8AwAKeH+o/uQJiei0SiT0qempjA/P49wOIza2lrU1dXBYrGwCVx3dzer7Pr9fgSDQUilUjidTq56zc7OYn5+HkNDQ3C73bxRDg4O4pVXXuEyv06nw8rKCq5cucIO5eKJNwIFH/Pz85ifn2eXYXEVku4f0gu5evUqrl27xppBNIlEar9tG3ycJicncePGDX5N4nvE4/FN5Ha6hzweD0/PkahaTU0NHA4HCoVCSTV0YwW0s7OThTApqKOgZ2pqCteuXUMgEEAsFmNjP7fbzc8Lobu7G3K5HDMzM5wgJhIJrKysYFXwRSOph8XFRdy8eZPf505+SbROkymr+DqIUV1dzUarKpWKX5d4NR6hRWmcnYVWOD9URTKZTCx4ODExwcavNAlEyZPFYoHVauWgkIjjREL+pBBq7zlQ+fKXv4w333xzU6m9jA8OKvMCKOFq0Hw8eYNQpD4zM8MicEtLS/CeO4dfHB1FZGSEo/4Ooax3uqUFhUIBkUiEH/aOjg40NzdzNN7Y2MiZTHd3N5P64vE4rly5gu9973t44YUXMDAwwEqUabMZORTHbiVCOXlpaQnOUAjqdBo5mQwrRiPC4TCkUilcLhfa2tqgUCgQSyaxKogPNS4vI5VK4fr161AqlexbQ6PT0WgU0WgUKysrfI60Wi1w6RIQi0G6ugr3669zmRkAB3h0PoeGhjA7O4vBwUHYRKaMyOeBL3xh0/UIC/obgfZ2hMNhXL58GePj46isrLwtrf8+2Kh8S5MWcrkcQ6LFcl2thkStRldXF5544gmebAHAXBjyVOrq6kJvby/6+/t5QsFms8FoNKK6urokWyT+w+Tk5B0DFaC4AWi1WjQ2NqK7u5s5BgAQyuUAwdCxbn6ejf4ymQzC4TCUSiVaWlqKlZBTpyApFBCuqMBSocCeUTRlolAouCVBpWqn04lDhw7BYrHwJIZKpWLzSLfbjbxKhZuHDuGvv/hF5ORyWIJBdAqk3eHeXuT/6Z+QsVqx2tsLrc0G9bPPImk2Y721FYaf/dktP7NWq+WKSkGoLlI2mkqlih49wiYZFk2EJTdMXsXjcSQSCSgUCsTjcayvr3M7QCaTYe/evTz9Y7fb4XQ60dPTA61WiyXBhqGmpgaNjY2oqanhVkoul0MikcD09DRyuRy3XgFwC46uHW1qIyMjbDtBo7a0Cc3Pz3O7WK1WY2FhAel0GvX19SX2EgC4UhSJRBAKhTA9PY3e3l48JFS2MpkMHn74Ya6SeL1eXLp0CaOjo5ifn+f1S0yi3Vh5oYy/qqqKgzTxflInjK6Lp4/E1Qiz2YympiaWki8UCrBarWhoaEBNTQ0SiQSmpqbg9/sRjUah1WpRV1eH3t7eTRUnCiTps6nVaqytrWF4eBipVIoVr8nYkNquQKkYpRg2m61kBBvAlgEkgQIVaoORkeuiWo2UUglZOg3Tygq0Wm2Rx+L3w2w2o7q6GrOzs0yuzefznHhOT0/j1q1b6OvrQ1tbG1er6X6NRqNsY/BJwD0HKmtra3j66afhcrnwm7/5m7fVLcv4wBBvJHRzU9+VHnJxVjM/P8+9yIqKCvzW2hr+mceD/3b2LC4NDGB2chJuof0yLvwdjV42NTXBYDCgoqIC2WwWOp0Ohw4d4ipBe3s79zB/+MMfsiHe7OwslpeXYTQai2VKAAEalRVaTpJcDr8pjOD6u7pYmRQoPrxHjhxBbW1tUc9EGFf+xbk5uKNRZLNZjIyMoKqqCj09PaycSQtdKBRiAprD4UD2//w/+bXd77wDFAq4efMmy7VTqXd0dJTPVSaTgWqDQylmZgDKjOJx4NvfhubllwEAgY4OvPLKK1hZWYFMJoNOp9tSIfb9QHojdF2nRIvWulbLpNSN7av6+nqYTCY0NTWhq6uLhd9kMhlfr3g8ztdMfB/RdEAoFHpP0hyVzGUyGVsy0Ga7urqKjFBdcS8uclvG5XLBaDTyJMW5c+dgECoT4bo6ZDIZbieKQcEjWc8DxexXqVRycElk4Wg0ColEgubmZqTTaRhrarAoGq9eb2zEgtWKi5OTeP3P/xwXf/d3odVq4ertxeDLL8P7ve9BsWETJqhUKiSFYCn/1luAwI2h4/X5fJAJ7TOpKHCcEH5OIng0jUVBqMlkKqkk2O12Vr2NRCJwOp3Ys2cPcrkcc4hsNht/frPZjEwmg9nZWSwsLCAajeLixYt3rODp9XpWc6WJooWFBU5oaEKFRrgBsBbR8vIytFptibMxAG4F0qYpl8sxNjZWMnJL8Pl8GBgY4OcSAFchKLAIh8Pwer0cPLW3t6Onpwc1NTXo6elBdXU1DAZDScWEAgeqJAO37Q0AsO8ObegqlYpdz10uF5qbm7kKRWvcRvkGgkKhYMXW9fV1GI1GuFwuZDIZrj4TmRkodZm/kyyAWOqBsJWPEoHaMlqtFjdu3IDf78fKygr8gQBWhHvuyK/+KuxaLQqFAsbHx9Hc3Myik1arFYuLi7h69SoHpFSty2azOH78OCYmJnD58mVOlqRS6Y93oPLiiy/C4/Hg3//7f48rV65g9+7d6OzsxH/6T/9pU7+0jLsDPfxWq5UzdpfLBYvFwlG7QqGA3+/nXiY5f+ZXVvC4kOnZ0mkoXnwRoWvXoACQlEoR0OmQy+W4/NnS0oK9e/dytkKiZ4Tq6mrmWWwcT/T5fNAK/igNDQ3wCQuKyeNBOBzG/tVV1IdCiGs0uP6rv8o6AkCxikOLsc1mg+z55/l1vyyQ3paXlzE8PIxkMommpiYe862rq+ON3mAwIPkv/gXkIp6CYXIShhs3IMnl0P7tb8MhaJ1QlSebzcJqtcLlcqGTMqr9+wGaFqD2z1e+Avzsz8IkZOy+tjasCJmMw+HAjh07uCpwN6Ays06nY9Z9f38/giJFz7hWC6VSCZlMtkkd12Qywel0srEecWyopQIUeT+0iSwvL3Nm2tzcjLAgyCeu0m3Exuk9MacIAFaEwMy9uMiTVbT4kw8VAOanBKuq+J6tqKhAIBBAJBLhaTJqY926dYv/NpVKoUmwdqANiza/1tZWtLe3o76+Hje/8hUM/vIvw/etbyHw4ouIJxL44Q9/iEguh4JgaSCTybD3wAG0iwKMrRB6/HHk5HLIzpwB/uRPAAAOgwENL76I3CuvQClUVKSdnXjjf/5PnP+938O68JrJZBKvvvoqFhcXsb6+DoVCAbvdXpJY0GesrKzkTZk0PGhCTKFQ4NOf/jS6urqY6+T3+6FQKGCxWBCJRPDqq69yFrwRc3NzLMsvlhagQFNM/KQ1RqvVcjuR9IAIDQ0NePzxx9lrqqKiAjKZjM38pqamEAqF+PouiywmCDMzM0x+p9ceGBjAysoKHn/8cbS0tKC+vh5utxtarZY5ZNRuBIptUwosyGhUDFL+Jb4G6ZPQBBZx6UwmE4xG4yYV6o3oErx51Go1gsEg7HY7WxdQ8Ep/vyqqyNJ0VmzD1BlQWgGy2Wybrl8ul+NAh543EsNbX1+H1+stkuJFI9BPezzI5/MYGxuD0+nkgG14eBhDQ0PQaDQ8CUlrAj17NJxgMpnYiTkSidy9BtMDxgfiqJjNZvzCL/wCTp06hbm5OXz5y1/Gt7/97U2LXhl3B8qE6caTSCTo6OiASqXiefh8Po/p6WnMzc3B5/Ph4UAAL777Lr6/gWPxhZkZVAskqXGNBulslvkSJpMJBw4cQDgc5v5vS0tLyeJKLHTx95LJJNbW1nDlyhXcuHHjtnaBEFQ1hMPw+Xw4KmyI88eOYSgYxLVr13D+/HmoVCqYTCZotVrohMBpJZHA6L/8lwCAXYEAVEolpqamcPr0afT29rJ7LI38EirsdjiEiQ/v7t2YEzgdO//4j9Hzp3+KlhdewP7f+z04rl1DOBxmR1eNRlNcpEmj4bnnACJ/P/ss8NWvAqSbIWBeWLCkUilOnDiB5ubmTaXy94Lb7eaSuVqt5pZbdU0NLvf1IabV4lv9/TwuLV5M19fXkUwm0dPTg46ODvT19XHrq6qqikXqFhcX+T3kcjkCgQDm5+fh9/t5IyPxv60gl8tLBL+MRiMUCgUHzAsCv6DC74de8GcRB2s+nw99f/iHqBcmOsYFPxmVSoVvfvOb+Na3voU333wTFy5cQDKZZCK3XC7nrF2tVnOQQhUrIvpRJUsqlaKivh6W3/5tVDz/PJq6uvjvadxyK8LlnSBpa8MYtYZ+/deBzk44m5vR/Rd/gY7f+R2oBNKouq8Piaoq+IVJkXw+z3YPlPEXCgWWZAfArZpoNIq5uTl0dnait7eXZecvCRwou92O+vp6PPvsszzptba2BrVaDZfLxa9369atTXL14XAYP/jBD7C+vg6NRsNiaWLBwHQ6jWQyyc7jQLFKR88VBbAPP/wwuwbrdDrs3buXyc9AMSC6cOECEokEZmZmmJsh3qBDoRD7x9Bourj6uLKygnEhAQCKQTyJx5HTtRj0LOTzeVy/fh0AcPDgQTQ0NKCtrY0dtEnOn1qtuVwOgUAATqeTFa0rKyvvOKEDFIm//f39PJFlsVjQ29uL3t5e5rtVVFSgpaUFNTU12LNnD4BigH3q1CmcPn160/MlDkx6eno2vefFixfx+uuv49133y2ZpBKrBFdWVuLSrl1IC9WhvYK3WiAQwCuvvMKVNiLD02SY0WjkEX+Px4PV1VWo1WrIZDJkMhm+P4LB4N2rWj9gfChTwkwmg8uXL+PixYuYnZ3dVOp9P/zpn/4pduzYAaPRCKPRiIceeohH2H6SQJLgb7zxBpLJJIuG0dw+if0AxXO+srKCf7u2Br2IqHVd2Dw6Uyn830K1ZMRggFarRVtbG5vHBYNB+P1++Hw+lpXeiC9+8Yu88JIfBXlmTExMYG1tDclkEimByPhYLAaNWo1+4tk89BAWFxd5gRwZGcE//uM/4oUXXsDMzAy/1vTBg8gplTD7fDgs9OfJb4V4DaTRIZfLsWvXLtTkcpAJG5TsxRdh+S//BRmdDqbVVdSJnEe7v/MdJhfTOF9raysswjF+++xZXBaZEuJ//I8iZ0WEMwMDLNv+2GOPoVtQ1b0X2O12XrTI8LG+vh7ff+YZ/Odf/3UsaTTciiNMTU3hzJkzePvtt5FKpVgkijayeDyOqqoq5qmsrq6isbGRBcAqKioQCoW4Xejz+d5T/8FgMEAqlUIqlfKC3traColEgoBMxrojjg38g0KhgOzaGmrfeotf61ZlJbdA/H4/zp8/j1OnTqFQKCAcDqOuro5Hl5PJJLcl6XWpUrS0tMTVF+qni3+XpNOBYma7uLh4R3LjVtBqtZh98kmknc7idRe5ZMtTKUgKBaT1eug2tPpmZ2e5kkQOy2Kp+HA4jLa2NiabdnZ2sp0FjeATwZI2KJrUuHXrFrq7u9HX14empiauJKyvr/N5IZB+iM1mQ19fH183IicfPHgQDoeDZfnT6TQkEgmqqqo4CJicnEQ6nebXIBuBfD6Pzs5O7Ny5k1WXA4EA6xVRVYGcqxcXF7G2tsYEa1qrOjs7cUBEdqYki7BRDE4McUWCKjcWi4XJr1SRoI2X7gWlUonGxkbWhdFqtagU9HfuBLlcjp6eHj6HNTU1m0Qhd+/ezQraG1s72Wx2k5ov2RyQ7QDB6/Xi2rVrHCQGg0HMzs7i5MmT2LNnDwcqKpWqqH7b3o5r//pfAwBs8Ti3wV9++WVOXOjZvnXrFmvQrKysYHh4GBcvXsTo6Cj7mxHZViqVspT+JwEfKFB5++238ZWvfAWVlZX40pe+BIPBgJdeeumex51cLhd+//d/H5cvX8bly5dx9OhRPPfcc1saZv04Ix6PY2BggG/2Rx99FG63m7N3s9nM5zYQCMAUDqNZFKRkpFKM/R//B2IbWOV+iwUqlQp9fX1wOBwYHx/HSy+9BI/Hw1LzGxdAer/f+q3fYvImqWHm83kMDQ3xQz8hZN2VqRQacjmYheh8USBGSiQSGAwGJqddvHgRCwsLmJubw8TEBFZTKawJvIPPXL0Kg8GA9fV1DA4Owmw2MwGT7ARkmQy0grFevKEB9upqGHt7sfTlL2/6DPbZWdjDYWSzWc7W9u3bB4Nwjk8vLOD/GRjYZB6YMpkQq67GXz/3HGZnZyGXy3lz/KCg919bW8Pp06d5QS8IpozkLQMUKxSUsWezWXa0DYVCGB4exurqKk96UB9+ZWWFyXpU9hWPLotNI7eCVCrFY489hscee4zFszQaDaqFACUpXGdbIACLxYLa2lo4HA40NjbCIGorzfT0ALW1qBLaP3TP+v1+lpKfmZmBVquFRqPBzp078fjjj3O7R6PR8Eaay+Xw7W9/G8PDw4hEIhgfH8f09DQr7V65cgVarRZ2u50Jg+LWcz6fx9TU1B35OVqtFnmVChNf+9odz0vM5YJuQ6bf1NTEVhLNzc2sdbSwsIBQKISJiQksLS2htbWViek9PT0c8FJFqbm5uSSxI08Wuh56vR5Wq5VJ5eJMHrhdcTKZTGhsbER9fT1kMhmi0ShGRkZgsVig1+uxuLiIqakpOJ1ONDY2wmazoaamhrkr4tJ/Pp/H6OgoK6rW1dVxlY5GqwGwe3k0GsXMzAyL3NEUCp1zslc4fPgwgGK14/XXX+d78b0ClY2k140timw2y1WEVCoFq9W6KVFOJBI8Ofdeo9RAseWp0+mQSqX4PqXjOnbsGFpbWzlAjUajOChw7Kh9Ka4W0esdO3ashAidSqUwMDDA/kIEIjtbLBYOVJRKJex2OywWC2LCc26PxWAUpAzS6TR8gr4RjfUnEgnmEo6OjvIgwJUrV5BKpXj6ivSKiDj+ScA9ByoulwtPPfUUVldX8ed//ufwer34xje+gWPHjm0ysXs/nDx5Ek899RRaW1vR2tqKr33ta9Dr9SV+Lz/OyOfzuHz5MlZWVuDxeKBQKFBbW4vnn38e+/btQzweR6FQwI0bNzgLm5ycRI3QKloyGPC1X/s1jP7d32Hv5z6HNx99tOT1I0YjmpubYTKZ4PF4IBGExciNmbLvrWCz2fDII49g9+7d2LdvH3p6elhNktQRxxYWEBEerCZhAQ4ZDCgIU0NWqxXNzc2or6+H0+nkRZx69Kurq4h89asAgMqREfzFX/4lHp6f56mP3t5eVFRUsK/M7F//NZSCvkVSpJdh/A//Ae/+wR9g8tOfRlarRUwoif6Hb38b8qUlzhhba2uhER7MOakU8/Pz+P0NUvvjJ05g8e238aKgWaDRaPD0009/oOu7traGdDrNQcjw8DATTcXnXSaTbdJ6oQWLBLrm5uaQzWY3aTEAxU1LqVTy4knWCjSJQg7G7wXqj4tBgVBMKH9bAwEEAgE8/PDDaGlpgcViQYUQVK23tODvn38eVVVVm8wyGxoaYDAYmBBNm47P54NCoWC+wcDAAM6cOcPqumQrQEJsSqUSi4uLJVW3L37xiyxwRUKFQDG7HBkZwZkzZ7b8vBQc+evrgZ//+eI3X3sNawJfAQCCzzzDposAuD0AFDlXUqmUS/EUUJpMJm6rNjQ08O8BKBk8EFcyC4UCt4OcTidOCPc28dGIr0P+PsBtmfna2lp2EadqhnhUPZlMMkmbCL8ulwtKpZKDWMrIJyYmmHxN1S0Kdqenp29r2ywvIxwOY25uDiqVioNblUqFaDS6qbpgNBpx9OhRzM7OYmxsjNd3upfpeLPZLJtTbhxH3qhZks1mue0WDoextLSEhoYGHD16FMeOHcPx48dx8ODBLR2wtwIlC+LKIwUUGo2Gx3rp3EskEjQ0NGBwcBAXLly4K6XXjc7M4v0ylUpBpVJxEkhSAADY8kGeSqHRbGYdFPIfo6lASmJIeJNa/uTzQxU6apeR/tUnAfccqPzu7/4ulpeX8b3vfQ+f+9znNi1uHxS5XA7f/e53EYvFuOe+EalUitUS6d8nGbOzs1hZWWHpe5PJhK985SuQyWQIh8NIJpMIh8Nsiz4zM4P5+XlUCQ+ET69H4759qDlyBJWVlZh95hmcFpGvgjodurq6WCNlZmaGjapo7Hl2dpYFxTaCFhC9Xg+HwwGn0wmpVIq1tTXOZEJCUNAhlHQjFRUwCIJfRiFQIpIhZSSRSATxeBzhcBg1okkOAPi1CxcQj8fR1dUFl8uFrq4u1CsU0C8sQCdkkavt7ZB9/ev8N1abDQ3/7J9h9Mtfxj994xt4TcS5ePTaNdTX18PlcqEgZNxRqRRrKC5+3w8G8e1vfhOTn/40bu3Ygf+Zy+H73/8+n5PPfvazPLFwL9f1pZdewrlz53Dt2rVNEwc0pdDe3s6LYGNjIzKZDGc4RHBOJpP4wQ9+wKqcGo2GM0dazL1eL8LhMCwWC3p6eji7pjHzbDa7SQTubkA98KCwUFYKi3EgEMDx48fR2tqKRkEJNmK3c3VOo9HwZkUL79TUVLGVJJBrAbDOSyKRwMWLF3Hu3Dm8/fbbRd6L4AkUjUbh8/nYABEAb3RUfXnqqad4o6ZqFG3uJHBGIBVZcasm/+d/DuRywOOPI/Unf4KhX/gFvPwP/wCbMFm2e/duPPzww7Db7bzYp9NpxGIxtjPQ6/XQarWorq5GJBLh92xubt40AXLkyJGSigFNrwDFwEOhUKChoaFkY6RqS19fH6qrq2Gz2Uo29JWVFaRSKSZP53I59swSH7fRaIRSqYRWmCB54YUX8Oqrr2JpaYkJzvF4nA0kiTwdDAYxMjKCW7duYXBwEJcuXcL6+npJS8Vut2NtbY0VUsUQV2So+mA0GiGVSvk8Xrx4kSsOpO201bQRAA6yaKJPLpdjaGgIKpWKvcCozfG+vl4oVjAMBgMHKi6Xi31xrl27xkRUoKhzsrCwgNnZWaTTaSwsLCAcDr/vBA3tV6Qq3NTUtKmqRDIRtbW1qKyshFQqRV6lQkFYQ57o7oZSqUQsFuMWMPEPqf0lkUjYg4vG/smqASg+A7QuvBfRfjvhngOVX/iFX7gnQuH7YWhoiN04f+mXfgn/9E//dEezp69//evc/zaZTJ94byHqva6vr0On07EoGn0PAMtAazQaLC8vw2q1oklYtIIWCwwGA+RyOcbHx+FyuaB+9ll+/WxlJRNTxSZVlC2RmSGNtYmRzWZLFpvGxkb84i/+IpeXTSZT0eOG2irC60edTkSjUX6we3p6WJ7caDRyrzSXy6GzsxPJVArYYL3g0mp5w8mMjeHRX/olHP61X0Pbd74D4DYPQgwieEaiUQyJsuIaoUS/sLAAv7DBrajVqKyqgslkQjQaxfDICM5/+tP43Y4O+GUyDA8Ps9LosWPHtrx2RFjdiKWlpRKpb5/Ph0uXLpVUUEgiPRKJsBS3Uqks6ncUCjzSKgapy+7btw8NDQ2Ix+MswJdIJPhY6uvr+dxZLBY0NDSwgN7d9qN9Ph9mZ2dhsVgglUoREo7dFgzyWG6hUMDS3BzUQmA1tH8/NALfhrynFAoFbzTxeLyEnEn3I2mRjI2NYXBwECMjIxgaGoLdbodOp8Pw8DACgQAHXmKIS/00ueH3+5kLRBAnNCMjI3j99dfZAwYApmdnASG7rTl8GD1//ud45qd+iq+BVqtFOp3Ga6+9BgCsm7IqkBvz+Txqamrw9NNP830ozp537drFPAWyEhCDjlWlUjF/pKurC21tbZBIJIjH4xzc6QTPJYVCwWKI8XicXciDwSDr/pCGkdVqRS6XY6doEgIDwHyzq4KsQCKRQFNTE0wmE2w2G2/YCwsLPOYcDodx5swZZLNZSKVSHD9+HAcOHOAEJZFIbJJnv3LlyqZNWaVScRA/MTHBFQxqazkcDr7GW7V+KOGh8xmLxTA7O4tCoYCzZ8/i4sWLyOVy7+vrRccCFDdxmiRqb2+Hw+HA4uIiRkZGOBCfmprCN7/5TVy+fJkFDP1+//u2USgoaG9vxxNPPMGJCnB7oKKtrQ2//uu/jgMHDsDlcnHwkRfui1azGb29vTCZTAgGg8jlcrDZbNBoNOzd5vF4mBRMATQJ4mWzWRQKBVYrDgQCW5pPbjd8KDLtR4G2tjZcv34dFy5cwC//8i/jS1/6Ei+0G/Hbv/3bCIVC/O+TJAG8EWQumMvlYDAYSsq6QDFQoSCFJNLJzbNTyI6iLhd0Oh2uXr2KpaUlLCwswLdvH+bb2nDV6YShuRmxWAw/+tGPOBChcVej0cgaCpTRzMzMcBa2kXxpNBpRX1/PDz0JVM0KC55COKabgiOzQqGAw+FgQi5lX3q9nhcCkoTG//6/A6Jx455bt1i5Ey+/DHkqBWk2C6XwMHt7etiXhhAIBHD16lWMjo4iI5fj74RpoJbhYSR+6Zcw/Pd/D7+Q/U+bzfjsZz+LxsZGGI1GjI2N4dVXX0WhUIBCoUAymUQ+n0d3d/eWnkDhcBg3btzA+fPnS7gfuVyOF/yN8Pv9eOqpp7Bz506WoSdNFAq6aKGzWq1YX1/nkjq1cSQSCVwuF65cuYLR0VEkk0ne6KemprgNMTs7C4lEwn13qVSKUCh0VxXIXC6HixcvYmhoCBcuXIDFYkFUaP2YV1eRTqUQj8cxOzsL6fIypPk8cnI5hoWFVKlUcmlcLFIIgMvnwWAQ64KaMQmLzc3NcXZNm6z4frRarSWVVlIxJZBwHU15iasoZ8+excjICIuoAcXWEHGPNpbkCaurq7hy5Qri8TgnFZlMhuXZiVdCo+X19fUcqIi1RXQ6HY4cOcKEyY2gTVgcwEgkEhbMC4fDePvtt3kjJxl7UnOlyR6Hw1FU1c3lcPr0aX4OVSoVGhoa2P4CKD6/9CyLZfGJF2GxWJhH1NjYCIPBwBNhQLGNeebMGXi9Xly+fBlms5mn+lKpVMkkDN2jdC8Eg0Fej/R6PfL5PF555RXmIxHnArgzj4WUl9PpdMnEEAUvgUCAuVF3U1EhHaHW1lbkcrmStRgAtyBpg19dXcX09DTm5+cRDAYRCATet6JCz7fdbucgmY6dKrg0Wk1BEQcqwn1ly+fhcDhYwyeTycBsNqO/v59Na6PRKCoqKqAQJvDovEilUm6rExE/mUx+ItRpH3igQtbXu3fvxte//nX09vbe0dyQmNDif59UxGIx5PN5zgBkMtmmQMXr9bJkNW1EGo0GzcJDHGtpgU6n40xZrVZjcnYW//Ozn8V/OXgQNrudPUZozNdoNHLgI95Ezp49i+HhYQwMDPACQKioqOD+PG3cuVwOcrkco6LNAgDCfX2IxWKorq7m60O8i+bmZrS1tUEqlfKIM2/0u3YB//k/AwAeXVlBT1cXnB4PYhs4Bjf27kV0zx7Mzc3hypUrvMgODg7C4XDw1IJZ8OORZbNofPFF9P/+78MoTAFNu91obW3Fzp07oVAoSjwziBlfPKRdW+pXiBdN8YYkrlptlOqWSCQ8paFUKpFIJDgYoc2NFjKLxYIzZ84wvyUYDEIikeDEiRPMKaisrOQNljLeq1evYmBgAKlUCkajkS0uxF5M7wdxkrC2toZCoYC4kNWqEgnIg0EsLy/D4/FAK3z2daMRKoFPQcFHPB7nFgv13t1uN2pqarC0tIRUKoVYLIbR0VFufdKY6fr6On70ox/x9FtnZyeeeOIJ6PV6PPbYY9i7dy8effTREtdc4HYrjDZ08c+npqbw7rvvYn19HSMjI8jlchyoiM9LLBbjysGFCxfYdoImXeiZIYJiLpeDTqdjzQ6qANyLkBbdTxu5FA6Hg4UKfT4fhoeHUSgU+PPR80VmpiQsmMvlsLS0xEmQ3W7nygUFKgaDgUfQV1dX+Z6nDZQqLrW1tXjooYfw3HPPsW8MnSeNRoNCoYChoSEsLCxw9k6f59VXX2UjRABMaiV+CVB83qKC4CNQFGgcGBjAN77xjRLH40AgwPcjnbNIJMLPFZ13Io6TG3UoFMKlS5dYUVbMkSIkk0nMzs7i1q1b0Gq1OHr0KHbt2rUpwMnn83jqqafg9Xrh9Xp5zSC9Jko8t0I2m+XPqNPpeDCBRC3vNLFG1ysrnHd7NssBbSKR4ATGbDZzFaWqqgoKhQJOpxM+nw/hcBjxeBwrgmdXLpdDoVDgEe9PQqByz+7J9xvkmPvjDiKkEmEWuK0SSv4h4XAYLqFqkvR48ML4OILBIGzCQpDt7CzZSB0OB86dOweZTIZCocB9bApWdDodmpqasLq6CoPBAJlMBrvdvqmFIVY4NRqN6OnpwerqKnQ6HQwGA3w+H7d3VkSaGmGVChK3G06rlUmIhUIBc4JvSl9fHxQKBUZHR5kQWXKtP/954Ld+C4YrV/C5z3++5JiWd+1CpLUV53bvhlPo+S8vL2N5eRlHjx5FNpuFy+VCJBIpeq9sGLuuFDaavESCua4uPGwwoLOzE0qlkis8NN308ssvw2az3VEXSGzyt7a2hjpBjZU2+ZaWFrhcLp5QAW4vOApBmIxIgCQWls/nOauiDZb+63Q6UVVVhdbWVs7srVYr27n7/X7MzMxgWbAjAIobKlVVPB4PQqEQRkdHWdp+K4g3QfFxF9RqxGw26NbWoF1eZrJurVDtCFgs7B5NI/DkEWO329Hf34+uri4kEgl87WtfQzweZ6fsUCjEo7YUqFCliPrrzz77LAchpKy6FfR6fYkg14EDB3D69Gn++sqVK9yuGR8fZx5QNBpFPp9HIBBgEzlxq44mdUiBVswfo9YCbfp0nO9HrBSDNs6NrS2NRoPu7m5cuXKFnxUxN48IyrTR0Dh6KBRiXorVauUqF50/Ok6r1QqVSsVBozhRokClpaUFq6urCAaDMJvNqKmp4UCDyLYrKyt87TUaDXw+HwcO5C0EFIMejUaDeDyOtbU16PV66PX6kkpfS0sLJicn4fP58KMf/QhPPfUUZDIZYrEYzp07h97eXrjdbr7HaHqFJr4ymQxX0ADw+RkfH2dujNlsxiOC4ebY2BjztxKJBFem/X4/9u3bh0KhgFOnTiEWi/FE3f79+/HWW29BKpWiqakJ4+PjfH3W19e3VMGl51Iul0Mmk2FycpI5LnNzc7wmbJxOovU9K1wPfTwOS10dZDIZcrkc/H4/1Go1IpEIlEolFhYWIJPJWFE3l8uxIGA+n4fZbC4JUjwezyciUHmgFZV/9+/+Hd59913Mzs5iaGgIv/M7v4NTp07hZ37mZx7kYX0sIPlihUKBSCSCuro6vsFp4aQsMxgMon9pCa2pFPYKi6ZHr4emspKDimw2i2QyCaPRiEwmg+rqagSDQUxPT/ONGY1GoVar0dLSwpMA3d3d6Ojo4Gx8eHgY8Xi8RBH34sWLGBwcxLVr1ziLC4VCRblt0aYRNZlgEUaigeLC7vV6EQqFIJPJoFQquSqTyWR4VJl7pG43ICLCEry7d2P4P/5H3PriF1Hf2ckPM1WKaCMxmUxcSs1YLJgWjQYSJiorYW9vh16vR2dnJ3N1AGDv3r3o7u5mFdqtdIFyuVxJ1WF5eRkjIyN49dVXkclkmEOwcQKOWganTp3C4uIiq35SXzkYDCKfz0OlUvHYJQBecOj+oOyfyryJRAKdnZ1s9EYgDQkKSNPpNAYGBrj1sRVItEuhUKBfMPQjDZq4UDlzp1K33ZyFoCloNsNgMHBGH4vFEBT4LLdu3SrZJKVSKfua0ATYzZs3uepis9mYc0FjmHerntnQ0MALe3d3N0wmEztdU1KwtLQEr9eLsbExJmEWCgVuORG2ynCdTif39VdWVjijF1d3KRCg9uHd4E4VFRJ+q6+vRygU4nWSAn+pVMqV0erqami1WlgsFhY6JGJpLpfjaTPKximgouclFovxuQduu0nLZDIcPHgQRwXSO3FcqJ1FHKjV1VVuL+kEx+rV1VUsLCyUuBBTxYMqTjabjT8/eQ9ZrVYUCgUsLCzA4/GUbPwzMzPsLp1MJpFMJjkYGxoawrVr1zAwMFByHjdWRuj+JS8sglQqRSaTwdWrVxGLxTA8PAyTycRj5z6fD8vLy6ioqMCuXbvQ0NCA+vp6qNVqpFIplr7fCnQP07HQZJhSqeQq6VaeXCzeR7xQnw91dXVczZJKpVxFS6VSzBEiZWCn01lUEff5OAkhXR26l8uByvvA6/Xi+eefR1tbGx577DFcvHgRr776Ko4fP/4gD+tjAc2wRyIRVFZWlogS0UOoUqmgUCgwPDwMpyiLB4DVmhrMzc3h5s2bePPNN/HCCy/gtddeg1Qq5YefeBBUko/FYpuIZZFIBKOjo+jt7eWFyufz8UKt1+u5grC0tFQyLUFjv1lhU57duZOFyQKBAK5du4ZLly4hkUjAbDZjdnYWsViMS9VLS0uYmprihRcA8N/+GyBUadLNzXj3D/4Ac//9v+PQY4+ho6MDR48e5WBsaGgIIyMjrFyp0+l4gc3lcnjnM59BRibDGbcbPiFoudHXxyqo1dXVeO6559DU1MQCW6+++iqcTidUKlUJWTsSiWBsbAwzMzMlxGNyzCU4HA4OUhpEhnb5fB7Dw8NIJBIwmUxQq9VoaGiARqOBTqfj18jn83jttddw/fr1kkyTBMToWpBnEhEmm5qaeBGsqalhrRIi67pcLsTj8U3cHjGoWuNwOHgDi0ajsFgsHKjUZzI8kVItBEYhIShqaWmBx+Phahtthuvr63jrrbfwR3/0R0wMVygUnM3mcjkmktbX16OioqL4nkLAcrdaDzqdDidOnMDJkyfR0NCA4eFh+Hw+PPPMM7c5TwI8Hg/W1tZ44/b7/ZvaNblcrsQMU61WswcVAM6AKSgEwHYIwN1XVe4UqJDHjEqlgtfrxcLCAt975AqcFVoBRqMRnZ2d0Gg0sFgsmJ6e5g2cXl98b9LEVE9PD6qqqkrG6A0GQ0mllipzQDFwoevR0NDAY/WLi4tYWlqC2WxGfX09stksFhcXMTo6inQ6DYPBgPn5eaRSKczNzXHla21tDdXV1airq8NP//RPY+fOnWhoaIDf78fw8DD8fn9JdUuv1yORSPBGS9d9YxtQjDvJZgwODrJYH70GJQxAcY2bmJiA0WhEX18fVldXkUgkIJVK0d7ejsceewyPPvoozMLIMGnpbAVxpZNcn+ncqtVq3Lp1a0uyO1XZUjQ84PXCaDRCr9ezDH4ul8Pi4mJJNZRUgZ1OJ6vVkvimXC5nE8OUwDnb7nigrZ+//Mu/fJBv/0BBeiTr6+toa2tjmWefz4eJiQkmnymVSng8Hjy0Iatc7+/HxMQEvF4vZ93xeByxWAyHDh1CRUUFlxktFgsWFhZQV1cHqVSKqqoqeDwepNNp3uSp9A7c5l2sra1xyZdALQwiglosFvw/P/Mz6FpexvRTT8EsOMhSmRwAB0+kVWA0Gjl7v3z5Mvr6+m5v6v39wMICkM9jeHwcwaUltFutUKvV3Io5fPgwxsbGEI1GWS9j7969TBIm4aRBlQr/8tOfhkSvx46uLvQVChiNRtFjNvPCazabsXv3bng8HoyNjfHnbG5u5uMvFAq4fPkyotEoPB4P5ufnodVqcfLkyRIreqBUqKqrqws1NTVYWFjA/Px8CQmSeDF6vZ4N5bxeLyQSCffix8bG0NbWxuaEwWCQy+g7duxgwmSnUGXK5XIYHBxEY2MjV0aAYiZrs9k4Q41Go5sky4HbPibV1dV8XCQcFxXaRToho+zq6kJaUMyMVVbCJljHLy8vc6WB3lc8Gr2+vs4jvJSp6vV6qNVqJqN6vV5YrVYub4+Ojr6n++xWSCaTfG1kMhlWV1eZC0bVytdffx0dHR1YX1/HxMTEpsk30q4h0r7H40FVVRWy2SwqKiqKbVibDU1NTSXtKL1ez+TlrcjYWx0rsLn1AxSvHdlPEHmSgg9q39AYul6vR1dXF4LBINRqNeLxOGpqanijFrf8qIUxPz/P1RTCnaY6GxoasLy8DKlUyoKAKpUKKpWK23ni1yGelN/vR3NzM4LBICwWCxYXFzE+Po5jx45hdHSUj9tgMMBgMMDv90Ov12NhYQFvvfUW/tW/+leIRCKYnZ3lyiS1zsnMb+MIOIFcnuvr60sEAc+fP8+Bq9vtRktLC1f/KFCJRqP49re/zW1h8TPjdDpZtqClpQULCwsYGhq6o7SGmEdI7X6JRIJCocD+PoFAYJOuFSUfCeJj+nxoaGiAw+GA3+/ntUJsv0FE2lQqhQMHDmBubg4SiYT3FRrQoEAlFAptMkTdbnjgZNqfVIRCId641Go1+vv7IZFI+GFKJBJF08F8Hp6VFewQNqjQZz+L5M/9HH5QUcERdCaTKXErJVKnSqVCf38/ampqcODAAV6Aampq0N/fj+rqauRyOZhMJjz11FOsoihWFN24AMhkMta3kMvlRW2Unh4MPfEEqlwuXhRpwbJYLGhvb0c+n2c/G9KbkMvliEajmx24NRpARBLeyqeDRnNJH4DGCunz0cSDub4ejpoaVLjd8DU1QS2QZaenp1maX+wWTEq+YpE3sosHwFMoBoMBgUCgZLqEJqMItFlvdfyUFdXX13OVg8aC5XI5JBIJ2tvbkUqlsGPHDkQiEbz77rsAioFfoVDgkrjf70dTUxPcbje++MUvYv/+/dw2BIqZeWtrKweZ4oCMQGOnQJFXcObMGd580+k0Byp6gQiLbBZyoVUScruhUqn476PRKOu9uN3ukuycjOjExnnxeBwmkwkOhwM1NTWorq6G0+lkjtPi4uI9Z33kHhuNRjE7O4vFxUXY7Xbs37+fN4Px8XE+DspwW1pacPLkSbS1teHixYu4cuUKt+GMRiOSySRPh1ksFmi1WlRVVZVs0DTFdafsGgCuX7+OwcFBJJNJlrffinvT1tYGl8uFnp4edHV18XFuNLQjFefm5mbU1NSgsbERSqUS1dXVfO62en3Sp6FxX2Dr542OxWKxoLGxETU1NdDpdEWZ96YmrKys4Nq1a7hy5Qpv9HROwuEwrFYrCygCxdbHu+++y9UZCijoWtAxzM/P4+/+7u9KrhNVVKidVV9fj0ceeQTPP/883G439Ho9XC4Xmpqa0NLSghMnTqCrqwtHROKO4uoaVYXo/NA6Qi0i8T1KEPPXGhsbIZPJeKpsK7sKj8fDQnm0llAVjALUc+fObWoXcqBC18Tng8lkwu7du1EoFDjoFv8uKUO73W709fVh586dOHToEE9zRaNRNiYkvtl2x7Yj0/4kgHq6kUiEDbkoe6ebLpFI3K58LC7CXiggB0D6J38CXzKJoEBKpAXKYDAgHA6X+F7kcjnMzMxwD5UeCNJroQ2ys7MTMpmMJdNpIklcMpVKpcjn8xycJJNJxGIx9sRoaGhAJpPh95BKpcjlcqioqGAlWvKTqa2tZSfo1dVVjI+PY3V1dZPDKQUqG7PSxcVFTE5OYnp6Gh6PB2q1GjMzM5BIJOxmOj8/j1wuxyPddXV10Ov1cLvdzO4njw+fz8efr6amhidMCMTrqKmpgdfrxdzcHKqqqkqyr4qKCuzbtw/RaBQ3b94sGTHcWNInlr7ZbEY0GoXX68Xa2hpisRjr6chkMracNxqNuHz5Mv89cSnoXAcCAWi1Wh59JR0XIv8Roc5oNLJJ4e7du0uOaX19HWNjY0ilUjyxJA5+40LFyzg7WxTOU6kgTaWQUiiQdDq5tUdZmkqlQnNzMx555BGoVCpUV1djamoK3d3dCAQCsNlsnIlXVlbyGPvg4CAqKiqgVquhUqmYCByPx+/JdHBmZoYnPeg6VFdX49lnn8XIyAj+6q/+Ch6PZ9PkIH29sLDAG5ZKpUJ7ezu0Wi0uXboEr9eLbDaL6upqSCSSEl4WUKzS3UlnByg+25QMiKdwJBIJP3dU4SNCslwuR3V1NV577bWSthpxbGgdIF7K2toaent7uUUEbB2oiHVu6F6+U6CiUCiwe/dupNNprqRQwO10OrG0tMQeTLlcDm1tbdzqfeeddzA+Ps7k41gshtdffx0OhwN9fX1Qq9Xwer24ceMGTysBxSBBfL+S7D+JvYnXLVI4JxG2jUGywWCA1Wrl4MjlcmGnYDYJFAMxakWaTKaSlnQ6nYbFYkFLSwtqa2tL1iQKqkOhEFZXVzE3N1cSyPj9fkxOTmJxcZFdsel4mpqa0NHRwS3GW7duoV3kQcaif3R/eb3QqNWw2WxwOp0wGo0IBALo6OhgcvVzzz1XrCbm8zC98AL6du5EcO9eDA8Pl4jOAcU9ohyolLElUqkUly7VajVbnOfzee6TNzU1IRgMwufzwSA8WEGtFha7HWOCjobP58OTTz6Jhx56CM3NzXj99ddZvI10WhKJBHbt2oWJiQlYLBbs2rULEomEDb0o6weK5VHSsqB2ElBcqHfv3o3BwUHe4NPpNNLpNORyOT+0zc3NzGCPxWI8gQOAKw80Kjk3N8cZczQaxblz5/Dcc8+VnCPKTDYusKS3sC60mei/iUQCo6OjqKqqQmdnJ0ZGRlBZWcn6D/X19fB6vSU8G6PRiK6uLiajmUVtIXovCmSIS0QLNZ0zqoyEw2FcvHgRyWQSS0tLMJlMMJvNJWTAmpoauN1uVlclJVEAPPVC48W3bt1CV1cXotEoV9/IY4UURIFS63lSGwbApXTiBNlsNkxOTuLChQv41Kc+VbKIz83NMe+IEAgEkEgkiuRlhwOrbW1wjI9D/u67yHk8kAFYqqmB3miE2+3GuXPnkMlkWFQqFAohlUrhqaee4uDs5s2bWFpagtPpZOIkfUZSTV1aWkJLSwv34YmnstU0hRjEAyIjRvFnA4pk6draWuRyOSb9bgyClUolBgcHefpHrVYjFotBrVazcF4ikeDnYONmCKBkRDmbzXIwQhBzV+jYlEolfvSjH7F7urgNtXPnTm7r7d+/n3VTgOKGQ+9BGb9KpWLRO2ov0vc3gj4/TRoCdw5UAJRYChCHDig+10tLS4hGo+jp6YHT6WQbhPPnz2NxcZGtDmhSByg+gxSEfOtb30I4HEZFRQWsViucTiefQwD8d36/nzd7hUKxqeqrVCq3NFsFgP379yMWi2F1dXWTz5nZbMbevXvhcrnQ0dHBiVxdXR1mZ2eZ3LzxnqHWrEKh4DFqcaCyvr7OXK+tLDA6Ozvx1ltvcaBSU1PDATN5poWoLZhMQipM8bS1tfH9k81m8cwzzyCdTqOmpgYzMzNo+dGPIPsf/wMAYNq3D4ceeQTXBToAaR0VCoVPRKBSbv08AFBWQP1JnU6HQCCAH/7wh8wtIK7C6uoqKoWHOmq1smgPtSBoJLC7uxs7duzA/v37WbSMRtZsNhvcbjesVis/KHRzkiAYAN5Yc7kcJicnIZFIoNfr8fjjj8NqtTLJkhZH4rI4HA4cPXqUFy1SaiRvH7E6ZGdnJ5xOJ29mLpeLSV5iM0rKemhqhUABViQS4Qkdu91eYj8PFEvira2taGlpQUtLC8t7U2YE3CZQUvZuNBqh0+lKRgTPnTuHiYmJkpYO+R4BRQJqXV0dQqEQ3nnnnZIJFQogFAoFTp48iUceeQS9vb0lY6DiTctqtaKpqYkXNApUqYJCAnm0CFJQsLy8zJNP4iy+u7u75L1Iw2V1dRVvvPEGFhYWcOrUKa7q0P1A0Gg0fJ0AIC58ZpXPh/Q77wAA5gRtFJoUS6fTPL4qk8lw7do1Pp/igLavrw9HjhzBM888g8rKSjgcDpiEqTGg+IzIZDJezLeaphCXyfP5PN5++23Mzc1hZmZmE3eIZOnpPJOEeDAYRKcw5t/Z2Ynz589jenqaNwCtVotAIICBgQHMzs5ifX0doVCIq0ROp3NToKJWq/l7pBQrDibF15zOO3G2AGziykQiEW5XmUwmHD58mANKenbF4l5arZbbs3Q+H3vssU3nT/z3BJVK9Z62KBurrBQwqVQq/tna2hpPowQCAQSDwZLP7HA4EI/H4fF4eIiAxvUBsGHqkSNH2J1aHESTNhC1k98rsNoIqlSSSq8Y9HU4HMapU6dQV1cHl8vF1aO5ubkSaQKCyWRCb28vq0uLdXkWFhZw8+ZN+Hy+Tbwwq9WKlZUV2Gw2HDhwADqdDvF4nJ9lOiaTyYScSoU8Vf+Wl9kVmiwCtFotKioq0NfXV6w+ejxoF4IUAJBcvIjdf/AHeEpIkkldGnjvFuV2QTlQeQAgQSJS6pTJZDh//jzfOEajEZFIBKurq/D7/agWKgsBnQ7Xrl1jh1OlUok9e/bg2LFjbBBGbqpms5nJrgcPHtxU/qXSs5i8JZFISshgRqOxZBGw2+1QKpXMXF9dXWUpcsqeALDMPgVFcrmcy9K0GVFARJ4VVI2gdo94fJGQz+fx1ltvAQDLhx89epSJYF6vFyqVCnv27EFfXx/MZjMsFktJoEPCd4Tr16+XZJri6g05AK+vr2NycpK5NFartaQ8Oz4+jouCmBxwO1Oiz0KVIZoOEB8PVUXa29vR2dkJk8nERm8KhQJ+vx/Ly8ssLEZVEro+tDm99tpruHDhAp+32tpaqNVqPjf5fJ49YlKpFL773e/i/Pnz7ExMwVBLSwuTsYHb5GCpVIqE0JrTrK4iJwQCfiGApUAlHo8jm81CpVLxPUdBJ90PKpUKx48fx+/8zu/gl37pl3Dy5EnmVBARkIJRpVKJQqHAE0lAMXs8d+4cXn/9dd4UaKye7g2qOoXDYaysrHB7Znh4mCctcrkcBgYG4Ha7UVFRgTNnzmBkZKTEbdpgMEClUrHhG43a19fXo66uDjqdbkuJdrqPrl+/jpWVFa6gkQUBgaTN34uDMzk5iaWlJW5xiMXnKLih+4AUo3t6emAVEhux2d1WEE+nvZ+Kq9PphE6nK/mbXbt2obq6mgNoqujR2Dc94zKZDI2NjVCr1TCZTCyURoROMWprayGXy6HRaNgPjbRqgNvPllKp3JIYfq8YHR3FmTNnWByRnllKJGnM+042FOQ0Ta1mahtOT09zUkgTUeFwGFqtFufPn8fp06cxMTEBk8mESkFuQuyVFIlE+NpmaK0Wpi9rampw6NAhVjCmICoUCqH57/9+y+M8uLgIqVRaMj5frqiUsSUoUKHonjghQPHB0Ov1mJqaYgO/BuGhmZdKMTAwgIsXL7KJocFgwPnz5zE2NoYbN27AYrGgq6uLfXV6e3uRSqV45l6lUiESiXA1ZKP41759+9Df34+Ojg5YLBZ0d3fzz2jckUb5FhcXeROidhFQrHoQGbirqwvd3d1sXQ8UCbY1NTVcaRFPArzyyivwer28cIsXodXV1RLeAIkbPfLII6iqqkJHRwe7iLpcLhw4cAAAeIEHihuFOJOKx+O80cTj8RJ5b3K0pXI1obq6Gkqlkqss4gxIp9PxKLHf78fNmzfZ9E2M6upqFuYrFAq8uKfTaX4vktq/dOkSi5URaLKJ7ptkMonV1VV+HSod0/X1eDws8EVeQzSNc/36dd4o3G53iY8WVUPEgYpuZQUFocIRF6pw5Jor9iuizHxgYKDE+ZmqLsBtO3sa8a2srGQXW3J8TaVSmJ+f5+syMDCAS5cuIR6P49KlS1hbW8O7776LyclJpNNpFmKj96yursbq6ipOnTqFmZkZXL9+nYO9y5cv4y/+4i9w/fp1TE5OIhQKYWpqCul0mq+R0Whk3ZtMJgO73Y5nn30W3d3dbAC3EfRZxaZvi4uLeOWVV/D6668DALc9xQ7G3d3d2Lt3L2pqakqC4dHRUR5hF7cKiTRN79fX18fj72KRwfdCV1cXbDYbpFIpenp63vN35XI5jh49WrIuOJ1O7N69m58z4o/QeY7FYnA4HPjKV74Cu90OhUKBgwcP8hoQDodL7FCqqqpYBp7Wx5WVFVRXV6O+vh6RSITbsXq9flNl5E4YHh7GSy+9VPJe9HxNTk5CoVBsGlGvr69nGwKpVLplRQUo8l3o/piZmeFAIBqNIhqNoqmpCVVVVZidnYXRaMT58+dx9epVDA8PY3JykrV4aKppcHAQsVgMp06d4iQiTUnb8nLJWupyudiUMZ/PY21tDbbh4S2Ps/LGDVQKvCaaPLwbxeoHjXKg8gCQTCa5omI2m0tElo4fP87McQpUdgoPxy2LBXNzc7ypWK1WJmECt1su5BOkUCjQ0tLCr0/99lOnTvGxbCQTSiQS7Nq1C1VVVXj00UdLysAKhYLVJGlEkh4iUjikbDgcDnMlQOxhA4C5CSQlTRMHsVgMXq8X165d4wWBMsF8Ps9CTjKZDJFIBCsrK/D5fEgmk/jCF77AQQht2larFUePHkVfXx8v+h0dHQDATtD5fP62Od30NKampjA2NoZ8Ps/l/43qv/Q5xNUeAHj00Udx9OhRrtiIvWU2ti76+/tx8OBBLsMS/0LcdiLeDY0y0nE0Njby5zGZTCWiaBQAUN+eNg/yq4lGo3zcKysrmJmZweuvv876JkNDQ9yPB2632qRSKYKtrShIJLAPD8MgTJypGhpQVVXFLb7l5WVIJBLWQpFIJMhkMgiFQlAoFBwUikdFxeO5DocDLperxDWc+BP/+I//iJmZGbzzzjvw+/0YGxtDLBbD3/zN38Dj8XDbVCwg1iz4XbndbiwtLWFiYoLHy+kaLS0tYXp6Guvr61hcXEQ6nUZTUxNsNhuPo0skEh6zt1gs6O3t5SBxq0CA2lziTeDatWtMACcfL5K7J0PHhoYGVFZWor+/Hy0tLSXVv3A4jIGBgRIPHboP6b6RyWR8jxPuZPJKkEgk2L9/P44dO7bJ4+ZeQG3TSCSCV155BYuLi6yRo9VqMTk5yQq4JE4HFA0J33jjDQDF+9btdmN5eRlmsxlWq7U4+ejx4OWXX4ZcLudKG7kGvx/S6TReeuklbgeSJEM+n8fp06c5adNqtSVTfE1NTaxgq9FoWL14Y2sOALeNifNBazwF8Dabje8XCr4Jc3NznPzROrC4uMiJRKFQwMDAANapuv3uuyW8HDKIBYrPVTgQgJoC5F/8xeJ/a2qAlhYoYjF8WhRskcLydkc5UPmYQePDs7OzUKlUyGaznLnTg0Kbv8FggCoSQaOwkM+6XCwvTmZ24kVSo9GwWVUymYTJZMLY2BjOnTsHoJihnz17ln+f3HE3wu124+jRo1uWVEnTgR5KmuOnLIUciWnjuHnzJldaaIN0Op2cWdHnBooVE6/Xi0wmg1OnTmFgYIA3kvPnz7Mq7BtvvIELFy4glUpxYHL27FlYrVaWxafFh1Qym5ubceLECc6kqaQLFDPUlpYWpFIpWCwWTE5OYnx8nDeCpqYmnDx5Eo8//jj27t3LdvdUWcnlcuyATddtIzaqq0okEgSDQbZap4BCzOMQV7sUCgV6enrw8MMPs+eKxWJBRUUFkskky+gTaCEzmUy8yCaTSfT392Pv3r3o6OiAyWTCD3/4Q7ZZiMVimJmZwdWrVzlQVKlUCAaDRZJ1bS0WDh8u+Rx1+/dDLpdjbW0NHo8H4XAYMpmM+/u08FKmSlUocaVBLIZFVR+aTJPJZPxZ1tbW8P3vf5+vS3V1Nfx+P39N2iY0tk+bv06nY8dmmm5aXFxEdXU18x8mJyeRSqV44koqlbKDbj6fx8TEBEZGRiCTydjtmoKQjVNdyWQSFosFmUyGg3WgWJKnz01S83RtJRLJlloW+/btYy4WPSfEXaLX2kgyttlsqK6uRnt7O06ePLmlwvJGULX1wyAcDkMul5e0LnQ6HQ4cOACTyYRwOIxbt25BKpUim83yvX7z5k1OZlpaWjAwMICBgQG8/fbb3LKjzXRycpJHo0k75v1A6+tGeDwevveI6Cv2OOvs7IRUKsWRI0dgMpk4YN6K06HValmlVxyonD9/nm0bCoUCC3ECt6UefD4fn3tqdYrXVApC3iXy79/+LSyiz20ymbgttrCwAPPEBOSpFGCxYOV3fgeJP/sz4OxZ4MtfBgDsFOwtgNtVve2OcqDyMWJtbQ3vvPMOvF4vT46Ib3qDwYBz587xnHs0GkWvQI6c0WqRFySo6W/FLQ2gGHhQH5VGGGkxzefzXBoHipsCtUbuBZQ51NbWssQ5mbMBYFExsZolfUaq3tBIIUmmA2A7etK+IEuA69ev4/Lly/B6vWysRxnz2traHcuWG/uuVJEQZ+/U3hgZGeGJKDrmyclJeL1euFwunspSqVRYX1/H1NQUxsfHsbCwgP7+fgwPD2NsbAzDw8Oswjo+Po65uTl4PB52t94Iv9+PZDLJmWhTUxNfH/JR2bFjB4xGI2pra9n5mrJnqu7s2LEDuVwO586dQygU4l73xYsXMTk5ydyBeDwOh8OBEydOcAmdssTV1VWeQLp27Rpef/115suQBLvD4cDIL/wCJp94Alm5HEtVVTC73Uin07h16xa34rRaLex2OzQaDW/io6OjyGazPIIuvm7ia0JVxoqKCg746L/izZnGcclgra6ujluhCoWCX2t+fp7VTru7u3kaRC6XIxwOo7u7G21tbWwrIQ78SSIduG1WCBQ3MKoSAaWBgsfjwRtvvIHJycmik3cmg1QqhYceegh6vZ6FHYmoDtyeEtpKHI5IwLt37+b7JBqNYnV1lateGwMRqVSK3bt337NI3odFVVUVV8yGhoaQTCZZT4e0ShQKBScxFHhR61Sn03E1i75//fp1tv8QVzKSySTUavWmIHEjlpaWNikbK5VKeL1eXBEc2+vq6tDV1QUAJYEKgSa8iKey1Zqj0WhgMpm4PUTBpM/n43bklStXcO3aNYyNjcHpdKKpqQmLi4uIRqMlCaPRaCz5mu7JKZcLebMZiMchP3QIB/fuRWNjI5544gl2Eg+Hw6gU+HLxhx7Ct/72b/FtiQSorwcefhgA0CxwZEh76k68m+2EcqDyMYJ8JQKBAGcV4iyKKiBA8eHJrazg14Qs+Zzg4UEZmt1ux+7du5mEdfjwYc6KKPsQL3xer5c3eKvVisOHD28ywLob6HQ6KBSKkskJisgXFxfZcVYqlbJAFrWhxBmbRqOB1WplBV2FQsHGhx6PB7FYDGtra5iamsLQ0BBu3LiBpaWlEmEyGr0l8boDBw6wJ8nGhY0gzt6bmpp44xwYGCg5H6R+WVFRUULiGxb1fq9fv87jxDKZDC+++CLOnDmDeDyO5uZmeL1eTE1NYWVlBTdu3EAymSyxJyDBOCLJ0iLpcrmg1WqRy+WgVqvR3t6On/mZn9mU8VKQV1FRwWZjc3Nz2LVrFxu7jY2Nob6+Hi6Xi69/KBRCf38/IpEI7HY7zGYznE5nCXFvZWUFc3NzUCgU7Pyq0WiQ0esx/Ru/ga/963+NP//5n4fVZsOlS5eQTqextrYGhUIBo9EIp9PJ15jg9XpLnF/p88ZisRJ+C10TWqzJbqCurg4OhwNtbW3Yv38/gOIm3dPTw5u1XC5HX18fHA4HFAoFk5IdDgeam5sRCoWYD2A2m4sWECK+THNzM0wmE06cOAG9Xg+NRsOBiMvlQkNDA44fP86VRJ1OxwHD3NwcLl26xFk1fXa9Xg+73Y6Ojg64XC7+/Y0VuPcivMrlcuzfv5/9fZLJJJRKJQ4ePHhP+jL3Ex0dHXz/JBIJnlIjPyTgtn5Hb29viTdTLpfjKS+bzcZkbhJz1Ov1Je2SRCLBonuBQICnp8TIZrMl36e1gXyvCOKAeitDXLqHNBrNHTkd1BbUarWIx+NYXFzkyhIRfsktPh6P8/koFApYWlpCLBbjwFIikZQQtI8dO1asvufzSJNo3eXLsAwNoauri3mDwgvCKQhDDgtj/1QlnRPuO3s8DrVUyhIT1IbczigHKh8j6CFYWVnhm5c2R8pcyZo8nU6je3QUtkwGXrUaf1lVBZlMhv7+flitVrS1taGiogKHDh3C3r17+UYlsz8AJSSztbU17gn39PRsOalwN9BqtSWKp1KplKsFt27d4gfeZDKhoqIC0WgUsVhsk9YBjdPl83l0dnbimWeegU6nw/LyMpsL9vX1IRAIYHp6GjU1NTzBk8vlUFlZiX379sFutyOdTmP37t3c+yaxua0Etzaag90p61xdXWVDyNOnT3Mpl4KkfD6P0dFR/Nf/+l/5b1KpFBYXF3n03OfzYWZmBuvr6zy58J3vfAff/e53kUgkEAgEkMlkoNfrYTQaOeCjTZcyS6qubIQ4CDCZTByM/NM//RNzISijr6mp4cV/YmICnZ2d+PznP4/W1lYcOXKER4qpUjAxMYHXX38db7zxBp8zuraxWAw5hQJyYaR7YGAA8/PzzB1oaWmBwWCARqOBy+XiYHx6eppbJwBYq4Q4IjR2L65Q0ORITU0NzGYzGhoacPjwYSYsi0G8HYlEgpaWFgwPD3NQ4HQ6sby8zIJf8XgcOp0O8/PznHEfOnQIn/rUp/DpT38afX19LL5GMvZSqRRf+tKXUFdXxxugWKRwY9WMPiepgJKeTX9/P2+ye/fu5TXg/doYDoeDhfFyuRwnA9sFSqWy5Hjonq2rq+OMn66Hz+crSRRCoRAsFgt0Oh2eeOIJHBZajMR5SyQS7LhdWVnJsgqVlZU4e/YsBgYGSloYt27dwiuvvMLXZP/+/XesvpjNZv4ZtUk32ghoNBqoBZuIO7VKSLMpFothYWEBy8vLKBQKbCBInCSFQoG5uTmYzWZeh1dXVzkhikajvC653W5ufxUKBXj+r/8LoGqLSJCOglWN1wutz4eCXI5BpxMzMzMYGRnBt771LVxZXERBp4O0UIBb0BIifuB2b/+UBd8+RsTjcZYsplFdADhy5Ah0Oh3Onz+Pubk5ZDIZrK+v4yHhIXvF5UJWq+XAhqSQaaOKxWKYnp5GKBRiz5ja2lquKLjdbkSjUeh0Ojz22GMfKgOjccxYLIYKQcZ/aWkJnZ2d8Hq9aGhoQHV1NWZnZ1kXxWazbSLpkWoqBTGZTAY9PT24dOkSxsfHoVar2RwQKJaBVSoVpqamsGvXLqTTaV7Yl5aWuEQvkUjgdrsxOzuLCxcu4Pjx4yWEYHFFhY6tvb19k6x8JBJhKftYLIbTp0/zYma32+Hz+Uoebr1ez0JbpIBJn5FIdd///vc5eBofH4fP50MqleIpDbERJFDceG022ybFXoJUKmVhOzomACXGg2trayUqplKpFIlEAmNjY0in0+js7ORWYqFQQG9vL6ampuD1ejnI1Ov1aG5uhtlsZu2M3t5eSCQSXL9+HW+++SYLlRGBG7gtz97e3g6Px4NgMIgzZ86goqICkUgE4XCY/aSoVbi2toaOjg7I5XLmC4XDYZhMJj53tKGNj49jYmKCuSkymQxdXV2or6/HP/zDPwAAy8jTeDO1hIjXkkql0NDQgHA4jJ6eHphMJphMJqyurrJMOyURfX19aGlpQSQSYR6M0+lkc0WC2+3G/Pw8K4+mUiksLS1xRau2tpY3pUKhwB5P78cRoYoDVYBsNtt7mvE9CIjJre3t7VCpVHC73axaTZXTxcVFHDlyhAnLFKi0tLRAqVSioaGBN/1sNstCasSZisfjkEgkJXyw9fV1fnbETtgkj7CRj1dTU8PmjDQV2dTUhIaGhhJJf6D4zC8uLmJubo7bWEAxMTx37hwMBgOqqqpgMpng8/lKKjlUTUkkEjwNSc8k6SUtLy9j7969TPB3OBx4+OGHmUeoVquLre9CAfjf/jfg//1/i55odN7/439E/+XL8AnieYnOTtycneWBALIleKqxEeqhIZyMRnERxerSzMwMJiYmNqlVbyeUA5WPCaRGe/36dVZTVKvVvECnUikMDw9jdXUVTU1NSMTj6BT68UNCxE9qtjabjTkstImSeZpSqYTZbIbD4eBynt1uh16vh06n+9BlYgpUSCl0eXkZoVCIFV9nZ2eZZEqIxWKb+DS0wFgsFkxMTKCtrQ21tbVYXl6G2+1GbW0tWltb8fbbb2N6ehr5fJ5bAFQdoOwyEAhgZmaGtR0aGxt5qmRxcZE5GtTCAErNA7eaHKDWE1U16PoBRUIobZoSiQQ1NTXM2cnn8xgbG4PP5+OSMrXHxsbG+L3INiAajTIpmqY5aBGjjPG9QOdRr9fjsccew5tvvgng9vTE4OAg1tbW4HK5SvhQNI1EYnXHjx9HoVCASqVCY2MjhoaGeNSbJhby+Ty6u7sxODgIpVKJvr4+/PEf/zErINtsNtTW1rJ+B51jg8GAxsZGDqaDwSCuX7+OtrY2/P3f/32Jaim1RW02W8n1mp2dhdvtRnNzM/R6PWuduN1uJJNJGI1G5hVFo1EMDQ1hYWEBFRUVTFCk80Sl9Ww2i1QqVXLcBLJCkEqlePjhh1kpVUwWpUqLmKAOFKXYe3p6sLa2hrW1NZ40osqUuCV7JxLtndDU1ITBwUFUVlZuy41l586dCAaDqKqqKqlWUgArk8lw9uxZLC8vI5VK4emnn4ZUKkVFRQV79ADFe+bo0aO4du0a5ufnkclk0NjYyGsoKRkbDAa+RxYWFkoczwlut5uDFLfbjUAgALfbzdonQPE6UDVF3J4jtLa2YmZmBolEgs0RZTIZvve972FwcBBGoxHt7e2si7WwsIC1tTXmtoTDYQQCAb7HKMBsaGjAysoKJiYm2O8pGo1ifX2dndlbWlrYRDCRSAD0GSlQCYUg/6M/Qg2ASsFqI1xbWyKAGYvFcPHiRUydPImuoSH8dDCI3xX2AqoEb8f7iVAOVD4mJJNJLC4uwu/3o6GhgR1I1Wo1pFIpbty4gXfffRfpdBqxWAwmjwe2TAYpiQRTNhvyuRw8Hg9rTni9Xng8npL2Rk1NDSYnJ2EwGJDP51lR8erVqwDeWxr7bkFeIsDtoCWVSrFbssFggMPhKMko7Hb7pgCJ9A+MRiOLPu3evRs+nw/ZbBaJRIJJXoVCgXkYCoUCJpMJBw4cgF6vx8zMDIaHhzEyMsI8jfHxcRZdEitiUqBBXj9OpxNVVVWb2lJU9TKbzVCpVCWGaC6Xi7khHR0dePbZZ1n3ZmRkhKeuKNuLRCIl5n6E0dFRFiWbn58vqejcS5bscDjQ1NTEY5yhUAjT09OorKyEUqmERCKBx+NBZ2cnQqEQfD4fW77H43Hs3bsXAwMDMJvNOHz4MIvanTx5kk355ubmuE1FpFWj0Qifz8ekZRKyczgcTHIUc366urogk8l4QbbZbCV8H9q8KVume4hIf1RllMvlPBW2trbGba2xsTGEw2Gsrq5iZmYGCwsLSCaTMBgMnFXu27cPsVgMV65cgdFoRENDAwwGA7RaLfsbEfx+P3N0xsbGUFtbyxUP0rOhSs5GqFQqSCQSOBwOKJVKTExMlEw53Y2j8p1w7NgxFnr8oO3b+4nm5mZoNJo7tqQqKyuh1+sRj8exurqK2tpa7Nq1Czdv3oTVai25Z3bt2sXXnIYBXC4XKzLX1dWxhQZQrB5uJZwnVpXeeJ3FoKlJ8ZpBUCgU6O7uxo0bNzA/P49Tp05x0AKAq4Pr6+uIxWJYWlpCKBSCzWbD/v37efKS1ja73Q6VSoWuri6cP38eCwsLmJmZgU6nY6PWy5cvo7u7G16vFwsLC7cHCUhs79YtIJMBRAaqMmGN8Qlu6yS/QFy6l1QqtGk0sCcSaC4UcEMY8f6wE1/3G+VA5WNCOp1mQmU4HEZdXR2LbxUKBbzwwgtYWFjgDKFKKF0OajTIyGRIxmIc8dMGtFHoqK6ujoWxqAxPxoHARxOoALdHX8nrI5lM8gPodDpLpPB7e3uZ4Cvu+0okEjz55JMYHR1l3yLKWmdmZhCLxbC8vIxgMMhjfxKJBCdOnMCePXtYX6ShoYHHTs+cOcOvH4lEMD8/D4vFwiJWyWSSxeji8TgmJiYwNzeH48eP49FHH0U0GkUmk8GZM2e4zF5bW4u+vr6S4IEWRLEqptvtZmlvCsIefvhhzM3NsdtxOp2GUqnE4uIitFot1tfXIZVKSzau9xPn2giJRMI6GTQ90NzcjKeffhqRSASXL19GKBTC2NgYBxCkI+FyuZhUSJsLcQNIu4KCr4WFhRKFXToPwWCQSb8Gg4ErXVvxAaqrq7lFIv45CRPKZDIug9fW1mJsbAw2m42rLYVCAcPDw2htbeWNi95LTHAkHSGz2VyidWO1Wlnhl467vr4efX19m46VKjOVlZVYWVmBWq1GPB5HXV0dc1r0en2JHoz48xA28k6ojP9BYbFYSjyxthskEklJa2QjtFot87G+//3vY+fOnVxl2BjAUbWSKhKFQgErKyswmUyQSCTo6uraNKVDFUUx7jYwpHtSHOz4/X6sra3B7/ejt7cXtbW1mJiYwOnTp9HU1FTS/qVxY6lAVCXPNXJ8Jpd7sjNRqVQYGxtjVdkbN26gpaUFuVyODT5JvJLG4WOxGLBjR/ENh4aA73ynOHq8ASMoBkW5XI5bX4uLizh17hy+qtfDkEjAJJhgkpzEdkY5UPmYQK0DmUyGpqYmnqJQq9XweDyYmJjgKojRaESjIBB23WCAXq/nSksmk2FTtUQiwfof3d3dPFlDVRaa26cAZauy6AeBWJadNgmv18v+QuKApLq6GoFAAOvr6xgdHYVUKsW+fft4MXe5XNzCuXz5MnK53CbLd7lcji996UtoaGjgsipJ39PIqdhdGLhNJBZXnMT+R4R0Oo0rV66gqqqKeT3d3d2YnJyEWq2G2+3eVOEIBAIYHh6G0WiE1+tFZWUlFAoFXC4XvF4vt9mMRiM+//nP8+QS6XpotVrmTGz0Vvkw5Ve9Xo+9e/dylY7k9olvMzk5iZaWFvT19bF2B2FjVSmbzWLnzp24ePEiT1VszDSDwSB71FRVVUGtVvPrbLU5EP8jHA6juroa8/Pz0Gg0+OpXv8rVsWAwyKZuFRUVmJub49Ht1dVVhMNh+Hw+DA0NYWpqCocOHeLNkWwD/tf/+l8Aii1AMcjp22w2w+v1IhgMYmlpCR0dHZsySiqb070yMzMDi8WC0dFR/h2FQsHXkYjjG4MemUzGLugAeAz2JxXU6lpeXkYkEuGAEcCWAZzJZEJ9fT2mp6eRSqVYZZgmHil4drlczBsi2Gy2Eqn/9wMFKsQ52jgJc/36dTz11FP4oz/6IxQKBayvr7PjOlV9lEolVCoVE3Jra2uRSqV4bZfL5bDb7WhpacHQ0BB7p0mlUgSDQWQyGczPz7Nlw9TUFA8/kCkmjh0DFAogFAKESs1GXKqogDQQQHNzMxobG6HT6biamVIqYQBgRHENz2Qy5UCljCLoJtRqtVCr1QiFQuybQ27AGo0GTzzxBBYWFlAnlJcnhIfN5/PxFEIikWBOytGjR0umJCoqKnhzptdUKpU4fvz4luJuHwSki0CTE0CRQ0AiWU1NTZiamsKePXtgs9kQCARw8+ZNzM/PY319HYlEAo8++iiA4uJA5XwiL1ZXV0Ov16OlpQVTU1NQqVQcpADFBSMej2NgYAAjIyP41V/9VXR1dZWQd4kPsL6+Do/Hg6qqKh4t3Fgy93g8LDFPQlKZTIYfbp/Ph87OTnYbJU6CQqHAlStXcOLECSQSCV4oW1tbeSx7dnYWIyMjaG5uhlKpZK4RbXBkqlZfX/++8uV3e20IJIk+NDSEeDyOlpYWJi2KodPpNpXEL1y4AJ/Px5UMunZirKyscGWpo6ODSb8UjG+FgwcPcpbX0dEBq9XKVQdqF1CWSlNcXq+XlW3T6TTefvttTExMwGq1IhqNYnl5GS0tLaivr+epNKfTiZaWFlRWVsLr9aK/vx9AsapoMpl44U8mk5iamkJnZyd7/xBXBij1vhFXMHft2sWbJFCsHN6pUrJnzx7E43H2cPpJx44dO3D16lUWKiRsVYXTCkMEbreb1zwirhM/CSg+cyQWCRSvz0Z7kPeDuD291bju+vo67HY79u3bhwsXLjDny2w2Q6/X82i+QqFAKpWC0+lEc3MzVldXkUwmYbVa2fNsaGgIAHi0mITfFhYWmGCtVCrhdDrhdrvZk8vr9QJKJXDwIPD228Bf/zUAIGmxQC08n9Of+Qwigi2LTqdDe3s7IpEIZDJZsaIPwA7AJHi0SaXS9/Sa2g4oByofE9bX11krQK1WY2lpCRKh9Ebjr1KpFHa7HepsFi5hsfa6XJALNzrBKgi/UZBTW1uLYDCI2trakoed5vWrqqo+siAFKG4oer0eKysrvMmkUinWQCCG/eOPP86bWzgc5qh9eHgY0WiUJ5DsdjtWVlZw5coVNDU14eDBg/w3TU1NrIcB3JaiF4u+LS0tobGxEfl8njMQs9mMwcFBZDIZXLp0CTt27Cip+Ozbtw9msxmvvfYaf67JyUlkMhmMj4/zotjc3Iy1tTVUVlbCbrcjFArxiDIZ2/3gBz8oOT/Nzc0YHh5GLBbjzyxW0WxoaGAuCLVcPgxv4b1QU1PDZF66v2i8e9euXSgUCjzdRKARZeJaEHF7Y8Y6NzfHrRS1Wg2tVguVSsXjo1tBKpXyvSjmDgC32yRkbGiz2bjSkkql4Pf7EY1GEQgEkEwmmXALFO+VYDDIAnd+vx8dHR1ob29n4TEAvJlQ9Scej2Nubg4dHR1YWFjgjZO4Jw6Ho0RkDiheM6fTyd47Tqfzfds520XrZDugsbERRqMR4XAYoVCIE62tziFJ7QeDQcjl8pIKCbUzpFIptFotDh06xMTxD6IRdafpuo1obm5mKwOZTMZmqLTmyWQyhEIhuFwu5oMlEglUV1ejoaGh5NgUCgW3+0OhECKRSAnxPZPJYGxsjBWUmRD/zDPFQEXYF6afew6+nTvR+s47GP/MZxD/wQ8Qj8e5aj8zMwO5XI50Oo2I8P4WoVVFU1WUCG9HbM+j+jEELXZKpbJkTv+ll17C4OAglzUVCgW6L12CFIBHLkdOGJ0jcujy8jK3JaisPzIyguXlZVy8eJE3xlQqxdkFaRh8VCCRsFwuxyx5IlgSJ+BTn/oUe7eYzWYsCY6fwO1NgPr7bW1tHIhMTU1t8sdRKpVs1nX58mXOOAhERG1ubsYTTzzB48FkEgaAx1xTqRRrWCiVShw6dIhfZ35+HisrK/B6vQgEAiULHl2/paUl3sy2WtgMBkOJORvBaDTisccew9NPP43PfvazOHjwIFpaWlBbWwuFQlHiYv1RgjYB2qglEgn27duH3t5eFtrbGKT86Ec/4q9pY4jH4yU6IbFYDD6fD4VCoUTlkkatPwjELr+Li4usxVJVVYWFhQV+ZgKBACQSCSorK7mC5PV6+X6pr6/Hzp070dTUtCVfxmazcZBJqqcvv/wyhoaGEI1GEY/HS1yoCRUVFaitrWWHcdo0ykHIvUEikeCLX/wiOjo6SgTWqEWdz+fZc0mlUsFut6OpqQkymYz5L1qttsQOgyZmamtrP1CQQq8jBtlViCuQZI/Q1dXFFVa1Ws0bPbVxSETR6XSy0ajNZtvUjtRqtdBqtfD7/dDpdBgdHcX169fR0tLCa2k+n2fnbuLq4JlnSl7Hp1BgXKXClZ/7OfjSaR75pmrO7OwsH1tUCEbMwn/T6fQdrQG2C8qByscEWvgqKiqwd+9eOBwOZnqTgFNdXR0qL17Erm9+EwAwJmSqFHQQEaumpoYVSzdicXGR1Q5NJhOsVusmL5APCyK5AcUM2eFwoLKykuXP6+rquIwvl8uxb98+dHR0oK2tDd3d3Tzquri4iHw+j507d2LXrl28obzyyiuYnZ3F5OQkotEopqam8Oabb7Ky79zcHCorKzm4oe+LQb4x8XicNx/isVitVs6OTSYTjghqj/F4nLkLUqm0pHQ8MzODfD6PmZkZFAoFtLW14TOf+cymFgeNnW/l6EpidFKpFI888gh2796Npqamu/Ys+SCg80SKptlslnV8NiISieDVV19lnxbgdlCazWZLXKLJLZsUlpVKJb/X+8mavxfqBD+T1dVVnpypqamB1Wrl6TWHw4GGhgbs3bu35HPQ2H9LS8t7TsVUVlYyORYojrX6fD5MTk5iaGgIw8PDyGazsNvtJcJypGSr0+mQTCa5fXc3xnhllIICDXEGT8/MzZs3ce3aNZ4KoykxjUaDmpoaHDlyBCdOnODr+1EGitQC7enpgc1m4wqv2GTSYDDw/QncTj6JP0jHJZFIcPz4cXR2drLnls1m49eiVrNSqYRMJoPf72fLDp1Ox8q6wWAQqVQK6+vrbHOB1lZAtK6/I5fj2rVrWFtbY1d7qm4S36pQKBQrN8KovkHwFKIpx+1sTlgOVD4mhEIhdrClsv/s7GzR7TIcZn+Tvpde4r8ZFtjtoVAI+Xy+aFKoUrFnyJ49ezjjEzum+v1+yOVyGAwGtLa2fuAM471AWi5yuRxWqxU1NTVoaGiAXq/nhUNsxgbc7uXSFE0qlcK5c+eg1+uxc+dOzlRXV1dx/fp15PN5yOVyVFRUsH16oVCAUqmEzWbDU089BalUitXV1ZLxT6BYwWhra4NCocDIyAgSiQRXQjbyMShzn5mZwdraGqvg6nQ6HDt2DGq1GplMBj6fDyMjIwBuq8Z2dHTg8OHDvGFSALdRMAoolefu7e3FwYMHmad0vyCXy1FfX88eMYlEAhMTE1t6mgxvsIZvb2+HRqNhbsjy8jIHMYlEgrM7pVLJ1wTYuoR/t6AJkGAwiEKhwFocxEtYXV1FoVBgB+OjR4+ip6cHO3fuhMvlQn9/P0vV3wkktkiKp+vr67h69SouXLiAubk5VFRUoKGhgeX06fkRB650HCT0Vca9gTZrUqfdtWsXgGILjyqtS0tLKBQKfN4feeQR7Nu3D4899hh27tzJXKaPapoRKE7vHTt2jANmAiVeFy5cwMrKSgn5lLRSrl27hnQ6zZ+N2vkU1CiVSvbmqq+vx549ezhQMRgMyGQy8Hq9XDG2WCzo6OiA3+9nj7dwOIz//t//O1544QUU/tW/QkEiwdtPPokRYTT61q1bGBkZgUQigclkKrFpMBqNxRYSaQrl8zyZFIvF7uibth1Q5qh8TFhfX0coFOKAIpVKYWFhgbU5rOk0nvrmN6EUqYq+6XLBmE4jFApx2bO2thbxeBxPPvkkJBIJ+vr6eNKAFDPFLYn7le3pdDrYbDYmxzY2NrK+hEajwerqKi5evIjKykrOsC0WC1dT2traMDY2hvX1ddy8eRM7d+6E2WxGIBDA9evXceXKFXR2dqKlpYVL+tlsFjdu3EB3dzcAoL+/HwMDA/B6vbh06RKeeOIJ3lSkUikr2JKgEcmOb0X03Lt3LyYnJ1FVVcWOzTSRQ1lKJpNhUhqdc/IxOXToEILBILdwXC4XBzUEv9/PU0xiIuD9DFSAYjBF1yYYDLJzL23mY2NjPGlA1Zd9+/Zxhcxut2N0dBTr6+ss9JdIJBCJRJBMJtkCgCoUH6Y6ROJ3yWQSXq8XVVVVOHHiBBYXFzE7Owufz4dcLoeqqipYLBZIJBJ87nOfA4C7DshJ6t3hcMBgMMDj8TDniaqQ6+vr6OjogMFgwFe+8hWsrKygra0NiUQCwWCQx6yrq6vvSyLw4w6ajgGKAbHZbIbP5yvx4AGKFeK+vj7Y7fYS00PgNun6o65GblURNJlMvA7dvHkTLS0tmJiY4KoL2ZYsLy/j6NGjePPNN1FXV8fcEqDYmlar1VCr1VzlJl4hKc9mMhmsrKzwWtLY2Ih0Oo3h4WE2RSVJB/dv/AaSvb14/exZSKaneXzb5/Nx1Zuqf1RhXllZQUioYjlw+5nJ5/ObyPLbCeVA5WOC3+9HoVDgwIGUT+VyOVoaGvDVP/1T1AgRbUSnw7/cvx8JuRwJYexXoVCguroaP/3TP71plJTQ09NTQnikiZ/7ATLS83q9MJvNkMlkqKioYG8L8rkQZx40wkkj0729vbhx4wYWFxchl8sxOzuLyspK2Gw2NiOjKkhtbS2XVmmBk8lk6OzshN/vh8/nQygUKjk3JIY2NTXFQUFzczPW19dx7do17N+/H3q9ntsYpNNhtVqZCJdIJFhIjRYjh8OxaTFTq9UlmfVWrZWxsTHezKurqz+2QEUikaChoQE3btzg6RkiHRYKBVy/fh1jY2PI5XKssGkymZBMJlm3QiqVIplMYnp6Gna7Hevr60xOphHLbDYLqVT6oTYOmUwGt9uNqakpLC8vs6NxQ0MDHn30Ubz55pswmUwlppr3GijQM1FTU4Oenh4YDAa8/fbbaG9vh06nw+zsLFpaWvizmM1mrlzeuHGDgz7g7gmYZWyGwWDgSTyz2YzZ2VnmfIgFBcWWA2Lcr0BlK9TV1ZWIMlosFjz//PNobW1FJBLhdS4YDMJkMqGlpQV6vZ61m8j6ZCOsVisOHDgAm82G8fFxSCQS5k1Fo1FotVp0dnZibW2NhTwJp0+fhsViQS6Xg1arRTabRTgc5vZTQ0MDLBYLlpeXIZPJ0NPTg6WlJUwJ687JQAAqqRQJIUgpc1R+wkGsapIoB8DGg3K5HFavl4OUifp6/NaBA1gV+rXhcJizdrPZ/J5lTrlcXkL++6hJtGKo1Wro9XomU544cYJ/ptFoNt30KpUKVVVV3BaKRCJwu91MPKVy7/r6On7qp34KO3fu5HIoAM6g6fwRKc1gMLA9/FYPWkdHB3Q6HVpaWuB2u9Hd3Y0/+7M/wzvvvINvfvObGBkZwTvvvIPr169jeXkZOp0OFRUVqK6uhslkYsdfs9nMQdN7tRXEIInurYSkiDdD5/J+gyo9Wq0WMzMzLOkej8dx69YtbtNRiXt4eBjXr1+H3W5n8moqlcKM4OZNujkkWEefcaNF/QcB3RNLS0slC3N3dzeef/55fOYzn9lUmr8XiIP3mpoaHDt2DI8++ig6OjrgdruxY8cOdk4Wc40KhcKmIGWrzaeMuwMFGKRATc9DX18fB/3iaUcx8vn8R1LBu1solUo88sgj/HVVVRW3dw0GA/8sEonwPUL2CTSankwmMTIysukz1dXVQafTYc+ePeyZBhTvTWoXk4EhVV8AcLU4m82y0rZcLuchh4qKCkxNTfEzRPpJ46Ik65cFnko4HC5zVH7ScerUKZY/pvl48uLR53LYLZSRF9xu/N9PPolRgT+QTqd5M6irq2P34PeCeCz0TpWXjwo0cREOhxGNRlk9lpRogWKGrNPpsHv3bshkMuYgjI2NIZFIbMnlkMlkJYEPAM4MgGJVpKurC6urq6x3kslkMDc3x7LqBIlEgvr6eiiVSg6UaKHwer04e/ZsidR+VVUVj+U6nU7mbRALnzRd7gY7duzAk08+ueXvnzlzhoOz+zWaLIZarWZdm0QigVQqhbGxMfzhH/4hMpkMmwc+/PDDAIoBIzk7UxCSyWS45TEzM8MlZa1Wy1ySj6LVSNYFAJjPRSCzxw8DGrkGii1Y2ljEJGsAJTLwN27cwMsvv8xfP/TQQ9i/f3+57fMhQPcVPXsUeJDWlPhnGxGPx3m0/uMI9IHifdna2gqFQrGpwkPy/yTYRpYWQ0NDSCQScDgcmJycxNTU1KZ7mqxBcrlcyTRjdXU1WlpacOLECezfv595gbRerKysIBqNoqmpCZ2dnQgEAqxGSyaj4spvS0sLVCoVZkX37F7h/3O53JZ2ENsF5UDlY8B3v/tdpFIpFAoFmM1mWCwWXLp0CblkEr9/4QIOC+qCgdpahMNhHhuNx+M81lZfX39Xmbw4w7vfmYbD4YBMJmOFSQBshU5tgCeffBJHjx7lAEXcHiF1V9rc6KGam5sr8TNxOp1cmpRKpXC5XIhEIrhw4QKGh4d5MioUCuHcuXN4++23S4hhjY2NOHToEB5//HHW3SDMz8/ztA/5kADF8yieJiB11N7e3nsu97+fj8bHNd5aVVXFUzw3btzAP/zDP3DQVldXhy984QusQUPo6emBXq/nc3zr1i0UCgXMzs4inU4zKZoC048iUJFIJCXTP2Qo+FGA/Fnomty4cYPHrkk1mEABZjqdLpl4uh+TdD+JEFcaafKRvk8/C4VCW1ZVNrqgf1xoa2vDiRMnNpmFyuVyVpVeXFyE0+lEoVDgCiTZagBFGoB41F8ikXDF0+l0wuFw4OTJkyUmnaS6TG3neDyOZDKJxsZGyGQyNsqkpMNiscDv9/N+UFNTA7fbDYPBAIVSiX+/fz8AYIfgBZRKpZiDsx1RDlTuMzKZDGKxGFKpFEwmEzweD65duwa/349nFhbQJsoYVmtqSgSpiLhnNBqhVCrvqPYphnijuN+ZOmWgJLZFrYG33noLQDEj3ZhxajQarqJ4PB6Ew2Hs3bsXBw8exIEDBwAUS6aBQACVlZV44oknsGvXLu4Bk0jYhQsXAIBNEck87tatW0gkErwBUdmTjLeofVNVVYWenh643W4kEgnU1tairq4OTU1N6Onpwd69eznDUyqVXDFQKBT3vEm9X6DycZSuCRUVFZv4NS6XC8899xy3bPbv38+KmPX19TwFRYvZ1NQUAoEAm1EqlUrmC3xUejCtra2sEPxRlqQHBgYwNDTEVZT19XW+JzQaTUmQJpfLEQqFWKWWUNZN+WhA5zEajXJiodPpmBtEPydumBg0tbadjBnJJ4tcs8kIkPRgxLh69SrOnz/PiROtazKZDAcPHmQrjHw+j0AgwK2fXC6HQCCA+fl5Ftmk81RZWYlcLscJBMlZHD9+HM8++yyLS6rVapCggxPgSpC4rbndUA5U7jNICIiEghQKBebm5hAMBnFywwJ8KhhEMBhkHY5IJIJCocBZ8N1IQisUChw6dAiHDx++73LdFouFNxOfz4exsTHuNwObvVYIYh7NwsIC1Go1LBYLNBoNBwFnz54t8VWhzcpqtWJoaIizLLPZjEQiAbfbDbVajWAwiJGRER45JXMvAo0xV1dXw+VyoaqqCjabjbkkDQ0N3CoSl6JbW1vR1dWFffv23bNxoN1uR319PfeySbeF8HFmhbW1tSVVt5aWFvziL/5iSfClUCiwa9cuHuNubGzkADiZTOJv/uZvWNNBo9Hw6zmdzg+loSKGRCLhKtzG0fMPA7qPxNLtBJL1r6mpQWdnJ86dO4fTp0+XlONlMtmH4seUcRsmk4nVUqmlSG09qVTK68fc3FzJMwzcrqhsp0CFxA6JlN/e3g6j0Yjq6mo+TrEXlN/vZ9sPq9WKxx57DI2NjWwySkH/6uoqe8CRSKHBYEA6nWbxQvJdI/FFm80GrVaLtrY2HDp0iPeOtrY2yOVyrAlVSh0AnVzO+kp3arU9aJQDlfuM+fl5ZDIZZDIZyOVyJBIJ+Hw+rHu9aBM228nubrztcuFiNguFQsFeNYlEAhaLBUajEZ2dnVuKiG0FUom935DJZLywLC4ucoQPgJ2Qt4JWq8XevXsBFAmTYl8NcXtramoKCwsLuHHjBrccVCoVb1wHDhyAXC6Hw+FAKpVCXV0ddu3ahXw+z79z8+ZNvPrqqyx6RNlxZWUl9u7dy62o2tpaHDt2rGSjpc2MCKKNjY0fiDwpkUjQ09ODI0eOMCGaODtiQbGPA2q1Gp///Ofxla98BT//8z+Pn/3Zn33fv9mxYwd0Oh17mMzNzXGZ2GAwYMeOHdizZw927tz5kR4rBU907T5KaLXaEnEuAGwu2d/fD61Wy5sjtX2am5vx5JNPcgBVxoeDVCrlc0nPmvj5omczkUhsMs3bjhUVACzC6fP5kEwm0d7ezse4lf/Q/Pw8r1VarRZdXV2cuFCLeXV1FUqlEtXV1ZzUGQwGdHV1oaqqCvl8HsFgEPF4HBKJhMngbrd70/vt27evmITJ5aDQz5TPI5vNIhKJ3Jdn7aNAeTz5PiIej+Pdd9/lMiAxwmUyGWqiUSgLBUTlcvy6242Q2Qyt0FYgIza5XI7q6mr09PSUSL1vJ9BsPgUAZrMZJ06ceN9qDvVaE4kE5ubmOHtyOp2IxWKcYV2/fh1ra2uYm5uDRqPh9xGr7pJSrN1ux9mzZ9HY2IjZ2VkWIMvlchgdHYXJZOKKD1VRdu/ejdXV1U2bD2kSALgvgl7V1dWorKx8YN4aW4173gnU+tFoNDxuScJWdXV16O/vvy/TL1VVVRgZGYHf70c2m73rQP1OEIvcWa1WtLa2oq2tDQVh8kF8z25FLCSSdRkfHcTtaRqjJ1DrggwxxVOMdC3fr636ceP48eO4ceMGwuEwbty4AZ1Oxxwrs9kMqVTKRpmEc+fO4eTJk5teiwJ1ElakyR5S6qW25djYGE//VFVVQaPRsPfQxrZyS0sLlEolEokEonI5jNksLIUC/IJNy+Li4rasGJYrKvcRExMTCIfDnJmFQiFWl3UK31uUSrG8soJcLoempiYcO3YMer0e4XCY9SOee+65bZc5EChiJ7Egh8MBhULxvhuwuLQr7o1KpVK0t7fj+PHj/D0q1ycSCZbLp7+lDdLv98NqteLxxx+H0Whk7gkhHo8jGAxyv5gWSCKybdwE/X4/kskkV2zuB7arAdhGkFOtRqNh/ySZTAa5XM5iXfcDNPZcKBTuSuMhHo9vahGIIb7PJBIJZIIpm1Qq3RRYb1UC326b4o8DxIGK3W7fdB0ogdh4/en6bLdrYjQaWdQzHA4jnU7DbrezcSJQrKzs2bOnpJoqnlQEitzGbDbLz9bVq1f5XNGE5fLyMvNcFAoF8vk8t2jNZjNMJhN8Ph8CgQA8Hg/GxsYgk8mgUqmQz+cRFs61XXgOSOhyO+KTsVJ+ApFMJjEzM8MjteQALJfLodVq4RYyM49wg8ViMRYaI46KWq1GU1PTx85svxdsJPjeSyuDMoa1tTUkk0m89dZbeOmllxAOh6FWq3Hs2DHI5XLmihAfRqfTcYBE1Y61tTX2sHE4HNDpdBgeHuYFIJvNYmxsDOl0Gkaj8X25FMTWd7lcn5iA4n7C7XajqqoKuVyOzQhVKhU6Ojrua5WBFur3G50cGxvDm2++iStXrtzxdzZyXYgAvBVoIxRvpB+lVHsZRYiD3K0yedp4NxKq6euPo8V9r6DKTzAYxOrqKvsa0XMil8tZh4X4bmKNpXQ6jVOnTuGtt97iey4QCLAdSktLC6LRKDKZDBYWFlAoFIoVEtH9rFKpkEgkcOXKFZw9exaXLl3CxMQEBgYGIJFIIJFIEBGSM6vwNYmQbkeUV+D7BK/Xy2O7EomEFzyn04ne3l40CTeoR2SORwI9g4ODSCaT7KGzncvN4ikPmUx2TyJzBoOBmeznzp3jtgwFCRqNBseOHUNnZydcLheXMcX+RSaTiUcFqY9NXANy0A0EArh58yYHLtTG2IhoNMrKvrQx3q242487mpubYbPZUFFRwRUmnU53R8L0RwXKqN9rIiEcDnOr0OPxMEFRjFAohLm5OQC3BeXExO+NoEClr68PR44cQX9//7bcFD/psFgsOHz4MA4ePMjXRQy9Xs9TKUSgz+VyvLFvx+CxsbERCoWCyeYA7tgapXtKHKh4PB4kk0mumtD6ZjKZcOjQIbhcLnaeJufjcDjMzwolZ+LXFIP0rihQsQhfJ5PJbaulUg5U7hPW19cxNTWFQqEAh8PB4jv9/f3Yt3cvdgkEvUnBpbehoQEOhwPDw8OYm5tj0tTdios9KMjlci6/VldX39OkkUQi4YdQvGmItU5isRiLtj3++OM4cuTIpuCBFriJiQmMjIywyRcAXLlyBR6PB8FgEF6vF1KpFBMTE7h06VLJ++Tzebzzzju4du0aZmdn+WEvb05FNDc3w+Fw8FSDVCpFR0fHfXcOpvvD7/ffMbAQ20YAwPT0NAKBAGKxGM6cOYOXXnoJp0+f5p9TcH2nCYdCocCbokajgcFguK8qzz/pMBqNd9zISfkYAPM6aJRZpVJty5Z4TU0Ndu7cib179zJP7k6DBZR8iQMEcWVEbBni8/l4Eo8micLhMFZWVtgQtlAoIJfL8T8xSD03L5gRBoVKsUWoqKTT6XJF5ScNpBEil8shk8mKksZSKfpHR+GMROAMBpEF8D2zGY2NjXj66aexsrKCwcFBFrlqbGz8RAhL9fX1ob6+/q50XjZiq1aReAOhh9ZoNMJoNG6ZQZFZI1CcFLp69SomJydx9epVzM3NIRwOc7uCWhaRSAQjIyNMdFtbW2N+w9DQEACwh1EZxWyuqakJOp0ODocDu3fvxuHDh+97W5Ler1AobJLUJxDBuqenp2S8/a233tpktKZWqzlQSSaTW74eiTNKJJJt3Xb9SQFdg8HBQeRyOQ5UtmM1BShWlvft28df79q1646TYhTIiMflac2jagwZoabTaWg0Gjz66KPQarWwWCxIJBKoqKiAVquFSqXC8ePH0dvbWxLgEMxmMzQaDfR6fVGjSwhUrELikc1mt22gUp76uQ+gkh0JYsXjcSgUCvz/rl9H+2uvISvcQNNyObIGA/bs2YNcLoehoSGsra2x4V9bW9vHKgb2QXHgwAHMzs5+oDYJMdTFZDLSjyGCF/3enUDjv2JhKLHWCRF03W43xsbG+JzOzc0hkUhg3759W5Y8y1l0KYinkkgkUFNTw+JR9xtVVVVYXV3F+Pg4ZmdncfjwYSYESqVSvkcosNxKIwUo3icHDx6EWq2GVCplfSOxgFs2m+XKTXnKZ3ugsrKSrynp9wDbN1ABilW7p5566n0THfFkzzvvvIOHHnqIA++Ojg5cvXqVHc/j8TjL8RMtoKKiAuvr68hms3C5XGy6Sq9x8OBBLC8vc9W5tbUVJpOpONIsBCpmYa0lde9MJnPPWlH3G+VA5T6ADJ5CoRD0ej1WVlZQm8+jXShdyoVNeUIuh1Qqhd/vx+XLl5nPotfreeb+4/CB+bCwWCwfajz14MGDCIVCsNvtePPNN5HJZNgJ+W4dhmUyGfbv34+lpSVIJJKS8qlGo0FjYyMmJiZQKBRQUVEBo9HIlRZS1t2IcqBSCrfbzZUtu93OAob3G1VVVRgbG0Mmk0EqlcLw8DCy2SzW19fxyCOP8D2i1WpLjqeurg4NDQ3w+/2oqKgoeZY0Gg1isVhJoJLJZPDWW2/x6OtHJV5XxodDXV0d847W19c5kNzuCsF3U40lITfaM1577TX+fk1NDTuuU5uagvKKigpIJBKEw2Fks1medAwEAggGg9BqtdDpdJvWZpIa0Ol0iAjHZxZVVKLRKKuCbyeUWz/3ATMzMwiHwzzems1m2R1ZjLMyGQqFAubm5jA7O4tIJAKVSoVdu3axAupPQulZq9WiuroaCoWCiZpEjrybigrB4XCgr68Pvb29eOihhwDc1mZQqVTo7u7Gzp07UVdXh8OHD3MLwO/3MxGXvudyucob1Qa0traitbUVVquVCZAfB2gCjIi7y8vL8Pl8yGQybKUgl8uhVCqh0+nw0EMPob+/Hzt27IDBYEBDQ8OmgJ+4DeJK3traWonWCpXly3iwEAsjjo2Nsb7Rdg9U7hbEOxGD9FIoyNhIkKV1ir5vt9vhdDoxPz+PQCAAvV6/ZaIll8tRU1MDrVaLqBDUU0Ull8shmUyW+FptF5QDlfuAlZUV+Hw+jlI1Gg1qtmBgv6hQQCKRYHFxkUeXjx07huPHj0OtVkOn0/3ElZ5posfj8WB6eporI/e6KNXX1+Pf/Jt/g/3796Ozs5NJyRUVFSxjTaOR4imR/v5+PPzww1suHj/pkEgk+MxnPoN//s//OXbs2PGx3ptyuRxdXV2byM20cJNXClBctN+vGkb9e1roC4VCiZEltV7L2B7Y6vn/cQlUzGZzSZtIq9XyekXBMiVsVD2srq4ukU3Ys2cPa6nQZOOdqiIOhwMVFRUIC1M/5lyO+XvxeHxLb6UHjXLr5yNGPp9HKBTCysoKFAoFk5eqhQ03LJPBo9fjjzUaLKdSaFEouJRZXV2NI0eOwOPxQKFQfCL4KR81DAYDGhsbMTU1hYmJCc5wP4iomMFgwOOPP87CXm1tbSWtgY3tKqfTCblcXs6k3wNarfaBbhCdnZ3sASUWAbvXoEIcqITDYZw9e5bL6w6HA7t27Srr52wjbLznXC7Xtuao3CtkMhmOHj3K06EE4rDEYjEm1ALFta2jowNzc3Oor6/H6uoqZmZm2PNHPC21ERaLBbW1tVim9xAqKtQy344y+uVA5SNGMplELBZDMBiE2+2GXq+HVCpFtRCMfE2nwzvt7Ry1GgwGDlQOHTqEtbU13kx/nB7Ee0FLSwump6dLHsoPyoUQK85ufA2HwwGlUsnv81F71ZTx0cPhcMDhcDD5EMAHsiKgQOXWrVuYnJwsmf4R+7OUsT1gMBi4jV5VVfVj+axu1eYnnsn6+joikQhXACUSCbq7u9ltOhAIQKlUIpPJQKlUsqv5VjCZTFAoFPALa2NlocDrYDwe35bqtOVA5SNGOBzGzZs32W5boVBgfX0d1UKJehLF0eVsNssCacFgkEeZxfgkjCbfDygUCrhcLg7m7pfomkQiwUMPPYTBwUE0Nzf/xLXZPskwGo144oknMDc3V+LGfbcQj4uKgxSFQnHftWHKuHcoFArs27cPXq/3A8kgfJJBgYU4UAGK1UWHw4FkMonBwUEAt8f534vbqNFoUFlZibBQcdEBMEmliEulSKfTJT5E2wXl2uZHjOnpaSwsLEAqlcJgMCAajaIKQKNwgy1pNFAqlchms1CpVKirq8PevXuxb9++EpXX+vr6+2L09kmBWPH0fqrDGo1GHDx48L4YD5Zxf6FUKtHS0vKBCOcOh2PLDW/Xrl3lgHWbwmq1oqOj4yeu2mU0GqFQKJBIJErI3mRwmMlkAIANbNVq9XsOAhAdoaDTgRSrWnI5VgC+G1+tjxvlispHjGvXriGVSrHzcTAYxP95+TIA4JZUipl8HmpBUMpoNCIajUIqleLhhx9GY2Mjurq6ygslig/nzp072fOojDI+anR2dqKjowMvv/wyfy1OFsooYztAo9Gwz1kulyvROSkUChgdHUU0GmUdFOC9aQO1tbVwOBxQqVQcAPQlkzgjkSCbzbKR7nbiaG2fI/kxQD6fx82bN5FIJNijQqNWo0Ew0PqaWg2D0YhcLgelUgmr1YpYLMZ9RrPZXA5SRHC5XOVKRxn3FRKJBI888gi6urp+4loKZXwyoFarWd0cKE66URXF5/Mhl8uxGOL09DQAvGf7UqFQ4OjRo7BarVgU9huHoKWSz+cRjUbv6BP0oFAOVD5CBINBNiJ0uVxwOBxQhEJQCjLtb2i1cDqdMBgMUKlUcDqdUCqVXDH4cRm3K6OMTxLMgo1FGWVsR1AbhwKJ06dP40c/+hHi8Tji8ThisRhyuVzJ6D7pUd0JSqUSFosFrwp7j0EIWKhis92k9MuBykeIW7duIRKJIJ/PQ6fToa6uDuGREQCAVyJBXhh97erqwv79+6HX62E0GqHRaKDVasskvjLKKKOMMkqgUCggk8mgUqmYo5LP57G6uopkMolQKFSimaJUKt9XrFIqlcJqtWJE+LpNsHsBiqPQJMG/XVAOVD5CTE1NIRwOQ6PR8NSKTohMl4U5daPRiLq6OvT29kIikUCpVOLpp5/Go48+WjbAK6OMMsooYxPIYVpsDTI4OIibN2+yZhfhbjWnbDYbrgp/151IQCEEKolEYtuNKJcDlY8QPp8PqVQKer0eOp0OAwMDaBTMtEZlMhaXop4jUOw/WiyWbUVcKqOMMsooY/vAarXCbrejp6cH/f39/H1SU1apVNi9ezcqKyvvWlXbZrNhRq1GDIC+UECD8P1EIsE2BdsFD3R3/PrXv449e/bAYDCgoqICn/rUpzA+Pv4gD+lDgfRRNBoNfD4f1n0+PCbYzJ8V1FE9Hg+Wl5fh9/t57Kw81VJGGWWUUcadQCrl+XweNTU1aG5uBnDbAqK7uxvV1dXYu3fvXe8nJpMJSo0GHoGfUi2RQCpoqZD32XbBAw1U3nnnHXz1q1/FhQsX8PrrryObzeLxxx9npdZPEvL5PLxeL7LZLCoqKuD1euGanUVdKoV1AC8pFDAYDJDJZEgkEvD7/dDpdKisrCxP+pRRRhlllHFHUPBBnj8dHR1ob29HOp1GU1PTJg+su4Fer4fFYoFPqOZXCFNFmUwGfqETsF3wQHVUXn311ZKvv/GNb6CiogJXrlzBoUOHHtBRfTBEo1G23FYoFFhcXMTPCJ4Jp+VyhKVS9NXVIZ/PI5/P85x7WbehjDLKKKOM9wKRYylQAYDm5mb09fUhFAp9IKd3s9mM2tparI2MALkc7LkcpFIpcrkc1oVOwHbBthJ8I7Easby1GKlUqkRCOCzok2wHBINBJBIJSCQShEIhWDwePCsEKsNSKRQKBSoqKiCVSuF2u6FSqdDc3IyWlpYHfORllFFGGWVsZ1AgkslksLCwgEgkgvb2du4+fJCKisFggEQi4YqKVTDlzOVy22pvBbZRoFIoFPAbv/EbOHjwILq7u7f8na9//ev4vd/7vY/5yO4OwWAQyWQSuVwOqVQKPzM2BgDIA/i2XM7ulDU1NWyI9vDDD6Ouru4BHnUZZZRRRhnbHaTQnUwmcf36df5+NpuFXC7/QIGKSqWCxWKBR6EAkknUZzKAVIpCocAk3e2CbTNq8iu/8isYHBzEd77znTv+zm//9m8jFArxPzKt2w4YHBxEMpksEpEmJnBY6PF92uHAnKCrAgA7duyA2+3Gl7/8ZbS0tJSnfcooo4wyynhfbAxGSIXWYrF8IJ6jSqVCd3c3Zmw2AMDOZBJAkW9JMvrbBduiovKrv/qrePHFF3H69On3NKBTqVRcjdhOyOVymJycRCaTQTwex/OhEDT5PBa0WlxAUaZbp9NBo9Hgueeeg8lkKgcoZZRRRhll3DXq6+vhE+gEQLELARTHjD8ISBpj3GxGHkBtLoeKfB4LKIq+JRIJTrAfNB7oblkoFPArv/Ir+Md//Ee89dZbaGhoeP8/2oYIBAJYXFxEJpOBNJvFzwk22d+qqkIun4dCoYDRaMTnPve5smZKGWWUUUYZ94zKykqcPHkSTz/9dEl1xe12f6DX02g0MBgMyGm1GJMXaxb7CgXk83kkEoltpU77QHfMr371q/ibv/kb/O3f/i0MBgM8Hg88Hk8Js/mTgImJCYTDYUilUvz++joUAAIKBb6jUkEqlUKlUqGqqgr79u170IdaRhlllFHGJxhSqRT9/f2oqqrCI4888oG7DETQ1Wg0GCSF2kIBEokE6XQaXiHh3g54oK2fP/3TPwUAHDlypOT73/jGN/BzP/dzH/8BfQBkMhkMDAxgbW0N2WwW+wTm9FmLBZBKef69ra0Ndrv9QR5qGWWUUUYZPwbQ6/XYs2fPh3oNqVSK6elpyGQyLAoVFWcuB4lEgkwms61E3x5ooEI9tk8yfD4fFhYWiq6TkQjqcjkAwF81NEBXKMDv96OyshI9PT0P+EjLKKOMMsoo4zaqqqpgs9mwptUCkQicuRwKUikymQxWV1cf9OExymSJDwmPx4NQKASlUon+cBgyAGGpFNPxOLxeL+RyOcxmMx5//PEHfahllFFGGWWUwdi/fz86OzsRFowMXULrJ5fLlRB3HzTKgcqHxPr6OkKhEORyOX5KEN95UaVCOBJBJpOBVqtFc3Nzue1TRhlllFHGtoLZbIbZbIZXUEpvzOehyueRy+W2VeunHKh8SFCgkslk0CC0fd7R6xGJRKBWq2E0GnH8+PEHfJRllFFGGWWUUQq73Q6DwYCIxQKvVAoFgN0oaqmUA5UfI8zNzSESiWBubg51gkDOklIJlUqFiooKfOELX8DnPve5B3yUZZRRRhlllFEKuVyOyspKWG02XBMmf3YIfnSrq6vbhkdaDlQ+BJLJJBYXF7G2tgZZLAabcFEnsllUVVWhsrIS/+Jf/AvIZLIHfKRllFFGGWWUsRkGgwF2ux2TwoRqd6GAQqGAcDi8bbRUyoHKh0A4HMbS0hJCoRDsgjfCKoCkQgGNRoPm5maYTKYHe5BllFFGGWWUcQeoVCo4HA7MCTyVToFQG4/HMTU19YCProhyoPIhEAgEsLKygnw+j59NpwEAc1IppFIpJBIJnnjiiQd8hGWUUUYZZZRxZxCXMihM/jiF76fTaYyPjz+w4xKjHKh8CPj9/uJociaDr6RSAAClRAKtVgur1YqDBw8+4CMso4wyyiijjDvDYDDAZDIhbrEAAGoASAoFJJNJLC8vP9iDE1AOVD4EvF4vIuEw3gqH+Xv/n1IJvV6P5uZmliguo4wyyiijjO0Ih8MBrVaLpGBOqABgR1F1vcxR+THA+Pg4ugIBtAkk2m+pVPgzmQx6vR5Hjx59wEdXRhlllFFGGe8NrVYLu90OvcWCVYkEAFBTKCCdTiMYDD7YgxNQDlQ+IHK5HIaGhtAqtHzeUirxaxoNIJWiqqoKhw4desBHWEYZZZRRRhnvD7vdjurqaiwIE6pNgujbdpHRLwcqHxDRaBQrKyuoF0TexgVTJ71ej/r6ehgEBnUZZZRRRhllbGfo9XrYbDZMKpUAgDYA2WwWa2trD/bABJQDlQ+IaDSKtbU1tAgibzMyGTQaDbRaLU6ePPmAj66MMsooo4wy7g5arRYWiwWzKhUAoK1QQD6fRygUQjabfcBHVw5UPjBmZ2exvraG/cLXoxoNZDIZVCoVOjo6HuixlVFGGWWUUcbdQqfTQafTwS+IvlUJgUo6nd4Wkz/lQOUDwO/344c//CEaIhFYAUQAjKjVUCqVaG9vh1mYRy+jjDLKKKOM7Q6DwQCDwYC4Xg8AcAAoFApIJBKYn59/sAeHcqDygTA8PIzLly/jIYFIe0YiQRZAd3c3bDYbJAJzuowyyiijjDK2OyQSCaqqqpCxWgEAFcL30+k0ZmdnH9hxEcqBygfAyMgI1tbW0C/07s5KJLDZbKzwV0YZZZRRRhmfJJjNZkirqgAANgBSYUR5cXHxwR4YyoHKB8KtW7cQiUTQSCaEcjkMBgMqKirK/JQyyiijjDI+cTAajdC53cgDkKEYrKTTaSwtLT3gIwPkD/oAPmnI5/OYmZlBNBJBi/C9Za0Wx44exc6dO7F79+4HenxllFFGGWWUca/QarUw2+3wSSSoKhTgKhQwlM3C4/E86EMrByr3itXVVSwtLcGcTsMMIA8gaLNh//79ePzxx8v8lDLKKKOMMj5x0Gg0MJlMWJRKUZXLoRbAjXwe6+vrD/rQyq2fe8WLL76ISCSCtmgUAHALgL22FvX19eUgpYwyyiijjE8kZDIZrFYrlgTxUnc+j0KhgFAo9ICPrByo3DNmZ2eRDQbxX4WJnxsSCVwuF5qbmx/wkZVRRhlllFHGB0dFRQU8guhbY6GAXC6HRCKBnKDA/qBQDlTuAblcDhMTE3guFEIDgCiAP1Yo0N/fD5ngkVBGGWWUUUYZn0Q4HA7MCvYvvYLoWzKZRCQSeaDHVQ5U7gGRSASzs7PYm04DAP6bRIJpmw2dnZ0P+MjKKKOMMsoo48PBarViwW4HAPQBkBUKSCaTD9xFuRyo3AO8Xi98Ph8eEsaSz8vlqKysRG1t7QM+sv9/e/ca1NS5rwH8SQIJCUK4CSEmgjeoiIDttmo3VbSt4hylrfVIK0Xth316g0699TZ17Pihandr1TrqdE8He9lTZs4MUqf14OUUUI+IVKReqmAFL6iIF+4IBPKeD8Y1O2JAN4S1gOc3kxmy1puVf/4TXc+srLVeIiKinvHy8kLryJGoBTAEwBO4e4ny5cuXZa2LQeURnDlzBsaaGoQB6ABwymBAZGQkhg8fLndpREREPeLl5YXg0FD8n6cnAOAp3A0qZ8+elbUuBpVHcOjQIbzd1AQAOAYgeNQoTJgwAd7e3vIWRkRE1EM6nQ4hISG4qNUCAIY7zlPhOSr9yOnTp/G04+znjRoNoqOjeTSFiIgGhHtB5aZeDwAYhrvzAMl96w0GlYfU3t6O6kuXpLvRFhsMsFqtmDJliqx1ERER9Qa1Wg2TyYRax5U/Vscyuc/D5J1pH0JpaSlKS0sRXFUFDwC3AKjMZiQkJCA8PFzm6oiIiHpHYGAgmoOCgIoKjMDdaWPKy8tlrYlHVLphs9lQVlaGuro6POn4ne4AgL9MnIiYmBh5iyMiIupFQ4YMQeuIEbADCAYQ1NGB0NBQWWtiUOnG7du30dHRgfLyckS3twMACtRqxMbGIjAwUObqiIiIeo+Pjw8CrVaUq+/Ggzi1Gs8884ysNTGodKOhoQF5eXn47rvvMMpx/5TLej3GjBnDu9ESEdGA4u/vj9DQUJx27N/G2mxobm6WtSYGlW7U1tZi7969uHXzJu7N5lMTGIi4uDg5yyIiIup1fn5+GDp0KM56eQEAom023kdFyex2O0pLS/FcRQXO19fDF0AzAN+4OJhMJrnLIyIi6lVqtRojR47ERceVP6N5HxVla2pqQlFRETa1tODe2Sj/rVLhL3/9K3SOGSaJiIgGksDAQLQ75vwZKgSqqqpkrYdBpQstLS0oP3jQaVmmtzeio6NlqoiIiMi9DAYDPMxmAMBQAEcLC2Wth0GlC1VVVQguLZWev6bR4NbYsRg9enQXryIiIuq/9Ho99GFhAAADANHYKGs9DCpdKC4uxizH2c5fAPglIABTp06Fj+O3OyIiooHG29sb/hYLmhzPl6akyFoPg0oXTu/Zg/90XJKcrdNhxowZePLJJ2EwGGSujIiIyD0MBgNCQ0Nx1XEvlWE3bshaD4NKF1qOHwcAnAFQHhiIpKQk6PV6zpZMREQDlkqlgsViwf86Jie0//ijrPUwqHRBf/UqAKAMgMVigY+PDywWCzw8OEUSERENXCaTCf/j748iT0/8KfOcdgwqXTA7zk85D2DGjBkYM2YMYmNj5S2KiIjIzYKCgnDDasWCYcOw13FirVx4aMCFtrY2jHDM7VOuVmPZ3/6GkSNHylwVERGR++kdU8W0trbCaDTKWguDigtXrlzBKMff1319GVKIiGjQ0Ol0iImJgUqlwvjx42WthUHFhWNHj2KO429NRISstRAREfUlrVYLq9UKIYTsc9vxHBUXCv/5T3gBaAIwecECucshIiLqM56envD29kZkZCQCAgJkrYVBxYXmw4cBACcAvPDSS/IWQ0RE1Mf0jsuT6+vrZa1D1qBy4MABzJ07F2azGSqVCtnZ2XKW4yS8pgYA8DsAq9UqbzFERER9LCQkBABQWVkpax2yBpWmpibExsZiy5YtcpbxQOPtdgDAH1otNBqNzNUQERH1LavVCn9/fwQHB8tah6wn086ePRuzZ8+Ws4QHam5uRpzj71qZb3RDREQkB19fX8THx8tdRv+66qe1tRWtra3Sc3f9bvbD3/+O/wLQAWD6O++45T2IiIioe/3qZNq1a9fCaDRKD3edO1L0j38AAEoBpL7+ulveg4iIiLrXr4LKhx9+iLq6Oulx+fJlt7yPrr4e9QBKAM7rQ0REJKN+tRfW6XTQ6XRuf58t9fWoq6mBcc8et78XERERudavjqj0JaO/P/7j5ZflLoOIiGhQk/WISmNjI/7880/peUVFBUpKShAQEIDhw4fLWBkREREpgaxB5bfffsP06dOl58uWLQMALF68GDt27JCpKiIiIlIKWYNKQkIChBBylkBEREQKxnNUiIiISLEYVIiIiEixGFSIiIhIsRhUiIiISLEYVIiIiEixGFSIiIhIsRhUiIiISLEYVIiIiEixGFSIiIhIsRhUiIiISLFkvYV+T927/X59fb3MlRAREdHDurfffphpdPp1UGloaAAAWK1WmSshIiKiR9XQ0ACj0djlGJXox7MC2u12XL16FT4+PlCpVL267fr6elitVly+fBm+vr69um1if/sCe+xe7K97sb/uJ2ePhRBoaGiA2WyGWt31WSj9+oiKWq2GxWJx63v4+vryH4kbsb/uxx67F/vrXuyv+8nV4+6OpNzDk2mJiIhIsRhUiIiISLEYVFzQ6XRYvXo1dDqd3KUMSOyv+7HH7sX+uhf76379pcf9+mRaIiIiGth4RIWIiIgUi0GFiIiIFItBhYiIiBSLQYWIiIgUa0AHlQMHDmDu3Lkwm81QqVTIzs52Wi+EwCeffAKz2Qy9Xo+EhAScPn3aaUxrayvS09MRFBQEb29vJCUlobKy0mlMTU0NUlNTYTQaYTQakZqaitraWjd/Ovl11V+bzYb3338f48ePh7e3N8xmMxYtWoSrV686bYP9da277++/ev3116FSqbBx40an5exv1x6mx2fOnEFSUhKMRiN8fHwwefJkXLp0SVrPHrvWXX8bGxuRlpYGi8UCvV6PsWPHYtu2bU5j2F/X1q5di4kTJ8LHxwfBwcF44YUXUFpa6jRmIOznBnRQaWpqQmxsLLZs2fLA9Z999hk2bNiALVu2oKioCCaTCc8995w0hxAAvPvuu9i5cycyMzNx6NAhNDY2Ys6cOejo6JDGLFy4ECUlJcjJyUFOTg5KSkqQmprq9s8nt67629zcjOLiYqxatQrFxcXIyspCWVkZkpKSnMaxv6519/29Jzs7G4WFhTCbzZ3Wsb9d667H58+fR3x8PB577DHk5eXh999/x6pVq+Dl5SWNYY9d666/S5cuRU5ODn744QecOXMGS5cuRXp6On766SdpDPvrWn5+Pt5++20cOXIE+/btQ3t7O2bOnImmpiZpzIDYz4lBAoDYuXOn9NxutwuTySTWrVsnLWtpaRFGo1Fs375dCCFEbW2t8PT0FJmZmdKYK1euCLVaLXJycoQQQvzxxx8CgDhy5Ig0pqCgQAAQZ8+edfOnUo77+/sgR48eFQDExYsXhRDs76Nw1d/KykoxbNgwcerUKREWFia+/PJLaR37+2ge1OPk5GTx6quvunwNe/zwHtTfcePGiTVr1jgte/zxx8XHH38shGB/H1V1dbUAIPLz84UQA2c/N6CPqHSloqICVVVVmDlzprRMp9Nh2rRpOHz4MADg2LFjsNlsTmPMZjOio6OlMQUFBTAajZg0aZI0ZvLkyTAajdIYuquurg4qlQp+fn4A2N+estvtSE1NxcqVKzFu3LhO69nfnrHb7fjll18QERGBWbNmITg4GJMmTXL6+YI97pn4+Hjs2rULV65cgRACubm5KCsrw6xZswCwv4+qrq4OABAQEABg4OznBm1QqaqqAgCEhIQ4LQ8JCZHWVVVVQavVwt/fv8sxwcHBnbYfHBwsjSGgpaUFH3zwARYuXChNfsX+9sz69evh4eGBd95554Hr2d+eqa6uRmNjI9atW4fExETs3bsXL774IubNm4f8/HwA7HFPbd68GVFRUbBYLNBqtUhMTMTWrVsRHx8PgP19FEIILFu2DPHx8YiOjgYwcPZz/Xr25N6gUqmcngshOi273/1jHjT+YbYzWNhsNrz88suw2+3YunVrt+PZ3+4dO3YMmzZtQnFx8SP3gf19OHa7HQDw/PPPY+nSpQCAuLg4HD58GNu3b8e0adNcvpY9fjibN2/GkSNHsGvXLoSFheHAgQN46623EBoaimeffdbl69jfztLS0nDixAkcOnSo07r+vp8btEdUTCYTAHRKg9XV1VL6NJlMaGtrQ01NTZdjrl+/3mn7N27c6JRiByObzYYFCxagoqIC+/btc5pKnP399x08eBDV1dUYPnw4PDw84OHhgYsXL2L58uUIDw8HwP72VFBQEDw8PBAVFeW0fOzYsdJVP+zxv+/OnTv46KOPsGHDBsydOxcxMTFIS0tDcnIyPv/8cwDs78NKT0/Hrl27kJubC4vFIi0fKPu5QRtURowYAZPJhH379knL2trakJ+fj6eeegoA8MQTT8DT09NpzLVr13Dq1ClpzJQpU1BXV4ejR49KYwoLC1FXVyeNGazuhZRz585h//79CAwMdFrP/v77UlNTceLECZSUlEgPs9mMlStXYs+ePQDY357SarWYOHFip8s9y8rKEBYWBoA97gmbzQabzQa12nk3pNFopKNZ7G/XhBBIS0tDVlYWfv31V4wYMcJp/YDZz7n9dF0ZNTQ0iOPHj4vjx48LAGLDhg3i+PHj0lUn69atE0ajUWRlZYmTJ0+KV155RYSGhor6+nppG2+88YawWCxi//79ori4WMyYMUPExsaK9vZ2aUxiYqKIiYkRBQUFoqCgQIwfP17MmTOnzz9vX+uqvzabTSQlJQmLxSJKSkrEtWvXpEdra6u0DfbXte6+v/e7/6ofIdjf7nTX46ysLOHp6Sm+/vprce7cOfHVV18JjUYjDh48KG2DPXatu/5OmzZNjBs3TuTm5ory8nKRkZEhvLy8xNatW6VtsL+uvfnmm8JoNIq8vDyn/2Obm5ulMQNhPzegg0pubq4A0OmxePFiIcTdS7dWr14tTCaT0Ol0YurUqeLkyZNO27hz545IS0sTAQEBQq/Xizlz5ohLly45jbl165ZISUkRPj4+wsfHR6SkpIiampo++pTy6aq/FRUVD1wHQOTm5krbYH9d6+77e78HBRX2t2sP0+NvvvlGjB49Wnh5eYnY2FiRnZ3ttA322LXu+nvt2jWxZMkSYTabhZeXl4iMjBRffPGFsNvt0jbYX9dc/R+bkZEhjRkI+zmVEEK462gNERERUU8M2nNUiIiISPkYVIiIiEixGFSIiIhIsRhUiIiISLEYVIiIiEixGFSIiIhIsRhUiIiISLEYVIioz+Xl5UGlUqG2tlbuUohI4XjDNyJyu4SEBMTFxWHjxo0A7s43cvv2bYSEhAyqGW6J6NF5yF0AEQ0+Wq1WmtmViKgr/OmHiNxqyZIlyM/Px6ZNm6BSqaBSqbBjxw6nn3527NgBPz8//Pzzz4iMjITBYMD8+fPR1NSEb7/9FuHh4fD390d6ejo6Ojqkbbe1teG9997DsGHD4O3tjUmTJiEvL0+eD0pEbsEjKkTkVps2bUJZWRmio6OxZs0aAMDp06c7jWtubsbmzZuRmZmJhoYGzJs3D/PmzYOfnx92796N8vJyvPTSS4iPj0dycjIA4LXXXsOFCxeQmZkJs9mMnTt3IjExESdPnsSYMWP69HMSkXswqBCRWxmNRmi1WhgMBunnnrNnz3YaZ7PZsG3bNowaNQoAMH/+fHz//fe4fv06hgwZgqioKEyfPh25ublITk7G+fPn8eOPP6KyshJmsxkAsGLFCuTk5CAjIwOffvpp331IInIbBhUiUgSDwSCFFAAICQlBeHg4hgwZ4rSsuroaAFBcXAwhBCIiIpy209raisDAwL4pmojcjkGFiBTB09PT6blKpXrgMrvdDgCw2+3QaDQ4duwYNBqN07h/DTdE1L8xqBCR22m1WqeTYHvDhAkT0NHRgerqajz99NO9um0iUg5e9UNEbhceHo7CwkJcuHABN2/elI6K9ERERARSUlKwaNEiZGVloaKiAkVFRVi/fj12797dC1UTkRIwqBCR261YsQIajQZRUVEYOnQoLl261CvbzcjIwKJFi7B8+XJERkYiKSkJhYWFsFqtvbJ9IpIf70xLREREisUjKkRERKRYDCpERESkWAwqREREpFgMKkRERKRYDCpERESkWAwqREREpFgMKkRERKRYDCpERESkWAwqREREpFgMKkRERKRYDCpERESkWAwqREREpFj/D5GRuG0kVWs+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "for ens in range(0, 20):\n",
    "\n",
    "    with xr.open_dataset(f'output/lmr_v21_ens{ens}_reg11.nc') as ds:\n",
    "        dsm = ds.load()\n",
    "    with xr.open_dataset(f'output/lmr_v21_ens{ens}_hist_reg11.nc') as ds:\n",
    "        dsh = ds.load()\n",
    "    dsm.isel(rgi_id=1).volume.plot(c='k', alpha=0.3);\n",
    "    dsh.isel(rgi_id=1).volume.plot(c='k', alpha=0.3);\n",
    "    \n",
    "\n",
    "with xr.open_dataset('output/lmr_v21_avg_reg11.nc') as ds:\n",
    "    dsm = ds.load()\n",
    "with xr.open_dataset('output/lmr_v21_avg_hist_reg11.nc') as ds:\n",
    "    dsh = ds.load()\n",
    "dsm.isel(rgi_id=1).volume.plot(c='r');\n",
    "dsh.isel(rgi_id=1).volume.plot(c='r');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb48c794-4b34-48dc-a89d-54c8af138790",
   "metadata": {},
   "source": [
    "## ModERA "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8fd23749-2d35-4acf-af69-8502388d200d",
   "metadata": {},
   "outputs": [],
   "source": [
    "with xr.open_dataset('work/out/modera_avg_reg11.nc') as ds:\n",
    "    dsm = ds.load()\n",
    "\n",
    "with xr.open_dataset('work/out/modera_avg_hist_reg11.nc') as ds:\n",
    "    dsh = ds.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e6c70ed0-5731-417e-9a14-1a0862749282",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsm.isel(rgi_id=1).volume.plot();\n",
    "dsh.isel(rgi_id=1).volume.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "527e7e3d-cba5-4b08-b4af-49ddf9645c02",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
