{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JkUviKhSYLMF",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Climatology and Anomaly in Geoscience\n",
    "An example of how Python is used to explore global sea surface temperature (SST).\n",
    "* Wenchang Yang (wenchang@princeton.edu)\n",
    "* Department of Geosciences, Princeton University\n",
    "* Junior Colloquium, Nov. 08, 2021\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What's covered so far\n",
    "1. Python basics: `number`, `string`, `list`, `function`, `module`, `package`, ...\n",
    "2. Scientific computation: `numpy`,\n",
    "3. Data visualization: `matplotlib`,\n",
    "4. High-level and user-friendly packages: `pandas` and `xarray`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Today's plan\n",
    "\n",
    "1. A short introduction to `xarray`.\n",
    "2. SST dataset.\n",
    "3. Scientific questions to keep in mind.\n",
    "4. Step-by-step data analysis using Python.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What's `xarray`  able to do? \n",
    "\n",
    "<img src=\"http://xarray.pydata.org/en/stable/_static/dataset-diagram-logo.png\" width=\"300\">\n",
    "\n",
    "1. Open/save datasets (single/multiple, local/remote): `open_dataset`, `open_mfdataset`.\n",
    "2. Data selection: `sel`, `isel`.\n",
    "3. Computation: `mean`, `std`, `max`, `min`, `differentiate`, `integrate`, ...\n",
    "4. Split-apply-combine: `groupby`.\n",
    "5. Plot: `plot`, `plot.line`, `plot.contourf`, `plot.hist` ...\n",
    "\n",
    "http://xarray.pydata.org/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TOPbnilz9XD5",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## SST data\n",
    "* ERSST version 5: global **monthly** SST.\n",
    "* $2^\\circ$ longitude $\\times$ $2^\\circ$ latitude \n",
    "* From Columbia University [data library](http://iridl.ldeo.columbia.edu): http://iridl.ldeo.columbia.edu/SOURCES/.NOAA/.NCDC/.ERSST/.version5/.sst/T/%28Jan%201979%29/%28Dec%202018%29/RANGE/X//lon/renameGRID/Y//lat/renameGRID/T//time/renameGRID/time/(days%20since%201979-01-01)/streamgridunitconvert%5Bzlev%5Daverage\n",
    "* It covers 1854-present, but we focus on **1979-2018** today.\n",
    "* Downloaded and available on the Adroit server:<br> `/home/wenchang/JC2021/ersst5_1979-2018.nc`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Some scientific questions to keep in mind\n",
    "1. What does global SST pattern look like?\n",
    "2. Is SST getting warmer over the recent decades?\n",
    "2. How do El Nino/La Nina vary during this period?\n",
    "    \n",
    "![](https://blog.weatherops.com/hubfs/blog-files/elnino-vs-lanina-noaa.jpg)\n",
    "https://blog.weatherops.com/hubfs/blog-files/elnino-vs-lanina-noaa.jpg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Start analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:43:26.868932Z",
     "start_time": "2019-10-21T16:43:25.222395Z"
    },
    "colab": {},
    "colab_type": "code",
    "id": "2nyvaFZnYYtm",
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# xarray is the core package we are going to use\n",
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt # we also use pyplot directly in some cases\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:44:03.579148Z",
     "start_time": "2019-10-21T16:44:03.564588Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# some configurations on the default figure output\n",
    "%config InlineBackend.figure_format ='retina'\n",
    "plt.rcParams['figure.dpi'] = 120"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "azoylog2-GzB",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Open the SST data file\n",
    "Use `xr.open_dataset` to open the SST data file.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:44:56.636403Z",
     "start_time": "2019-10-21T16:44:53.628388Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 244
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 835,
     "status": "ok",
     "timestamp": 1568235456809,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "bik3mA4tYefp",
    "outputId": "c95cc7cf-0866-43b3-ca86-44fa0d0320f8",
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "file to be opened: ersst5_1979-2018.nc\n"
     ]
    }
   ],
   "source": [
    "# Am I running the notebook on Adroit or not?\n",
    "if os.uname().nodename.startswith('adroit'):\n",
    "    ifile = '/home/wenchang/JC2021/ersst5_1979-2018.nc'\n",
    "else:\n",
    "    ifile = 'ersst5_1979-2018.nc'\n",
    "print('file to be opened:',ifile)\n",
    "ds = xr.open_dataset(ifile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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.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;\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, 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.Dataset&gt;\n",
       "Dimensions:  (lat: 89, lon: 180, time: 480)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 ...</pre><div class='xr-wrap' hidden><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-7a7b88ac-e04f-43bf-b890-e4d2d7fc095e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7a7b88ac-e04f-43bf-b890-e4d2d7fc095e' 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'>lat</span>: 89</li><li><span class='xr-has-index'>lon</span>: 180</li><li><span class='xr-has-index'>time</span>: 480</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7e0689a3-81f1-4435-8c8a-1c8c97a07c44' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e0689a3-81f1-4435-8c8a-1c8c97a07c44' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-88.0 -86.0 -84.0 ... 86.0 88.0</div><input id='attrs-c53262e9-30a7-46c4-9f01-fc0fe9e17a5d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c53262e9-30a7-46c4-9f01-fc0fe9e17a5d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-faadd6a1-07a2-4b89-9d51-31895c70e2a9' class='xr-var-data-in' type='checkbox'><label for='data-faadd6a1-07a2-4b89-9d51-31895c70e2a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([-88., -86., -84., -82., -80., -78., -76., -74., -72., -70., -68., -66.,\n",
       "       -64., -62., -60., -58., -56., -54., -52., -50., -48., -46., -44., -42.,\n",
       "       -40., -38., -36., -34., -32., -30., -28., -26., -24., -22., -20., -18.,\n",
       "       -16., -14., -12., -10.,  -8.,  -6.,  -4.,  -2.,   0.,   2.,   4.,   6.,\n",
       "         8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,  24.,  26.,  28.,  30.,\n",
       "        32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,  48.,  50.,  52.,  54.,\n",
       "        56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,  72.,  74.,  76.,  78.,\n",
       "        80.,  82.,  84.,  86.,  88.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 354.0 356.0 358.0</div><input id='attrs-cfdd5325-a1c9-49a3-b4a0-859a7d2d1989' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cfdd5325-a1c9-49a3-b4a0-859a7d2d1989' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c5ea6a4-6e44-41cb-9149-2cff96eb66e8' class='xr-var-data-in' type='checkbox'><label for='data-2c5ea6a4-6e44-41cb-9149-2cff96eb66e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>gridtype :</span></dt><dd>1</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,\n",
       "        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,\n",
       "        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,\n",
       "        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,\n",
       "        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,\n",
       "       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,\n",
       "       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,\n",
       "       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,\n",
       "       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,\n",
       "       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,\n",
       "       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,\n",
       "       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,\n",
       "       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,\n",
       "       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,\n",
       "       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.],\n",
       "      dtype=float32)</pre></div></li><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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-16T12:00:00 ... 2018-12-...</div><input id='attrs-733734b7-9c01-4229-ac0a-ab73c195c959' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-733734b7-9c01-4229-ac0a-ab73c195c959' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d836330-aa8a-4df0-872a-a92c86bcca36' class='xr-var-data-in' type='checkbox'><label for='data-8d836330-aa8a-4df0-872a-a92c86bcca36' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>gridtype :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-16T12:00:00.000000000&#x27;, &#x27;1979-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1979-03-16T12:00:00.000000000&#x27;, ..., &#x27;2018-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2018-11-16T00:00:00.000000000&#x27;, &#x27;2018-12-16T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3e7b89ef-cdfd-4d69-a9be-d137f62bae2f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3e7b89ef-cdfd-4d69-a9be-d137f62bae2f' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a1495487-8155-4767-b5be-40bc9ab655ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1495487-8155-4767-b5be-40bc9ab655ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1762756-3a22-4e00-951e-3c0920dd1ac6' class='xr-var-data-in' type='checkbox'><label for='data-c1762756-3a22-4e00-951e-3c0920dd1ac6' 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>pointwidth :</span></dt><dd>1.0</dd><dt><span>long_name :</span></dt><dd>Extended reconstructed sea surface temperature</dd><dt><span>units :</span></dt><dd>Celsius_scale</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>expires :</span></dt><dd>1604275200</dd><dt><span>file_missing_value :</span></dt><dd>-999.0</dd><dt><span>history :</span></dt><dd>Averaged over zlev=0.0 meters minimum 0.0% data present</dd></dl></div><div class='xr-var-data'><pre>[7689600 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-877af41f-c968-48d5-b38a-2e6f5790f67f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-877af41f-c968-48d5-b38a-2e6f5790f67f' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lat: 89, lon: 180, time: 480)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 ..."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:45:50.502872Z",
     "start_time": "2019-10-21T16:45:50.485172Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 680
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 373,
     "status": "ok",
     "timestamp": 1568235473744,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "0zlj6wYmblPe",
    "outputId": "f157298b-4297-41c6-a43e-798e4c8b1e19",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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.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;\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, 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;sst&#x27; (time: 480, lat: 89, lon: 180)&gt;\n",
       "[7689600 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "Attributes:\n",
       "    pointwidth:          1.0\n",
       "    long_name:           Extended reconstructed sea surface temperature\n",
       "    units:               Celsius_scale\n",
       "    standard_name:       sea_surface_temperature\n",
       "    expires:             1604275200\n",
       "    file_missing_value:  -999.0\n",
       "    history:             Averaged over zlev=0.0 meters minimum 0.0% data present</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 480</li><li><span class='xr-has-index'>lat</span>: 89</li><li><span class='xr-has-index'>lon</span>: 180</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-46bbaeea-5f53-4b3a-a0a6-093777d7773e' class='xr-array-in' type='checkbox' checked><label for='section-46bbaeea-5f53-4b3a-a0a6-093777d7773e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[7689600 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-0d085404-109b-4587-a72b-13e139675768' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0d085404-109b-4587-a72b-13e139675768' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-88.0 -86.0 -84.0 ... 86.0 88.0</div><input id='attrs-0fe2978c-4d62-44eb-906d-27698c155a4d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fe2978c-4d62-44eb-906d-27698c155a4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ccb090d-b38d-4bf0-b430-d3f60bfe1d09' class='xr-var-data-in' type='checkbox'><label for='data-6ccb090d-b38d-4bf0-b430-d3f60bfe1d09' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([-88., -86., -84., -82., -80., -78., -76., -74., -72., -70., -68., -66.,\n",
       "       -64., -62., -60., -58., -56., -54., -52., -50., -48., -46., -44., -42.,\n",
       "       -40., -38., -36., -34., -32., -30., -28., -26., -24., -22., -20., -18.,\n",
       "       -16., -14., -12., -10.,  -8.,  -6.,  -4.,  -2.,   0.,   2.,   4.,   6.,\n",
       "         8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,  24.,  26.,  28.,  30.,\n",
       "        32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,  48.,  50.,  52.,  54.,\n",
       "        56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,  72.,  74.,  76.,  78.,\n",
       "        80.,  82.,  84.,  86.,  88.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 354.0 356.0 358.0</div><input id='attrs-27caf6fc-728f-4024-966a-f0024974dfc5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-27caf6fc-728f-4024-966a-f0024974dfc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef4b416f-278b-48fb-bab7-55b61f5b2021' class='xr-var-data-in' type='checkbox'><label for='data-ef4b416f-278b-48fb-bab7-55b61f5b2021' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>gridtype :</span></dt><dd>1</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,\n",
       "        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,\n",
       "        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,\n",
       "        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,\n",
       "        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,\n",
       "       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,\n",
       "       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,\n",
       "       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,\n",
       "       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,\n",
       "       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,\n",
       "       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,\n",
       "       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,\n",
       "       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,\n",
       "       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,\n",
       "       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.],\n",
       "      dtype=float32)</pre></div></li><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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-16T12:00:00 ... 2018-12-...</div><input id='attrs-15cea2a9-84dc-403d-96a9-5c93c3fea8fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15cea2a9-84dc-403d-96a9-5c93c3fea8fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1fb857c1-a53d-430b-9a5e-35df9a1c881e' class='xr-var-data-in' type='checkbox'><label for='data-1fb857c1-a53d-430b-9a5e-35df9a1c881e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>gridtype :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-16T12:00:00.000000000&#x27;, &#x27;1979-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1979-03-16T12:00:00.000000000&#x27;, ..., &#x27;2018-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2018-11-16T00:00:00.000000000&#x27;, &#x27;2018-12-16T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3e90b3e1-79a9-4a84-940b-acc15062997c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3e90b3e1-79a9-4a84-940b-acc15062997c' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>pointwidth :</span></dt><dd>1.0</dd><dt><span>long_name :</span></dt><dd>Extended reconstructed sea surface temperature</dd><dt><span>units :</span></dt><dd>Celsius_scale</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>expires :</span></dt><dd>1604275200</dd><dt><span>file_missing_value :</span></dt><dd>-999.0</dd><dt><span>history :</span></dt><dd>Averaged over zlev=0.0 meters minimum 0.0% data present</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'sst' (time: 480, lat: 89, lon: 180)>\n",
       "[7689600 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "Attributes:\n",
       "    pointwidth:          1.0\n",
       "    long_name:           Extended reconstructed sea surface temperature\n",
       "    units:               Celsius_scale\n",
       "    standard_name:       sea_surface_temperature\n",
       "    expires:             1604275200\n",
       "    file_missing_value:  -999.0\n",
       "    history:             Averaged over zlev=0.0 meters minimum 0.0% data present"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sst = ds.sst\n",
    "sst"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZJsFwOBn_i3B",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Explore the data by making simple plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:46:50.905133Z",
     "start_time": "2019-10-21T16:46:50.439421Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 497
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1546,
     "status": "ok",
     "timestamp": 1567700510045,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "0kyXFOn7e3HU",
    "outputId": "13ca50d3-bd9e-4769-a00e-4e8ada0836fa",
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fd03ff8a5e0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 463,
       "width": 695
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# first time point\n",
    "sst.isel(time=0).plot()\n",
    "# sst.plot(bins=100, density=True, cumulative=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "a3jcFWMof03G",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "More experiments on plotting:\n",
    "* select date/time explicitly\n",
    "* change colormap/levels\n",
    "* contourf/contour\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:49:28.755441Z",
     "start_time": "2019-10-21T16:49:28.317993Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 497
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1530,
     "status": "ok",
     "timestamp": 1567700514321,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "vfJqB6dBgWU3",
    "outputId": "b960cfd3-2403-4b49-a926-93f3b7d02cc6",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fd0410bb1f0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 463,
       "width": 695
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# specify date/time explicitly\n",
    "# sst.isel(time=0).plot()\n",
    "sst.sel(time='1979-01').plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:50:08.819659Z",
     "start_time": "2019-10-21T16:50:08.366082Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 497
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1184,
     "status": "ok",
     "timestamp": 1567700519284,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "WS-0wsl3n7gi",
    "outputId": "aae88fe2-11e0-4c8a-93c1-c585a9cf822f",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fd04173ed30>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW8AAAOfCAYAAAC36DGmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAACTpAAAk6QFQJOf4AAEAAElEQVR4nOzdeZxcZZX4/89JSICQsARk38EAIgIKCi6s4r5vjKICjsM4Oo7KuIzzU8F9nOHLjDoq4gYuDKAg444Lm4MgyCYgEEEIyE5CMGEJgZzfH/e2fbtS3V1VXVW3uvvzfr3qVbeeep57z62uqu4+9dR5IjORJEmSJEmSJA2WGXUHIEmSJEmSJElanclbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAbRG3QFI0mQWEccCx1SatsvMW+qJRoKIeAqwO/AEYCZwO3ATcElmZp2xtWvQzyUi1gKeDWwNbAwsBv4M/F9mLqsztqkqItYH9gF2BNYDHgOWADcCV2bm/fVFV6+ImAUsAHYFNgXmAcspnpdXAn/IzFW1BQhERABPp/j5bQE8RPGauSwzb+vicZ5A8TzZElgXuBO4BbgwMx/v1nE6ERFbAXtRnP8cive1PwKXdut9LSLWAJ4JbAtsBvyF4nG+KDPv68YxJElS/5i8lSSphyJiE2BvioTF3uVlw0qX8zPzgAkeY23gncC7gM1H6XZrRHwD+HRmrmhxv0cA35hIbBVHZuZJLRyzJ+fSTRGxIfAJ4PUUCcRGD0XE94F/zcxbOzxGz583E9Hv+CLiYOC9wCEUifxmMiKuBf43Mz/UMP48YP9uxdPEoszcttkdZZJ/D4Yfq6cDTwSi0q2jD/4iYjPgtcALgP2AdcboviQivgZ8NjNvb/dYE1EmE/8ZeBtFQrHRqog4F/hYZl4wgeM8Bfg48EJgVpMud5fvHR/LzIc7PU6Hse0PfAQ4gObffrw5Ik4A/l+nCeaImAN8GDgS2KRJl5UR8RPgw5l5dSfHkCRJ/RcDMHFFkmoTEQcA51aaWkowVcYfizNv1SAiNgc+R5Go2Xqc7hNKckXETsCPgR1aHHINcGhm/qGFfR9B95K3f5OZp41zvJ6dS7dExH7A/zB6YrlqKcV7ylkt7rtvz5tO1BFfRKwHnAi8ro1hKzJzrYb9nEefk7cRcQzwMmA3micSq9r+3RER/06REG23DNoDwDsy8zttjutIRGwJfJdiJux4VgGfzMyPdHCctwPHA2u20P064DX9eu+IiE8AH6S1n9VvgNe1m2CPiF2B7wE7t9D9EeA9mXlCO8eQJEn1cOatJEndtzHw6l4fJCJ2AS4ENmi460/A1cAKiq8n78nwLL8nAz+PiGf0cfbdI8DZY3WYDOdSJkd+RPF19CGPA5cAt1F8Vf0ZDCeP1gdOj4hDMvP8Fg7Rl+fNBPQ1vnJ27y8okp9VDwJXUHwVPsu4ngLM71dsLXolRdmPXtme5snAG4GbgfuAuRSzfreq3L8e8O2ImJuZX+5hfETEXOAnrP4zvBa4nuK19DSGZ23PAD4cEY9k5qfaOM6bgS80NP8FuJSirMYOwFMr9+0C/Cwi9s7Mu1s9TifKJP7/19B8H3AZxXN5Z+BJlfueCfwoIp6dmQ+2eIzNKN5jt2i46zKK99ANKT50GXrvWgv4UkQs61cSX5Ikdc7krSRJ/fMYxT/SCya6o/LrsWcwMtl5M3BUZv6yoe8TgS8DB5ZNWwD/GxFPH6cG5veA8zoI71+Av6/c/t/MXDpa5z6dy4SU5Rx+wMjE7XnA32bmnyr9NgU+D7ymbJoFnBERT8rMezo8fNeeNz3S9fjKUgM/ZmTSbxHwAYrn0yNNxuxB8bgf1mSXf0ORsBrPa4D/qNw+g6Jcw3gea6HPkNspkqrNSm506hLgK8BPMvOOxjsj4kDgvxmZJPxiRFyWmb/rYhyNvsLIn+GfgcOqpRHK19Y/Ax9j+IOZT0TEJY2v/2bKUgknNjR/nqI0wAOVfrsD36GoCQxFQvu7FOUmeiIiXsDIb+ck8CHg+OpzuCyp8B2Gk697AF8C3tzCMYLieVpN3F4NvDEzf1/ptz5FSYl/rPT7akRcmZnXtn5WkiSp30zeStIEZOaxwLE1h6HBlBQz4C6tXC6nqEN4cxf2/3aK2WNDbgf2y8w/rxZI5h/LJMKPgeeWzU8D3gScPOoJZC6nWPCoZWUi4QUNzaMeo9Tzc+mCt1PMdBxyMfDCxiRiZt4VEYdSJL5fWTZvSJHQPrqF4/T6eTNR/YrvIxQ/1yHnAC8bayZiZl4JXFmWs2m8765WDhoRjYs5LZ9gKZwlwO8Yfqwuycw7u1jG4ZcUtZUvHatTZp4bEc+g+MBh6HGdQZGoPnC0cRMREU+jSJoPWQo8p/HxLGvPfiIiHqQoewBFEvczEbFXC4t4fZKRpRL+KzPf09gpM68qy55cxnDd3edExMsy8wetnVXryvfCzzCytvF7MvOzTWI7PyKeQzGjfCip/8aIOL58Xo/lVcC+lds3A/s3Lt5XfoD2zohYBfxT2bwWRUL3VS2dlCRJqoU1byVNaxOteSs1U84aXKvZbNOI2JaRSa62a4NGxAyKr+lX666+KjO/P864LYGFwNpl0yJgh26uvl7O8Dun0nQnsNVoxxjkc6kcay3gVuAJZdMqYPfMvGaMMZsCN1CsdA9F6Yjtxkoi9vp5M1H9ii8inkyREB6qE3s98LTMfKiT/bV57CMYWef55Mw8osN9bTraz7tJ8raTmrdbt7sgXkTsTFEremjRtwS2bDZbd6Ii4ofASypNb8/ML43RP4CLKEqPDHlFZv7vGGOeRpEcH7II2GWsxcgi4kUUH/4MuTIz9xytf6ci4tUUH+IMuRh45ljJ6LJub7X8w1mZ+crR+pdjfs/I2c0vysyfjtF/DvAHYJtK854tJIklSVJN2l3gQJIkjSMzHxmrTEAX7MHIZOci4KzxBpUzWavJhG2A53QzMODwhtvfHiehugeDey5DDmE4cQvw87ESt/DXmZ7/U2lai3Fmt/XheTMhfYzvw4xc4Osf+5G47bZWZ/tOYP9tJW7LMdcDF1Sagh68biJiA0bOwF/KOIsflknN/2poblYCo+oNDbe/NFbitjzOTyg+WBmyR0Q8abT+E9AY23+1MIv46xSP1ZAXl4v2NRURuzEycXv9WIlbgPK11LhQWWOskiRpgJi8laQBERGbRcQrI+KdEfEvEfGmiBhvRXciYqOIeFVE/HM57siyLmg3YpofES+NiKMi4oNlbK+NiMZFUdRfz264/csWkgJ/7dtwe8xZXe2IiHVYfUGr8UoZDOS5NHhpw+1vtziucSGgl3UhliktIjYEXlFpuiIzf1VTOFPVVQ23N2/aa2JeyMjybN9rVqe4ibOAaqL++RExe4z+ja/NVhff6ulrs4z5eZWmB2ntQ6lHgDMrTbMoHsvR+N4kSdI0YPJW0rQUEbdERDKyZALANyIiR7mc12Q/xzb02XaMYzbtGxFPiYgfUHx1/Ezgc8CngW8CN0fEqRGxcZP9bRURp1B8Lf0M4Lhy3NeBhRFxbvkV2bZFxIsj4v+AeykWafoy8KkyttOBP0fEZRHxkjF2o95pTLZc18bYPzTcbqxPOxGvpliIachlLSyEM6jnUnVIw+1ftzjuEmBF5fYBETFrtM4CihmA1WTdt+oKZAprXFytF8/Jjl4zZfKyWr93XUaWUfiriNgGqH5QeXOzOtmjaIynMd6J2peR74WXZOaK0To3aCe2Th/n2yi+5TBkp1Y+LJYkSfUweStJNSpr4l1CMXtmZpMuM4BDgYsjYvPKuGcDVwKvZ/TFJw8AfhPFCuytxrNBRJwN/Ah4FmP/nngq8MOI+J9xZkap++Y33H6gaa/mGvvuEBFrNu3ZvsaSCSe1MGZQzwX4a33Iam3Iu1v9unqZrLmy0rQmsEP3opuS9mu4fU7TXpqIxufg3eMNiIiTGj58PHacIbs23L6kjfguHmdf3TjGJRT1fsc7BlDUx284/1vG2X8/zr/xvlWMrP/b7nF6UTpCkiR1gclbSarPs4BTGF4l+zrg+8B3KRaUqdqO8muOEbEL8BOGk163AD8ETqWYsVT9h3QD4LRWkqtlcvhCRn7VE4rZtz8vY/0BI2frQLGa+FnlwlPqj8YZXO0kLNdquD0TWDCxcIqZ4BQfGAxZyciar6MZuHNpsBMjV4v/U5vjb264vdPEwpny9q5sP0T5XhgRm0bEeyPiwoi4IyJWRMSdEXFJRPxbRDy1nnAnl/LDiMbZmu0k/FpVfZ4nq78OxtLqa6axveXXZln3tZq03mSs2rId6Dg2it/pY+0L+Gtd4Wot7rvbrA3te5MkSZPEaLO1JGmqezbFe+A+jEwwvY+RiyBVtVKvrx3/TfH14IuBf2hc6TkiDihj2bBsOiAiXgp8AphHkex9e2ae1zBud4ok8HZl0wLgrcAXRwskImZSPA67VJovA/4lMxvrig7F9iVgqCzDCykeu8+MdoxORMRGjPzqaS/cl5nLe3yMbru/4fambYxt1veJwNWdhwPAmxj5ofCPMnNxC+MG8VyqGmcp3tbm+Mavce84gVimtIiYz8hZzjdl5uMR8RaKhazmNQzZtLzsDXwgIs6geC+9tx/xTlJHMvI99eYWSpu0pXzfXrfSdG8bJQOg9ddMN16b1feQHSl+73VDx7Fl5iMRcR+wUdm0fkRs2OT91PcmSZKmCZO3kqalobp4TWrU3peZt/QpjPWB84AXNlvIJTPPi4g3UcyyHfLNctw1wH6Z2Zj4IjOviohXAFcwnEw7nDGSt8DRjPy68hnAGzLz0Wady9j2paiv9+Sy+SMR8dUWE3atOo7Vv4rfbUfS2tf7B8n1Dbef3sbYvZu0dWPG2Zsbbo+3UNmQQTyXsfbXbmKwsX+345tKNmm4fWdEfBj4WIvjXw3sGRHPz8wbuxva5FfWTv9oQ/N/9eBQ/XrNDPJrsxuxbVS5vR7Q+Lt1kM9fkiR1kV9xlaT6PAy8cawVuDPzp4xMbq1P8RXUNzVL3FbG/R74RaVpr4hYp1nfskbo0ZWmm8q4miZuK8dYChzGcJmGOcBRY41R1zQuSnNgRDQmvkbz+iZtE5rdHBH7MPIrt/cy8kOHsQzUubSwv3Zn4D88zv40bP2G209mZOL2PIoZ3ntQ1Od8GUU5mWqpmO0pyrjM6VWQk1FEBPANhr/JAcXvli/14HD9es0M8muzH7EN8vlLkqQuMnkrSfU5LTNvb6Ff44I95zaWWGhh3Axgt1H6vYqRXx395FgJ5aoySXxepenFrYzTxJQrhV9YaZoFfGq8cRHxZoZnSldN9J/2xtnRp2TmylYGDuC5NGr80KPdBElj/6YfoghYfebf5pXtf87MAzPz25l5VWZel5k/zMw3UpRtqSaidgWO7XGsk81HgBdVbj8GHNnG6/SIzIzK5dgxuvfrNdO312Zmntdw/tuOs+9+xOZ7kyRJ04TJW0mqz89b7HdTw+1fNO21usavDT+haS84qLKdwJkt7n/IBZXtvcqZvF3RJGHQi8tJ3Yq3z/694fZbIuIDo3WOiIMZvXRGjtI+rvLnfWhDc6slE4YMxLm0qN39N/aPpr0Eo/9d+sXMPH60QZl5NvCOhua3dXkBqkkrIg4Fjmlo/tfMvLhPIfTrNTPIr81+xDbI5y9JkibAmreSVJ/GWp+j+UvD7Rs6HLdu017wrMr2ncAG5SrWrarO3FqTYrZcOyuLqwOZ+YOI+B9Glg74t4h4EfAV4PfAoxSL2hxKUeJiKDl2ByNnNS6dQCgvBarPl6sz84p2dtDrc2lj4bvHhuphVzzYcHvtFvYzVv9aFseLiDWALVvsXtcifo2PNRSzAz883sDM/EZEvJeinAIUi5u9GDile+FNPhFxEEWt9Gpi7ouZ+R89PGy/XjOD/NrsR2yDfP6SJKmLTN5KUn0eaLHfY10aN2uUftWETjcSr/O7sA+15iiKkhcHVtr2Y+Tic41+CFwHvL/StnQCMTSWTDipw/308lxaXfhuEbBtQ1tjgmStFvYzVv+6EiRb0vrrsq5F/Jo9Nj/PzCUtjv8O8MnK7f2YxsnbiHgacBYwu9J8KvDOHh+6X6+ZQX5t9iO2QT5/SZLURZZNkKT6rOrzuNWUs/HmdWt/JRc96ZNyduTzKZKTK8bpvgr4D+A1jKxxDHB3J8cvV69/QaXpMYoEWtvqPpcxNH5YslHTXqNrLFfS6ocv01Gzx+aSNsY39t15ArFMahGxE/BTRr6//wR4c2Z27XfIKPr1mhnk12Y/Yhvk85ckSV3kzFtJmt5Gm407EV2rm9fG190noq6viHdFueDQ+yLic8AbgecBT6T4R/4h4FaKOsnfyMw/AETEgobdXNnh4Q9j5N8SZ2dmx8nTms9lNI01p7dqc3xj/8b9adgtFGVYqu9Ld7UxvrHv/IkGNBlFxNYUr5Nqcu7XwGtaXaBsIjLz3oj4C8OlejaOiDUzc7wPZYa0+poZ5Ndmx7FFxFqM/Nk9kJmLm3RtrGs/SOcvSZK6yOStJE1jmflwRDzMcO278zPzgBpDatTq190noq6viHdVZt4GfLq8jCoiZgN7Vppuysz7Ozzsmxtun9Thfkbo9rlk5hHAER2GcwPFwj5DH0ps3+b47Rput1rruqsy8xYGfEGizHwsIm4Edqk0t5rwa9a3a4snThYRsQnwS0Ym5i4HXpKZD/cxlBuAvYfCoihH0mq99lZfM43tLb82I2IOsEml6e7MXNrq+BZ0HBurl25pev6ZeX9E3MtwonfTiJiTmQ+1eJyBeG+SJEnjs2yCJOmeyvYTa4tC/bIvI5NaF3Syk4h4CrBHpel+ihq0/dSVcxlLZj5IUQt3yKblzMZxlcnlPSpNj+LstvFc03B7vTbGrt9wu9VauVNCRKwPnM3I9/HrgRdkZuMClr12bcPtZ7QxtrHvH3pwjL0Z+WHGaMfoVD/Ov/E4M4C9enQcSZJUI5O3kqa7rDuAAXBxZXvziJi2dSKniW4tMNa4n1Pb+Fp0t3TrXMbzy4bbz2lx3NMZmVw+tx9fW5/kzm64/aQ2xjb2vX2CsUwa5UzSHwO7V5pvAQ7JzHtrCKmj10xZMmDvStMyRv6O+qvMXAT8sdK0XURs0WJ8jfH8vMVxrbqYkQuAPT0iWp0J3k5snT7OWzJyhu8NmXlrK2MlSVL/mbyVNN01JptmN+01tTX+83dEHUE0k5lHZGb0+HJS3efZL+U/7IdWmv6YmW3PVo2ImRT1bqtOmkBobevWubToBw2339jiuMZ+jfvR6n4APF65/dw2xjb2vXDi4Qy+cob394FnVprvAp6bmX+uJyp+QrGA4ZBXl4nZ8bwCWKdy+2eZ+egY/Rtn+7f62mx8/+rqa7P8IKuadF2H4tzGVD5Gr640raRYeG40jXE3ntdofG+SJGkSMXkrabprXF25ceX66eB0iq+8D3lnRFg+YWr6PDCncvvYDvfzAkbWi7w+My/pNKgOdetcWvFLoDp78XkR8eSxBkTEpsDrK02PAGf2ILYppZwlWp19uyAiXjDeuDKZ/5rqrhg76TUlRMQM4NsUi/sNWUIx47a2Eh1l7emfVZo2oKgvPqqICODdDc3fGedQpzTcfltErN205/BxXgRUv2Fy1dACiF3WGNu7y3Mcy1sYWf7jx5nZ+HfKX2Xm1YwsNbJLRLxwrAOUj8/bGpr/Z5y4JElSjUzeSpru/kQxs2XIQXUFUpeyFuL/qzTNAX4cEY2LmYwpIvaIiHbq7WmCIqKlhUej8FlGzvz6RWY2Jhda1bhQ2ckd7uevajyXcZULPX2m0jQD+MpoX4MuE2pfBNatNJ+QmXf1KsYp5sOMLGnzpYjYeLTO5czTbwDVmZ0/yszpsADTCcBrK7eXUdS4bawdPCERcVJEZOVybAvDPtpw+1MRsc0Y/d/FyDqsVzDOjNDMvAz4UaVpW+BTo/WPiA2A/25oPmasY5TjDmg4/1vGG0PxYc3vK7f3Af5pjGNsy8jYk9Ufw2aObbj93+V5jubTQPXncFZmXtHCcSRJUk1a+kdJkqaqzFwREZcAzyqb9o+Ir1LMQrmVkYndR6Zw8uUzwCHA/uXtJwJXRMSnga9kZtOFf8qFm14KvA7YD/gH4He9D3fwRcRGwNwmd23ZcHut8p/2Zv6cmY+Nch/AGRFxF3Aq8OvGvmUS8dnAv1Es7jXkPuCoMfY7qnJRpJdVmlZRzPybqL6fS5u+CLyd4VXj9wF+FhFvycybK3FuCnwOeGVl7GKKhMm4+vS86Vg/4svMyyPiZIZLuGwL/F9E/F1mnt8QzxOBLwMHVpofAv5ltP33S/kV+NG+zdFYQmDLUSZlLs3MpaPs/5PA31WaVgHvBO4d47FvZnlm3tdG/5Zk5u8i4lTgb8qm9Sl+jm/IzF8P9Ssfp38GPl4dDrw/M1upS///Ufz+Gvow5d3l+8WHqwu1RcTuFO9V1Q8mf52Z/9vembUmMzMiPkBRQmLoh/ufEbEOcHxmPlKJbT+KWcbVBfq+k5lXtnCoM4GLGH5f3B44PyIOK2fmDh1jPeATwD9Wxj4CfKitE5MkSX1n8laSiq9fP6ty+2/LS6PzgQP6EVC/ZeZjEfFa4BcML3izHkWi7FMRcQ3F4jfLKGbmzqdYHOgJ/Y920jiO1RfUauYZwM2j3LcdxeM+mnUoEpdHAQ9FxO8pFml6FNgY2K28rloCvCgzx9rvWA5lZOLpl12qq1nHubQsMx+OiJcDvwHmlc0HAH+MiIuBP1Mk6vZh5CJlK4HXZOY9LR6qH8+biehXfP9A8dX2fcrbTwTOi4gbgaspHtcdgKcynBiDIoH51h59Db5d+wDnttj316O0f5TRS4I01jedQWe1p6uJ8m77O2BXitcvFEn+C8rfKddTfBCwF7BRw7gPZ2ZjPfamMvP3EfH3jDz3fwKOKD+cXULxXHlaw9A/U3zw2DOZ+bOIqP4MA/gkRYL5dxQfNOxM8RhVXcnqpQ1GO0ZGxGuAS4HNy+bdgKsi4jKKbxhtSLGA4ryG4W/NzGvbOSdJktR/Jm8lTXuZeVpEPAN4T92x1Ckz742IZ1LMYqsuZjIDeEp5GXMXrF5DWP0zh+FE12guB16fmQsncJzGxN2ESyY00a9zaUtmXhMRL6GYmT+UJJnJyA9/qpYCb8nM83of3dSSmY9ExEuBb1HUWB6yY3lp5kHgsF7NpFT7MnN5RLyYorZ69TX95PLSaBXwqcz8ZJvHOTki5lF8uDD04cm6jL7g3XUUH6r049s0H6NYDPVfGC5Z9wRgtNq0vwFel5kPtnqAzLwjIp4PfA/YqWwOisR4s3JGjwBHZ+Z4NYUlSdIAsOatJAGZeTTFTLEvUMxeWUwx429aycyHMvNNFDOUvgssH2fI48DFFDUDd8hMFz3pr28CFzJyVfdmrqSYTf70iSQ7y6+oV0sW/IVilftu6Ou5dCozL6D4IOMERv+w4mGKxYp2z8xuPT7TTmbel5kvBN4KXDVG12UUP48FJm4HT2beBjyHInm5aLRuwDnAgZn54Q6P898Us0t/yOjvI3dTfKNkr37Nzs7C/0dRU/9cRtZzrrqF4jHaLzNv7+A411DMRP8MMNpM/5UUj8/TM/NL7R5DkiTVI1orJSVJmo7KRaSeTvGV0w0pvtr+IEVy+wbgD5k5XoJXPVbWUNyTYkbixhQzzx6iSJRckpm31hheWybTuZS1Op8DbE0R6xLgNuD/qrU21R0RsQvF18E3p3he3AfcCPwmM1eONVaDIYrCvs+geH1vTvFBx+3ApWWSt1vH2Zhipu+WFDNw76Io43Fhr+pBtxHb1hSzYbcA1gbuoHge/7bFGr+tHGMNim8EbEdRzuUvFGUiLsrMe7txDEmS1D8mbyVJkiRJkiRpAFk2QZIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAbRG3QFIVRFxF7A+8ChwW73RSJIkSZK6bCtgNrA0MzetO5hui4gfADvUHUcTN2Xmy+oOQlL7TN5q0KwPrFlenlRvKJIkSZKkHlm/7gB6ZAf8X1ZSF5m81aB5FFhz9uzZbLf9IH5YKUmSJEnq1M1/uolHH30Uiv/9pqwZwHrMqjsMHmAlq+oOQtKEmLzVoLkNeNJ22+/Aby75Xd2xSJIkSZK66JlP34sbrr8OpniZvPWYxevYvO4wOJ07uJ+VdYchaQJcsEySJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBtAadQcgSZIkSZPN/Hlz6g6hLUuWPdTV/U228x903f75SHWKiG2BQ4D9gd2ArYG5wDLgz8BFwCmZeX4L+8oJhHJyZh4xgfHSQDB5OwlExD7Am4B9gW2BecDDwN3AFcBZwBmZuaKNfR4MHA7sA2wBrKB4Ez0b+FpmXt+9M5AkSZIkSVNZROwJnAA8fZQuG5SX3YCjIuI84PDMvLVHId3Vo/1KfWXydoBFxAbAV4FXNbl7XnnZEXgt8LGIeHNm/macfa4LnAgc2nDXHIbfRN8VEcdk5qcneAqSJEmSJGl62InVE7cLgWuA+4D1gWcCW5b3HQBcFBHPycw/jbLPL7Rx/F3LfQ75dhtjpYFl8nZARcTawC+Ap1Wa76WYaftn4AkUb0zbl/ftAPwiIg7KzN+Oss9ZwJnAwZXma4DLgLWB/YBNgVnApyJiVmZ+rGsnJUmSJEmSprobKSaifTszb6/eEREzgCOBz1FMItsc+E5EPDMzVyuRkJn/2OpBI+K7lZuXZ+Y1nQQvDRqTt4PrfQwnblcBHwGOz8yHhzpERFDMoD0BWI/ije9EYPdR9vlhhhO3jwBHZuaplf3NBj5RHhvgoxFxfit1aCRJkiRJ0rR2J0Vi9luZ+XizDpm5CvhaRCyhmFwGRTnH51GUcexI+c3ll1aaTu50X9KgmVF3ABrVkZXtz2XmJ6uJW4AsnAr8baX5KRGxW+POImJj4OhK07uridtyf49m5vuB0yrNlk6QJEmSJEljyszzM/Ok0RK3DX2/D1xSaXrxBA//N8Ca5fZK4JQJ7k8aGCZvB1BZl3bbStP/jDPkLKC6POmCJn0OB9YptxdSzNAdzfspZvsC7FsWHZckSZIkSeqWCyvb205wX4dXtn+cmfdNcH/SwDB5O5jmNtxeOlbn8lOtv1Samv1cX1HZPqlZLZnK/m4FflVpeuVYx5ckSZIkSWpTNS8xs9OdRMQC4BmVJksmaEqx5u1gupeiJu1a5e1dKWbLNlWWRNi40nRVw/1rUdSQGXJeCzGcBxxSbh9EUXNXkiRJUh8sWfbQ+J0kaXKrlny8bQL7qc66vQ/48QT2JQ0ck7cDKDNXRsRPGZ7x+uGIODszR/sL7t8Ynm37q8xsTPTuVLk/gStaCOPyyvYuLfSXJEmSNAXMnzen7hCmnYk85ib6NRlFxFYUE8WG/LLD/QTwxkrTKZm5ciKxSYPGsgmD61+B5eX2nsDvI+LwiNgxItaKiK0i4sUR8WuGFze7jpELnQ3ZqbJ9T2Y+0sLxb61sz4+IJ7R7ApIkSZIkSU38J8OlEm4Fftjhfg4Ctq7ctmSCphxn3g6ozLw+Ip5N8Qa2FbADcNIo3ZcC3wH+NTP/0uT+DSvbd7cYwl0Nt+dTlHNoW0S8A3h7i9136OQYkiRJkiRpVDtExLUt9v1iZn6hV4FExOHAqytNH8zMFR3u7s2V7asz8/JRe0qTlMnbAZaZV5WFt99KURphnVG6ng18Z5TELYxcAO3hFg/f2K9xEbV2PAF40gTGS5IkSZI0acyeESyYM7vuMJj9UMAqANak9f/Le/bN24jYCzih0nRaZp7S4b7WYWQS2Fm3mpJM3g6wslTBvwOHAbMoZsNeCCwG1qNYTXFb4FDg0Ig4EXh7Zj7esKu1KtuPtnj4xk+91m4r+JHuBf7QYt8dKH6pSJIkSZKk7lgB3NRi346+dTueiNiO4tvFQzmKq4G/n8AuX8PwJLfHKb6RLE05Jm8HVEQ8ETgX2ILiTfYfgK9UE7NlYe7XAidSJHOPonjDaixRUK1x2+pHf40J1FZn7K6m/LpFS1+5KL/G4SxdSZIkSZK656bM3LWug0fEZsAvgE3Lpj8Bz8/MByaw22rJhJ9lZmP5R2lKcMGyARQRawBnUiRuAY7KzBMaZ9Rm4XTgVZXmf4iIpzfscnllu9UZtI39ljftJUmSJEmSNIqI2JAicTu0xs2dwHMz884J7HNr4MBKkyUTNGU583YwvRp4crl9fWZ+c6zOmXlORPwCOKRsOhK4pNJlcWV7kxZj2LTh9pIWx0mSJEkaxZJlD9UdgiT1TUSsC/wMGJr1uxg4JDNvnuCu3wREuX0/8IMJ7k8aWCZvB9MLKtvntTjmHIaTt3s13HdDZXvjiFgrMx9hbFtXtpdkZk9q3oxmBquYu6reP2yXz5izWluzmJr1kyRJkuo0f55/o0qqV7mg2E8YzlH8haJUwrVd2H21ZMKpmdm4bo80ZVg2YTBtUdlePGqvkar91mu47waG1pcsPpnao4X9PbWyfV2LMUiSJEmSpGkuItaimA37rLLpIeBFmXlZF/a9D7Cg0mTJBE1pJm8HU3VxsPktjtmwsr20ekc5y/biStMBLexv/8r2OS3GIEmSJEmSprGImAWcARxUNq0AXp6ZF3bpEIdXtq/PzN92ab/SQDJ5O5hurWwfOGqvkQ6qbN/Y5P6zKttHjLWjiNgSOHiUsZIkSZIkSauJiJnAKcCLyqbHgNdl5i+7tP81gUMrTc661ZRn8nYwVd/Udo6IN43VOSIOYrjeLcDZTbqdDDxYbu8UEW8dY5f/Dswsty/KzMvHiVeSJEmSJE1jERHAV4HXlE2rgDdlZjcXE3sZsEFl/9/u4r6lgeSCZYPpxxR1ancqb59YFvr+SmY+PtSpfGN8LXBiZextwKmNO8zMeyLieODDZdPnIuIvmXl6ZX+zgY8Br68M/WAXzkeSJEmSJE1t/8DIb/reBDw7Ip7dwtjFmXlMC/2qC5X9KjP/3EZ80qRk8nYAZeZjEXE4Ra3ZOcBawJeAj0TEb4D7KBYl2wfYtjJ0BXDYGKssfpyiWPhBwNrAaRHxIeDy8hj7AZtV+h+Tmed367wkSZIkSdKUtXHD7SeWl1YsAsZM3kbExsALKk0ntRyZNImZvB1QmfnbiDgQ+BbDqyhuBrx6lCE3U3wdYdQC4Jm5MiJeRTFT93Vl827lpWolcGxmfqrT+CVJkqSpbMmyh+oOYUx1xDd/3py+H1PStHIYw3msvwDfrzEWqW9M3g6wzLwkInalqOnyCmAvYHNgLkX92ruBy4AfAN/LzJUt7PMB4NCI+ArFCo37UiSFV1KUXDgb+FpmXtf1E5pk5q4a7D/IpTpN9n/OBv0fbkmSJGmyycxjgWN7uP//BP6zV/uXBpXJ2wGXmY8BZ5aXbu73l4xcGE2SJEmSJEnSAJlRdwCSJEmSJEmSpNWZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCtUXcAkiRJkqTJb8myh1Zrmz9vTg2RTA3NHk9J0vRj8lYDaRUzWD5j9D/05q7q7h8yM5fe3vHYuetv0cVI6jPW492JZj+jbh9DE+M/U5I0NXT6fj6VE0OtPCZT+fwlSdLUYdkESZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCtUXcAkiRJkjq3ZNlDdYcw8HyM6tPqYz9/3pweRzLYfI5KkkZj8lYDaQarmLtq9D9gZi69vY/RjG2QYmnm8fW3aKnfWI93tzQ7xvIZU+MP9Vb+4ZjoH+XT/Z+abhr0x7LOf+B6/dj4z6k0WPr9fjgZ3gMG+XfEZHj8pKpmf//PYFUNkUjS5GXZBEmSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkArVF3AJIkSZLqsWTZQy31mz9vTs/23QsTOXanj0kvzreTx32yavb4TafzlyRpNCZvNZDi8ZXMXHp73WFMyMxtdu/p/h9fdFVP9z9Ry2f4x3ar/MdEjabyc6LX59avZFGn51FnMqsfJvtzd5CeP1P9uaLOTOQ15nNqepm7ajB+3s3+p4vHV9YQSf/NnhEsmLdm3WEw+5GAVXVHIWkiLJsgSZIkSZIkSQPI5K0kSZIkSZIkDSCTt5IkSZIkSZI0gEzeSpIkSZIkSdIAMnkrSZIkSZIkSQPI5K0kSZIkSZIkDaA16g5AkiRJ0mBbsuyhukOYllp93OfPm9PjSNTI14QkqV9M3mpKW3XPotXaZmy8zYT2OXOb3Sc0vltajWNml4/bjz9U/QdEUqcG/f2j2/HVmTwY9Me6E4N0TnXF0u3nVCvnMdoxez22VRNJoJrga26QXmuDYu6qyf9cmbn09rpDkKQpybIJkiRJkiRJkjSATN5KkiRJkiRJ0gAyeStJkiRJkiRJA8jkrSRJkiRJkiQNIJO3kiRJkiRJkjSATN5KkiRJkiRJ0gAyeStJkiRJkiRJA2iNugOQposlyx5que/8eXN6GEl7sUiS+s/3aWnw+Trt3KMP3Lda2+z1NurpMZv9vOaumsDPcEZv/16XJGmIyVtNSqvuWdTVsTM23qZp35nb7N7xcaayXieXpyofN0m90Pje0ouEku9f00cdP+uJHHM6PjcH9ZwnlAidhNZb8se6Qxihlf9bHl90VR8ikSR1m2UTJEmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAG0Rt0BSFPRkmUP1R2CJGmSmOjvjEcfuG9kw4w5E9pfM53GOH9e92ORumWy/r3WLO6p8Fpb7b0MmL3eRjVEMjmtvPQH4/aZsfE2fYhEktRtJm81kPKxlay6Z1HfjrfqnkXM2vtlfTteVR1/bE+FP/AlabqZu2pyJpokaRCst+SPtRy3n//TjKdZLCZ0JWnwWTZBkiRJkiRJkgaQyVtJkiRJkiRJGkAmbyVJkiRJkiRpAJm8lSRJkiRJkqQBZPJWkiRJkiRJkgaQyVtJkiRJkiRJGkBr1B2ANNktWfZQ3SFI0pTXi/fa+fPmdG1fjz5wX+eDZ3QvDknNTfW/16bq+TV7b5293kbjjnt80VW9CEeSpFqYvJ1kIuKpwOuA5wJbAPOBxcBdwJXAucAvMvOuFvZ1MHA4sE+5rxXAn4Gzga9l5vU9OIW+m7X3y+oOQZKkUc1d1d2ky0T2t3yURHI3E92SmmvldTZISdpuv3dNNqvuWVR3CF1Rx3nkYyv7fkxJmsxM3k4SEbExcDxwWJO7NysvewJHAl8A/nGMfa0LnAgc2nDXHGADYDfgXRFxTGZ+euLRS5IkSZIkSWqXydtJICK2Bs4Dtqs03wxcTjHrdm3gicAewFrj7GsWcCZwcKX5GuCycj/7AZsCs4BPRcSszPxYN85DkiRJkiRJUutM3g64iFiPohTCUOL2cuCdmfmbJn3nAi8GYoxdfpjhxO0jwJGZeWplH7OBTwDvK5s+GhHnZ+b5EzoRSZIkSZKmiTVmz2TDnefXHQZrPDATHqs7CkkTYfJ28B0HbF9uXwC8MDObFpjKzOXAaaPtqCy9cHSl6d3VxG25j0eB95ezfYfKKnwaeGZn4UuSJEmSJEnqxIy6A9DoImIP4K3lzWXAYaMlblt0OLBOub2Qou7taN4PrCq3942IPSdwXEmSJEmSJEltMnk72N5W2f56Zv55gvt7RWX7pMzM0Tpm5q3ArypNr5zgsSVJkiRJkiS1wbIJAyoiZgKvrzR9Z4L7WwvYp9J0XgvDzgMOKbcPAj4ykRjU3JJlnU+mnj9vThcjkaTVTeQ9qlWN72X9OCbAow/c15fjTAWtPlaz19uoK8d7fNFVXdlPt8zcZve6Q1Ab+vUeonq08n40sw9xSJLULyZvB9eTgXXL7QeBKyJiTeAI4A3ALuX99wFXAv8LnFzWrG1mJ4ZnWidwRQsxXF7Z3qWN2GsxY+Nt6g7hr+auau2fhuUzTL5KUre1kgxu9X16uvFxkQZbqx/cm8CWJGnqMHk7uPaubN8A7AB8jyKpW7VFeXkx8MGIeE1mXs7qdqps35OZj7QQw62V7fkR8YTMvLeFcZIkSZIkSZImyOTt4Nqqsr0K+DmwdXn7euBS4HHgKcBTy/btgAsi4jmZ2TizdsPK9t0txnBXw+35gMlbSZIkSZIkqQ9M3g6u9Svbe5XXDwNHZObp1Y4RcSBwOrARsA5wWkTsmpkrK93mVrYfbjGGxn5zm/YaR0S8A3h7i9136OQYkiRJkiRJ0lRj8nZwrdOk7fDM/G5jY2aeGxEvA/6Poq7tE4HDgJMq3daqbI9WF7fRiobba7c4rtETgCd1OFaSJEmSJEmalkzeDq7GmrSXNkvcDsnMiyLiTOA1ZdPfMDJ5W93f7BZjWLPhdqszdhvdC/yhxb47NDmuJEmSJEmSNO2YvB1cyxtuf7+FMd9nOHn7zDH21+oM2sZ+jTG1JDO/AHyhlb4RcS3O0pUkSZIkSZJM3g6wxQ23W5m5Wu0zLyLmZeayJvvbpMUYNm24vaTFcQPl8UVXjby9/hYtj5293kbdDkeSBsKSZQ/VHcJfDVIsmpjG37lTxUTOa+Y2u3cxEkmSJE03Jm8H1/UNt1uZ9drYZx4wlLy9odK+cUSslZmNpRkabV3ZXpKZ97YQQ1/M2HibukP4q7mrup90mD9vTtf3KUmT3XR/b5y59PaOx7bzwWWnJhKf1E3N3ium24dEE3m/bPWxWj5j5DF68TdxK/rx3rPqnkU9P0YzK29dWMtxm5m19YK6Q5CkaWtG3QFoVNc03J7XwpjGPg9Utm8AVpXbAezRwv6eWtm+roX+kiRJkiRJkrrE5O2AysybgT9VmlqpA1vtsyQzH6zs7xHg4sr9B7Swv/0r2+e00F+SJEmSJElSl5i8HWzVRcpe2UL/ap8Lmtx/VmX7iLF2FBFbAgePMlaSJEmSJElSj5m8HWxfAlaW23tFxGtH6xgR+zIyeXtSk24nA0OzcXeKiLeOcex/B2aW2xdl5uUtRSxJkiRJkiSpK0zeDrDMvAn4YqXppGYJ3Ig4EPgBwz/Pi8vbjfu7Bzi+0vS5iHhdw75mR8S/Aa+vNH+wszOQJEmSJEmS1Kk16g5A4/oAxcJhzwHmAKdHxHXApcDjwFOAp1X63wm8LjNzlP19HHgWcBCwNnBaRHwIuBxYC9gP2KzS/5jMPL97pyNJkiRJkiSpFSZvB1xmroiIl1KUUBiaDbtLeWn0W+C1mXnbGPtbGRGvAk4Ehmbd7lZeqlYCx2bmpyYS/2T36AP31R2CJE3YkmUP1R1C3zR9354xp/+BSKWVl672ZShm7f2yGiKRJEnSZGTydhLIzAeAN0TECcCbgWcDW1DUpL2bokzC6cBZY8y4bdzfoRHxFeBwYF+K2bYrgduAs4GvZeZ1PTidjszYeJu6Q+iJuaseYvZ6G9UdhiRNaXNXTb7k9cyltw/0/tSaVfcsqjsElebP6+6HOFP5Q7Fmj1Ur57u8yQdl3X7/ncrvZStvXVh3CD3T+IFVrG1VPklqh8nbSSQzLwAu6OL+fgn8slv7kyRJkiRJUm9FRABPAvYANgLm0eK6Vpn5sd5Fpl4weStJkiRJkiQNuIiYBbwPeDsj1ytqh8nbScbkrSRJkiRJkroiImYCuwJ7A3uV108BZpVdzs/MAzrY77bAkcABwM7A+hQLuS8BrgZ+AXwrM++dSPyDKiLmU5zjHkC0MCSb9Bu31KYGj8lbSZIkSZIkTVhEvAL4DtC1YuNliYCPAh+keR5ri/LyAuCYiHhvZn6lW8cfIKcDe5bbdwHfZzg5nhQzaucB2wDPAjYt2x8EvgA80ud41SUmbyVJkiRJktQN69PFxG3pvynKBAx5BLgUuBlYC9gReGp537rAiRGxZmb+d5fjqE1EPA84iCIZ+zvgkMz8S0R8niJ5S2Z+tNJ/BvBK4HhgS+D5wIsz885+x66Ja6mYsSRJkiRJktSiu4EfAccALwI+28lOImI/RiZuTwN2yMz9MvPwzDw0M58G7ANcU+n3HxGxeWehD6S/qWz/bWb+ZazOmbkqM8+gmJl7A7A7cGqZ1NUk48xbSZI0KT36wH11hyB1ZOWlP1itbdbeL6shEkmSuu5nwDaZeWu1MSKe0eH+jqxsXw68ITNXNXbKzN9GxAuBhcDaFDNyXw18vsPjDpp9y+trM/OaMXtWZOa9EfFGitm6zwZeQ1F+QZOIyVsNpFh73oh/Yh5fdFVH+3l8/S1Wa1s+o/k3OObP6/Y3OyRJGt/MpbfXHcK0tOqeRXWHoEms2d+NS5Y9NKHxg6yVeJudf7O/u+euau1xquu9sR/vDStvXdjzY3Rb4wdMzT6EkgAy864u73L3yvZpzRK3lWP/OSIuoCgRALCgy7HUaah+7dUN7X9dgKwsFbGicWBmXh4RvwOeBhyGydtJx+nSkiRJkiRJGkRzK9tLW+h/f2V7KuW81imvlza0P1jZXn+M8dcAAezWvZDUL1PpiSxJkiRJkqSpo1p+YdcW+j+5st3ZV3gH07Lyeq2G9mqyersxxg+N27RrEalvTN5KkiRJkiRpEFVrdBwZEU8crWNEHM5w8nYxxeJmU8VQTZcnNLRfV9l+9hjjh8pPPNq1iNQ3Jm8lSZIkSZI0iE6k+Mo/wDzg0oj4cETsFhFzI2KjiNg3Ir4JfL3s9wDwusx8oI6Ae+T3FGUPdmlovxh4vNx+W0SsVmw8Ig4rxyVwQy+DVG+4YJkkSZIkSdLUtkNEXNti3y9m5hd6Gk2LMvORiNgf+B5wILAe8LHy0mglxUzdD2bm9f2Lsi/OA94MbB8Rm2XmnQCZeW9E/Ax4MUXZhAsi4hPAtcAc4OXAv1T2c2Zfo1ZXmLyVJEmSJEma2tYEntRi38av5tcqM5dExMHAC4AvAtuO0vUy4FRgYZ9C66cfU8ywnQG8kuJxGPIB4LnAbGBP4IxR9vEnYCCS8mqPyVtJkiRJkqQumjl7JvN33LDuMJh5xUx4CIAVwE0tDru3ZwF1ICJmUSQojwY2AJYD/wfcRpGUfjLwVGAfiuTtP0XEqzLz7noi7r5yhu3RwOYM/USH7/tDRLyC4tzXG2UXC4GXZubyngaqnjB5q4GUDy9j5aXDdclnbLxNjdFIkgbBow/cV3cIUs9U/+4ZMmvvl9UQidSaJcseGr+TpoyHzjhuxO1ZWy9oeWzj+1s+vKwrMaltN2XmrnUH0a6yhuuPgQPKpi8C/9pYzzYi9gS+Q1Hb9ZnAzyJin8xc0cdweyozPz/GfWeXi7n9HXAwRZJ3FcVs2x8BJ2Wmi5VNUiZvNaXM3Gb3kbeb9Jnfn1AkaWDMn7faugVNDfI/4nNXDU5sM5feXncIKq26Z9H4naQ+afZeO8jvq1PFIL0PrLx1Kn5TW6rd8Qwnbr+Rme9o1ikzr4iIg4CrgI2BPYB3Af/ehxgHQmbeB3y6vGgKmVF3AJIkSZIkSVJVRGwBvLW8mcCHxuqfmXcBn600Hdmj0KS+MnkrSZIkSZKkQfNchr9Qe0Nm3tHCmHMq2ztHxNzuhyX1l2UTJEmSJEmSNGi2qGwvbnFMY791KRY4m5Ii4snAVhQLua2Rmd+sOST1gMlbSZIkSZIkDZqHK9utLl+zYcPtpd0JZXBExDbA+4HXA+s13P3Nhr6bAJ8DAvhdZk6bGsBTiWUTJEmSJEmSNGhurWzvHBGbtzDmoMr2nZk5pVaOjIjXA1cDbwPWp0jKDl1Wk5l3AxsBrwE+YhmJycnkrSRJkiRJkgbNucDj5XYAHx+rc0RsCryr0nR2j+KqRUS8Gvg2sA7F47EU+CmwcJyhXy2v1wZe0Kv41DuWTZAkSZIG0MpLf9BSv1l7v6zHkWgqWLJsSk0+kzQNZOaSiDgZeEvZ9JaIeAT418x8oNo3Ip4KfAvYuGxaBRzXt2B7LCLWB75CkbRdRZHI/nRmroiIzwMLxhj+A2AlRQ7wYOB7vY1W3WbyVgMp1p7nPyKSNAXNXWXyQCOtumdR3SFIPTN/3py6Q5i0Hl9/i9XaZi69veP9rbx1vIlpakerj+esrcfKJ2mqioifAI0lDjatbO8VEVc2GfqizLyjoe39wLOAncrbbwfeHBH/B9wGzAZ2A57aMO5fMvPaDsIfVEdRlElI4KOZOeYs5KrMfDAi/gDsXl40yZi8lSRJkiRJUrc8CdhmjPvXoXkScXZjQ2YujogDgK8DLyyb5zL61/8fBI7OzBNbDXaSeFF5fR/wmQ7GL6R4zLfvWkTqG5O3kiRJkiRJGkiZeRfwoojYBzgM2AfYDliXohzAYopFvH4JnJSZ99cVaw/tRDHr9v8y89EOxg89Jut1LyT1i8lbSZIkSZIkdUVmbtuj/V4MXNyLfU8C88vrezocPzSreVUXYlGfzag7AEmSJEmSJEmjGlqgbV6H47curxd3IRb1mclbSZIkSZIkaXDdDgSwR7sDI2IORamJpKh9q0nG5K0kSZIkSZI0uM4tr3eJiD3bHPuPwJxy+5zuhaR+seatJEnT0KMP3Ld644w5q7dJ0hTV9H2wiZlLb295nzO3abZ4uiRJE3YK8O5y+8sRcUBmPjTeoIg4GPhYefMx4Nu9CU+9ZPJWkiQBMHfV6n//LW+S0G3WT9PLqnsW1R2CpDbNn7f6+/mSZZ2/nw/y74KVt7b2reDlN9/WUr+52201kXCmtaY/i5WP9j8QaZLLzN9FxJnAq4CnARdExDsz86Jm/SNic4pk77uAWRQlE76ambf2KWR1kclbSZIkSZIkabC9FXgSsDOwJ/B/ETFUCxeAiDgDeCKw61BTeX0FcHT/QlU3WfNWkiRJkiRJGmCZuRQ4EDiPIikbwBbA5hQzawFeQZG4Hbofijq3z8vMFf2LVt1k8laSJEmSJEkacJl5N3AwcDhwJcNJ2sYLwHXAERSJ2yX9jlXdY9kESZIkSZIkaRLIzAS+BXwrIjYF9qWYfbse8CBwN3BxZt5SW5DqKpO3kiRJkiRJ0iSTmXcB3687DvWWZRMkSZIkSZIkaQA581YaxUNnHNe0fc6r39vnSJpbeekPWu47a++XdW3sRDy+6KrV29bfYrW25TPmjLg9d9VDTfc3e72NuhOYNMU9+sB9dYcgSdNCq++3/g0jSZJaZfJWkiSNarQPTwbVzKW31x3CQFp1z6K6Q+iblbcurDuEts3aekHdIUxLrSZQH2/yvtLsw+epYrK977f6ml9+820dH2MiY6equdttVXcI0rQTEUPfns+y7m2zPhsCxwAvAzYB7gV+DHy0LLGgSainyduI+Egv9z+GSzLzZzUdW5IkSZIkSeqKiNgBGPq06jvAm5v02QC4CNhhqAnYAjgKeEVE7JeZf+xDuOqyXs+8PRZo+mlAj30BMHkrSZIkSZKkye55FMnYBL4ySp9/B3Ys+0TZNnS9CXAq8LQexqge6deCZdHHiyRJkiRJkjRVHFJe/wW4sPHOiNgIOJwicfsY8K/AU4CXAreU3faIiO4taqO+6VfN20uAn/bhOMf04RiSJEmSJElSv2xHkZi9KjNXNbn/lRQ5vgT+KzP/rWy/JiIWA78pb78aaH0Fcw2EviVvM/OjvT5IRJi8lSRJkiRJ0lQytMrmLaPcf1Bl+8TqHZl5cUT8AXgSlk2YlPpVNkGSJEmSJElS+4aStw+Ocv9zyus/ZeZNTe6/vrzesqtRqS/6MfO233VorXs7Ddxz3Lu6vs+N3/vZjo/d6ti6rLy0829FNBs7a2/L5EiD6tEH7qs7BEnSOFp9r5693kbj9nl80VWdBzL/iZ2PlST101CphDmNd0TENsDmFCUTfj3K+KFfPKuN1+DrdfL2yPL6uh4fp67jaQpbfvNtdYcwLcxcevtqbes167fN7r0PRpqimr3O2hrf8PrrZoJ4orENilX3LKo7hElr5a0L6w6hdhN9DGbt3aVA1NTj62/RtL0xsToZPzybu+qh1doG5X252fvqiiavFf9mr0erj/vc7bbqcSTStHEfxazZHZvcd0hl+4JRxq9TXj/SzaDUHz1N3mbmyb3cf93HkyRJkiRJknrsamArYO+I2CQz767cd1hl+/xRxm9dXt89yv0aYP1asEySJEmSJGlamLnmLDZYUP/M45lrzqo7BHXHD4EXAbOAUyPiLRSzcd8B7E9RMuH3mXlz48CImAHsUfb5Y78CVveYvJUkSZIkSZIG17eBDwObAfsBNzbpc/woY58DzKNI3l7ak+jUUzPqDkCSJEmSJElSc5n5IPBaYDkQDReA72Xmt0YZ/obK9mhlFTTAnHkrSZIkSZIkDbDMvCgidgXeCzwLWBe4FTgN+FqzMRGxIfDG8uZyRl/QTANsYJK3EbEJ8DRgW4rF5lsuzJKZH+tRWJIkSZIkSVLtMvPPwLvb6L8YWKdnAakvak/eRsQzgE8CBzA83btdJm81Yfcc966ej934vZ/t+BiD5KEzjlutbc6r39vTY6689Aertc3a+2U9PaZUl8cXXdX54PW36F4gpdXi6cExJEnjm9DvB0mSNCnVmryNiLcCX6Kovdtp4ja7F5E0vsYE7ESSvv3SmORslghtZuWtC7sax8xtdl/9GC3GIqk1M5fe3lK/VfcsaqnfjI236fgY3Yxjquj2+6pas/zm2+oO4a/mblf/yuNqz+z1NpoU+xxPs/fbaNK2YoDfp5q9lu9f2N3X9wYLfI22qtOJKfGRbwB3dzcYSZrCakvelnU6vgTMLJuGVr27AlgMrKwptEkjIv6TkdPlF2Xmtm2MPxg4HNgH2AJYAfwZOBv4WmZe37VgJUmSJEmSJLWlzpm376FI3CZwLfD6zLy2xngmlYh4OvBPHY5dFzgROLThrjnABsBuwLsi4pjM/PSEApUkSZIkSZLUkTqTtweW1w8DL8zM7n0Hc4qLiFnAVynKTXQy9kzg4ErzNcBlwNrAfsCmFAvGfSoiZrkgnCRJkiRJktR/bSf/umgzilm355i4bdsHKGbHApzS5tgPM5y4fYRixvNumXlEZh4KbAP8R6X/RyNi/wlFK0mSJEmSJKltdSZvHyyvTdy2ISJ2Bj5U3vwO8Is2xm4MHF1pendmnlrtk5mPZub7gdMqzZZOkCRJkiRJkvqszuTtzeX1hjXGMKlERFCUS1gTuJ+RidhWHA6sU24vpKh7O5r3A6vK7X0jYs82jyVJkiRJkqRpJCLmR8RLIuIfIuJfI+Ijdcc02dVZ8/YMYC/gORExIzNXjTdA/APwrHL7fZl5T5HPbdkrKtsnZWaO1jEzb42IXwGHlE2vBK5o52AT8fjiu7jnuHf163Bt6WZc7exr4/d+tmvHldS5Rx+4b7W2mUsn9iWSmdvsPqHxkqTJ7fFFV9UdgiRJExIRzwA+AjwfaExWfayh7ybA/1JMKr0oMwczATQg6kzengi8k6L27TsBM1NjiIgtgX8rb/4a+Hqb49cC9qk0ndfCsPMYTt4eRPEi1ICYtffLej521t4dH2JCVt66sKV+dcUn9dqqexb1/Bijvc7mvPq9I24/dMZxq/WZtfWClvcndWL5zbfVHULPNDu3udttVUMk6rbZ623U82M0+/0wkfffZs/H+xdO3ddfK1o9/w0WTN3XbbPHYKcTz6whEkmTRUT8C0WCdiarJ25XmziYmXdHxB0UkwyfEhEfy8zFPQ90kqqtbEJm3g8cSlH79j8i4m/rimWS+BIwD3gU+PuxZs2OYieGf95Ja7NoL69s79Lm8SRJkiRJkjSFRcQ7gE9RTBAN4HqKHNbvxhl6Unk9C3hRr+KbCno68zYi9muh2weB44ATI+KdwHeBq4EHaJKdbyYzL+g4yEkgIv4GeEl58zOZeV0Hu9mpsn1PZj7SwphbK9vzI+IJmXlvB8eWJEmSJEnSFBIRmwH/Xt58BHh7Zp5U3vd5inKpo/lZOWZN4EDgW72LdHLrddmE82gxAUuRnd+tvLQjqbf8Q09FxIYMl5T4I/DJDndVXRju7hbH3NVwez7QdvK2/BTm7S1236Hd/UuSJEmSJKnv3gasTZGbe89Q4rYVmfloRFwN7E37ucBppR9Jz3ZW1Gpr9a1p4j+Bjcvtv8/MFR3uZ25l++EWxzT2m9u01/ieADypw7GSJEmSJEkaPM8vr2+nWNuqXTdRJG+36VpEU1Cvk7cX0PrMWzWIiOcBbypvnpyZ505gd2tVth9tcUxjonjtDo99L/CHFvvuQDFlXpIkSZIkaVqIiLYWpu9QZmY315zaniLv95sO1maComQqwLrdC2nq6WnyNjMP6OX+p7KIWAf4cnlzMfDeMbq3olrjdnaLYxqTqK3O2B0hM78AfKGVvhFxLc7SlSRJkiRJ08sR9GcCZDeTt+uV1/d3OH5okuDKLsQyZc2oOwCN6pPAtuX2P2fmfRPc3/LKdqszaBv7LW/aS5IkSZIkSRMVbVzG69/s/m4bStpu0OH4oXWPJprzmtKm7EJfk1lEPBV4Z3nz3Mw8uQu7XVzZ3qTFMZs23F7ShTimtRuOetWI2xss2KrjsQA7nXjmhGOSpKp7jnvXiNtzt2v9fUpSPR4647jV2ua8eqJf2pKkYf4vIvXFkS302Qb4V4a/UX0hcDFwG/AgsA6wFbAP8Myyzwrg08CibgZbWkSxTtNe7Q6MiPkU9W6T1kttTku1JW8j4iPl5iWZ+bMOxj+X8omYmR/rZmwD4CkMz4reOiIuHqPvEyrbmzX0/Xhm/rjcvqHSvnFErJWZ1VIKzWxd2V6SmfeO01+l+xfe1tV+U9nKWxfWHYLUlplLb+947Kp7mv+9NHOb3Ufc7tfrojG505i4BVh+c5P3qWZt0hTQ7PdyOx+0dqrp66wJP0yZupr9fmj2u6DZc2Uif08uuXHx+J1qMn/HDesOYUz+HS+p28abuBcRz6RY1H4W8BPgXZl50xj9dwQ+C7wQeBfw0sz8TfciBuCXFAnY7SLiwDbXavoXiiR0lvvRKOqceXssxQ/oC0DbyVuKFe3+udzHVEveVu3A8DTy8cwGnlG5XU3s3gCsokgKB7AHxaczY3lqZfu6FmOQJEmSJElSl0TEhsB3KWrMfgs4crwFwjLzRuDFEfFN4I3AdyNi9y6U5az6FvB+ilzTlyPiWa1M/IuIwylyegAPAd/sYkxTjjVvp4lylm01WXtAC8P2r2yf09WAJEmSJEmS1Iq/AzYDlgHvGC9x2+DtwF8oSmMe1c2gMvN64KsUkwR3AH4XEa+PiDWb9Y+IfSPidODr5ZgE/l9mDu5XQQbAZE7eDhVa7sdKfH2VmSdlZrRyYWRNlEUN95/UsOuzKttHjBVDRGwJHDzKWEmSJEmSJPXHqynyX+dk5oPtDMzM5RQT8gJYvYD1xL0L+E25/y2Bb1Mki9881CEiLouI+4H/oziXoZzez4GP9iCmKWUyJ2/XL68fqjOISeZkigLWADtFxFvH6PvvwMxy+6LMvLynkUmSJEmSJKmZbcvrTtciGhq3zcRDGSkzHwWeR1FCIcrLLGAuwxMu96Ao+TB0PxQ5qpe3OYt4WpqUyduImMXw1/47XzlmmsnMe4DjK02fi4jXVftExOyI+Dfg9ZXmD/YjPkmSJEmSJK1mTnm9ZYfjh8bNGbNXhzLzocw8nKL85v9STByMhgvACuCnwAGZeWSZ+NU4+rJgWUS8eYy7dx7n/qpZwBbAK4DtKTL44y26pZE+DjwLOAhYGzgtIj4EXA6sBexHUUdlyDGZeX7fo5QkSZIkSRIUExd3BA6MiCe0sijYkIjYhCIHlPR4AmRm/hr4dUTMBJ4CbE4x4/ZB4G7gynJNJrWhL8lb4CSa16YNirqqBze5rxWrgBM6HDstZebKiHgVcCIwNOt2t/JStRI4NjM/1c/41J4bjuqsXM2SG5vXAt/3HPP00nTS+B6ywYKtaopEkiRNNp3+L/LoHbd1ORJpWvg5RfJ2TeBbEfHyzFwx3qBy4bBvluOy3E/XRMQ/lZsJnJCZKwEy83HgivKiCepX8haGp0i32j6eh4B3Z+ZvOxw/bWXmA8ChEfEV4HBgX4rZtiuB24Czga9l5nV1xThzw03Z+L2f7dvxOv3DQxM359XvrTsEqS0zt9l9tbaVl/6gpbErb13YtH3W3iNvL7959X9q7l/Y2j86oyVgG99Tm73vtXoMDY6pmnAfpOdit2OZyM+s2XvDaHrynUj1zP3n/2r1tibPvdE+gJ+KJnKu83fcsIuRSNJA+G/grRTfSD8EuDgi3peZvxxtQEQcAvwHw5P1Hi33003/RZG4vTwzP9/lfavUr+TtyU3aDqf4Ad8AtJKATeARYDFwNfDTzFzWtQgnqcw8iWJmcydjfwmM+kKXJEmSJElSvTLz+oh4P8PJ0qcAZ0fE3cClwK0UkxznAFsDewOblMOHJk1+MDOv73JoD5bHvKbL+1VFX5K3mXlkY1tEHF5u/jIz/6nxfkmSJEmSJEmQmZ+LiMeB4yjKIABsCrykSffqt9xXAO/v0czYO4EdaF4qVV0yo8Zj31peps93fyRJkiRJkqQOZOYXgN2BUymSslAkahsvUJRJOBXYs4clDX5XHm+XHu1f9LfmbaOXU2bmI2JmWcxYkiRJkiRJUhOZuRB4Q0SsDzwT2AN4AjAXWA7cC1wJ/CYzl/Y4nG8BfwPsHRFPysw/9Ph401KdydvLy+tFmbl9jXFIkiRJkiR1zYxZs5i7Xf0Li86YNavuENQjZWL2J+Wlrhh+GhFnAa8AvhMRB2Xm/XXFM1XVWTbhsfL64hpjkCRJkiRJktSZI4AfUZRzuCYijipnBatL6px5exewJbCsxhgkSardDUe9asTtDRZ0f5bGRQftP+L2/B037PoxJA2Oe457V0v9Nn7vZ3sciRo1vh8D7PCiPfofiCRJExQR5wxtUkzS3Az4EvDFiLiFooTDwy3sKjPz4J4EOQXUmby9HtgK2KbGGCRJ6omVty5crW35zbet1nb/wtbaWnXTT65sqd+SGwdjvVCTyBMzkeeK6tHqz6wXH+JocLX63q3WDMrvuHZMxt+HO514ZkfjZl+4Kyy1LKY0ERGxFvAC4NkUubUNgJmNCdCICGDt8ubKzFzZ5VAOoFzPqjS0PQPYrryMJxr2oQZ1Jm9PBw4BnhMR8zNzSY2xSJIkSZIkSQMtIt4LvB+ofuozWgJ0PrCIIoH7W4oFzroeUpvtalOdydvvAO8BdgG+SLE6nSRJkiRJkqSKiJgFnEUx4xZaSI5m5uKIOAl4O/CMiNgxM2/sYlgHdnFfGkVtydvMfCQiXgP8DHhtRKwLvDszV/+eqSRJkiRJkjR9fQl4Ybn9CHAycA7wBuDlY4z7NkXyFuBFwOe6FVBmnt+tfWl0tSVvI+Ij5eYPgLcBzweui4jfA5fRelFjMvNjPQlSkiRJkiRJqlFEPA04kqI0wu3A8zLz+vK+/cYam5kXR8RSYD3gOXQxeav+qLNswrGsXo8jgKeUl3aYvJUkSZIkSdJUdCTDdW3fNJS4bcMVFCUOdul2YOq9OpO30Lw+R7sFjV2RTpIkSZIkSVPVUG3ZazosVXB7eb1Fl+JRH9WZvP1ojceWJEmSpr17jnvXiNv3L7ytab+dTjyzH+FMOT/afLfV2jbceX4NkUiSJrnNKSYvXtHh+AfL63W6E476qc4Fy0zeamC0+g/JDUe9qufHmegxGi25cXHT9n3Psa641C0rb119rc3lN6+eAGmWFBntNTpdTPfzB5i/44Z1hzBwBul5UdfPZ7QkaqMNFmzV40jUbYuvX9LV/ZkMnhoG/X3PD3Ck2q1VXj/S4fh1y+vlXYjlryLinC7tKjPz4C7ta8qpu2yCJEmSJEmSpNHdS1HyYPMOxz+5sp9uOoCJlzMdquWrUcyoOwBJkiRJkiRJo7qeIsm5T0S0NREzInaiSN4mcGkPYosOLjRsawzOvJUkSZIkSZIG18+A5wIbAkcCX2lj7HEMz249u8txHTh+F6CYPLoesBvwOmBXihIQ7wWu7XJMU85AJW8jYh6wL/BUYCNgHrAMuA+4HLgoM5fVF6EkSZIkSZLUVycBH6aoXXtcRPwhMy8ca0BEzAa+CLyYInF7B3BqN4PKzHYX0zkL+HhEvB34LPBp4IWZ+ZtuxjXVDETyNiK2oXgSvgFYc4yuj0TEKcAnMnNRX4KTJEmSJEmSapKZSyLiQ8DngbnAuRHxDeA0hhcjIyLmAguA5wNvA7as7OY9mbmyf1GPLjO/GBFrA/8BnBYRu2dmd1f0nEJqr3kbEa8CrqSY9r0WY9fEWBt4C3BlRLyyjnglSZIkSZKkfsrML1DMVg1gJvBW4BfAG8suATxAUdf2ExSJ26Gash/PzO/1NeDx/RdwD8UibEfVG8pgq3XmbUS8gGLK9kyGn1BLgEuAW4AHgXWAbYCnU9T2CIo6GadGxEsz8+d9DltSF1100P6rte17TrvfvJAkSb10w1GvWq1tpxPPrCGS8TWLtVVLblw8oWP7N4wkqZcy8z0RcTVFHdv1h5rLC6y+ANhSihm3J/clwDZk5uMRcQHwmvLybzWHNLBqS95GxBzga5UYbgE+AHw/Mx9r0n8m8HLgM8AOwCzgaxGxIDMf7kvQmvb68U/KoP4jJGl0y2++rav7W3x9a98Y2nDn+V09ruox0WSReqvbP5/5O27Y1f3dv7C77z+w+t8iE0mGqvda/Z0xnfj7cWL8vSQNtsz8ekScTvHN9BdRrB01r9JlBcWkyB8BX87Mv/Q/ypYN/RLbrtYoBlydM2+PBDaj+HTgMuB5mbl0tM6Z+ThwZkT8kmJa+N4UU6uPpCjALEmSJEmSJE1pmbkc+Fx5ISLWofiW+oOZ+UCdsbVp8/J6rVqjGHB11rx9SXn9OPD6sRK3VeUnBm8oxwG8tPuhSZIkSZIkSYMvMx/MzDsmU+I2IrYADqaY1HlnzeEMtDqTt0+m+AH9X2be1M7Asv8FFLU8ntyD2CRJkiRJkqTaRcR+5WWHDsdvN7SPbsfWiYjYCfghsHbZdE6N4Qy8OssmbFRe39jh+JuAAyv7kSRJkiRJkqaa8ygmQH4B+KcOxr8dOLrcR9dygRHxkTa6rwFsCOwBPIPhxdUeB47vVkxTUZ3J24eB2cDcDscPjXOxMkmSJEmSJGl0MX6Xth1LkRBu11Asq4C/z8zruxbRFFRn2YQ7KH5Yz2l3YEQE8GyKJ8gdXY5LkiRJkiRJHSq/on9iRFwXEUsj4uGI+FNEnBURr4+IOicTqruig0tSlEp4ZmZ+o4aYJ5U6XyznAk8CNo+If8rMz7Ux9h+ALSl+2Of1IDZpyvjR5ru13Pcld1zdw0ha1yzmQYlNkqSp7oajXtVRv51OPLMX4YzpooP2X61t/o4b9j2OIe383SVJU1FEbAB8k+FF6qu2Ky8vB/45It7ojMu+mVNeP9Ll/X60jb4rgWXAzcClmXl3l2OZsupM3n4beEe5fVxEPJaZXxxvUET8HfCflaZv9SI4SZJadf/C21rqt+TGxau1Lb5+ScfHnchYDY4Nd55fdwjqo2bvA83UmYCc7Fp9jLvN9+TBMUg/i8nwHr/vOefXHYKmiIhYH/gNsHOl+U/ARRQlL3eg+Bb1LOBpwHkRsU9m3tLfSKelp5bX93Vzp5nZTvJWHaoteZuZv42I04HXATOBz5eJ2W8AFwKLgAeBdYCtgWcCh1M84YamWJ+emb+tIXxJkiRJkiQN+yrDiduHgaMy89vVDhGxLfAdihzPJsAZEbFXZnZSN3VKioitx7h73jj3V80CtqDIuz2DIo925cSiUx3qrjHyFoop83tTPImewshZtc0MFTW+FPjb3oUmSZIkSZKk8UTEnsCrK01HZObpjf0y85aIeAFFEnF7igl6b6BI6KpwC80XAQvgzeWlU1PycY6Ix2s69Bcy8596fZA6FywjMx8CDgBOoHhitlLUeBXwJeDAcrwkSZIkSZLq87rK9lXNErdDMnMZ8MlK07t6FtXkVs2FNWtr5wLw7bF+Lh0FWCxC96eIOKbD8R8sx9800VBquvRF3TNvycyHgbdHxHHA3wEHAXtQTO8espLiU5lzgK9k5p/6HKYkSZIkSZKa26ey/dMW+v+ksr13RGydmbd2OabJ6lZWn3m7Tdm2HGilsHdSLE62GLgaOCMzf9XNIEvblsfqtFj//Mo+JmpoUmi/9K3UR+3J2yFlQvaDQ7cjYj1gLrA8Mx+oLTBJkiRJkiSNZZPK9qLxOmfmXRGxAlizbDoIOKkHcU06mbltY1tErCo3T+7H1/Qnsf/ux+NT+Xn0xcAkbxuVCVuTtpIkSZIkSYOtOuOx1RmJ1TG7djGWqaqfs0r7ZWZ5/VitUQy4gU3eSlLVjzbfrav7e8kdV3e8/8axml5uOOpVdYcgSQPpooP2X61t33POryESSVIN7gV2Lre3Ha9zRGwKzK407dKDmKaS7crrv9QaRfdtXV4vqzWKAWfyVprimiUau50InYhm/9QNUnxSK5bcuLilfouvb6U8laYbnxf12HDn+XWHMKZW31eamb9jp2XnmptILL02GV8/C5etqDuEnlgwb83xO01DE3mODvr7lCadHSLi2hb7fjEzv9Dm/n8HPKfcfiGVspijeFHDbZ/wY8jMcUtRTDYRsRfwAoqZ2jdMcHdDdYL79UdLX483cMnbiJgDrMfIBcvGZFFrSZIkSZKkUa0JPKnFvk/oYP8/AN5Tbu8eEa/LzNObdYyIecD/19A8r4Njqo8i4pwx7n5lRDy5xV3NAragWIQtKJKgP59IbM3qBPdSv49Xe/I2ImYCry8ve9P+CnXJAJyHJEmSJEkSALNmM2vrBXVHAbP+WplgBXBTi6PubfcwmXleRFwIPKts+kZErJGZp1T7RcQ2wCnA9g27WLvdY04nEbEucD2wFnBuZr66jbFnAgdQlCbYOTMf7jCMA2hezziAzctLO4Zq+N4BfL7DmKaFWpOeEbEtcBYw9B3pqVh8WZIkSZIkqU43ZWavFwV7I3ApsBEwB/hORHwMuAh4GNiBorTCLGAV8DOGyydY83RsrwE2pUiefr3Nsd8AXkHxLffXAN+aQByj5e06yec9SJET/GBmTr46SH1UW/K2LI/wK4pC1tUf8sPA/cDKGsKSJEmSJElSmzLzlojYF/gesHvZvEN5qVoOvA14IsPJ26X9iHESe155vQw4u82xP6NY6GweRY3ZTpO3BzbcDuAcioTyWcDnWthHAo9Q1Ir9U2Y2m8mrBnXOvH0XxWp5SZGo/Szw9cy8vsaYJEmSJEmS1IHMvDEinkoxw/M1wNOBjYHHgEXAj4AvZeatEXFSZeif+x3rJLMHRf7sssx8rJ2BmbkyIi6jSL7u0WkAmbnaauMRf52LeXuz+wddRKwNbACsMcjradWZvH1FZfsNmXlGXYFIkiRJkiRp4jJzFXB6eRnL3pXtS3sX0ZSwRXm9qMPxQ+O27EIsVR8try/p8n57Iops82uAw4BnUyRuocl6WhGxEfC68uYfM/MX/YqzUZ3J2ydSPDiXm7iVJEmSJEmaHiJiM2DnStNv6oplkhhaea7TEqND47q6MFxmfnT8XoMhInYCTqP1dbcWU1QN2BG4KyK2Kj+Y6Ls6k7drltdX1hiDpIrj562+GurRyxbWEEnv/Wjz3cbv1MbYl9xx9UTC0YC66KD9V2ubv+OGNUQiSZOTvzMlSaM4DJhRbl+fmb+rM5hJYAlF+YnNOhw/NO7+7oQzuUTELsCFFIu2DSVtH6KYVLpOszGZmRHxReA/KRaLO4Cixm/f1Zm8/TNF9npWjTFIKi1ctqLuEP6qm//UTSRJKzWz5MbFq7Utvn7qLo46SO8NU8GCeWuO30l9MZHX7YY7z+9iJN3X7H2qH6bCe6HveZ3rx2M33d5Dm72mJvr+s+85k64kpaagiFgPeF+l6YS6YplEFgGbAM+KiJmZ+XirAyNiDYoSAck0rC0cETOBM4H1y6ZzgX/NzN9GxOeBd4wx/LvA8eX285iGydsLKEonmFmRJEmSJEma4spE2kkUs0gB/gB8qbaAJo9zKRZ/Wx/4O9pLeP9dOS6B87oc1whlYv7ZFAujbQTMY3iG9VgyM/+2R2EdBuxEcf7fB17XavmDzLwjIv4EbA/s1aP4xlVn8vYE4Ehgj4h4WmZeVmMskiRJkiRJ6lBEPA94JnBSZt7S5P5dgC8AB5ZNK4C3ZOajfQty8joFeH+5fVxE/D4zx60THBHPAv6jYT9dFxEbAJ+hSJSu1eFuepW8fWV5/QjwDx3Urb0G2IFiAmotWsl+90SZrP0kRa2JUyJik7pikSRJkiRJ0oTMB44Bbo6I6yLi9Ig4ISL+JyKuophlW03cviIzf1tXsJNJZl5N8RX+AOYA50bEJyNi82b9I2LziPgk8KuyfwLf78XEyYjYhmI9q7+lWBAtxrkwSluvPI3i/P8vM+/tYPxQParaFj+pc+YtmXlMRKwCPgJcXT6xvpeZt9cZlyRJkiRJkjq2c3lp5jLg7/0Gdtv+nqIcwQKK9aP+BfiXiPgj8CdgOTAX2K7sA8OJ0T8Cb+12QBERFKUItiqbfg98h6I+7MEUSdO3UJRP2AbYD9i77Lsc+ChwX7fjavCE8vqWDscPzdStLYda24HLmhFDVlLUwjgeOD4iHgAeoPghjyczc4cehChJkiRJkqTW/IjiK+oHA88ANqNInD0M3AlcAnwP+Gk7C26pkJkPRMSBFDNwn8lwYvaJrP6V/ups1t8Ah2bm0h6E9WqKhHICZwMvy8zHImJriucBmXnyiMAingacCOwJvAt4XmZe34PYhqwAZlMkvDsxVCng/u6E0746Z95uy8jk7NB2UBRSXq+FfQStJXglSZIkSZLUI5m5HDirvKgHMvPOiNifYg2poylmN49WduA6ikmSJ/UwWT5UTzYp6sk+Nt6AzLwsIp4N/IIiCX16RDw9Mx/pUYx3U8z83andgeXM4mdQnN9tXY6rZbWWTWDsuha9rnkhSV1z/LwFq7UdvWxhDZG0plm87RiEc/vR5rv1/Bgb7jy/58eQJEmSpFaVidivAl8tZ7juQzE7dB6wjCJZeXFm3tqHcJ5Okdi8PDMXtTooMx+OiCMoEsy7Am8Avt6TCOEiipnJe0XEZpl5ZxtjXwVsTHGOF/QiuFbUmbzdrsZjTxoRsS1wCLA/sBuwNUUNk2XAnymehKdk5vkd7Ptg4HCKF/oWFFPJ/0wx1f1rPZ62rhq95I6rV2ubaDJvUC1ctqLuEDSJLb5+Scdjfe6pmUF6XiyYt2bdIUxaE3lv6LaJfMg0SOdRh0F6Pao13f6ZTfX3wX3PaftfREmTTJmg7UeSdjQbl9fXNbQP1YklItZqNqs2M2+MiN8AzwH+ht4lb88C3kyRA/134E2tDCoXg/tcpem7XY+sRbUlb9vJyE9HEbEncALFpxjNbFBedgOOiojzgMNb+WQlItalqC9yaMNdcyr7fFdEHJOZn+7sDCRJkiRJkjSFrVVeL29or96eD9wxyvg/UiRv2y5p0KrMPCsirgJ2B94QEQ8CR2fmQ6ONiYgXUeTkNqOYdfurzPxtr2IcT91lE3omItYH1oW/fhIx2ezE6onbhcA1FCvxrU9RG2TL8r4DgIsi4jmZ+SdGERGzgDMpC0eXrqFY7XFtipX/NqUo5PypiJiVmR+b6MlIkiRJkiRpSvkLRXJ2TkP74sr2DoyevB1a72rjUe7vlsMpyh7MA/4OeF1E/Aj461eQI+KdFOUVng/sWBl7H/C3PY5vTFM2eQt8HHg7RYZ8Mp/njRS1TL6dmbdX74iIGRRFqj9H8ULZHPhORDwzM0dbyO3DDCduHwGOzMxTK/ucDXwCeF/Z9NGIOL+TsgySJEmSJEmasm6iSN5u2tB+bWX7AODXjQPLnNZTy5ujzoLthsz8fUS8DDiNoj7w+sBhQ3eX1/9VDa+8vhN4eWbWtlgZTO6kZism86Jnd1IkZr812qqAmbkK+FpELKGYTQtF/drnUdStHSEiNqZYjXDIu6uJ23KfjwLvL4teD5VV+DTFLF9JkiRJkiT1UUR0qx5sZmY3Z5FeSfGt8Sc1tF9Msa7SbOAfIuJLmXlfQ593U6yHlRTfCO+pzLwgIvYAPkWxQNpYhc8fA74N/Gtm3tXr2MYz1ZO3k1Y507Wl2a6Z+f2IuIThMgsvpknylmKa+Drl9kKKurejeT/wWmAGsG9E7JmZV7QSjyRJkiRJkrrmCIZniE5UN5O35wFHAVtGxPZDZTwz84GIOIMiSboJcFlE/CfFjNw5wMspFhEbMmJiYa9k5t3A30bEB4DnAvtSfIt9PeBB4G7gt8DZmTlaqYe+M3k7dVzIcPJ221H6vKKyfdIYpRXIzFsj4lfAIWXTKwGTt5IkSZIkSf3X7rfLh3I+0aStW34CPEqxbtJrgH+v3PcB4IUUJQq2BP7fKPu4nKJcaN+Us4BPpU9J44kyeTt1VF+AMxvvjIi1KEoqDDmvhX2ex3Dy9iDgIx3Gpkns+HkLVms7etnCGiIZX7NY6zQoj10vHpdBOTdJkiQ1d9FB+6/Wtu85LmUiTVJHtthvBsUs0t2AlwIbUax39DGK8pxdlZl/iYjXUyw4dnvDfbdHxHOBMxh9kuH5wKGZubLbsU0lJm+njt0q280KKe9E8SKGItHbyizayyvbu3QYlyRNKQuXrag7BKkrBuW5vGDeWOXGNJ7F1y+p5biD8vxpVTvxNn4YOWgfDqt7Wn1eDNL7VLPX/IY7z68hEkn9lJkntzsmItYEPg68F3gH8LzMvK4HsX1/jPuuiIidgVcDB1OUKFgF/An4UWb+vNvxTEUmb6eAiNiKYmbskF826bZTZfuezHykhV3fWtmeHxFPyMx7O4lRkiRJkiRJ/ZGZKygWpIcigfu9iNg7Mx/qcxyPAv9TXtQBk7dTw38yXCrhVuCHTfpsWNm+u8X9Nq6oNx9oO3kbEe8A3t5i9x3a3b8kSZIkSZKaOgZ4K7Az8Bbgv7u144h4SuXmtZn5eLf23WYc+/XjOJl5QT+O08jk7SQXEYdTTD8f8sHy05VGcyvbD7e4+8Z+c5v2Gt8TgCd1OFaSJEmSJEkdyMyHI+IC4GXA6+li8ha4kqI056LM3L6L+23XeXR/MbZGSU15VJO3k1hE7AWcUGk6LTNPGaX7WpXtR1s8RGMSeO1WY2twL/CHFvvuAAxOUSlJkiRJkqTJbeib1Tt2eb8rKXKLF3d5v52IugPoFZO3k1REbEdRHmEoKXs18PdjDKnWuJ3d4mEak6itztgdITO/AHyhlb4RcS3O0pUkSZIkSeqWjcrrdbu837uALYFlXd5vuy6g9zNva2PydhKKiM2AXwCblk1/Ap6fmQ+MMWx5ZbvVGbSN/ZY37SVJkiRJkqSBExHrAweXN+/p8u6vB7YCtunyftuSmQfUefxeM3k7yUTEhhSJ26GFve4EnpuZd44zdHFle5MWD7dpw+0lLY7TFHf8vAWrtR29bGHtMcjHRZI0+Bp/Vy1c3ryi1wl5Sx+iWZ2/SyVJU0VEzAf+B1iPYmbqr7t8iNOBQ4DnRMT8zDRv1AMmbyeRiFgX+Bmwa9m0GDgkM29uYfgNle2NI2KtzHxk1N6FrSvbSzLz3taj1WTTLPnqPy+aChYua7aGY/c1voZ8/Uit6ddrtJsWzJt85fkn4+PcipfccXVX99fsvXu05HIdFsxttfqZuqnV109d7w2Lr189V7LhzvNriERSr0TEm9vovgawIbAH8BJGLj7/+S6GBfAd4D3ALsAXgb/p8v6FydtJIyLWAX4C7FU2/YWiVMK1Le7iBmAVMIOiiPMejF9Q+qmV7etaDlaSJEmSJEndchKd1XStLuJ1bGb+tjvhFDLzkYh4DcVEw9eWkw7fnZn9/WruFGfydhKIiLWAHwDPKpseAl6UmZe1uo/yBXUx8Myy6QDGT97uX9k+p9VjSZIkSZIkqati/C5N3QR8MDO/181gACLiI+XmD4C3Ac8HrouI3wOXAfcCD7eyr8z8WLfjmypM3g64iJgFnAEcVDatAF6emRd2sLuzGE7eHgH82xjH3ZLhgtZDYyVJkiRJktRfJ7fRdyWwDLgZuCQzL+lNSAAcy+ozggN4SnlpR9+TtxGxHjCP4lvq48rMW3sbUXNTOXn7WaDrnyr0U0TMBE4BXlQ2PQa8LjN/2eEuTwaOAdYBdoqIt2bmV0fp++/AzHL7osy8vMNjSpIkSZIkqUOZeWTdMYyh2YzgdmcJd1ISom0RsQ3FDOHnArsBs9oYntSURx245G1ZH2MLYANgjcy8oJP9ZOaNwI3djK2fIiKArwKvKZtWAW/KzB90us/MvCcijgc+XDZ9LiL+kpmnV447m+LTjtdXhn6w02NKkiRJkjTdxBqzmLHxNnWHQazRTm5KattH6w6gVRHxXuATDCdsOy1D0XcDkbyNiHkUme/DgCcz/ACultWOiI2B95Y3r87Mb/Urzj77B4rSBkNuAp4dEc9uYezizDxmlPs+TlE79yBgbeC0iPgQcDmwFrAfsFml/zGZeX6bsUuSJEmSJKkLIuKfys0ETsjMlXXGMyQzJ0XyNiLeB3ym0rSc4rGcV17fWm5vwMic5CPAPf2LtLnak7cRsT/wHYYThmNmvsvZowcBewJLI+K0zHy0x2HWYeOG208sL61YRFEeYTWZuTIiXgWcCLyubN6tvFStpFiJ8FMtHlPqmuPnLag7hJ55W2y7WtsJeUtH+xq0x6nZuTXT6fkOukH7eUjSZNfK75UFc2e3vL+jl7nwtSRp0vovimTi5Zn5+ZpjmVQiYiuKGbdQJG3/lmJtqc8C7wDIzO3KvvOAZwNvB15MMUv3y5k56ppR/VBr8racRfozYDZF0jaB64D1GTn7s9EJFMnH9YFDgB/3Ms6pJjMfAA6NiK8AhwP7UjzeK4HbgLOBr2XmdfVFKU1uC5dPxc+URlfH+b7kjqtXazOBOjWee+0kY6Q6LFy2ou4QJoXJ+H40kQRvqx9iNuP73tTQ7L1hwbw1a4gEFl+/pJbjSuqZB4E5wDV1BzIJ/T1FEjaBf8zM7wIU1UpHysxlwE+Bn0bEocA3gU9GxOzM7PuCakNaWk2tFyJiLeBUYE2KxO03gS0zc1fgzHGGn0lRAxaKIsNTTmYem5nR4WXbFo/xy8x8U2bumJnrZOb6mblbZr7XxK0kSZIkSdJAuLO87svCXlPMgeX1fUDLpVcz8zTgaIqc5YcjYvcexNaS2pK3FNOUN6d44n0pM4/IzDvHGQNAZi4BbihvPrVH8UmSJEmSJEl1+x1FEnGXugMZS0SsFRGviIjjIuK0iPh5RPyqSb+IiDnlpder6u1AkXv8bWY2TX5HxGiVCb5IkTifAbylN+GNr87k7UvL62XABzoYfx3FE3fHrkUkSZIkSZIkDZahGaN7R8STao1kFBHxXoqFv84A3gO8huLb8gc06T6fYiGwZcD5PQ5tg/K6ccJotdbNnGYDy2Tvrynyjwd1P7TW1Jm83Y0i831BZi7vYPxQEZ/1uxaRJEmSJEmSNEAy86fAWRR5vO9ExAZjj+ifiJgVET8GPgNsSJHoHLo0lZmLgZPKPs+IiF5OzBwqwt846/Yvle0txhi/vIU+PVVn8nbD8vr2DscPPQnqPAdJkiRJkiSp144AfgTsDlwTEUdFxPq1RlT4EvBCijzdCuDLwKHA/44z7tuV7Rf1JjSgmOELsF5D+y2V7T3HGL99eb12twJq12g1HfrhQYpZs02nJrdgKOO9uCvRSJIkSZIkSQMmIs4Z2gQeAzajSJp+MSJuAe4FHm5hV5mZB3cxrqcBR1LMar0deF5mXl/et984gVwcEUspkqrPAT7Xrbga/AHYjtXLrl5e2T4UOKVxYEQsAJ5FcX539Ci+cdWZvL2Tou7Eru0OLIsZ70vx4N3c5bgkdeD4eQvqDkGSJGlUb4ttOx57Qt7StTgkSerAAYz82v/Q9gyKxOR2LewjWL10wEQdWdnvm4YSt224AjiQ3i7EdiHwYmDXiFgzM1cAZOY1EbEQWAC8JCI+APxHZq4CiIjtKBK6syjO79wexjimOpO3vwaeBOwRETtk5k1tjD2cIjOfwHk9iE0ScPSyhS31m+6J24XLHx2/U58MUixTVbPHeMHc2R2P1eq6/Ti1+vOR1LrJ9n7Wj3h9r1EzC5etGL/TKBbMW7OLkUiaAkarITtqbdk+OLC8viYzO1l4bKiUai/ryf4c+BSwJkUS/OzKfZ8GvlFufwp4X0TcQFEl4MkMl2p9DPjPHsY4pjqTt98F/p7iSfaFiHjRUHZ7LBHxZOC48mYC/9O7ECVJkiRJkqRaHTh+l1psTpGbu6LD8Q+W1+t0J5zVZeblEfE7YCvgpVSSt5l5ckTsT1FPGGA+sE+5PZQUXwW8MzOv7VWM46kteZuZ50TE+cD+wCHADyLibZn552b9y1IJf0eRCV+X4snxvcz8Q79iliRJkiRJkvqpw1mt/bBWef1Ih+PXLa+XdyGWUWXm08e47y0RcTHwz8ATGU7aJvBb4EOZec5o4/uhzpm3AG8CLgE2oViZ7uaIuAjYaKhDRPw/igdvf2Auww/izcDb+hqtJEmSJEmSJCgWStuCYgZuJ55c2U9tMvNE4MSI2JLiXFYBN2fm4jrjGlJr8jYz/xwRBwNnADsDMylWcYPhIsrvLq+rNTyuBV6WmUv7EKYkSZIkSZKkka4HtgT2iYg1MvOxVgdGxE4UydsELu1RfG0pqwE0rQhQpxnjd+mtzLwOeBpwDHAPRZK22QVgKXAssE9m3tzvWCVJkiRJkqR+iohVEfF4RHyuw/H/UY5vObnaop+V1xsCR7Y59jiG831nj9Vxuqu7bAIAmfkw8PGI+DSwF7AvxTTl9SiKF99NUWfiwsycXEvbSpIkSZIkSfWK8bu07STgwxS1a4+LiD9k5oVjBhExG/gi8GKKWbd3AKf2ILYpYyCSt0PK6dUXlxdJkiRJkiRJAygzl0TEh4DPU6xTdW5EfAM4jeHFyIiIucAC4PkU61dtWdnNezJzZa9ijIiZwLcoFlf7Y2Z+oI2xn6FYh2tZZh7eoxDHNVDJW0kadAuXd3/y/9ti29XaTshbaomlH5qdb6NWzn8iJutjp8704+e9YO7snh9Dqstke8+cSLyjvZaPn7dgtbajly3s+DgT0XjcZrFpali4bEXdIUiaOmaV111PkmbmFyJiR+BdFGtZvbW8DAnggYZhQ7OAP56Z3+t2TA1eBPwNxSzft7U59kbgfUBGxCmZWUt5h9pr3kqSJEmSJEnqmR3L66W92HlmvociYfsAI9euyvLSuK7VUuDIzDy2F/E0eHF5vRI4vc2xpzOc8H5p1yJq08DMvI2ItYAXAM8GtgI2AGZm5sEN/QJYu7y5spdTqyVJkiRJkqTJqCwZ8ErgEIok6nW9OlZmfj0iTgfeQjHbdV9gXqXLCuAS4EfAlzPzL72KpcHe5fVVmdk4A3hMmflARFxZ7uPp3Q6sVQORvI2I9wLvp1id7q/NFE+sRvOBRRQJ3N8Cz+x5gJIkSZIkSVKPRcSfxrj7zRHxkhZ3NQvYmCL3N5Rj++EEwxtTZi4HPldeiIh1gPWAB9tNnHbR9hTnfkOH4xdSJG+371pEbao1eRsRs4CzKGbcQgsr32Xm4og4CXg78IyI2DEzb+xZkJIkSZIkSVJ/bEvzyYxBMZN1XpP7RlPNs/0B+FLnYbUvMx8EHuznMZtYp7zuNI7l5fW6Y/bqobpr3n4JeCHFk2kF8GXgUOB/xxn37cr2i3oTmiRJkiRJktR3jTViR2sf77IKuB74JPDMzHy4T/EPkqHyDPM7HD80rrYkdG0zbyPiacCRFJ8m3A48LzOvL+/bb6yxmXlxRCylmHr9HMrp2JIkSZIkSdIktl3D7QD+RJE/+yZwbAv7SOARYGlmPtrV6FpU1tvdgGKm8DLg/sx8vIZQ7qRIwHZas3Zo3N3dCad9dZZNOJLhmhtvGkrctuEK4EBgl24HJkmSJEmSJPVbZi5qbIsIKHJoy5rdPygiYmfg7yjydU8GZlbufjwirgHOBb6amT1bPK3BhcCuwNYR8dzM/GWrAyPiecA2FLnLi3oU37jqTN4eWF5fk5nndzD+9vJ6iy7FI0kD622xbd0h9FWz8z0hbxlx+/h5C/oTjCRJTTT+rlowd3Y9gUhtaPb309HLFtYQiaQ2HVle9yvh2ZaIWB/4T+DN1eaGbmsAu5eXd0fEt4D3ZOb9PQ7vLOCocvuEiNgnM+8bb1BEbMzIGsFndT+01tSZvN2cInN9RYfjh2pNrDNmL0k91+0/+OpIyi1cXss3STRF+PyRz4HWmNwafIP8XG71+dPt51mrj0mzfhONpZW/sfqRePMDU0mqV2aeXHcMo4mIzYBfATuxesJ2te6V7TcBz4iIgzLzzl7Fl5k/i4jLgKdSlKS4JCL+PjN/MWqQEYdQrMu1LUXu8qrMHG99rp6pM3m7Vnn9SIfjh1Z5Wz5mL0mSJEmSJGmaiIhZFHVel2Tmyh4eJyhmpO5MkeSEokzByRRlBm6jmHy5DrA1sA9wOPCssu9OwFnlbNikd44AfgPMpUjI/iwi/gicR1FPeHl533YUlQKeWBm7vIy5NnUmb++lKHmweYfjn1zZjyRJkiRJkjQlRcT25eaKzLx9lD47AscDzwNmAasi4pfAezPz2h6E9WZgb4rE7QrgrZl5SpN+fwGuKS9fjYjDgK8CawJ7lfvp2ezizLw2Il4OnA5sRDED+ImMTNJWDc0QXgwcmplX9yq2Vsyo8djXUzwY+0REW0nkiNiJInmbwKU9iE2SJEmSJEmqXUTsCtwI/BH44Ch9tqaY7fpiYDZFzm0m8HzgtxHxjB6Edlhl+6hREreryczvMFyHFuCNXY2q+THPoyidcArwGMXjM9rlMeA7wJ6ZeU6vYxtPnTNvfwY8F9iQovDyV9oYexzFg5nA2d0PTZIkSZIkSRoIz69sf2OUPsdT5NialR+YA3w7Ip7U5TIKu5XH+1NmfrudgZn5rYj4CLBDuZ+ey8w/A2+MiPdT5CT3ATYB5gHLgLuBi4Ff9LIOb7vqTN6eBHyYonbtcRHxh8y8cKwBETEb+CLFpwgJ3AGc2uM4JUmSJEmSpLocVF7fl5mXNd4ZEVsCr6TIlT1IMav1R8A2FOUIngpsD7yOYkZpt6xfXl/c4fiLKJK363UlmhZl5h3AN8vLwKutbEJmLgE+RDGDdi5wbkR8OSIOYngxMiJibkQ8NSI+SDE9/MjKbt7Ty8LLkiRJkiRJUs22okjMXjXK/a9muE7rv2XmqZm5vKxz+6ZKv5d1Oa67yusVHY5/tLy+uwuxTFl1zrwlM79QFlN+F0UdjreWlyEBPNAwbOjJ+PHM/F7vo5TUS8fPW1B3CAPpbbFt3SEMHJ8rkiRJ3dfs784T8pa+xyFpTBuV100XKgMOqGyfVL0jM6+LiMuApwF7dDmuqyhm9+7a4fhdGTspLWpO3gJk5nsi4mqKOrbrDzUzXKMjGoYspZhx27NV6CRNTguXPzp+Jw28BXNnd3V/g/a8aPxnyES9ppNBej12+71m0NXx2E+3x3iijl62sO4QRtUsNj9UHWyD9H47XeXMWTy+/hZ1h0HOnFV3COqODcvrh0a5/1kUebQ/lCUBGt1EkbzdtMtxnUQxm/fpEfG0ZiUdRhMRewFPL28ORI4vIl5FcT6bAPcCP87M0+qNqsayCVWZ+XVga+DdwM+B5Qyv8AbF9OtfAx8AtjVxK0mSJEmSpGliqGTo3MY7ImInhmfm/nqU8feX13O6GVRmngX8L0X+7tSI1mamRMR2wGnluB9m5pndjKvhWBtGxAXl5VOj9JkREWcC36UoM/E84DDglIg4NyLW6VV8rRiI5C1AWYvjc5n5gsxcj2Klty2BDTJz7czcPzP/IzP/UnOokiRJkiRJUr/cU17v0uS+51e2R0veDq0tNdrM3Yl4E3AGxcJjv4+Ij5TJ2dVExPYRcQxFmYRty3GH9SCmqkOAZ1PMTh5tZvD7gFeU29Fw2Q/4Wm9DHFttZRPKjDYUnx68sXHhscx8kGKFPEmSJEmSJGm6uhLYDtgzInbMzBsr9x1e2T5vlPHbl9fNSip0LCLOqdx8lGJm8DHAMRFxH3ArRcJ4DsU37odmCAfFt+w3BH4Y0VgxdYTMzIMnEObzKvH9tMk5rAm8n+HyrWcDPy7jfSewJvDaiDguM383gTg6VmfN21dQPDC/akzcSpIkSZIkSQLg+8ArKb5B//2I+CfgPuDtwJ4U+bXfZOadjQMjYhbwlLLPDV2O6wCGk54wcv2q/5+9+46TpC4TP/55dtldwi5hyRlElyQKKgomkhhRERAD5oAo5p/hvPNQkTuznp4B9SQpqKjIGQ/JqICKCCIICyisgOS4pIXd5/dH1TC1vT0zPT3VXT0zn/frVa+qrvp+v/VMV3fv7DPffmpdhpO1Q/uG2iQwG9htjPGjZfxuDN1M7S+Z2W7m8QuAtcrznJyZ+z9y8oiLgW+XD18FNJK8bbJswlC9jWsajEGSJEmSJEkaZN8DLi+3twNOo5iNe3ClzSdH6PssYJVy+/c9iK21zECMcGy09iMtdViXIjE70p1Bn13Z/mzLse8CQwnxXWqKZ9yanHl7A7AmNRdLliRJkiRJkqaKzHw4IvalSNpu0qbJFzLz5yN0f3Vl+8yaQ9uj5vF6YWj2710jHH9Gub41M8+rHsjMZRHxR2Afipq+jWgyeXs6xdTlJzcYgwbUPy+7kkM6u0nhmI7Ma2oZR5LqUNdnmyRJUq+0/r7i/6mk5mXmwojYDngjxQ24VqeoKfv9zDytXZ+IWBt4EnAtcA9wfs0xnV3neD0yu1yvkAONiPnANhQzc38zQv8by/XqIxzvuSaTt0cBhwJbRcQLM/OnDcYiaYAtXLyk6RDUQ63/Gfj8vAXNBDKC1vhMvkpTQ7t/WxbMnd2m5dQwlX+2Ovk7R+fee89I3z4d3aD9Oz/Z+BqVprfMXAx8sVw6aX8bMN0/eO+kKJ3QbsbybgzX1f31CP2HcqdLa4+sQ43VvM3MPwP/QfEkHRsRT2sqFkmSJEmSJElTzhUUucddI2LllmMHVLbPGaH/BuX6troD61STNywjMz8KfACYC5wdESdExIsjYpOImNNkbJIkSZIkSZImtdPL9epUbuoWEc+gSN4mcENmXjhC/53KNlf3MsjRNFY2ISJapxsH8LJyGWrTyVCZmU2Wf5AkSZIkSZI0eI4CPgisDLyjvPHbbcAOFHnRBL7RrmNZY3j9ss2f+hFsO00mPYdqSgzJlmOSJEmSJEmSKiJifeCJwBbAGsCsTvtm5uE9imlz4EBgZ2BLipmuncaVmblVL+LKzOsi4r3A1yhyj5uWy1Du8XLgcyN0P7CyPdINzXqu6RmrJmklSZIkSZKkMUTEUyjuH7U73efUak3eRsQqwH8Bb6S7mFond9YuM78eETcBHwEeX+6+H/gx8J7MvG+FoCJmAQeXDx8GTutljKNpLHmbmY3W25UkSZIkSZImg4h4E8Xs0Rl0n7itNUkaESsBvwKeyoBP0MzMk4GTI2I1ilnBt2Tmw6N0mQO8oty+PzPv6nGII2p65q3Uc4fEFh21OzKv6Wkcan8tFsyd3f9ApHHo9DNEkiRpqqrz96F/ckNtY0nTRURsT5G4nVnuSuAPFHVYbwMeaii0Q4GnMZwU/hXwPeAvwB0UM1YHSmbeC9zbQbvFwNljtYuIrYCNyz7nTDjANkzeSho4CxcvaToE1aT1jyKd/OLf7vp3muSf6Gunm3glNcc/AGqQ+HrszHvvWbjCPv+9laQxvYcicZvApcArMvPSZkMC4KDK9jsz88uNRdKcdwNvo7g2PcmzmryVJEmSJEmSBtce5fp+4HmZeX2TwVRsTZG0/PM0TdwO6WnJCOvOSpIkSZIkSYNrQ4ok6RkDlLiF4XIJFzQaxRRn8laSJEmSJEkaXEM1WgcpcQtwTbm2dlAPNVY2ISKWTnCIBO4B7gT+SlGo+XuZ+dcJjitJkiRJkiQNir8D84G1mw6kxSnA44AnNR3IVNbkzNuorLtZZgBrAJsBzwE+DPwlIn4SERv278eQJEmSJEmSeuZHFLmwZ0TEIH2L/svAg8A2EfH8poOZqpq+4EMJ3GS4TsZYWtu2JnVfAFwQEZvXFaQkSZIkSZLUkG8ANwDrAe9oOJZHZOY/gHdS5OO+ExFPbzikKamxsgmZOQMgIt4OfAaYA5wKHE9RAuF6ipoeqwEbAzsDBwF7Aw8A7we+TjFt/HHAy4DXUPxMG1L8VcJp21JDDoktmg5BA6CT14GvFUmSJEkaWWbeEREvA34JfCYiFmfmt5qOCyAzvxkR9wNfBc6MiB8DJwGXAXfR4WTNzFzUuygnt8aStwAR8RHgMIratftl5i/bNLu7XP4KHFdOw/4u8CVgncz8GHAacFpEfB34FbAmsFNE7JuZJ/f8B5mkImI2RdL7FcD2wPrAHRS1VE4CjsnMW5uLUNPBwsVLmg5BfXZkXrPc406St+N5nXQ6fmu7TtuYbJbqtWCu97fQ4OjX6/G99yzsy3kmC/+9laYe8w31iohnlpsfAj4LfCMi3gH8ALiE8SVJz+lBiMcDmwL/AexfLuORNJyjHGRN3rBsZ4rELcCrR0jcriAzfxERrwF+DPx7RPwiM/9QHrsgIg6leNEA7AucXGvgU0REbAOcAOzUcmiDctkVeH9EvD4zf9Hv+CRJkiRJ0uRjvqEnzmLFEqI7lMt41J4kjYjNKGYEb8NwjDFyD41Xk1ntQygu5qWZ+dPxdMzM/42Iy4Bty3H+UDn8PeDzFHVAdqkp1iklIjYBTgc2KnclcA5wFcXz9ixglXL75Ih4Xmae3kSskiRJkiRpcjDf0FOtCdHGE6QRsTbwa4pZt1X3AncCD/c7pqmoyeTt0ynexH/ssv8FwHblOI/IzIyI8yhm3a43kQCnsOMZ/iC9FnhRZv556GBErEORBN8LmAWcGBFbZead/Q5UkiRJkiRNGuYbeuMcOiyL0GcfokjcJrAY+E/g+5kd1KhTx5pM3m5crpd22X9ZyzhVN5frVbsce8oqawYP1UpZArwwMy+ptsnMWyPixcCfgUdR3BTuA8C/9jNWSZIkSZI0OZhv6J3M3L3pGEbwwnK9DHhuZp7XZDBT1YwGz/1AuX58l/0fV64fbHNsVrm+o8uxp7JDK9vHtn6QDsnMexmuSQzwloiweLQkSZIkSWrHfMP0szllaQwTt73TZPL2Sor6HDtFxDPG0zEidgOeQPECubJNk03KtXcurIiIuRRfTRhy9BhdfgjcU27PZ/gvaJIkSZIkSYD5hmls6Bq2y82pJk3+ZeMk4CkUCdwTI+IFmXnhWJ0i4onA9yu7fthyfAbwRIrE7rX1hTslPBWYU27fy/I3eltBZj4YEecDe5e79gTO6F14mqwOiS2aDkGTSK9fL3WO72tbkiRJ6oj5hunp7xTJ9zUbjmNKazJ5+xXgbcBmwPrA+RHxHeC7wB+qxaojYg3gycArgYOAmeWhRcBXW8bdi+KFk8Bvexj/ZLRtZfuSzOzkrn8XMvxhuu1oDSWpG0e21LLvRcK09RySmrFg7uymQ5Ckxg36Z+HCxUuaDkGTk/mGBkTEKhTlSNcB5lHMhL0VuDgz7+9DCD8EngQ8MyJmZOaysTpo/BpL3mbmfRGxH/ArimTrSsBry4WIuA+4j+KmY9Ubj0W5vh3YLzPvaxn6/1XandyT4CevrSvbnc5KXlTZ3qbGWCRJkiRJ0tRgvqFPImIm8ArgrcDODE9wrFoaEb8HvgZ8LzOX9iicbwJvBzamuPHcJ3t0nkF2GPDZXp6g0YLQmfmniHga8C3gaQwnZgFWK5d2zgPekJlXtBnzubUHOnWsXdm+qcM+N1a259cYiyRJkiRJmhrMN/RBRDya4hvrTxjaNULTlYBdy+VdEfGKzLy67ngy846IeAnwS+CI8sZzn+xw5vXAiYgNgedQVAi4BTglM68frU9m3gHc0cu4Gr+bX2YuBJ4RES8AXgfsRjHdu9VtwNkURa9/kZnZtyCnjrmV7U6nz1fbzR2x1Sgi4lCKEhmd2Kqbc0iSJEmSpBFtFRGXdtj2q5n5lXGO30i+YTqJiEcB51AkFmE4cXsv8I9yvRqwabkeOv4k4NcR8dTMeuvJRcRrys0vAR8GPga8LSJ+ClwK3EVR1nRMmXlcnbFVYlwZ+Nfy4d8zs+3N9CLi3cAngGptm6UR8YnM/EgvYutU48nbIZn5c+DnABGxMUUCdy7Fi+/WzLyuwfCmipUr250WMnqwsr1Kl+ddF9iuy76SJEmSJE0qy5jB4hmrjt2wD3GU5tD5/8vX7eJUTeUbppPvAxtQJEOXUpQs+B/gouoEx4gIijq4bwDeQpH72wA4keJ+UnU6huWTs1Ge603jHCeBniRvgWdSJJYTeGe7BhGxL/D5NodWAj4cEUsy8z96FN+YBiZ5W1VOSR51WrK68kBlu9Mq+XMq290Wu74FuKzDtlu1nFOSJEmSJE3Mg0CnX5u/pYvxm8o3TAsRsT/wRIoE5K3ACzLzgnZty0TuRcA7I+JoipIG6wFPjIj9MvOkusPrcF9TnlPZ/uEIbYZq9SZF2Y9zgc0oZi0HRQL3uMz8R8+iHMVAJm/VM4sr253+VavabvGIrUZRft2io69clF/jcJauJEmSJEn1uTozt+/h+I3kG6aR/SrbB42UuG1V3mvqIODUctcBQJ3J22NrHKtXhmYbX5GZK9RjjohnAAsoErcXA3tm5p3lsU8B76f4g8RrgEZm3w5k8jYiVgHWAlbKzEVjtVfHbqtsrz9iq+VtUNm+vcZYJEmSJEnS1GC+obeeQpFcvCQzTxtPx8w8PSIupiil8JQ6g8rM19c5Xo+sR/HcjfSN8BdUtg8fStyWPk5xD6dVgT2Zzsnbsh7HAcBBwNMpErdQPLkrtbRdBziwfHhlZp6KOnVFZXvzDvtsVtm+vMZYNEkdEls0HYIkSZIkabCYb+itoYT4n7rsfxFF8na9WqKZXNYp17eNcPyZ5fp+ihITj8jMxRFxLrA3sG1vwhtb48nbiNiaoujyDkO7xuhyG/Au4NHAjRGxaWYu62GIU8lfK9s7RMRKmfnwGH2eMEJ/SeqJI9vcANU/Gkxc6/Pqc6omLFy84v1LFszttCyepOmk3e8D7QzSv2dT5fOs25+j3We8phXzDf0xSLVkJ4t55TpbD0TEyhSvwwTOz8wHW9sAN5TrNXsSXQdmjN2kdyJiW+A8isRtlMt9wL0j9SkLL3+V4TvY7d7zQKeOcxm+m+NqFIWXRxQRc4BdKrvO6FFckiRJkiRp8jLf0Fs3UeTBduyy/1C/m+sIZpIZqqe8TptjuzB8g71fj9D/oXLdWA61sRNHxEyKIslrUrwAzwR2zcy5wDFjdP8BwxnzZ/coxCknMxcDp1d2vW6MLvsx/BeKO4BzehCWJEmSJEmaxMw39Nzvy/UOEbHXeDpGxO4UJROyMk7PRMSOEfH2iPhURHwjIr7V63OO4e8Ueccntzn2wsr2SK/BoaTv3XUGNR5Nzrw9CNia4sVzErB3Zv6uk46ZeQPwt/LhqH/N0Qq+Wtl+fUS0vdtkRKwKHF7Z9fUOvvIgSZIkSZKmJ/MNvXNSZfv4iNixk04R8VjghMquH9UZVMu5DoiIvwB/BL4IvA94E20S+RGxfkRcHxE3R8RJrcdrdm653jgiXlWNAXht+fDeSrtWj6XIXV7TqwDH0mTy9iXl+gHgrV3Urf0LReb8MbVGNcVl5s8Zngo+G/hZROxQbRMRawMnU9QVhuKuj5/qV4ySJEmSJGlyMd/QO5n5Q4qbjkFx07HzI+ILEfG4du0j4rER8VngDxQ3O0vgT+U4tYuIIynuZ7Utw2VRR6zPm5k3UczUXgd4UURs3Iu4SsdWto+KiOMi4nPA74D5FM/N99vVu42IDYCtyoeX9DDGUTV5w7InUjxBv8nMW7roP3SXuLXrC2naeCXFVPkNgS2AiyLibIrZzOsCzwJWLds+DByYmXf2P0xJkiRJkjSJmG/onZcBv6FIeM4G3gm8MyIWA/+gmD26GrApMLfsM5RAvRl4eS+CiogjgIMru06hqGH8XGCPUboeC7yqjPH5wDd7EV9mXhAR3wTeDMykqARQdTfw8RG6v6SMLxl5Zm7PNTnzdt1yfU2X/Ydm6jaZgJ6UMvM6YE+G/2ozg+IN9UbgRQx/kN4C7JuZp7eOIUmSJEmSVGW+oXcy80pgd4ZngA7Nbp1HMeP1SeV6HsvPfL0Y2D0zr6o7poh4DPCB8uGdwF6Z+bzM/Axw2Rjdz2T4ZmK71x1bi7cBXwKWsvzM4GuBfTJz0Qj9qknpU3sa4SiaTHw+SPGXglld9l+/XN9RTzjTS2ZeHhFPofjLyyuA7Sme0zsp/iL2Y+CozLy1sSD77JDYYoV9R+Y1fY9jkLR7TqS69eO952tZkiRJ6g/zDb2TmX+NiJ0pZqweTJGwncmKJQqWAhcAXweOz8yHehTSwRS5xQTelJlndtoxM5dFxMXA0yheIz2TmUuBd0fEx4FdgNWBRcDvRqq3HBHzKUp8nAzcM0qCt+eaTN7eRPHXgK3H2zEiAngKxYvjHzXHNW1k5hLguHKRpIHVLplrQnZiJpIg97lXnRYuXtJRuwVzZ/c4EmliFsyb03b/Pjc0ViJvWvAPvoOj3ed0p5/xmnrMN/ROmYg9Gjg6IlYDHk/x7fa5FDNZbwEuzsx7+xDOXuX66szs5sZj11IkbzepL6SRZeZtwM87bHs78LHeRtSZJpO351HcbOxJEbFhZv5zHH33oyjQnMA5vQhOkiRJkiRJGlRlgraxWqzA5hS5ud912f/ucj2vnnCmpiZr3p5crlcCPt1pp4jYiKJOxZAf1BiTJEmSJEmSpLGtVq4Xj9pqZEM3VnughlimrMaSt5l5MkXR5ABeGRFHRsSqo/WJiOcD51PctTCB0zOz2+y+JEmSJEmSpO7cVq7X67L/NuX6lhpimbKaLJsA8FqKsgfzgDcDB0bEz4AFQw0i4h0U5RWeAzy60vdWirsVSpIkSZIkSVNSRMwEvg2sDFyZmR8cR99PUeTV7snM19Yc2tUUEyyfMt6OEbExsBPF5MyLa46rep4zahoqM3OvsZvVr9HkbWb+OSJeBHyf4s6DawIHDR0u1/9V6TJ097x/Ai/OTG9WJkmSJEmSpKns+cDLKXJlh4yz71XA+4GMiBMy85Qa4/oV8HRgw4jYPzN/NI6+RwAzKX6mU2uMqdXuDOcYuxU1jNG1JmveApCZ5wA7Utwp70GKJ2Sk5WHgGOCJmXlBA+FKkiRJkiRJ/fSCcv0QcOI4+55Y9gN4YW0RFY5huF7tlyPiMZ10iojDKL6Nn8AdFLOKe2m0XONICy3bjWm6bAIAmXkT8MaI+CDwLGBXYCNgDeBe4CaKO9edkpk3NBaoJKkvDoktmg5hymn3nB6Z1/Q9Dkmabn620Q4r7NvnhksaiESSNIntXK4vzsy7xtMxM++KiIvKMZ5cZ1CZeV1EfBb4MEXd2z+UZRq+T0vSMyLWBp4NvBt4UuXQYZl5b51xtdijw3YzKPKQOwAHAttTJKbfB1zam9A6MxDJ2yGZeSvwvXKRJGlUrclHk7790S7p63OvXlu4eElH7RbMnd3jSCRNZRP5N67d59R0/0xq9/PPvi9gWQPBSJPboyhmqV7RZf+FFMnbR9UW0bCPANsB+1Hc0+qIcnlERNxGUSr1kV3l+tjM/GoPYnpEZp49zi4nAx+PiLcBXwQ+ATwvM8+tO7ZONV42QZIkSZIkSdKIVivX3c5QXVyuV68hluVkZlLMVD2C4k8z1VIDQ3Vi12L5kgRLgY9l5hvqjqcuZVL5XygS0t+PiPlNxWLyVpIkSZIkSRpcd5frbhOIQ/16Up4gM5dl5mHAoylmqy5kxfqxAIuArwFbZ+bHehFLzf4LuJmitOvBTQVh8laSJEmSJEkaXP+kSIJ2W7N2qN9N9YTTXmZem5nvycxtgHUo6sc+HdgJ2Cgzt8jMQzPzb72Moy6ZuRQ4h+K5P6CpOHpa8zYiXtPL8Ydk5nH9OI8kSZIkSZLUZ7+luIHWZhHxrMw8rdOOEfFsYHOKEgbn9Si+FWTm7cDt/TpfDw39DFs2FUCvb1h2DMP1LXolAZO3kiRJkiRJmopOZvhr+0dGxC6ZeetYnSJiPYoyBdVxahMRm5Wbd2fmnV30XwNYAyAzF9UYWp02KtcrNxVAP8omxDiXkfqMNpYkSZIkSZI05WTm/wF/LB9uCfw+IvYerU95/PyyfQIXZ+b/1hzaNcDfgcO77P/hsv9AllGIiI2BvSiev382FUevZ94e20GbWRR1I2ZRJGKXAH8B/kFRSHk1YFPgscAciidsCfBD4OH6Q5YkTRaHxBZNhzCptXv+jsxrxmwjSZIkqe9eB5wLzAW2AP4vIq4EzqJIfi4uj20J7AE8ptJ3MfDa/oU6LgM5KTMitga+C6xCkYs8o6lYepq8zczXj3Y8IjYEfgzMBq4HDgNOzMwV7n4XEasBLwc+CmxM8SJ8SWY2lvlW78yeESxYdfaIxxcuXtLHaCRJnTDxq0HQj98RFswd+XcUTV8L73lwhX0L5s1pIBJJ0lSUmZdGxIuBEyluBhYUubHHjNBlKCl6G/CyzLyk91EOnog4bBzNVwLWBnYEnsLwc7gU+Hy9kXWu1zNvRxQRK1HMnt0ZuAB4blnMuK0yofutiDgZOKXs96OIeGZmOgNXkiRJkiRJU1ZmnhURTwA+CRzI6Hm9h4HvAx/KzOv6EV8Xhv7K2cu/vn+U7u7HNZS4XQa8JTMvry2icWoseQscBOwKPETxF4CO7kCXmbdFxIHA5RRZ8NcAR/UsSkmSJEmSJGkAlInYV0XEB4BnAbsA6wPzgHuAmyhq3Z46Cb6tvn257ignOAHdlGZI4EzgXzPz9zXHMy5NJm9fXa7Pycy/j6djZv4tIs6mKBp8ECZvJUmSJEmSNE1k5g3AceUyaUTETIpyqAcCu1MkSXtZ0uFj42j7EEUC/O/AHzLzpt6END5NJm+3obhA3d5Rbijhu3U94UiSJEmSJElqFRFLRzoEHBoRh3YzLEVu8EddBzaGzBxP8nYgNZm8Xbtcr9ll/zVaxpEkSZIkSZJUv6FEa7sSBN2UJRhyJn6jflRNJm9vATYB9oiIWZn5UKcdI2IWsEf58NZeBCdJkiRJkiQNoojYEXg6sCmwFjAzM9/Y69PWMMYDwG0UpRJ+BByTmSPN6hXNJm/PA15KMXP2P4APjKPvfwDrUGT8z6s/NKnw+XkLVtj33nsWNhCJJPXHIbFFI30laTr52UY7rLBvnxt6We5PnfLfMkmDLiIOAD4KbFvdTZEje2NL2/WBC4FZwG8yc79uz5uZM9rEsqw871cy853djq3RNZm8/R+K5C3A/4uI1YEPZuZdI3WIiDWBTwFvquz+Zs8i1MBaMHd2R+0WLl5S63jTzZF5zQr7/IVWkjTddfr7RTv+ziFJ08PSTG65/+Gmw2BpZtMhqEYRcSTw5qGHY7XPzJsi4nTgVcCLImLjzLy+7rBqHk8tGkveZuapEfEdihdQUrz4DoqInwO/AxYB9wGrApsBuwDPLx8P/UXhhMw8tYHwJUmSJEmSpL6IiCOAgyu7TgHOAJ7LcGnRdo6lyL0FRV6tzkmQQ+etOyE8LhFxWPVxZh4+0rGJqI7bT03OvAV4A7AycABFMnY1itm4Lx2hfTWb/2Pg9T2NTpIkSZIkSWpQRDyG4XKjdwL7Z+aZ5bHNGD15eyawmCLntjs1Jm8z8+y6xpqgj1LkFYccPsqxiWgkebtCvYp+ysyHM/NAiiTuUJY+Rlko270xMw/IzOa/gyBJkiRJkiT1zsEUEzATeNNQ4rYTmbkMuJgir7Z9b8IbCNXc4UjHJrI0pumZtwBk5jERcRzwHIq/FuwIrAvMpfjrwC3ARRR/LTilfOFJkiRJkiRJU91e5frqzDypi/7XAk8DNqkvpIHysS6PTQoDkbyFR/4S8MtykSRJkiRJkgSbU8y6/V2X/e8u1/PqCWewZOaICdrRjk0WjZZNkCRJkiRJkjSq1cr14i77zy3XD9QQi/psYGbeSpIkSdJ09bONdlhh3z43XNJAJNPHIbFF0yFIUqduAzYA1uuy/zbl+pZ6wlE/mbzVlLZg7uymQ5Cknjoyrxmzjf85lQbHwsVLOmrn7zDdWzBvTkftFt7zYI8j0XQzld+3nb6vOjH7gQDvYiON19XAhsBTxtsxIjYGdqIou3BxzXGpDyybIEmSJEmSJA2uX5XrDSNi/3H2PQKYWW6fWl9IU09E7BcRx0TELyPiuIh4WdMxQY+TtxGxLCKWRsSXenmeps4nSZIkSZIk9dgxDNer/XJEPKaTThFxGPBailm3dwDf7kl0Aywi1o6Ic8rlP0doMyMiTgJ+ALwaeDZwEHBCRJwZEau169cvzryVJEmSJEmSBlRmXgd8FgiKurd/iIgPRcSjyn2PKJOVr4iI3wEfqRw6LDPv7VvQg2Nv4OnA04A/jtDm/cC+5Xa0LM8EvtXbEEdnzVtJkiRJkiRpsH0E2A7YD5hHUQ7hiGqDiLgNWLO6q1wfm5lf7UOMg+jZ5XoJ8MvWgxExB/gAxexkgFOAnwObAe8A5gAvjYjPZuYFvQ93Rf1K3s6LiM36dC5JkiRJkiRpysjMjIgDgY8CH2K4jm0ynHhcq6XbUuCIzPxYX4IcTNuX679k5n1tjr+A4nlL4OTMfKSmcERczHCpiVcBUzp5+5pykSRJkiRJkjROmbkMOCwivgW8G3gesKBN00UUs0c/l5l/61+EEBHzgacCm1IkRVfKzMP7GUOLdSkSswtHOP7syvZnW459F/g0sAGwS/2hdaZfydsYu4kkSZIkSZKk0WTmtcB7gPeUydINgTWAe4GbMvPGfscUEU8BDgOew4p5wMNb2q4P/C/FvbjOy8x39TC0dcr1XSMcf0a5vjUzz6seyMxlEfFHYB9gqx7FN6ZeJ28XMTx1u59ua+CcqtHsGcGCeXPG1WfhPQ921G484+5zwyXjikHdOTKvWe7xIbFFI3FITen0PdDarl98j0r9t3DxkhX2LZg7u4FIBsd4fzfs5Xid/t4pDZK630OS+iciPl9uLgM+lJkPDR3LzNuB2xsJrBQR/0KRoJ3JionbFfKCmXlTRNxAcZOwx0XE4ZnZq1ze0C9QK+RAy8T3NmWMvxmh/1AifPX6Q+tMT5O3mblFL8eXJEmSJEmSprh3UyQYf1tN3A6CiDgU+M/KrsuBM4GdgSeN0vUYiuTtLOD5DNeWrdudFKUTNmlzbDeKZHMCvx6h/1DudGntkXVoRlMnliRJkiRJkjSmu8v1SHVbGxERG1LUhAV4AHhDZm6XmYcCvxuj+/+VfQD26FGIAFdQJGh3jYiVW44dUNk+Z4T+G5Trxr7lb/JWkiRJkiRJGlz/LNezGo1iRYcAq1DMXH1PZh7TacfMXAJcQpFY3aEn0RVOL9erA58c2hkRz6BI3iZwQ2ZeOEL/nco2V/cwxlGZvJUkSZIkSZIG128okpyPbzqQFs8p19cD3+ii/1BCdPN6wmnrKOD+cvsdEXFNeROy0xlOhreNPSK2A9YvH/6phzGOyuStJEmSJEmSNLiOKdc7RMRTmwykxaMoZqWem5kr3JisA3eV657dDCwzrwPey/CN1DYFdmS4lu3lwOdG6H5gZXukG5r1nMlbSZIkSZIkaUBl5m+Br1MkII+PiK0aDmnIGuX6ji77r1Kue3oTtsz8OrAf8GeK5zAoZuOeAOyemfe19omIWcDB5cOHgdN6GeNoVhq7iSRJkiRJkqQGvRNYCrwNuCgi/hv4PnBJZi5rKKY7gHWBtbrsP5SEvrWecEaWmScDJ0fEahQzfW/JzIdH6TIHeEW5fX9m3jVK254yeStpRIfEFk2HIEmSNG39bKPO7t+yzw2X9DgSSVKTIuJvlYdLgdWAD5bLQxFxB8N1XUeTmVnnrN1rgfWAJ423Y0TMB3amKLtwWY0xjSoz7wXu7aDdYuDs3kc0NpO3mjIWzJvTdAhqcWRe03QIAhbMnd10CI1auHhJ0yEsp5P3Rd3vnXbj+ccZSeqev3dq0H+/8jUqTTlbUCQ5hwxtBzCbIoE6lmgZow6nUSRgt4yIPTLzzHH0/ReK2JMGSxJMBta8lSRJkiRJkgZbtFlGOzZS2zp9m2ImMMDXI2LdTjpFxGuB/1c+vA84rgexTRnOvJUkSZIkSZIG15ZNB9BOZl4eEf8DvIWifu0FEfEvwEnt2kfErsB7gP0Zngn8ucy8rU8hT0ombyVJkiRJkqQBlZnXNh3DKN4F7AA8FdgE+A7wMPDAUIOI+CPwKIobhcHwTOBfAR+baAAtNYF7pe56wR0zeStJkiRJkiRp3DJzSUQ8G/ga8Opy9yyKnONQjd0dWbF0w7HAWzKzjjq8W1B/Pd+qXtQL7pg1byVJkiRJkiR1JTPvy8zXArsB/wvcS/uauw8CvwR2z8zXZ2add5fupO5vt0ujnHkrSZIkSZIkaUIy89fAryNiJvA4YCNgDYpk7k3ARZn5wChDdGsgawLXZWCStxGxEXAg8HRgU2AtYGZrPYmIWJViOjTA7Zl5Yz/jlKaqQ2KLaXVeSZKkqeJnG+2wwr59brikgUgkSYLMXAr8qVz6cb5Brgk8YY0nbyNiZeCzwJsoamI8coj29SQC+DWwJvAX4PE9DrExEbEtsDdFQvuxwMbAqsBdwDXAb4FjMnPcb4aICGBf4CBgJ4q/hiwGrgV+ChydmYsm/EMMoLW3md90CJpiFsyd3XQIGkW767NwcZ3fzhnZkXlNX87TjYnE1q6vf4iRuue/I51ZeM+DK+xbMG9OA5FoqvC9J0maDBpN3kbE6sBZFAnYjmpIZOa9EfEN4IPAYyPicZn5595F2X8RsTfwBWD7EZqsXS5PBN4ZET8ADsnM2zscfyPg28CeLYdWBtYpx31fRLwjM48Z/08gSZIkSZIkaaKavmHZdxi+49zNwIeAp5T7R3NCZft5PYmsWU9k+cRtAhcDPwC+AfwYuKVy/KXAORGx9lgDlwnzU1g+cft74GjgJODOct9c4OiIeE13P4IkSZIkSZKmqoiYGREnRMRJEfGpcfb9VNnv2F7FN1U0NvM2IvYA9qFITF4GPCszbyqP3TVa38y8JCJuBtYFntrrWBt0EfBN4PuZeVv1QETMBt4LHAHMpEj2fhV42RhjfpmiBAPA7cABmXlmZdy5wNeBV5a7vhkR52bmVRP7USRJkiRJmh4eWppcf/eK5V6aiEPqoecDL6fI7R0yzr5XAe8HMiJOyMxT6g6unYjYmaKEaPWeWzMyc6WWdmsynHO8rslv/Tc58/ZV5TqBg4YSt+NwEcWM3W3qDGpALARekpk7ZeZXWxO3AJm5JDM/SfFCH3JgRIz4fETEYyleoENeWU3cluMuBl4NnFvumg0c3uXPIUmSJEmSpKnpBeX6IeDEcfY9sewH8MLaIhpBRKwbET8DzgfeQXH/p3UpJra2K+V6L8W3339K8U31xjSZvH0GReL2D11mr28s1+vXF9JgyMyTMvPkDpt/Cbih8vj5o7R9K8PX/NSR/qqRmcuAD1R2HRgR63YYjyRJkiRJkqa+ncv1xZk56rfoW5XtL6JInD655riWU9776Q8UpVejsowW30PA18p2W0bELr2McTRNJm83KNeXddn//nK9ag2xTFqZuRT4XWXXFu3aRUQAL6rsOnqMcX8LXFk+nEkf/goiSZIkSZKkSeNRFBMzr+iy/8LKOL30Q2AzikTsX4FXUEwG/eoY/b5X2X5Ob0IbW2M1bykSggBLu+y/Vrm+u4ZYJrtqEZuZI7R5DLBJ5fFZHYx7VtkPihucHTXewCa78/bcbYV9u55xdgOR1OuQ2KLpECRJkqS++fy8BU2HIElT0Wrl+t4u+y8u16vXEEtbEbEvsAtF7uw3wPMy877y2KhFoTPz6oi4Dti4HKMRTSZvb6EoDLxpl/13Ktc3jtpqetihsv2PEdpsW9m+MTP/2cG4F47QX5q2Fsyd3XQIqkG767hw8ZKO+x+Z19QYzdTQ7jnxD0Wd8XNFkiRJk9TdFJMr53fZf6hft8nfThxYrh8GXjuUuB2HiykmQzb2V8Amyyb8mWK68q4Rscp4OkbEkyhmhCZFoeFpKyKeyvDsWIDTRmi6dWX72g6HX1TZnoo3hpMkSZIkSVJ3/snEatYO9bupnnDaGpp1e15mV7NwbinXjd0LqsmZt78A9gHmAe8CPtlJp4hYieImXUN+Xn9ok0NEzAC+UNn1u8y8YITma1e2O31TVGc1rxoRczLzwfHECBARhwJv67D5VuMdX5IkSZIkaTKLiGf24zyZeU6Nw/0W2B7YLCKelZkjTShcQUQ8G9icMrFaY0yt1ivXC0dtNbKhr2jOqSGWrjSZvD0OOIyiQPBHI+KazPzeaB0iYh3gOwxnza/MzB/3PNLB9e8M/5ViGfC+UdrOrWzfP2Kr5bW2mwuMO3lL8deJ7broJ0mSJEmSNB2cxfL3NOqFpN5c4MnAweX2kRGxS2beOlaniFgP+FrLOL2yrFyPdI+osaxTru+ceCjdaSx5m5n3RcS7KO7cNgs4PiJeD3yfohAwABHxWIq6Es8BXgmsWh5aCrylr0EPkIh4IfCRyq7PZOZvRumycmW708KOrYnacZW3qLgFuKzDtlvR4F8zJEmSJEmSGhJNBzAemfl/EfFH4AnAlsDvI+ItmXnqSH0iYm/g68AWFMnkizPzf3sY5i0UN1bbosv+O1PEeUNdAY1XkzNvycwfRMQmwGco6u8+q1xg+K8NF1e6DL2IlwJvy8yz+xLo0MkjDgHeXfOwHxrv7OGI2Bn4LsPPx+kUs3BH80Blu9M7o7QmUTudsbuczPwK8JVO2kbEpThLV5IkSZIkTS/n0NnM210pJkEO5YRuo7h5/b0UScpNGS6dmRQT+Hp5v6jXAedSfFt7C+D/IuJKipnEfwMWl8e2BPZg+fs2LQZe28PYAC4oz71LRKyZmXd22jEi9qJ4PpOiREQjGk3eAmTmFyLizxTTpR9dPVSuW//qcBXw1sw8vR/xtViH5W/8VYc1xtM4IrYDfknxhgT4A7BvZj40RtfFle1OZ9C2tlvctpUkSZIkSZK6lpm7j3Y8IuYBx1BMyLsX+DxwXGZe3abtVhRJ1XdTfIP9duB1mXlPnTEDZOalEfFi4ESKvFlQJGgfM0KXatL5ZZl5Sd0xtfgp8FKKb6R/mNFLjj6ifL6/XNl1cu2RdWhGUyeuKhOxWwP7At8ALqF4YS0F7qIoKvxt4GXANg0lbhsXEVsCpzL8F5TLgOdlZidJ1dsq2+t3eMoNKtv3dXOzMkmSJEmSJE3YtynyZlcDj8/Mj7RL3AJk5tWZ+e/AjsA1Zb/jexVYZp5FUTrhBOBhigTtSMvDZSw7ZeYZvYqp4nsUM4AB3hMR/xIRo5aniIjtKWZCb00xufSP47kZW90an3k7JDMT+Em5DKTMPAI4oolzR8TGFOURNip3XQ3snZm3jdxrOVdUtjfvsM9mle3LO+yjSWDB3BUrZyxc3Gkp5Omj3fOkqWvB3Nm8955ub0CqdnwPSeq1hfesOLdgwTxvnyD53pCmlojYH3gRxc23XpqZfxujC1AkcSPiAIrSAS+IiAMy84e9iDEzrwNeFREfoCiJugvF5MF5wD3ATRTlG07NzH/2IoYR4no4It4EnEKRB/0P4LUR8QNg26F25b2lHkNxz629GJ4hfB/wxn7F287AJG81svIufKdT1OgAuA54VmaOp1jyXyvbG0TEBpl54xh9njBCf0mSJEmSJPXH68r1+Zl50Xg6ZuafIuJc4GnlOD1J3lbOdwNwXLkMhMw8KyJeBRxNUUZiAfBvQ4fL9cmVLkOJ28XAK/pQ2mFUA1E2QSOLiLWB0xiutXszReL2mnEOdSVF0nfI7h302a2y3Y+p7JIkSZIkSVreDhRJxm4n1g19m3qHesKZfDLzB8BTgDNZsZQDbR6fBeyamT/vb6QrcubtAIuI1YH/Y/jNdQdFqYQrRu7VXmZmRPwEeFu563UUdT9GOveuFH+JgGJa/k/He05JkiRJkiRN2NC9i1btsv9Qv/VqiGXSysxLgb0i4nHA84FdKcqTrkFxE7ibgN8BP8vMPzQWaIueJm8jYrOxW01cZi7qx3n6KSJWBX4OPKncdQ/w3Mz88wSGPRI4hGLG9XMiYu/MPLXNuWcAn67sOjEzb5nAeSVJkiRJktSd24ENgWeMt2N5c66hfnfUGdRkVebWJpJf66tez7y9huHaEb2STLEZxBExh6LWxtPLXfcD+2Tm7ycybmZeEhHHA68ud323LFZ9VuXcq1EkeYfOvQT494mcV5IkSZIkSV37E0XyduOIeHdm/tc4+r4b2IQif3Zh/aEtLyLmAo8H1qG4WVlHJVszc2Bq5A6afiU9Y+wmqvg4sHfl8V+BAyPiwA76XpmZXxzl+NspbkS2PbA2cGZEnA9cRjFNfE9grUr7gzPzqvEEL0mSJEmSpNocS/E1f4DPRsTKwGcyc+lIHSJiJvABihxTdZyeiIhXAu8Admb8ecBkgG5wNmh6nbxdRGczbzcqYxm6uAncRVFvYjWKpGL12EPAP2uNdLC01iB5Qrl04mxgxORtZt4dEc8Gvk2RqAXYpVyqFgPvzMyevbE1/Xx+3oKxG0mSJElt+LukpOkqM38QEW9ieKLffwBviYjvU9RoXQTcR1HbdjOKHM/LgE0p8mkJnF7etKtWEbEKcCLDyeXRErc5xvE64nkfwzV+T83M87oYY1eGn+t7MvMLdcXXjZ4mbzNzi9GOR8Qs4FMUU7iXAd+hyLT/PjPvqbSbBzyZ4iZbrwBmAScBH8zMh3sQ+pSWmTdExLOAlwAHUSSGN6RI2C6iuDnZt6ZiLWGNbMHc2dPqvOq9BfPmNB0CAAvvebDpEKat996zcMw2/kdckqT+aPc70aD8viapIwcAvwSeSpEE3Qx4f4d9fwfs36O4/gd4Qbn9AHAmsCWwDcMzaucBmwOPo8jpJcWEzZOosdxqRLyc4h5OCfwF+EyXQ10MfAPYrhz36sz8SS1BdqHpWrFfBt4E3ALsO1I2vEzkng6cHhFfo6gH+25gdeDNfYm0jzLzdRSJ6l6eIyneJCf18jySJEmSJEmamMy8JyL2AP6NImm7Sgfd7gc+C/xHZi6pO6aIeArFJMsErgKenZnXRsR/UyRvyczXV9oP5fEOA+ZSfPP8ZdUJnBP00XK9DHhFZt7fzSCZeV9ZBuJPFDV7PwI0lrztqGhwL5QzP4cSr6/odBpzZp5L8cII4A0R8ZwehShJkiRJkiQNhMx8KDM/SlF+9FDghxRJ07uApeX6qnL/ocBGmfmRXiRuS6+tbL8hM68drXFm3p2ZnwOeRFEO9TnA0XUEEhG7AAsoEsnHZ+ZlExkvMy8Bji8f7hgRO04swu41lrylmHELcFFmnjGejpl5OkX2G+CNtUYlSZIkSZKkSSMi9omI4yLiqoi4JyIWR8SVEXFCROzTdHx1y8y7MvNrmXlgZi7IzLUyc1a5XlDu/1pm3tXjUJ5Wrq/OzN922ikzr6RI/Abwkoh4wRhdOvHCyvZ/1zBe6zj71jTmuDWZvN2ZIht+UZf9L6a4yE+sKyBJkiRJkiRNDhGxWUScR3HvnlcDW1F8HX814NEU39z+aUT8KiI2ai7SKWtjitzen1r2P1LHNiLa3uimnJh5afnwVTXEsnO5vikz/1jDeGTmBcBN5cOn1DFmN5pM3m5Yrmd12X9myziSJEmSJEmaBiJic+D3wC6V3X+huEHWUcB5FLVPAfamuI/SWn0NcupbvVzf1rK/Wmt23ij9L6S+iZlbUySNL65hrKqLKGLcpuZxO9bkDcvuAeYAT+6y/9Cbc3E94UiSJEmSJGnQRUQAPwDWL3fdChyUmb9qabdD2W5riuTbUcBL+hhqT0XEY4FNgbWAlTLzuD6HcB9FcrZ1Yuadle3NWTG5OyTKdR0TM4cS8zfWMFbV0Hjzax63Y00mb/8C7AE8JiJenpnf67Rjece3x1Bk1P/So/ikKeHz8xZMy3NLkiRp8vL3SElj2Jfhr8kvA16Umee1NsrMSyLiWcCfKZJ7+0bE0zPzN32LtGbljOMPUJSEWKPl8HEtbdcHvkSRJL0gMz9dczj/ALYD1m7Zv7CyvSvFDNt2tqsxlqHyDEtrHLM6XtvyD/3QZPL2uxTJW4BvRQSdJHAj4hXANyu7jh+prbT2No39YUSadBbMm9N0CD0xVX8uaaKm6ntj4T0PNh2C+miqvI4n8jvrbZffXmMkmm7afWZOlfeVprwDK9s/bZe4HZKZ10XEl4F/L3e9E5iUydsyJ/Z1ipq+0XI4W9tn5k0RsQ5F/u35EfHVzKzzG+yXANtTzGyu+n0lnjdFxJGZuVxSNSKeDTyhbPe3GmK5lWIG77o1jFW1Trlu7B/cJmveHsVwbYtVgOMj4rcRcUhE7BQRa0fEKuV6p4h4a0T8FvhO2X6oIPLRjf0EkiRJkiRJ6rdqndtfdtD+F5Xt50fEKjXH03MRsT9FTmwocXsnxc++cJRuAP9TrlcBnltzWOeU660j4pG/RGbmPygS5AE8DvhxROwYEbMiYo2IeA1wQmWcn9YQyy2V89XpcRQ5yFtqHrdjjSVvM3MZ8CKWf5HtAnwFuAC4maKe7c3l4y+z/JvzauDF5TiSJEmSJEmaHtavbF/bQftqm9WAp9QbTm9FxJoU30IPikTi4cCGmfkC4NQxuv8EeKjc3qvm0H5RxhPAPi3H/oXh2bcvAP4IPEAxg/VohmvU3gr8Vw2x/LFcbxYR29YwHhGxDbBFy/h91+TMWzLzBoraF8dRXOhOl28Du2Tm9Q2ELUmSJEmSpMGwQrmADmxfexS9dTCwJsXP+rHM/GhmdlQrKjPvBS6jyKc9vs6gMnMR8HngRFrKFZSlLN5MUTN2pPzeLRQTM2+tIZxqEvtDNYzXOs5YSfKeaTR5C5CZd2Tm6yju+vcZilm2S1qaLSn3fwbYNjNfm5kWd5IkSZIkSZp+qsm+LTpov3nL41pmZvbR88v1rcCnuug/9K33R9UTzrDMfH9mviIzP9fm2FEUZQf+h6Ku7QPAfcBfgE8Cj83M82sK5ZfAHRRJ4VdGxAsnMlhE7AMcVD68E/j5hKKbgCZvWLaczFwIfHDocUSsAcwFFmfmXY0FJkmSJEmSpEFyAbBpuf08ipt4jeb5LY8n293Nt6aYdfubzGyd8NiJO8r1GvWF1JnMvJxi5nCvz3N3RHwOOIJisur3IuI1mfmj8Y4VES+h+Nb/DIrn/fOZeU+tAY/DwCRvW5UJW5O2kiRJkiRJE7NVRFzaYduvZuZXehrNxP0EeEm5/cKI2LX8mv4KImJj4O0tu+f1MrgeGEo239xl/9nletz3jYqIo8rN0zLzhFEbN+8LwMuAx1LcoO3EiPgR8IWRXh9VEbEL8F5gf4brC/+lHLcxA5u8lQbVeXvutsK+Xc84u4FIJEmSJEmDaMnSZfzt9vuaDoMlSx/J1c0Btuuw27pjN2nc8cBhwJYUsyN/EhEHZeavqo0iYgeKeqxrtfRfpS9R1ucuYG26TzpvVq5v66Lv6yiSmIuB5ZK3EXFGufnjzPzvLmOrTWbeX5ZL+B2wHkUCdn9g/4hYVO6/lKIMwmKKb/yvSfHeeArD5TWiXN8MvDAzG30zm7yVpClkwbw5TYcgNcr3gCbja2DhPR3db2TgTcbnvglrb1PvN3XX3ma+EwkGRLv3wCC9v32PTnsPAld32PaWbk8SEYcA7+62/wg+lJk/ru7IzIci4kDg18DKwDrAKRFxCXAh8DBFXdtdKJK79wPnAnuVQzT2FfguXU/xM+443o4RsSrF85AM176ty+4Mz04dCJm5KCJ2BX4APLHcHRSJ2c2Al47QdShhO3QDvAuBl5Y3ZWuUyVtJkiRJkqSp7erM3L4P51mHoj5rndrWac3MCyLimRRJuqEZkzuUS9XNwKsYvvkUFDMvJ5MzgccD20bETpn5p3H0fTuwKkVS8owx2rbzEEX+cOUu+jYiM6+JiKdS3FvrHQzPJh8qhdAqKtu3AV8CPt1lfeHazWjqxBGxtKbl4aZ+BkmSJEmSJDUjM/8ALADeBPyUYobqgxTJ2QuBDwPbZ+apwBaVrtf1NdCJq5Yr+Ho5m3ZMEbEXcHj58GHgO12ce+hmZ4/uom9jMvOhzDyCIrH/GuAYitnnSymStUPL0nL/scBrgc0y84hBSdxCszNvh7LdMVZDSZIkSZIkDbYyWXZEn8+5BPhWubQVETOAJ1R2/aHXcdWpnGV8ErAfRSmAcyLiHaPcpG0jivIV7wJmUeTf/qfLEgAXA3sDu5V1hY/v5mdoSmY+QJG0fiRxHRHzKOoH35OZA19Co+myCd0kboemN5v0lSRJkiRJ0liexPDNvpYB5zcYS7feRHFjrW2AnYDfRMT1VPJjEfEj4DHAUImMoWN/At7b5XlPpEjeAhwXEf8D3ETxPA55TUTs0+X4AJmZW02g/3hPdg+TqO5xY8nbzOyoZENEBEV9kx2Al1G8WJcBh2Tmcb2LUJIkSZIkSVPAayrbv8rMmxuLpEuZeWdE7AF8l+JGYQAbDx0u1/uW6+qExzOAAzOz2zsoHg28EtijfDwH2LRyPCgS4/Pozkh1aFVqrOZtp7JwZ2b+OjPfDuwKLAaOjoi3NByeJEmSJEmSBlREbAm8sbLryKZimajMvAnYi6I260UsX7u1ugD8FXgd8OzMvH0C51wGPBf4N+CKcnf1PNXH3SwaQ9NlE8YtM/8UEa8Ffg78V0ScnZmXNx2XJEmSJEmSBkdErEZxs6+Vy12nZeb/NhjShGVmAt8Gvh0RG1BMctyI4lvr91KUNDg/M6+p8ZwPAZ8APhERqwBrAbOBv1HMmj0O+Ghd5xuviDij3PxxZv73VDvfpEveAmTmLyPicmBr4K0UBZilxpy3524r7Nv1jLP7Hsfn5y3o+zklSZKkifjZRjs0HYKkSSgiXgWsBxxfzkhtPb4L8DVgx3LXHcDBfQuwDzLzRuDHfT7n/cD9AEWlU6C48de1/Yyjxe4USeS/TMXzTcrkbekCiiLNz246EGk6WTBvTtMhSBLg55GmDl/LU9fa28xvOoRJa6q8L6bKzyENqE0oZoN+JiL+AlwG3AXMp0jYPqbS9g7gWZn5934HOQ1Y+qDHJnPy9oFyvUmjUUiSJEmSJKkpM4DHlUs7pwFvzcyr+hfStLFTuc6ImJmZSxuNZoqazMnbbcr1skajkCRJkiRJUr99A7gW2BN4IrABsDZwD3AD8BvgB5l5ZmMRTn0XlutrMnOrRiMpvCYi9mk6iLpNyuRtRDwNeBpFfQmnvEuSJEmSJE0jmXk78N1ymfQi4qg+nCYz8401jvcwRW7xdzWOORHzyqXXsg/neMSkSt5GxKrAQcAnKWpqJPDTRoOSJEmSJEmSJuZ19CcpWGfy9kaKcqb31Dhmt6Zs7d3GkrcRccY4mq9EMfX90Swf863A5+uMS5IkSZIkSWrAeBKQOUb7dsfrTg5fDmwKbF7zuOO1ZUPnvbsfJ2ly5u3ujP9FU33R3QC8MDPvqC0iSZIkSZIkqf9e30GbzYF/BWaXj38LnA/8A7gXWI0imboL8NSyzYPAJyjqA9ftRGBv4BkRMb8sZdF3mdmLn21gNF02YbxTmhO4AjgB+FJm9iXDLQ2in220Q9MhSFNOu/fVPjdcUtv45+25W21jjWbXM87uy3kkSRovf4eVpPYy89jRjkfEU4EvALOAXwDvysyrR2n/aOCLwPOAd1FMgDy3vogBOB54D7At8FXg5TWPL5pN3u4xjrYPUdTPuCYzB6GOhhq29jbzmw5hIC2YN6fpEDRNDfJ78rbLG/njr2rm59v00o/PFD8bVLdB/rdQkjS5RcTawA+ANYBvA6/PzFG/zZ6ZVwEviIjjgFcBP4iIx2fmrXXFlZkPRMQBwP8BL42I1YF3Z+bCus6hBpO3mem0IEmSJEmSJGl0bwY2pKixeuhYidsWbwNeBGwAHAz8Z11BRcRh5eZPgEOA5wB/jYg/A38EbgHu72SszDy8rrimmqbLJkiSJEmSJEka2f4UpUTPyMx7x9MxMxdHxBnAvsB+1Ji8BT7KivezCuBx5TIeJm9H0FjyNiI2Kzfvzsw7u+i/BsV0cTJzUY2hSZIkSZIkSYNii3J9S5f9h/ptPvFQVtDuflbd3ONKI2hy5u01FBfnK8A7u+j/YeC95RjOIJYkSZIkSdJUtGq53qTL/kP9Vh211fh9rObx1MZkT3qON5MvSZIkSZIkTSbXA48G9oiIdTOz4xm4EbE+sCfF5Mfr6wwqM03e9sGMpgOQJEmSJEmSNKJfles5wLcjYk4nncp2x5X9quNoEpnMM2+HXnhLGo1CGsF5e+623OPbLr+9oUgk1an1vT2IOo1x1zPO7nEkK/r8vAV9P6ckqRk/22iHpkOQpKniy8CbgFnA3sD5EfH+zDxtpA4RsTfwGWDow3hJOY4mmcmcvN2+XJsRm4JWmj2TtbeZ33QY6pDXSoPM1+fks2BeRxMJalf3a2WQ/mjn+2BFPieS/Bxoxkp3zYSHm45Cmlwy8/KI+ADwXxTlDx4HnBIRNwF/ABYB91HUtN0M2BlYv+w+VHL0Q5l5eT/jVj0mVfI2ImYCGwMHArtTvGAvaTImSZIkSZIkqZcy80sRsRT4LMPfRt8A2KdN8+o9oh4EPpCZ/93jENUjfUneli+utoeAQyPi0G6GpUje/qjrwCRJkiRJkqRJIDO/EhGnAh8FXkKRxI0Rmi8BTgIO79WM24g4rK6xMvPwusaaavo183Yo0druBTXSi6wTZwJHTaC/JEmSJEmSNClk5kLglRGxJvBUYEdgXWAusBi4BbgIODcz7+xxOB+lyPfVweTtCPpZNmEiSdohDwC3UZRK+BFwTGaONKtXkiRJkiRJmnLKxOwvyqVJ4833tZvcWVcCeErqS/I2M2e07ouIZRQX5yuZ+c5+xCFJkiRJkiSpFh/rsN0MYA1gB+DpwCyKCZpfBu7tTWhTR9M3LKtjNq4kSZIkSZKkPsrMTpO3j4iIDYH/Al4KPAd4XmbeUHNoU0qTyds9yvX1DcYgSdKozttzt6ZD6Jl2P9uuZ5zdQCSSpMluKv97KUmqT2b+E3hZRDwIvAo4MSJ2syzqyBpL3mam/zvUlHXb5bc3HcKo1t5mftMhaJKY/+i1e36O26+6refn0OBYMG9OT8cfpM+3QYpF0uQz0r/BW3/jpD5HMjj8XJWkQkTsDOwMbEFRjmBWh10zM9/Yq7jG6V3AfsCuFEncY5sNZ3A1XTZBkiRJkiRJ0hgi4qXAfwKPmsAwA5G8zcw7IuIc4LnAqzF5OyKTt5IkSZIkSTVa8vAyFt60uOkwWPLwsqZDUE0i4iPAYUMPuxwmawqnLv8o19s2GsWA62nyNiLOqDzMzNxrhGMTsdy4kiRJkiRJ0lQREU8FPkKRfA3gXuDnwJ+A24CHmotuQlYv172v1zeJ9Xrm7e4Mv7Bas/u7t9k3Xu3GlSRJkiRJkqaKt1e2zwBemZk3NxVMHSJiZWCP8qE3QhlFP8omjDaVu9tp3pIkSZIkSdJ08PRyfRdwQGbe2WAsExYRs4CvA+tRTMr8XbMRDbZeJ2/36PKYJEmSJEmSpOEk5xmDlLiNiGeOo/lKFOURdgReAWxeOfaNGsOacnqavM3Ms7s5JkmSmnHFwfutsG/rb5y03OPz9tytX+FIkgaU/xZIUl/dCawL3NpwHK3OovtypkPfxv+fzPy/esKZmvpRNkE9EBEnAS+p7Do7M3cfR/8A9gUOAnYCNgIWA9cCPwWOzsxFdcU7XjNnz2T+o/tXr/r2q+otr7L2NvNX2Hfb5bd31G4q6+c11eTh60KtptJn465njP23ahMgU4OfZdKKOv08H/Tfk31/12vmn2bCfU1HIU06V1IkbzdoOpA2ui2Jeg/wceBzNcYyJZm8nYQiYn+WT9yOt/9GwLeBPVsOrQysAzwReF9EvCMzj+n2PJIkSZIkSZqw7wJPA54REStn5gNNB1Q6h85n3j5EkbD9O/B74KeZeX+vAptKGkveRsTfys1jM/NjXfT/EPBmIDNzq1qDG2ARsSbw5Qn0Xx04BXhsZffvgUuBNSgSumsCc4GjI2JZZh7X7fkkSZIkSZI0IccAbwe2Bg4D/rXRaErj+Qa4ujejwXNvQVGcuNvvoMwvx9iinnAmjc9STJN/CPhhF/2/zHDi9nZgz8x8Sma+ITP3BzYFTqi0/2ZEPHoiAUuSJEmSJKk7mXkfsB/wT+CDEfHxiJjdcFjqE8smTCIRsSfwxvLhp4GHgQPG0f+xFDVuh7wyM8+stsnMxRHxaoqk+FOB2cDhwCu7j1ySJEmSJEndiIjXlJtfYXjm7Zsj4qfAJcBddFi+wG9XTz6TOXk7s1w/3GgUfRIRqwDfKB9eBRwB/Ms4h3krw7OtT83MU9o1ysxlEfEB4DflrgMj4l2Zecs4zydJkiRJkqSJOYblk7MBrAe8YZzjJGDydpJpsmzCRG1Wru9pNIr++RgwVNv3reMtTh0RAbyosuvo0dpn5m8p7mYIRaL8heM5nyRJkiRJkmoTlaXdvk6XRkTEfhFxTET8MiKOi4iXNRXLZDMpZ95GxJOA51L8xeCKhsPpuYh4IvDe8uF3MvO0LoZ5DLBJ5fFZHfQ5q+wHxY3MjurivJKkSe6Kg/drOoRJy+dO0mRz3p67NR2CJGlFxzYdQDsRsTbw4/LhbzJzhRupRcQMins2vbjl0EERcQiwT2be29tIJ7e+JG8j4oxRDr+krMXaiVnAxhQ3OguK5O2vJhjeQIuIlYD/oZj9ejvDSdzx2rayfWNm/rODPheO0L/nZs6ZxVoLNu3nKbt2+1W3ddRu7W3md32O+Y/u9r5+msomy3ukaXcs/EfTIUw57T6T+vFZ2Ekcmny8jtLk1Ml719+TJ2aq/q43c86spkOQJp3MfH3TMYxgb+DpFPm5L47Q5v3AvmWb1pm/zwS+Bby8R/FNCf2aebs77QsnB7BRuYzH0MW+Afjv7sOaFN4H7Fhuv38CdWe3rmxf22GfRZXtbbo8ryRJkiRJkqaeZ5frJcAvWw9GxBzgAwznBE8Bfk5RCvUdwBzgpRHx2cy8oPfhTk79LJswUl2Nbupt3AucDHwoM2/vOqIBFxGPAT5SPjybMerUjqH6J+mbOuxzY2V71YiYk5kPTiAGSZIkSZIkTQ3bl+u/ZOZ9bY6/AFiLInl7cmbuP3QgIi4Gvl0+fBVg8nYE/Ure7tHyOIAzKC8e8KUOxkjgAeA24G+Z2W4m75RR3mDsm8DKFH/BOGSCP/Pcyvb9HfZpbTcXGHfyNiIOBd7WYfOtxm4iSZIkSZKkhq1Lka9bOMLxZ1e2P9ty7LvAp4ENgF3qD23q6EvyNjPPbt1X5CYBuL7dcfFmYOhuAZ/IzMsnON7Kle0lHfZpTdSu0uW51wW267KvJEmSJEmSKiJiR4p6s5tSzG6dmZlv7HMY65Tru0Y4/oxyfWtmnlc9kJnLIuKPwD44kW9U/Syb0Opj5fr3DcYwLuVd8N5d87AfyswfV3dExEYUf32A4q8Xn6jhPA9Utmd32GdOy+NOZ+y2ugW4rMO2W7U5ryRJkiRJ0rQXEQcAH2X5G8sHxQzYN7a0XZ/iZvSzgN9k5n41hzOUX1ohvxgR8ynun5TAb0boP1Suc/Wa45pSGkveZubHxm41cNZh+Rt/1WGNNvu+Utn/lprqzC6ubHc6g7a13eK2rcaQmV+h+JnGFBGX4ixdSZIkSZKk5UTEkRTf1IYO7iGVmTdFxOkUNWVfFBEbZ+b1NYZ0J8W3rTdpc2w3hpPKvx6h/1BecmmNMU05Tc68VRsR8WJg3/LhMZl5Vk1D31bZXr/DPhtUtu/zZmWSJElSs644eMVJU1t/46TaxpIkDaaIOAI4uLLrFIr7ST2XFe81VXUsRfI2gOdT3F+pLlcA6wG7RsTKmVn91vcBle1zRug/lHe6bYTjwuTtuGTmEcARPT7NTpXtJ0fE+aO0rf5l4wktbd+WmRdWHl9R2d68w1g2q2xPtObuuMyYNYu5W27ak7EX//0fK+xba0FvzlWXQY+vnYlcv3bXSOrWZHz/1O2Ohb1/T81/9NorJA9MCnRm/qPXbjoEDSA/u6aGfnz+1q3Oz6R2Y91+VWf/P6/7s9H3VL0m8rv+jFmzaoxEmh4i4jHAB8qHdwL7Z+aZ5bHNGD15eybFN6lXA3an3uTt6RR1bVcHPklZajQinkGRvE3ghpb8VNVOZZura4xpyhmY5G1ErEFRaHlHivIE84AZHXTNBgoy98t4ygfMA55SedxaL+Svle0NImKDzLyR0T1hhP6SJEmSJEnqj4MpcngJvGkocduJ8sZgFwNPA7avOa6jgA8CKwPviIh9KWbR7lCJ9xvtOkbEdhTfDE/gTzXHNaU0nryNiLWATwEHUVzsbkzV5G2drgSuY3i27u7A98bos1tl+4wexCRJkiRJkqTR7VWur87MbmrlXEuRvG1Xm7ZrmXldRLwX+BpFEnbTchmqx3s58LkRuh9Y2R7phmais5mtPRMRmwMXUSRfV6G4uKMtjLBvysjMj2ZmdLIA1Zu+nd1y/KyWcRP4SWXX60aLIyJ2BRaUD5cBP53wDydJkiRJkqTx2pwiOfq7LvvfXa7n1RPOsMz8OrAf8GeGc3X3AycAu2fmfa19ImIWw/V7HwZOqzuuqaSxmbcREcCPKTLyUFzk44FnU/xFIYE3ULywNgeeCexctl1Mkbi8tY8hTwVHAodQJO2fExF7Z+aprY0iYgbw6cquEzPzlj7FKEmSJEmSpGGrlevFXfafW64fGLVVlzLzZODkiFiNooznLZn58Chd5gCvKLfvz8y7ehHXVNFk2YT9KerbJsUd8l6UmQ+XhZb3AsjMY6sdIuKJFLUydgLeBTw7M/t6I63JLDMviYjjgVeXu74bEQdUZ+mWb7QjKeoPAywB/r2vgUqSJEmSJGnIbcAGwHpd9t+mXPd0Yl5m3gvc20G7xcDZvYxlKmmybMJLynUCbx0jI180zPwjRVLxXIo6HSdGRLd1cqertwOXlttrA2dGxHkR8a2I+CHwD+BVlfYHZ+ZV/Q5SkiRJkiRJAFxNUY7gKWM1bBURG1NMgkzg4prjUh80mbx9MsUL58LMvLbTTpl5P0W91qUUd8l7ZU+im6Iy826K0hTVG5DtQlGiYn9grXLfYuANrbOfJUmSJEmS1Fe/KtcbRsT+4+x7BDCz3F6hdKYGX5NlE4amev+1Zf+yoY2IWDkzV6jHkZlXRcS5wDOAlwNH9SzKKSgzb4iIZ1HMfj4IeAKwIUXCdhHFzcm+lZmLmotSkjTZXHHwfk2HIEmSJE1FxwD/SlEr9ssR8efMvHKsThFxGPBaismTdwDf7mWQ6o0mk7dD5Q5aiy1XH88Hbhih/5UUyduta45r0sjMjwIf7bJvAieVy7Qyd8tNx27U4HiT0azNFtQ63lot4z20aGHXYy3++z86aud1nLo6fQ1MZWst6P3r+46FnT3P/Yilbuu974vLPb75s++qdfxOnzvVazK+FjX59OJ11vqZ1JTWn63Tz7L5j167tnP2i78nSmpaZl4XEZ8FPkwxGfIPEfEp4PsU5RQeERFrU3zj+t3AkyqHDitr0mqSaTJ5ezdFcnbVlv23Vba3YuTk7RrluttizZIkSZIkSdJk8BFgO2A/YB5FOYQjqg0i4jZgzequcn1sZn61DzGqB5qseXt1ud6gZf+lle3d23WMiBkUX/UHuK/esCRJkiRJkqTBUX6D+kCKhO0yisTsUHI2y/Valf1Bcb+oj2XmG/obrerUZPL2IooX0nYt+88HHiy33xoR67Tp+25gS4oX5196FJ8kSZIkSZI0EDJzWWYeBjwa+CKwkOWTtUMWAV8Dts7Mj/U9UNWqybIJZwEHA5tExKMy828AmXlXRPwIeCWwPvDHiPgCxYzcVYEXA6+pjPO9vkYtSZIkSZIkNSQzrwXeA7wnIuZT3IR+DeBe4KbMvLHJ+FSvJpO3vwCWALOAA4BPV459EHgeRZ2OTYDPjTDGhcD/9C5ESZIkSZIkaTBl5u3A7U3Hod5pLHmbmXdHxCsobjh2fcux6yPiWcCPgC1GGOJs4GWZ+VBPA5UkSZIkSRqHBx9eyl+uv6vpMHjw4aVNh6AaRMRm5ebdmXlnF/3XoJiZS2YuqjE09UGTM2/JzB+PcuxPEbENsD+wF7ARRUHmvwE/y8xf9SdKSZI0nd382Xc1HYIkTZifZZI0qV1Dcd+nrwDv7KL/h4H3lmM0mgvU+A30BcvMJcB3y0XTyazZzNpsQdNRqA9mrLf5CvuW3Xztco8n8lpYa5q9jh5atLDpEAbO3C03bTqEvlr89380ct61Fkyv57lOE3nu7lhY7/X2Og6O6fbZNVU19ZncqTrf84P0+dHU+8f/v3Ro1uymI5Cmqxi7iQbRjKYDkCRJkiRJkiStyOStJEmSJEmSNHXNKddLGo1CXTF5K0mSJEmSJE1d25fr2xuNQl3pac3byt3weso75UmSJEmSJEmFiJgJbAwcCOxOcbOyS5qMSd3p9Q3LrqF4cfSSd8qTJEmSJEnSpBcRS0c6BBwaEYd2MyxF/uxHXQemxvQr6ekd7SRJkiRJkqTRDSVa2+XSJpJfOxM4agL91ZBeJ28X0fuZt5IkSZIkSdJUUcckyAeA2yhKJfwIOCYzR5rVqwHW0+RtZm7Ry/E1dcVKs5ix3uZNhzHQlt18bUftJuPz2G3Mk/E56TTmTs3abEGt401VDy1a2HQIPTN3y02bDkE1WPz3f3TUbq0FXu9e8z2liej09dPpe74p3b4PJvJz1f3em26/Iw3S77utYqVZTYcgDbTMnNG6LyKWUUyO/EpmvrP/UalJK7wgJEmSJEmSJA0US5JOU97oS5IkSZIkSRpce5Tr6xuNQo0weStJkiRJkiQNqMw8u+kY1BzLJkiSJEmSJEkDKiJqKQQeEQfXMY76y+StJEmSJEmSNLgujoiXdds5IuZHxMnA1+oLSf1i8laSJEmSJEkaXGsCJ0TEMRExdzwdI2Jv4BLgRb0ITL1nzVtJkiRJmkLu+9Fnmw5BktQbrwaeFhGvyszfjdYwImYBnwLeCUS5+/4ex6ceMHkrTVIz1tu86RAGzmR8TvoR87Kbr+35Odrp9GdrIr5Zmy3o+zkHzUOLFjYdgkYxd8vOypot/vs/ehzJYOv0eZpu/IyrVz8+L/vxWm7i/TKRc/bjdTwZf3eUNG39K/AxijzeVsCvI+LjwBGZma2NI2I74ARgB4YTtxcBr+xLtKqVZRMkSZIkSZKkAZWZnwSeBlxd7loJ+ChwTkRsVm0bEYcCf2A4cZvA54CnZObl/YpZ9TF5K0mSJEmSJA2wzLwA2BE4prL7aRQ3M3tFRKwbET8DvgSsTJG4vR7YOzPfn5kP9Tlk1cTkrSRJkiRJkjTgMvO+zHwD8DLgznL3GsB3gL8Bz6NI2gZwEvC4zDyjgVBVI5O3kiRJkiRJ0iSRmT+gmIV7TrkrgNXK9WLgTZl5QGbe0UyEqpPJW0mSJEmSJGlymQfML7ezXADuALw78RRi8laSJEmSJEmTTkTMjoidI+KtEXFURFwSEQ9HRJbLMRMYe/uI+ExEnBcRt0bEQxGxOCKuiYj/jYiDI2JejT/OeGIbuinZ9gwnbpeUhzcBzoyIj0fEzCbiU71WajoASZIkSVJ37vvRZ5sOQZIaERFvBz4HzK553DnAF4GDKcoQVK1EUZ5gc+BFwOERcXBm/qTOGEaJbV3gaIZr2wIsAl5NMeP2BOCxwEzgX4G9I+KgzLy6H/GpN0zeaiDlzFksXXPjpsOYsmbeef0K+/rxfLc773Q3kee90+dzxnqbd32Ofhj0+Fotu/napkOoxazNFjQdwrg8tMhvfrUzd8tNmw5BNZhs78fppu7rM1U+z5p43Q7S7wyd/g43SL//Dsr/r3LmrKZD0NSxDvUnbgP4EfCCyu67gQuAayluDrYNsF15bH3gpIg4IDNPrjOWNrE9lyJxux7DidsTgbdk5l1lmycBnwHeXh5/MvCniHh3Zh7Vy/jUO5ZNkCRJkiRJ0mT1D+Ak4EPAs4AfTmCsV7N84vZLwBaZuVdmviEz98/M7YHnlueFYpbr1yNi5Qmcd1QR8V/AzxlO3C4G3pCZLx9K3AJk5pLMfBfwfOCmcvdc4JsR8cOImI8mHZO3kiRJkiRJmmyOBjbIzM3KpOonM/N04N4JjPn6yvbJmfmuzLyjtVFmngK8pLJrPWDvCZx3LO8s10FR63anzDxmpMZlfI+jSPgOeQlwca8CVO+YvJUkSZIkSdKkkpnXZuZNY7ccl8dXtr87xvn/CFxR2dXrejIJfAJ4Wic1bDPz1sx8IUUJhQcoEr8b9TZE9YLJW0mSJEmSJKkoMTDkzg7aV2fl9jLHdh2wR2b+W2Y+PJ6OmflV4Ek463bSMnkrSZIkSZIkwaLK9vajNYyIWcDWlV29TI4+LjN/3W3nzPwrxc3LvlBfSOoXk7eSJEmSJEkS/KSy/Z6IWHeUtv8KrFVuXwGc3qugMvPOGsZ4KDPfV0M46rOVmg5AkiRJktSZh/7wk7EbSZK69Qng5cCGwKbAnyPiE8CvKGblrg5sC7wHeGHZ5wbgwMxc2v9wNR2YvJWmoaVrbjytzjtVdfp8zrzz+h5HMr3MWG/zRs677OZrO2o36PF1a9Zmvb7/Q3MeWrSw6RB6ZipfN6lbdb8vRhpv1s4vWu7xICd9+/Fvl7//SmwVEZd22ParmfmVnkYzoDLzlojYFfgpsAOwAfDFEZrfB/wI+GBm/rNPIWoaMnkrSZIkSZI0tc0Btuuw7WilAqa8zLw2Ip4AHEiRuF1nhKa/Bk6oM3EbEUeVm6dl5gmjtFuTYhYwmblopHaV9p8C3lw0z7VrCFV9ZPJWkiRJkiSpRg8/vIxbblrcdBg8/PCyoc0Hgas77HZLb6KZHCJiLnA48BZgVeAOikTtjcBqwBMoSic8B3hORPwEeGVm3lvD6V8HJLAYGDF5C3wceFvZtpPc3qrAmmV7TTImbyVJkiRJkqa2qzNz+16fJCIOAd5d87Afyswf1zxmW+UNys4EtgeWAR8BPp2ZD7S02ws4FtgYeBFwIvCCfsRYDaPP51NDTN5KkiRJkiSpDusAW9c85ho1jzea4ygStwAfy8zD2zXKzNMjYm/gQmBl4PkRcWBmntinODWNzGg6AEmSJEmSJKlJEfEU4LnlwzuBT4/WPjP/Cny7suv1vYlM053JW0mSJEmSJE1YZh6RmVHzckyfwn9uZfv81lIJIzijsv2kmuORAMsmSJIkSdKU89AfftJ0CJI02Wxc2b6twz7Vdv0s76BpxOStJE1xS9fceOxGA27mndc3HULjZqy3edMhjGpQ4lt287VNhzBuszZb0HQIA2dQXk+9MBlfo1I7g/I+nQq/50gaGPdXtud32Gftyvad9YUiDbNsgiRJkiRJkqa7RZXtXSNi5Q767FnZvqrmeCTA5K0kSZIkSZJ0WmV7TeD9ozWOiO2AV1d2ndKDmCSTt5IkSZIkSZreMvNi4PTKro9GxL+3m4EbEXsBvwKGji0Gvtr7KDUdWfNWkiRJkiRJk05EXNRm92aV7Re1a5OZO44w5FuAc4H1KCY8Hg68OyJ+A/wTWA14IrBtdTjgTZl5yzjDlzpi8laSJEmSJEmT0ePHOL5WuXQkM6+OiGcA3waeXO6eD7xohC63AG/OzP/t9BwdenJEHDba8aGNMdqt0F6Tj8lbSZIkSZIkCcjMhRGxC/As4ECKxOemwDzgAeBW4E/AL4HjM/O+HoSxc7mMGmq5/kgPzq8BYvJWkiRJkiRJk05mRo/GTeDUcmlCT34uTU4mbyVJkiRJkqTmncPwjFoJMHk7qUTEM4GXAs8ENgRWp6iv8k/gAuBM4LTMvKODsQLYFzgI2AnYiOLuiNcCPwWOzsxF9f8UkjR+S9fcuOu+M++8vsZINJJ216iJ537Gept31G7Zzdf2OJLJqdPnb1B0+tkwSJ8Dk+05nm6m8mfDoLz2JvJvuiRNdZm5e9MxaPCYvJ0EIuJRwFeB57Q5vEm57Ay8FXg/8NkxxtuIovj2ni2HVgbWobhz4vsi4h2ZecyEgpckSZIkSZLUFZO3Ay4iHg+cDqxd2X0ZcClwO0XB7K0p7rA45vWMiNWBU4DHVnb/vhxvDYqE7prAXODoiFiWmcdN+AeRJEmSJEmSNC4mbwdYRGzB8onb04F3Z+Zf2rSdD7wYuGGMYb/McOL2duCAzDyzMs5c4OvAK8td34yIczPzqm5/DkmSJEmSJEnjN6PpADSqbzCcuP0+8Jx2iVuAzLw9M4/OzFNGGiwiHktR43bIK6uJ23KcxcCrgXPLXbOBw7uMX5IkSZIkSVKXTN4OqIh4MbB3+XAR8ObMXDrBYd/K8DU/daREb2YuAz5Q2XVgRKw7wXNLkiRJkiRJGgeTt4PrrZXtL2TmPRMZLCICeFFl19Gjtc/M3wJXlg9nAi+cyPklSZIkSZIkjY/J2wEUEesxPOsW4IQahn0MsEnl8Vkd9Km22bOGGCRJkiRJkiR1yBuWDaZdGU6sX5GZN0fEGsCbgAOBRwOrALcAvwd+BJxYljsYybaV7Rsz858dxHHhCP0ladJYuubGTYcwqpl3Xt9130H/2eqMbyLPUzsz1tu81vHUmaZes4P+Xqn79a3u+dkw+O8XSZKmG5O3g2nnyvalEbEr8D1gs5Z2m5XLAcAHI2K/zPz7CGNuXdm+tsM4FlW2t+mwjyRJkiRJkqQamLwdTJtWttcAfgGsWT6+EPgzRR3anRlOqu4InBcRT8rM69qMuXZl+6YO47ixsr1qRMzJzAc77PuIiDgUeFuHzbca7/iSJEmSJEnSVGTydjCtWdneq1zfChyYmWdWG0bEgcAxFGUU1ge+A+zeZsy5le37O4yjtd1cYNzJW2BdYLsu+kmSJEmSJEnTlsnbwbRay+OlwAsz8/zWhpl5YkQAfL/ctVtE7J6ZZ7U0XbmyvaTDOFoTtat02K/VLcBlHbbdCpjT5XkkSZIkSZKkKcPk7ThExCHAu2se9kOZ+eOWfQ+0PD6pXeJ2SJnAfT/wpHLXy4GzRhlzdoextSZRO52xu5zM/ArwlU7aRsSlOEtXkiRJkiRJMnk7Tuuw/I2/6rBGm32LWx63Jnfb+THDydunjjFmpzNoW9u1xiVJkiRJkiSpR2Y0HYDauq3lcSclB6ptNh5jzPU7jGODyvZ93dysTJIkSZIkSVJ3nHk7Dpl5BHBEH051ecvjTma8VtvMa3P8isr25h3GsdkoMUmSarB0zXZ/b1OrfjxPM++8vufnGCS+9gbHIF2LibwPOvk5ptv7rCmD9JoaFItnrNp0CI+Yu+y+pkOQJE0izrwdTH9pedwuGduq2uauNsf/WtneICI2aNOm1RNG6C9JkiRJkiSpx0zeDqbzgXsrjzu5gVe1zT/aHL8SuK7yePcOxtytsn1GB+0lSZIkSZIk1cTk7QDKzPuB/6vsekkH3aptzm4zZgI/qex63WiDRcSuwILy4TLgpx3EIEmSJEmSJKkmJm8H1xcr2/tFxC4jNYyIA4EnVnYdO0LTIykSsQDPiYi9RxhvBvDpyq4TM/OWsUOWJEmSJEmSVBdvWDagMvPXEfG/wIspkuw/iYgDM/OsaruIeClwTGXX9zPzohHGvCQijgdeXe76bkQcUB0zIlajSPI+vdy1BPj3Cf9AkiRJkiRNE0sfXsbt/7yn6TBY+vCysRtJGmgmbwfbG4DfAtsA6wJnRsQfgT8DM4GdgW0r7S8DDh5jzLdT3Ihse2Dtcszzy75rAHsCa1XaH5yZV038R5EkSZIkSZI0HiZvB1hm3h4Re1HMrB0qcfBEli+RMOQXwKsy8+4xxrw7Ip4NfJsiUQuwS7lULQbemZkjlWCQJEmSJEmS1EMmbwdcZt4APDsi9gEOophtuyGQwD+BXwPfycwzxjNmRDyL4iZnB1HMxN2QImG7iOLmZN/KzEV1/iySpq7FM1btuu/cZffVGInUvaVrbtx0CFLjev0+8H02OU3k33mtyN+bJEnjYfJ2ksjMnwE/q3G8BE4qF0mSJEmSJEkDZkbTAUiSJEmSJEmSVmTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIG0EpNByBpbItnrNrzc8xddl8j521n/rzuznv7PSv+DO20+1kHXVPXYqJar2W7azR7jXXGHKfTa9tpHL04Rz/U+d6o+30wKK/Ryfj+1uDo9HXs60yT0aB8Tmti/JySpOnHmbeSJEmSJEmSNIBM3kqSJEmSJEnSADJ5K0mSJEmSJEkDyOStJEmSJEmSJA0gk7eSJEmSJEmSNIBM3kqSJEmSJEnSADJ5K0mSJEmSJEkDaKWmA5B6afGMVZsOYdKY6HM1f17zz3XnMdQb6+333LfCvrnLVtw3EXOX3cfsNdapdcwmdPs66cfraxBew73S/mer9+ed32Zfu/dGr9X9uV/3e3nQ+e9mZ6bK8zTdXt+DYqq8fjTYmnid+ZkiSb3hzFtJkiRJkiRJGkAmbyVJkiRJkiRpAJm8lSRJkiRJkqQBZPJWkiRJkiRJkgaQyVtJkiRJkiRJGkAmbyVJkiRJkiRpAJm8lSRJkiRJkqQBtFLTAUjtxIyZzF5jnUce337PfQ1GM7b581Yds81Ef4ZOzqFmtL82Xi+pic+tuv+9WDyj+59h7rLBiUVqx9fU1NH6eTvSZ2G3n8uD/ru4BkOnnynLnEMmSePip6YkSZIkSZIkDSCTt5IkSZIkSZI0gEzeSpIkSZIkSdIAMnkrSZIkSZIkSQPI5K0kSZIkSZIkDSCTt5IkSZIkSZI0gEzeSpIkSZIkSdIAWqnpACRJkiRJ3bv9nvuaDkGSJPWIyVtNCvPnrdp0CBM2FX4GSRp0dX/WdpoQmbus+8TJ4hn++yBJGiy9/L/LzBnRs7EHybKHlnDX9Vc2HQbLHlrSdAiSJsiyCZIkSZIkSZI0gEzeSpIkSZIkSdIAMnkrSZIkSZIkSQPI5K0kSZIkSZIkDSCTt5IkSZIkSZI0gEzeSpIkSZIkSdIAWqnpACRJknrp9nvuazoESZIkSeqKyVtJkqQGzV22YnJ58YxVG4hEGnzz5/nekNrxvSFJU5dlEyRJkiRJkiRpAJm8lSRJkiRJkqQBZPJWkiRJkiRJkgaQyVtJkiRJkiRJGkAmbyVJkiRJkiRpAJm8lSRJkiRJkqQBtFLTAUiSJEmSBsPt99zXdAiSJKnC5K0kSdIELZ6x6gr75i5bMQHSabtO+6pz8+f5/EkaHH4mSZI6ZdkESZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAWTyVpIkSZIkSZIGkMlbSZIkSZIkSRpAJm8lSZIkSZIkaQCZvJUkSZIkSZKkAbRS0wFodBERwLOAlwNPATYB5gKLgRuAPwI/AH6emUvHOe6+wEHATsBG5ZjXAj8Fjs7MRbX9IJIkNWT+vFUbOvOK553fYbt22veVpHo195kpSZLaMXk7wCJiM+DbwDPbHF6jXLYFXgVcGBGvysy/djDuRuW4e7YcWhlYB3gi8L6IeEdmHtP9TyBJkiRJktQbEbEtsDfwdOCxwMYUfxm/C7gG+C1wTGb+qYOxtgD+PoFwPpaZH51Af6ktk7cDKiLWA84Ctqzsvg74M/BPipmyjy/XAE8Azo6Ip2TmiB82EbE6cArFh9qQ3wOXUiSD9wTWpJjde3RELMvM42r4kSRJkiRJkiYsIvYGvgBsP0KTtcvlicA7I+IHwCGZeXsPw7qxh2NrGjN5O7g+yXDi9gHgXcBRmfnwUIOImAUcDHwemA2sC/wX8OJRxv0yw4nb24EDMvPMyphzga8Dryx3fTMizs3Mqyb6A0mSJEmSJNXgiSyfuE2KyW4LgTso8iNPL9cALwW2i4jdMvO2Eca8G/jKOGLYlWIiHcASipKWUu1M3g6giFgFeFll179k5jda22XmQ8BXImJl4LPl7hdExFqZeUebcR9LUeN2yCuridtyzMUR8WpgC+CpFEnhwxlO5kqSJEmSJA2Ci4BvAt9vTcpGxGzgvcARwEyKZO9XWT7f8ohyVu7bOz1xRPyh8vBnoySFpQmZ0XQAausxLH/3ku+O0f74yvZM4FEjtHsrw9f81Mw8pV2jzFwGfKCy68CIWLddW0mSJEmSpD5bCLwkM3fKzK+2S5xm5pLM/CTw/sruAyNim4mePCK2A55U2XXsRMeURmLydjDNbXl85xjtW2fZrnBdIyKAF1V2HT3agJn5W+DK8uFM4IVjxCBJkiRJktRzmXlSZp7cYfMvATdUHj+/hhBeW9m+BfhFDWNKbZm8HUyLWh6PVIB7SPXmYw8Bf23T5jHAJpXHZ3UQR7XNnh20lyRJkiRJGhiZuRT4XWXXFhMZLyJmsHxJyuOr9yeS6mbydgBl5nXAnyq7joiIme3aRsRKwCcqu47LzMVtmm5b2b4xM//ZQSgXjtBfkiRJkiRpssjKdtv8yjg8C9i48tiSCeopk7eD670Us2ihmNJ/QUTsHxFbRMTKEbFlRBxIkWDdu2z3W+D/jTDe1pXtazuMoToDeMI1YSRJkiRJkhqwQ2X7HxMcq1oy4c+ZedEEx5NGtVLTAai9zDwrIp4L/BBYC9ix3G7nRuBbwOGZuWSENmtXtm/qMIwbK9urRsSczHyww76SJEmSJEmNioinUpSSHHLaBMZaHXhJZdcx3Y4ldcrk7QDLzDMiYguKWbj/RvvrtRT4KfDdURK3sPxN0O7vMITWdnOBcSdvI+JQ4G0dNt9qvONLkiRJkqRRbRURl3bY9quZ+ZWeRtMnZX3aL1R2/S4zL5jAkC8FVim3HwaOn8BYUkdM3g6wiHgU8DngxUAA11AU2b6LYibt04ANgDcDb4yIj2Xm4SMMt3Jle7Qkb1VronaVtq3Gti6wXZd9JUmSJEnSxMyh8/+Xr9vLQPrs34Enl9vLgPdNcLzXVLZ/mZk3T3A8aUwmb8chIg4B3l3zsB/KzB+3OdcuwCnA6sCdFAnaH2VmVtqsBLyFIsE7B/hYRDyQmZ9uc54HKtuzO4xtTsvjTmfstroFuKzDtlu1Oa8kSZIkSZPG0oeXcPd1C5sOg6UPPzJ360Hg6g673dKbaPorIl4IfKSy6zOZ+ZsJjLcl8IzKLm9Upr4weTs+67D8jb/qsEbrjohYCziJInGbwL6ZeXZru8x8GPhKRNwHHFXu/nhEnJCZ17U0X1zZ7nQGbWu7xW1bjaH8ukVHX7kov8bhLF1JkiRJkupzdWZu3+uT9HPS2xhx7Ax8l+JbzACnU8zCnYjXVMa7naKEpdRzJm8H08HAhuX2r9olblscA3yQIrE8GzgI+FRLm9sq2+t3GMcGle37vFmZJEmSJEkaRV8mvY0mIrYDfgmsVu76A8WkuIcmGMerK9tj3XdIqo3J23HIzCOAI/pwqudWts8cq3FmZkScxfAH5JPaNLuisr15h3FsVtm+vMM+kiRJkiRJfVeWNjiV4j5BUJRwfF5mdvVN4sq4T2f5G6xbMkF9Y/J2MG1c2b5txFbLq7Zr91epv1a2N4iIDTLzxjHGfMII/SVJkiRJkpbTx0lvK4iIjSnKI2xU7roa2DszO82rjOa1le3LMvMPNYwpdWRG0wGoreqNweZ32GftyvadbY5fCVTr4O7ewZi7VbbP6DAOSZIkSZKkvomI9SgSt1uWu64DnpWZN9Qw9srASyu7nHWrvjJ5O5gWVbb3HKtxRASwR2XXVa1tMjOBn1R2vW6MMXcFFpQPl2EhbkmSJEmSNGAiYm3gNIZLSd5Mkbi9pqZT7MvwN5yXAd+paVypIyZvB9Nple1nR8Qzx2j/eoYTrQCnjNDuSIoPGoDnRMTe7RpFxAzg05VdJ2bmLWPEIEmSJEmS1DcRsTrwf8AO5a47KEolXDFyr3Grlkw4tY7ZvNJ4mLwdTMcAt5fbAZwcEQe0NoqIlSLiUOCrld2/z8yz2w2amZcAx1d2fTcidm8ZczWKrwA8vdy1BPj38f8IkiRJkiRJvRERqwI/Z/im7fcAz83MP9d4jg2B6sS3Y+oaW+qUNywbQJl5V0S8AfgRMBNYC/hBRFwDnA/cBawDPA3YoNL1duA1Ywz/doobkW1PUSf3zIg4n+IOjGtQlGlYq9L+4MxcoQyDJEmSJElSEyJiDnAywxPP7gf2yczf13yqV1HkZaDIxZxc8/jSmEzeDqjM/N+IeCHwLWDDcvcW5dLORcBBY301IDPvjohnA99muJ7uLuVStRh4Z2ZaiFuSJEmSJA2Sj7P8jNi/AgdGxIEd9L0yM7/Y4XmqE+ROzMwHOg1QqovJ2wGWmb+MiEcBLwNeAOwErA+sSvF1gBuA31PM0P1FZi4baayWcW+IiGcBLwEOopiJuyFFwnYRxc3JvpWZi0YeRZIkSZIkqRHrtTx+Qrl04mxgzORtRDwBeGxl1zEdji/VyuTtgCv/qnNsudQ5bgInlYskSZIkSZKGVW9UdlVmnttYJJrWvGGZJEmSJEmSJo3MfF1mRpfL7h2e412VPo/p8Y8kjcjkrSRJkiRJkiQNIJO3kiRJkiRJkjSATN5KkiRJkiRJ0gAyeStJkiRJkiRJA8jkrSRJkiRJkiQNIJO3kiRJkiRJkjSATN5KkiRJkiRJ0gAyeStJkiRJkiRJA8jkrSRJkiRJkiQNIJO3kiRJkiRJkjSATN5KkiRJkiRJ0gAyeStJkiRJkiRJA8jkrSRJkiRJkiQNIJO3kiRJkiRJkjSATN5KkiRJkiRJ0gAyeStJkiRJkiRJA8jkrSRJkiRJkiQNIJO3kiRJkiRJkjSATN5KkiRJkiRJ0gAyeStJkiRJkiRJAygys+kYpEdExN3AvDlz5rDVVls1HY4kSZIkqUZXX301Dz74IMA9mbl60/HULSIuBbYjZsCcAfjxHrwbchnAZZm5fdPhSBq/lZoOQGoxG+DBBx/ksssuazoWSZIkSVJvzG46gJ7KZfDAnU1HIWkKMHmrQXMnsCawhOIf8znAg8DVzYWkPtkKr/d04vWeXrze04vXe3rxek8vXu/ppVfXe1OK/+vdWeOYg2RQ3xuDGpekMVg2QQPrka+b+PWOacHrPb14vacXr/f04vWeXrze04vXe3rxekvSYPCGZZIkSZIkSZI0gEzeSpIkSZIkSdIAMnkrSZIkSZIkSQPI5K0kSZIkSZIkDSCTt5IkSZIkSZI0gEzeSpIkSZIkSdIAMnkrSZIkSZIkSQPI5K0kSZIkSZIkDSCTt5IkSZIkSZI0gFZqOgBpFF8F1gVuaToQ9YXXe3rxek8vXu/pxes9vXi9pxev9/Ti9ZakARCZ2XQMkiRJkiRJkqQWlk2QJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvJUmSJEmSJGkAmbyVJEmSJEmSpAFk8laSJEmSJEmSBpDJW0mSJEmSJEkaQCZvNTAiYnZEvDoifhER10bEAxHxz4g4NyLeFxHrNB2j2ouI10VEjnP58DjG3ysijouIhRFxb0TcHhF/jojPRMQ2vfzZppOImBkRj4uIN0bE1yLigohYUrlmZ01g7NqvYURsW/b/czneveX4x0bEXt3GOl3Ueb0jYosuPgNOG2e8Xu8JKK/RmyPiOxFxcUTcEREPVd6LX4+I3boc2/f3gKnzevv+HmwRMT8inh0R/xYRP46ICyNiUUTcHxH3RcT1EXFKRHwoIjbuYnzf3wOk7uvt+1uSJonMdHFpfAG2AS4EcpTlJuD5Tcfq0vb6vW6Ma9du+XAH464OfG+McZYAH2r6OZjsC7AvcO8Yz/VZXYzbk2sI/GvZb7RxTwDmNf3cDuJS9/UGtujiM+A0r3dfrvVOwO/GcV3OBDbrcGzf3wO29OJ6+/4e7AX42Tiuy4PAR4EZHYzr+3sAl7qvt+9vFxcXl8mxrITUsIjYBDgd2KjclcA5wFXAesCzgFXK7ZMj4nmZeXoTsaojl1Ncz7H8YbSDETELOAmo/kX+L8AfKV4PzwQ2AGYB/xkRszLz8K4iFsCawKp1DtiraxgRhwP/Xtl1A/Ab4AHgicD25f5XAGtHxAsy8+EJ/jhTzZrUfL0r7gGO66Dd5Z0M5vWesK2BJ7fsW0jxXryV4rXwVGCT8tjuwHkR8YzM/NtIg/r+Hlg9ud4Vvr8H200Uz/0iij/QrQo8BtgZWAmYDXyEImH3upEG8f09adRyvSt8f0vSoGo6e+ziApzN8F9erwEe13J8HeC0SpvbgDWbjttluWv0usr1OaamMQ+vjHk/8PKW47OBT7P8X+53a/q5mKxL5RreCPwUOAx4HvBflef3rKavIcV/JKvtPwXMbmnzivJ8Q20Oa/r5HbSl7uvN8jN3rqkxTq/3xJ/Dl5fPy5XAB4GN27SZAbyR5WdjnwfEKOP6/h7ApRfX2/f3YC/A+4A3A1uO0mYD4Pstz/f+o7T3/T2gS93X2/e3i4uLy+RYGg/AZXovwPMr/2A/COwwQrvVgKsrbf+z6dhdlrs+r6tcm2NqGG89YHFlzLeM0rb6lb5zm34uJutS/qK/wldnKb5u100yryfXkOW/DvzdUdodUml3N7BO08/xIC09uN69+s+f13viz+Fu5Wf0zA7avqTlP9vPGaGd7+8BXXp0vX1/T4EFCIoyGUPP5a9GaOf7ewos47jevr9dXFxcJsHiDcvUtEMr28dm5iXtGmXmvRQzw4a8JSIs+zF1vZYiYQ/F1z2/MUrbDwDLyu1dI2KnXgY2VWXmjZm5qMYha7+GEbEzw18HXlr2G8nXKWaeAcwDXt1BzNNGD6537bze9cjMszPzmMxc2kHbHwO/r+x6wQhNfX8PqB5d79p5vfsvMxM4qrLrCSM09f09BYzjetfO6y1J9TN5q8ZExFyWr6V19BhdfkhRiwlgPkW9LU1N+1a2jyl/AW2rTEBVa+y+pFdBaVz2rWzXdQ2rY56emf8YZcwEjulgTA2ufSvbXu/++W1le4sR2uxb2fb9Pbl1cr17Yd/Ktte7f26ubM8boc2+lW3f35NbJ9e7F/atbHu9JakGJm/VpKcCc8rtexnjBlaZ+SBwfmXXnj2KSw2KiJWBXSq7zuqgW7WNr4uG9fAa7jGBMZ8aEXNGaqiB5PVuRjVRM7P1oO/vKWfU691DXu9mbFvZvrb1oO/vKWfU691DXm9JqplfO1eTqr9QXJKd3V30QmDvNv01ONb8/+3debhkRXn48e8LDPu+KSAIoiwCLogiooCAKGhEI0GQKMMvalyIIMEYDcqIRkVjJHEJiQuLCqISMeE3kR1XNlmMIojKIg6rwLDPMMCbP+p07rk9vd17+94+d/L9PE89VJ+uU1196lRz5z116kTEgcCzgbWA+4EFwI8z87oB9t+asQtLCVw9wD5X1fKeF6M3XX1Y335VlzLd6lwe2ArouDSLhmqFiNiH8iTp9SkPI7mbcnv2zzJzyYD12N+jsUMt32m2lON72dKvv9s5vmepiNiY8rCrljM7FHN8LyMG7O92jm9JaiiDtxqlrWv5Qa8G19do3GaIbdHw7F+lpUTEL4CPZea3euxfPy/uysxFA3xm/bxYNyI2yMy7B9hP02PofRgRGwJr18r0/c3IzEURcTewQbVpG/zHwEzYBDiny3t3RcQJwGcy87FuFdjfoxERmzJ+5tz5HYo5vpcRA/Z3O8f3LBIRqwBbAPtS1h3dsHrrBuCTHXZxfM9ik+jvdo5vSWool03QKK1Xy9854D531PLrDrEtmhk7AGdExEk9Hjg31fMCPDdGbTr6cL221/5mzE4bAh8HfhwRG/UoZ3+PxmcZu3X+98B/dijj+F52DNLfE+H4HrGIeGlEZCsBjwDXAv/AWCDv+8AumXl/hyoc37PIEPp7IhzfkjRCBm81SqvX8o8OuE+93OpdS2kUbqJc1d8b2JiynvHqwHbAUYyfmTEX+FyXeqZ6XrTXoZk3HX3Y/trfjOa5H/gS8AZgS8rTylcCng4cwvg1y18InB0Rq3apy/6eYRFxKKXvWj5QrTXfzvG9DJhAf7c4vme/hcAhmblvZt7bpYzje9mxkP793eL4lqSGc9kEjdLKtXzX22/a1P9hscoQ26KpOQs4NTOfbNv+GPAr4FcR8WXgNOA11XvviIjTMvNHbftM9bwAz41Rm44+XLnttb8ZzXI7sElmPtzhvd8Dp0XE6cCHgXnV9h2BvwY+2mEf+3sGRcROwIm1TWdk5mldiju+Z7kJ9jc4vmeT24AvVPkA1qAshbAj5Vb2b0TEW4F3ZOYNHfZ3fM8uU+1vcHxL0qzgzFuNUn0drRUH3Kf+9NFBr+RqmmXmwg6B2/YyDwIHUtbdanl/h6JTPS/Ac2PUpqMP29fd8zejQTJzcZd/+NXLZGZ+BPh6bfNRXZZQsb9nSERsQbldvvUP7l8Af9ljF8f3LDaJ/nZ8zyKZeWNmHl6ld2fmWzJzZ8oMypOrYi8HLo2I53aowvE9iwyhvx3fkjRLGLzVKD1Uyw96hbVe7qGupdRImfkocHxt08sjov2P/qmeF+11aOZNRx+2v/Y3Y/Y6tpZfG9ilQxn7ewZU6xaeBzy12nQj8Mo+ayM6vmepSfb3RDm+Gygzb8vMw4B/rjatA5weEcu3FXV8LwMm0N8T5fiWpBExeKtRuqeWf8qA+zy1lu+3fpOa6YJaflXK7IC6qZ4X4LkxatPRh/e0vfY3Y5bKzBuBm2ubtu1QzP6eZhGxHiWQt2W16XZg78y8vc+uju9ZaAr9PSGO78b7APBAld8W2Lftfcf3sqVff0+I41uSRsfgrUbp17V8ewCvm81q+euH2BbNnPZ/KLY/lbZ+XmwYEe1rZ3VSPy/uzcy7J9UyDcvQ+zAz76I8fKOl729G9bkb1Db5m9Ec9d+B9t8A+3uaRcSalCeQb1dtugd4RWbeNMDuju9ZZor9PRmO74bKzEeAn9Y27dpWxPG9DBmgvyfD8S1JI2DwVqN0XS2/Q5d1k9rt2GV/zR6rtb1uX2fr10Br/dwAnjdAnZ4XzTJdfVjf/vwJ1vkE49db1mjVfwe6rbVnf0+DiFgNmA/sVG16gHLr/LUDVuH4nkWG0N+T4fhutvtq+U4X0B3fy5Ze/T0Zjm9JGgGDtxqlnzL2ZNHVGPuHRUfV2qgvrm26cJrapenV/kfcuJm4mbkIuLS2aY8B6ty9lve8GLFp7MOLplDnTzOz/YnYGoGIWAXYqrap223b9veQVbOb/oOx2VePAPtl5pWD1uH4nj2G0d+T+EzHd/NtVMuPuz3d8b1M6trfE+X4lqTRMXirkcnMhxi//uncPrv8KbBGlb8P+OE0NEvT77Ba/rouSxycVcvP7VVZRDwN2KvLvhqds2r5ub0KTqAP69v3rvbr5dAB6tTMexNjT7pPuv+Wn1XL299TFBFzgDOBPatNi4H9M/Mnk6jurFp+bp/PdXyPwJD7eyIc3w1WrX1cf8hUp5myZ9Xyc/vU5/husAH7eyIc35I0IgZvNWpfrOUPi4jtOhWKiFWB42qb/jUzH5/WlmkgEbH6BMq+HjiktunrXYqewtitWFtHxFt7VPspoPX03Esy86pB26NpNfQ+zMwrgCuql8sDn+xWYUS8Hdi6evkgcOqA7dYERcSKEbHigGW3ZHy/nZ+Zd3Yqa38PT/WE8dOA/apNjwMHZub5k6zS8d1gw+xvx3ezRcS6EygbwOeBlapNi4GzOxR1fDfUsPvb8S1Js0hmmkwjTZSrtlmlm4Ad2t5fDzi3VuYeYO1Rt9v0v/0zF7gM+HNgzS5l1gA+BCyp9ePvgdV61HtcrewjlH941t9fkfLHYNbS7qM+HstaAubVju/FE9x36H1ImeFTL/8JYE5bmTdWn9cq8+FRH8fZkibT38DmwK3A0cCmXcosBxwE3FWr/zHgBfb3tPdpACfVjs8TwEFDqNfx3cA07P52fDc7AUdSgmRvocvfYFW551AeWlc/3h/tUd7x3cA07P52fJtMJtPsSZGZSKNU3UpzOWNrMj0J/AC4kfLk0b2BVav3HgdelZkXtNej0YiIuZR/KEIJzl5HeeDFQmAFylOId2GsD6Ese7FbZv6yR71zKH947lnb/AvgKsotW7sxfh2vYzOzPjtbExQR84GN2zY/FXhKlX8Y+G2HXffLzNs61DctfRgRHwWOqW26jXIRaDHwAmD72nvnVe1zpn6bYfV3RGxOufAGYxfhfkm50LakqvPFwIa1Op4EDsvMvjNs7O+piYh3AV+obfoN5YLoIO7JzGO71Ov4bqBh97fju9ki4kjgs9XLx4HrKX+D3Ufpr/Uogbxntu16JiWo3/FYOr6badj97fiWpFlk1NFjkykzAbYBrmb8Fdr2dBfw6lG31bRU383t02/t6QLg6QPWvRZwRp/6HgM+OOrjsCwk4OYJ9mUrbT6TfUiZWXZMtV+vek+nx8yU/+tpWP1Nmbkzkf1/xwRmydvfU+7neZPs5wRu7lO347thadj97fhudgLeOcH+eQA4Clh+gLod3w1Lw+5vx7fJZDLNnuTMWzVGtebSQcDBwHaU2V8LKTNwvwt8NTP/OLIGqqOIWAnYiTK7dhdgS8qV//Uot1otpPyxdwnwzcz82SQ+Y2/Kwwx2ocz0WEK5zesc4CuZOdUHMAiIiJuBp09i1y0y8+Y+dQ+9DyNiW+CtwD7ApsAcypOPLwFOycmv5/l/wrD6u1pXbzvgWUdQdQAAGZ1JREFUJZT+3Y5y18R6lBlaD1Bm21wG/CdwdmY+OYn22t+TEBHzgGMnufstmbn5AJ/h+G6IYfe347v5ImIryl1qO1P6ZzNg7ertByjH8RrgfODMLA8Mnkj9ju8GGWZ/O74lafYweCtJkiRJkiRJDbTcqBsgSZIkSZIkSVqawVtJkiRJkiRJaiCDt5IkSZIkSZLUQAZvJUmSJEmSJKmBDN5KkiRJkiRJUgMZvJUkSZIkSZKkBjJ4K0mSJEmSJEkNZPBWkiRJkiRJkhrI4K0kSZIkSZIkNZDBW0mSJEmSJElqIIO3kiRJkiRJktRABm8lSZIkSZIkqYEM3kqSJEmSJElSAxm8lSRJkiRJkqQGMngrSZIkSZIkSQ1k8FaSJEmSJEmSGsjgrSRJkiRJkiQ1kMFbSZIkSZIkSWogg7eSJEmSJEmS1EAGbyVJMy4ibo6IrNLmo25P0yzLxyci5tW+27xRt6ddW/va09whfcYetTovHkad0mzSNgba08mjbp8kSVKTGLyVJEmSJEmSpAZaYdQNkCRJE1fNTju0enlYZp48utYss64ALq+9vm5UDZGaqpqRflL18pTMnDvAbguAL9RebwPsNdyWSZIkLRsM3kqSJHU2PzPnjboR0rImM38DHN56XQWADd5KkiR1YPBWkqSGyczNR90GSZIkSdLoueatJEmSJEmSJDWQwVtJkiRJkiRJaiCDt5KkxouIzSLiuIi4NCLujIjHqv9eGhEfiYhNB6hjj4jIKl1c275nRHwzIm6MiEURcU9E/DAiDo+IORNo42oR8b6qTfdExMMRcUNEfDUiXlQr12pD9qjr5lq5zTu9x9jDygBOqtdbS/MGrbdLO06ulZ87QPkXRcRJEXFTRDwaEXdExE8i4q8iYvV++/eod6+IODEiro2IeyNicUTcFhHnVP20ymTrHraIeFpEHF+19aGIuC8i/jsi/j4iNptCvdtGxMcj4vLaGLg7Ii6rxsbGE6xvv4g4MyL+UJ33CyLigoiY2zrvB+n/TmUiYu2IOKIaRwsi4vHq/bU77B8R8fqIOKUaL/dX7bk1Is6KiEMjYkLLfEXEphHxoYj4UXWeLK7Om6sj4h8iYquJ1DcMETEnIt4cEd+qfmserH4jboqI06tjEAPW9YKI+EBEnF3V9VCM/Sb+dKLnWkSsHxFHR8T51fFaFBGPRMQtEXFl1b7DImKTtv1OjvJbdFJt86HR+bfo4kHbI0mSpPFc81aS1GgR8UHgQ8DKbW9tWKWdgb+JiI9k5icnUO+KwOeAt7e9tRLwsiodFhGvzMw/9qnr+cC/A5u3vfWsKs2NiI9m5rGDtm+2iYjjgaMZf2F4ZeApwEuAd0fE6ydY56bAqcAeHd7eqEr7AB+IiIMy80eTaPrQRMSBwJeANdveWhvYATg8Ig4FFk6gzpWAE4C3Acu3vb1+lV4EHB0Rf5OZnx+gvlOBA9ve2rhKewJvj4gDBm1jW/27AqcDg1xQeQ5wCvC8Dm8/rUr7U/r3TzPzV33qWw6YB7yPpX8vVgTWqT7riIj4FHBMZna9iDIsEbEH8GVgyw5vb16lg4BLI+KAzFzQo67LgRd2ebv1m7gL8L6IOCYzP9WnbftTgq/rdHh7syrtWLVvAaVPJEmSNIMM3kqSGisiPg+8u7bpYeBC4A7gqcDLgdUpgZpPRMRTMvO9A1b/r8Bc4EngMuB6SuDxxcDWVZkdKYGu/Xq0cSvgPGC92uargZ9Tgm0vAJ4NfDgiegaBB3RK9Vl7AdtU2y6o2t/u8iF8Xl8R8WlK4LblQeAi4C5gE0o/bQ3MB84asM5tKd9ro2pTAtcA1wKPVPXuBqxBCTqeFxH7ZuZFU/s2kxMRrwVOYyzA+gTwI+B3wFqUAPT6wLeADw5Y52rAOcCutc03AT8D7qME3F5CORarAJ+LiDUz8+Nd6ovq819b23w3cDFwPyWIuDsl+PfvwG8HaWfNMymB5rUo58APgduqdu7W1pbdgP9kLND9ePW9fg0sqdryUsrY3hr4aUTskpnXdfluywNnAG+obb6dMrbvovxO7EwJoK5A6YMNWPrizVBFxJ8B3wBas/gXAZcCN1POka0ox3sFym/PJRHxwsy8s0uVrRm1iylj4beUvgvKWNmZcp7NAY6PCLoFcCNiJ+A7jP174NFa2xZT+mZLyoWHVTtUcT7wEOV3aK9q2/WUcdvuN12+jyRJkvrJTJPJZDKZZjRRggNZpc27lDmwViYpQcs128qsCXytrdwbutS3R63Mouq/lwPbtJUL4Ii2OnfrUmdQAnStcncCe3Qotz/wQO1zs/wveErH5+RambnDOu4T/YzquD5ZK/eNDv20ISUImZSgUKvsvC51rgr8qlbuPGCrDuXWBP6lVu42YK0pnpvz+rWvwz7rU4Kgrf2uAp7VVmZF4PgOx+DiHvWeUiv3W2DvDmWWB95ZO7ceB3bpUt/b287rjwFz2spsCvy4bZz06v/6ObKk+u/ngdXbys0BlqvyT6VcgGntdxqwSYe6n0IJIrfK/TewfJd2HFcrdyfl92O5DuUOoMx8bpU9cCrnS5/zYjvKBafWZ30WWLdDuWcw/ndkfo86v0i5mLRKl/eXp1yUeqiq6zFgiy5lz6p95neAdbqUW6n6zBO7vD+3Vs/JkzxWU67DZDKZTCaTaVlNrnkrSWqc6vbn+hIIZ1KCRw/Uy1Wv3wJ8r7b5+Gr/XlaizATbMzPHzVjN4p8owYyWg7vUsx9ldiCUWXSvycyL2wtl5vcotx2v1Kdds9HHKUFsgHOBN3fop7soAexrKEHMfv4a2LbKfx/YNzNvaC+UmQ9k5jsps6OhzDx8x0S/wBAcRQngQglK7pOZ42YaZuZjmfl+4EQGOAYR8TLKuQ3wB+ClmXl+e7nMfCIz/4USwIUSvPtwh/pWoASmWz6Xmcdk5pK2+m4F9qXMGJ7o+boC8OXMPDwzH2qrd0lmPlm9/HtKYJaq/Juyw1IBWWaf/hllFjeUGaBLLecQZf3m1mzmB4HdM/Nbtc+r1/kd4E9rm+YNutbsJPwzYzNWj8nM92bmvR3adCPwKqA1q3jfiNi5U4WZ+a7MnJ+Zj3Z5/4nMPBn4i2rTHLqPidZv12LK7+t9XepcXH3mKMaWJEnS/3kGbyVJTbQPsEWVfwz4q8zsuDZltf3dlFl/UG7zfcUAn/G37QGmNl+t5butMXlYLf+NzLyiW2WZOZ8yg3SZERHPptzy3XJEp4AZQGYuogRl+9U5Bzi8evkk8I7MfLzPbh+gzNgDOKTfZwxTdaGgfh7My95rJP8tZVZkP0fV8h/IzDv6lD+ZsaUzXhkR67e9/yrGlqB4CDimW0WZ+SAdAsADWAT8Ta8CEbEBY310P9BzmZPMfILxy0x06t8jGFuu4lPtF2Q61HkhZSY4lIsEz+9VfjIi4rmU9YMBbmD8xahObXqYMnu4Zarn8XcYO8/27lKmtWTFI31+CyVJkjRCBm8lSU20Zy3/X5l5e6/C1ay979c2vbxP/YuAs/uUubqW37xLmd1r+dP61AdlSYFlSf04X9EvaEaZQfmHPmV2oiyzAHBJZt7SrxGZeRtjgcvtI2LtfvsM0baUZQCgLFnwzV6FM/N+xs8UX0o1S7Z1AeJxyszznqqLGK0ZqkFZC7duj1r+7PbZ0R18l7IG6kSc2232Zs3ejM3oPXvAoOFllHWOYWy2aF19Teqex7/mwlq+U51TVW/Tt6sgdD8TalNE7BARh0bEsRHxmYj4fCsB/8TYBY0dutyN8Pvqv+tExJsGaJ8kSZJGwAeWSZKaqD4T7icD7vMT4E+q/I59yv46Mx/rU+aeWn6t9jcj4mmM3SoP0HXW7QTLzCbPq+Uv61c4MzMiLqP3E+vrM3nXrwJRg1i7+m9QHuC1cMD9pup5tfz1VXC2n0vpPbPyOcBqVX4R8OkB7+yvzxDftO2959XyfR9kl5mPRsQv6T7rvJMrByhT79+tJtC/rUDkOhGxWjVTlYhYj/LQr5b3RkTHWfptnl3Ltx+rYah/z10G/J71Tu7apog4lDIbeatuZdrMofyGtQfWz2BsVvPXI+KgatuF/S6YSZIkaeYYvJUkNdEGtXzfmZeVm2v59lvG2/UNsGXmklrArNP/L+uf8UintSw7WGpdz1mu3k+/71pqvFv7vL9xLb91lSZqnUnsM1nTfQxWpywLMlHtx6B+vvab/dyygIkFb+8eoEz9u71wgvW3rEN5EBiMLQXR8q5J1jds9e+5J+PvJhjEUm2q1ub9CuOX6RjUGiwdvP17yt0Du1ICx39SJSLiJspD1M4HvjfATG1JkiRNE5dNkCQ10eq1/MNdS41XL7dGn7KDzMzrp97GR7qWGm/Q7zJbTMcxWGqW8yTM5MXp2XIMZuJ8HWSZhWF/t6aeL1Nt1/Idtr2N8YHbs4E3A9tTgr0rZWa0EuMvfC31N39mPkJZ+uS9lAfU1W1BeWDeqcDtEfHpiFhlsl9GkiRJk+fMW0lSE9XXwVyta6nx6uUeHGJbuqkHtlbtWmq8Qb9LU/S7yFvvp2Edg/pxPSEzez7QqgGm+xhck5nDeKBWU87XejuOzMx/GmJ9CzNzJmdd91Jv1+sys+c6xwM6upb/u8z8eJ/y/S5ikZlLgBOAEyJie2A34GVV2qQqtmr12S+LiJdn5kTXQpYkSdIUOPNWktRE9duvNxtwn6fX8n8cYlu6qX/GqhExSNBok/5FptWSWn6QC7j9Zg9Opp/6rS96Zy3/rAHrHKXpPgbP6PKwqYmqn6+91hyum47zddj9W69v7YjYoGvJmTXU7xkRm9bquQ/4VJ/yazLB5SAy85eZ+cXMPDgzn0ZZe/wrtSI7M7klPCRJkjQFBm8lSU10dS3/kgH32bWWv2qIbekoM29l/EPNXjTAbpNZ37NrEyaxT31G8noDlN+hz/vX1PIv7ldZtWbnzn2K1R98tntErNSv3hG7ppbfJiIGuV2+37G6Blhc5ddk/MOvJuuaWr7vuVrdIr/9ED63Xb1/XznVyqoHa9XXGt5nqnUOyVC/J+PX0P11Zj7ep/xLGf8AtAnLzGsy863Av9U2v7ZT0al8jiRJknozeCtJaqILa/n9ImLDXoUj4qnAq7rsP51+UMu/aYDyhwzxsxfV8nMG3OemWv55vQpGxE6UdS97uaiW3ykitulTfk/6z/r8CbCwyq9OWeezya5jbJblCsBBvQpXwd39e5Wpbkuvn8PDWDri4lr+NdXMzF5eD0zHGqfnAK3A4zMj4jVDqPP/1/JHRu1JgyN0di2/V0T0uxDSz5O1/CDLXrxzip9XV/8uT+nw/mR+iyRJkjQgg7eSpCY6l7FA40qUNRk7qgI1/wysWG36HeUJ6TPhpFr+kIjoOrM2IvYDXjHEz67P+h309vbLa/lDuxWKiBWAvmuRZuavgEtrm07odot/RKwM/MMAdS5mfH9/fCKBr4joFFyaNpn5JOPPg2MjYv0eu3yS8Q8P6+b4Wv4NETF30DZVFzPa/RdwR5VfHfhoj/3XAI4b9PMmIjMXAF+vbToxIgY6fyNiuS7LInwGeKLK7wQcO2h7uhyrKcvMyxkLmAfw9QEC5q02rdhhGZabGJvhun1EbNlj/zcCPYPiEbFSRAxyHsL45UDu7vD+ZH6LJEmSNCCDt5KkxqkCYn9b23RwRHypPdhQBZm+AvxZbfP7q/1nwnzgkiq/PHB2ROzRXigi9ge+ydit8MPwi1r+dRGxYteSY77J2Ay+XSLikxEx7qn2EfE0yky7lzBYe/+uln8lcGp7kKqaOX0WZbbvYwPU+Rng2iq/BvDjiHhbt+8YEetFxFsj4krgfQPUP2z/yFgAayPg3Ih4Zr1AFZD7JPAOBjgGmfkD4JTapq9GxKcjouNyF1Uwbv+I+C7wHx3qe5zxAdn3RMTHImLcTMlqbdX5wJYM93yt+yBwe5XfBLgiIg7oEfjfJCKOAK4H3tj+fmb+DvhYbdOxEXFydS53qm/5iNg7Ik5lepdY+SvGHmj3HODyiNi7W+GIeGZE/B0lUFtfBobM/CNjSzEsB3w7IrZu23+5iHg38DVKMLs+I7bdRsCtEfGZiOi4jEYUr2L8eTO/Q9H6b9HOETHo2s+SJEkawCAPK5EkacZl5rciYjfGHpDzVuCNEXER5Tb1DSm34defqH5CZp45g218MiL+H+VW/3WrNl0UEVcB/00JsuwEPLva5T2UWcIw9XUi/wt4hHIL9XOB6yLiYsqSA626z83Mc2vtvSUiTgTeVW16PyUw/kNKoGdLStBoReACSoDtz3s1IjMvjIjPMnZr/yHAayPiQuAuSnBuT2Bl4Gbge8ARfep8KCJeS5lBvQVl3dd/Az4dEZcAC6rvuC6wLbA1YxekL1q6xumVmXdHxNuAb1OC+M8Hro+IHwA3Utr/cmADykPjjqHPA6cqf0kJsu1Dmb15NCXoegVlhvmjlIfKbUlZn3jlar8ru9R3IvDqKkEJvL+9Om/uBzYHdqfc+n5Z9Rmt5UCGdkEkM2+vLmjMB9anfMdvA3dFxGWU8b0cZV3m7YFn0H/91o9U7W/NKD8U+POIuJoS9H2I0g9Pp4yX1oWge5gmmfnLiDgYOIMyTrcGzouIW4ErKA+RW5FyXjyX/kuKHEO5K2E5yjn2i4j4CeUcWx14GeVYQtW3jH+QY7u1gaOAoyLiXspa4wsoQfsNKQHn+tIpN9BhRn5m3lm1Y1fKOfjziPg+5fejdd78LjP/pc/3kyRJUgcGbyVJjZWZh0fEHZSgxUqUQG2nB+YsAo7LzE/MZPsAMvP6iNgH+HfGbi/esUr/W4wyM/BExoK39YeHTeZzH4iII6s6l6MEuJ7RVuwhSrCn7q8pQa79qtebsXSA9mzgzfRYrqJDnU9SAkFB6af2dV1/A7wOOHCQCjPzxmrd3ROBA6p612L82sbtFjJ+FuCMyczvRsSbKUHm1SlB3D2r1PIgMBe4d8A6F1fLbRxLOcarUoJ9u9I2M7NmCeOXsqjXlxFxAGXZgjdUmzdg/Mx1KLPJDwA+3db2ocnMK6r+/QqwV7V5Q+BPeux2J+U86lRfAnMj4meUmaLrUPpgpyp13I1y4WXaZObZEfESyvd8QbV50yp1czPwhw51XVDNrP0c5W/4OcAeVWp5kvJb8wlK8LabJZQgbeuBgOsy1g+dXAwcnJkPd3n/PZQLJ2tSgsLtaz//ADB4K0mSNAkGbyVJjZaZH4uIr1Fm3r6SMhNsbUqg7kbKA5C+nJm/71bHDLTxyojYjjKj9QDgWZSgyALgx8CJmXlZ23qsC4fwuV+KiF9SbsV/MWWW66r0mKWYmYuqh0QdTJmduCMlKHoX8HPgZOA7VaBv0HYkcHREfJtyDPagPNjoAcrszW8BX6kCzhP5fvcCB0bE9lV796D0/3qUINVC4LeUW9/PB87LzF63ik+rzDw9In5MCWS9mhIYfxy4lTLL9MTMvKnT0ho96nwC+HBEfA54C7A3ZSb3+pTg3QPALZSg9UXA/MzstC5pq75FwAER8WrgL4Cdq7ruoTx87RvA1zJzSUSsW9t14aBtHlRm3gLsHRG7UALIu1GCmutQjts9lGDtzygXIS6uln/oVefnI+IUysWHV1BmtG5AmRH6ICUoei0lGDk/M28d9vfq0KafUx7otw/lAsauwMaU37HFlHVkb6AE3c8BLqnGVKe6Tqxmub6XMpt7Y8oM7AWUh9x9NTOvBug11jJzQbUEx56UGbsvAJ5JOVYrUo7VLZQZwmdkZs91xDPzqoh4DmWpiD0pF5JaFzEkSZI0BdHlb0NJkjRkEfEKxmbCnpOZvWaRagQiYh5jD7z6SGbOG11rRisiFlCCgwAbZeYdvcpLk1U9kK/14L9TMnPu6FojSZLULD6wTJKkmVNfMuCKkbVC6iMiWrNDAf5g4FaSJEkaDYO3kiTNgGp9z0Nrm745qrZoYMdGRNbS3FE3aCZExBzgH2ubTh9VW7Rsiog96mOLsVm3kiRJamPwVpKkKYqIcyJin4hYan3HiFiueuL8eZQ1SqGstXntjDZSAiLiuIh4T7Xeaaf3t6WsH/yiatMjwBdnqn2SJEmSxvOBZZIkTd0+Vbo3Iq6kPBRpCbAhsAvl4V0td9L7KfAarcuBL3R577qZbMg02Qz4EPCZiPg58GvKQ8/WALYHnsP4B94dmZk3z3QjtcxbQPdxdulMNkSSJKnpfGCZJElTVN32O4hrgDdk5o3T2Bypq4g4mfHLd3TzAPCezDxlelvUHBHxEaDjjOQJmJ+Z84fRHkmSJAmceStJ0jBsD7wO2BV4OrA+sA7llvO7KDPJzgK+m1411WgdCVwM7Ak8G9igSgHcC1xLWTbhy5l572iaODKHUsbvVPwRMHgrSZKkoTF4K0nSFFXr17qGrRovMxcCJ1dJkiRJUsO5bIIkSZIkSZIkNdByo26AJEmSJEmSJGlpBm8lSZIkSZIkqYEM3kqSJEmSJElSAxm8lSRJkiRJkqQGMngrSZIkSZIkSQ1k8FaSJEmSJEmSGsjgrSRJkiRJkiQ1kMFbSZIkSZIkSWogg7eSJEmSJEmS1EAGbyVJkiRJkiSpgQzeSpIkSZIkSVIDGbyVJEmSJEmSpAYyeCtJkiRJkiRJDWTwVpIkSZIkSZIayOCtJEmSJEmSJDWQwVtJkiRJkiRJaiCDt5IkSZIkSZLUQAZvJUmSJEmSJKmBDN5KkiRJkiRJUgMZvJUkSZIkSZKkBjJ4K0mSJEmSJEkNZPBWkiRJkiRJkhrI4K0kSZIkSZIkNdD/AFC9tkTo1cp5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 463,
       "width": 695
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change colormap levels\n",
    "sst.sel(time='1979-01-16T12').plot(levels=21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:52:43.386779Z",
     "start_time": "2019-10-21T16:52:42.917187Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 497
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1184,
     "status": "ok",
     "timestamp": 1567700519284,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "WS-0wsl3n7gi",
    "outputId": "aae88fe2-11e0-4c8a-93c1-c585a9cf822f",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fd041e18280>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 463,
       "width": 685
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change color map to 'Spectral_r'. \n",
    "# More colormaps: https://matplotlib.org/3.1.1/gallery/color/colormap_reference.html\n",
    "sst.sel(time='1979-01-16T12').plot(levels=10, center=False, cmap='Spectral_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:53:38.155283Z",
     "start_time": "2019-10-21T16:53:37.677764Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 497
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1184,
     "status": "ok",
     "timestamp": 1567700519284,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "WS-0wsl3n7gi",
    "outputId": "aae88fe2-11e0-4c8a-93c1-c585a9cf822f",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fd041fba970>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 463,
       "width": 685
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change to contourf\n",
    "sst.sel(time='1979-01-16T12').plot.contourf(levels=10, center=False, cmap='Spectral_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 40-year annual mean climatology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "sst_clim = sst.mean('time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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.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;\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, 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;sst&#x27; (lat: 89, lon: 180)&gt;\n",
       "array([[       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [-1.7999686, -1.799723 , -1.7995721, ..., -1.799789 , -1.7998605,\n",
       "        -1.7999344],\n",
       "       [-1.7991427, -1.7990254, -1.7989469, ..., -1.7997802, -1.7994727,\n",
       "        -1.7992976],\n",
       "       [-1.7990803, -1.7990966, -1.7991083, ..., -1.7993528, -1.7991874,\n",
       "        -1.7990723]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 89</li><li><span class='xr-has-index'>lon</span>: 180</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-af9cea83-75bd-4ad3-bd1b-df37896e6548' class='xr-array-in' type='checkbox' checked><label for='section-af9cea83-75bd-4ad3-bd1b-df37896e6548' 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>nan nan nan nan nan ... -1.7994728 -1.7993528 -1.7991874 -1.7990723</span></div><div class='xr-array-data'><pre>array([[       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [-1.7999686, -1.799723 , -1.7995721, ..., -1.799789 , -1.7998605,\n",
       "        -1.7999344],\n",
       "       [-1.7991427, -1.7990254, -1.7989469, ..., -1.7997802, -1.7994727,\n",
       "        -1.7992976],\n",
       "       [-1.7990803, -1.7990966, -1.7991083, ..., -1.7993528, -1.7991874,\n",
       "        -1.7990723]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-da5a4f1f-9f2e-4db2-b649-e9f710da60b9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-da5a4f1f-9f2e-4db2-b649-e9f710da60b9' class='xr-section-summary' >Coordinates: <span>(2)</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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-88.0 -86.0 -84.0 ... 86.0 88.0</div><input id='attrs-c884f4b8-1a56-4a43-b027-86ebea1af701' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c884f4b8-1a56-4a43-b027-86ebea1af701' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-326b6083-430a-42e8-9711-41cb0a97f02a' class='xr-var-data-in' type='checkbox'><label for='data-326b6083-430a-42e8-9711-41cb0a97f02a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([-88., -86., -84., -82., -80., -78., -76., -74., -72., -70., -68., -66.,\n",
       "       -64., -62., -60., -58., -56., -54., -52., -50., -48., -46., -44., -42.,\n",
       "       -40., -38., -36., -34., -32., -30., -28., -26., -24., -22., -20., -18.,\n",
       "       -16., -14., -12., -10.,  -8.,  -6.,  -4.,  -2.,   0.,   2.,   4.,   6.,\n",
       "         8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,  24.,  26.,  28.,  30.,\n",
       "        32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,  48.,  50.,  52.,  54.,\n",
       "        56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,  72.,  74.,  76.,  78.,\n",
       "        80.,  82.,  84.,  86.,  88.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 354.0 356.0 358.0</div><input id='attrs-6247230b-32ee-499d-924f-97c367089031' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6247230b-32ee-499d-924f-97c367089031' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-887fcfb2-f588-47f7-9461-155dc56c9468' class='xr-var-data-in' type='checkbox'><label for='data-887fcfb2-f588-47f7-9461-155dc56c9468' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>gridtype :</span></dt><dd>1</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,\n",
       "        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,\n",
       "        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,\n",
       "        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,\n",
       "        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,\n",
       "       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,\n",
       "       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,\n",
       "       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,\n",
       "       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,\n",
       "       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,\n",
       "       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,\n",
       "       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,\n",
       "       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,\n",
       "       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,\n",
       "       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-057fe0a3-18e4-49cd-b993-7010ca5fcc2b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-057fe0a3-18e4-49cd-b993-7010ca5fcc2b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'sst' (lat: 89, lon: 180)>\n",
       "array([[       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [-1.7999686, -1.799723 , -1.7995721, ..., -1.799789 , -1.7998605,\n",
       "        -1.7999344],\n",
       "       [-1.7991427, -1.7990254, -1.7989469, ..., -1.7997802, -1.7994727,\n",
       "        -1.7992976],\n",
       "       [-1.7990803, -1.7990966, -1.7991083, ..., -1.7993528, -1.7991874,\n",
       "        -1.7990723]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sst_clim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fd04746e3d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 444,
       "width": 646
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sst_clim.plot.contourf(levels=10, cmap='Spectral_r', center=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* Warm tropics and cold polar regions.\n",
    "* Indo-Pacific Warm Pool."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6jOauaTZBOR0",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## SST change from the first 10 years to the last 10 years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:55:52.599647Z",
     "start_time": "2019-10-21T16:55:52.558565Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 374
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 880,
     "status": "ok",
     "timestamp": 1567700527231,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "dV7z9TxzBXjS",
    "outputId": "769688d4-f9d4-4aca-829d-74fd40abac11",
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "sst_early = sst.sel(time=slice('1979-01', '1988-12')).mean('time')\n",
    "sst_late = sst.sel(time=slice('2009-01', '2018-12')).mean('time')\n",
    "dsst = sst_late - sst_early\n",
    "dsst.attrs['long_name'] = 'SST change from 1979-1988 to 2009-2018'\n",
    "dsst.attrs['units'] = '$^\\circ$C'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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.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;\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, 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;sst&#x27; (lat: 89, lon: 180)&gt;\n",
       "array([[          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       [          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       [          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       ...,\n",
       "       [9.4175339e-05, 1.0762215e-03, 1.6802549e-03, ..., 7.9834461e-04,\n",
       "        5.2642822e-04, 2.3126602e-04],\n",
       "       [3.3977032e-03, 3.8667917e-03, 4.1812658e-03, ..., 8.4733963e-04,\n",
       "        2.0782948e-03, 2.7782917e-03],\n",
       "       [3.6476851e-03, 3.5823584e-03, 3.5355091e-03, ..., 2.5581121e-03,\n",
       "        3.2191277e-03, 3.6793947e-03]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "Attributes:\n",
       "    long_name:  SST change from 1979-1988 to 2009-2018\n",
       "    units:      $^\\circ$C</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 89</li><li><span class='xr-has-index'>lon</span>: 180</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-447ccc0b-13e4-48b2-9c47-d32f47e89638' class='xr-array-in' type='checkbox' checked><label for='section-447ccc0b-13e4-48b2-9c47-d32f47e89638' 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>nan nan nan nan ... 0.0025581121 0.0032191277 0.0036793947</span></div><div class='xr-array-data'><pre>array([[          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       [          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       [          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       ...,\n",
       "       [9.4175339e-05, 1.0762215e-03, 1.6802549e-03, ..., 7.9834461e-04,\n",
       "        5.2642822e-04, 2.3126602e-04],\n",
       "       [3.3977032e-03, 3.8667917e-03, 4.1812658e-03, ..., 8.4733963e-04,\n",
       "        2.0782948e-03, 2.7782917e-03],\n",
       "       [3.6476851e-03, 3.5823584e-03, 3.5355091e-03, ..., 2.5581121e-03,\n",
       "        3.2191277e-03, 3.6793947e-03]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-41d46b08-4494-46f3-94e4-cf664af58e56' class='xr-section-summary-in' type='checkbox'  checked><label for='section-41d46b08-4494-46f3-94e4-cf664af58e56' class='xr-section-summary' >Coordinates: <span>(2)</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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-88.0 -86.0 -84.0 ... 86.0 88.0</div><input id='attrs-155cafc8-b251-444a-aabc-235d175c0725' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-155cafc8-b251-444a-aabc-235d175c0725' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17c33889-20f1-4416-9c54-27fc592a5f4f' class='xr-var-data-in' type='checkbox'><label for='data-17c33889-20f1-4416-9c54-27fc592a5f4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([-88., -86., -84., -82., -80., -78., -76., -74., -72., -70., -68., -66.,\n",
       "       -64., -62., -60., -58., -56., -54., -52., -50., -48., -46., -44., -42.,\n",
       "       -40., -38., -36., -34., -32., -30., -28., -26., -24., -22., -20., -18.,\n",
       "       -16., -14., -12., -10.,  -8.,  -6.,  -4.,  -2.,   0.,   2.,   4.,   6.,\n",
       "         8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,  24.,  26.,  28.,  30.,\n",
       "        32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,  48.,  50.,  52.,  54.,\n",
       "        56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,  72.,  74.,  76.,  78.,\n",
       "        80.,  82.,  84.,  86.,  88.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 354.0 356.0 358.0</div><input id='attrs-e298d625-6f46-4e39-819f-c285ac571edc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e298d625-6f46-4e39-819f-c285ac571edc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13890215-1236-4b87-9e15-f305c46b7a9b' class='xr-var-data-in' type='checkbox'><label for='data-13890215-1236-4b87-9e15-f305c46b7a9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>gridtype :</span></dt><dd>1</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,\n",
       "        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,\n",
       "        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,\n",
       "        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,\n",
       "        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,\n",
       "       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,\n",
       "       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,\n",
       "       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,\n",
       "       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,\n",
       "       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,\n",
       "       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,\n",
       "       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,\n",
       "       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,\n",
       "       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,\n",
       "       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f7313472-5b2a-40d0-b21d-3d510d71f7bd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f7313472-5b2a-40d0-b21d-3d510d71f7bd' 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>long_name :</span></dt><dd>SST change from 1979-1988 to 2009-2018</dd><dt><span>units :</span></dt><dd>$^\\circ$C</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'sst' (lat: 89, lon: 180)>\n",
       "array([[          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       [          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       [          nan,           nan,           nan, ...,           nan,\n",
       "                  nan,           nan],\n",
       "       ...,\n",
       "       [9.4175339e-05, 1.0762215e-03, 1.6802549e-03, ..., 7.9834461e-04,\n",
       "        5.2642822e-04, 2.3126602e-04],\n",
       "       [3.3977032e-03, 3.8667917e-03, 4.1812658e-03, ..., 8.4733963e-04,\n",
       "        2.0782948e-03, 2.7782917e-03],\n",
       "       [3.6476851e-03, 3.5823584e-03, 3.5355091e-03, ..., 2.5581121e-03,\n",
       "        3.2191277e-03, 3.6793947e-03]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "Attributes:\n",
       "    long_name:  SST change from 1979-1988 to 2009-2018\n",
       "    units:      $^\\circ$C"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:56:22.431049Z",
     "start_time": "2019-10-21T16:56:22.024159Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 473
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1099,
     "status": "ok",
     "timestamp": 1567700531096,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "3ITVOsrxB8nY",
    "outputId": "720cf2d8-242e-4cc2-b3ea-35b032447926",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fd0479cd190>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 438,
       "width": 682
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dsst.plot.contourf(levels=21)\n",
    "# cooling over the Southern Ocean and Southeast Pacific"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "* Not warming everywhere. \n",
    "* Cooling over the Southern Ocean and Southeast Pacific"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5mdosowc_1r-",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Calculate monthly climatology\n",
    "* multiple-year mean for each of the 12 months\n",
    "* use the `groupby('time.month')` method\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:59:03.985554Z",
     "start_time": "2019-10-21T16:59:03.916439Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 535,
     "status": "ok",
     "timestamp": 1567700535160,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "amj-cl6uhUNB",
    "outputId": "9a31c520-72e5-4f1c-a7d7-cbc1784db3b5",
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "sst_mclim = sst.groupby('time.month').mean('time')\n",
    "# the time dimension is replaced by month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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.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;\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, 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;sst&#x27; (month: 12, lat: 89, lon: 180)&gt;\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [-1.7999998, -1.7967713, -1.7949593, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7904856, -1.7887875, -1.7874559, ..., -1.7974577,\n",
       "         -1.7940279, -1.7922757],\n",
       "        [-1.7907732, -1.7902114, -1.7898309, ..., -1.794199 ,\n",
       "         -1.7924855, -1.7912834]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7993208, -1.7996114, -1.7999998, ..., -1.7999998,\n",
       "         -1.7997364, -1.7993886],\n",
       "        [-1.7992064, -1.7993428, -1.7997385, ..., -1.7996912,\n",
       "         -1.799461 , -1.7992189]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * month    (month) int64 1 2 3 4 5 6 7 8 9 10 11 12</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>lat</span>: 89</li><li><span class='xr-has-index'>lon</span>: 180</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-94baca88-eb3d-4dc2-ae11-1f2276db0cd7' class='xr-array-in' type='checkbox' checked><label for='section-94baca88-eb3d-4dc2-ae11-1f2276db0cd7' 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>nan nan nan nan nan ... -1.7998478 -1.7996912 -1.799461 -1.7992189</span></div><div class='xr-array-data'><pre>array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [-1.7999998, -1.7967713, -1.7949593, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7904856, -1.7887875, -1.7874559, ..., -1.7974577,\n",
       "         -1.7940279, -1.7922757],\n",
       "        [-1.7907732, -1.7902114, -1.7898309, ..., -1.794199 ,\n",
       "         -1.7924855, -1.7912834]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7993208, -1.7996114, -1.7999998, ..., -1.7999998,\n",
       "         -1.7997364, -1.7993886],\n",
       "        [-1.7992064, -1.7993428, -1.7997385, ..., -1.7996912,\n",
       "         -1.799461 , -1.7992189]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-e227c23e-05c1-4044-8c43-8628b364855e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e227c23e-05c1-4044-8c43-8628b364855e' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-88.0 -86.0 -84.0 ... 86.0 88.0</div><input id='attrs-0d958747-ad00-41ea-a836-a43814eb6eb5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d958747-ad00-41ea-a836-a43814eb6eb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6437461d-877a-4bce-8a6f-51bf25823a8f' class='xr-var-data-in' type='checkbox'><label for='data-6437461d-877a-4bce-8a6f-51bf25823a8f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([-88., -86., -84., -82., -80., -78., -76., -74., -72., -70., -68., -66.,\n",
       "       -64., -62., -60., -58., -56., -54., -52., -50., -48., -46., -44., -42.,\n",
       "       -40., -38., -36., -34., -32., -30., -28., -26., -24., -22., -20., -18.,\n",
       "       -16., -14., -12., -10.,  -8.,  -6.,  -4.,  -2.,   0.,   2.,   4.,   6.,\n",
       "         8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,  24.,  26.,  28.,  30.,\n",
       "        32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,  48.,  50.,  52.,  54.,\n",
       "        56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,  72.,  74.,  76.,  78.,\n",
       "        80.,  82.,  84.,  86.,  88.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 354.0 356.0 358.0</div><input id='attrs-5868a90b-9cee-4c70-8a0a-e2e61a20ffdb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5868a90b-9cee-4c70-8a0a-e2e61a20ffdb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5df13b1a-c0b4-42a3-826c-28cab55bb1aa' class='xr-var-data-in' type='checkbox'><label for='data-5df13b1a-c0b4-42a3-826c-28cab55bb1aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>gridtype :</span></dt><dd>1</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,\n",
       "        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,\n",
       "        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,\n",
       "        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,\n",
       "        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,\n",
       "       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,\n",
       "       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,\n",
       "       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,\n",
       "       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,\n",
       "       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,\n",
       "       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,\n",
       "       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,\n",
       "       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,\n",
       "       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,\n",
       "       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-dc6ac249-fb34-41be-b1e4-8dad1d5c54f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc6ac249-fb34-41be-b1e4-8dad1d5c54f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47f01455-96b1-4079-a27a-101a877628f9' class='xr-var-data-in' type='checkbox'><label for='data-47f01455-96b1-4079-a27a-101a877628f9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56fed78f-957e-410e-a4f9-e3aff366f682' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-56fed78f-957e-410e-a4f9-e3aff366f682' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'sst' (month: 12, lat: 89, lon: 180)>\n",
       "array([[[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "...\n",
       "        [-1.7999998, -1.7967713, -1.7949593, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7904856, -1.7887875, -1.7874559, ..., -1.7974577,\n",
       "         -1.7940279, -1.7922757],\n",
       "        [-1.7907732, -1.7902114, -1.7898309, ..., -1.794199 ,\n",
       "         -1.7924855, -1.7912834]],\n",
       "\n",
       "       [[       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        [       nan,        nan,        nan, ...,        nan,\n",
       "                nan,        nan],\n",
       "        ...,\n",
       "        [-1.7999998, -1.7999998, -1.7999998, ..., -1.7999998,\n",
       "         -1.7999998, -1.7999998],\n",
       "        [-1.7993208, -1.7996114, -1.7999998, ..., -1.7999998,\n",
       "         -1.7997364, -1.7993886],\n",
       "        [-1.7992064, -1.7993428, -1.7997385, ..., -1.7996912,\n",
       "         -1.799461 , -1.7992189]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * month    (month) int64 1 2 3 4 5 6 7 8 9 10 11 12"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sst_mclim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T16:59:43.823434Z",
     "start_time": "2019-10-21T16:59:43.411291Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 497
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1135,
     "status": "ok",
     "timestamp": 1567702646499,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "ylFQLkR4hzlO",
    "outputId": "4f201bb1-9f5f-4e56-d012-c1ebe60ad00b",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 350,
       "width": 1061
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Jan vs. Jul\n",
    "fig, axes = plt.subplots(1, 2, figsize=(9,3))\n",
    "\n",
    "sst_mclim.sel(month=1).plot.contourf(levels=range(-2,35, 2), cmap='Spectral_r', ax=axes[0])\n",
    "sst_mclim.sel(month=7).plot.contourf(levels=range(-2,35, 2), cmap='Spectral_r', ax=axes[1])\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "v1XrPXO9AbmH",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Make 12 subplots using a single command."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:01:39.754976Z",
     "start_time": "2019-10-21T17:01:36.561430Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4631,
     "status": "ok",
     "timestamp": 1567700569017,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "CDFFxfZBicEF",
    "outputId": "3e13395e-1d61-4301-d096-048cab906141",
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.plot.facetgrid.FacetGrid at 0x7fd041ebcfd0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2280x720 with 13 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 2029
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sst_mclim.plot.contourf(col='month', col_wrap=6, levels=20, \n",
    "                        cmap='Spectral_r', center=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qDimD2IIAp22",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Calculate monthly anomaly\n",
    "Subtract the monthly climatology from the raw SST data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:02:55.709240Z",
     "start_time": "2019-10-21T17:02:55.530421Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 800,
     "status": "ok",
     "timestamp": 1567700593776,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "TQBWe3yxjptK",
    "outputId": "4dc7bdc7-1132-451b-8a2d-c61d3214683d",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "ssta = sst.groupby('time.month') - sst_mclim\n",
    "# monthly climatology is now removed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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.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;\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, 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;sst&#x27; (time: 480, lat: 89, lon: 180)&gt;\n",
       "array([[[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        ...,\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07]],\n",
       "\n",
       "       [[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "...\n",
       "        [-1.1920929e-07, -3.2286644e-03, -5.0406456e-03, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-9.5143318e-03, -1.1212468e-02, -1.2544036e-02, ...,\n",
       "         -2.5422573e-03, -5.9720278e-03, -7.7242851e-03],\n",
       "        [-9.2267990e-03, -9.7885132e-03, -1.0169029e-02, ...,\n",
       "         -5.8009624e-03, -7.5144768e-03, -8.7165833e-03]],\n",
       "\n",
       "       [[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        ...,\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-6.7913532e-04, -3.8850307e-04, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -2.6357174e-04, -6.1130524e-04],\n",
       "        [-7.9357624e-04, -6.5720081e-04, -2.6142597e-04, ...,\n",
       "         -3.0875206e-04, -5.3894520e-04, -7.8105927e-04]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "    month    (time) int64 1 2 3 4 5 6 7 8 9 10 11 ... 2 3 4 5 6 7 8 9 10 11 12</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 480</li><li><span class='xr-has-index'>lat</span>: 89</li><li><span class='xr-has-index'>lon</span>: 180</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0d148825-74f3-410e-8809-2acab2bbc8b5' class='xr-array-in' type='checkbox' checked><label for='section-0d148825-74f3-410e-8809-2acab2bbc8b5' 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>nan nan nan nan ... -0.00030875206 -0.0005389452 -0.00078105927</span></div><div class='xr-array-data'><pre>array([[[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        ...,\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07]],\n",
       "\n",
       "       [[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "...\n",
       "        [-1.1920929e-07, -3.2286644e-03, -5.0406456e-03, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-9.5143318e-03, -1.1212468e-02, -1.2544036e-02, ...,\n",
       "         -2.5422573e-03, -5.9720278e-03, -7.7242851e-03],\n",
       "        [-9.2267990e-03, -9.7885132e-03, -1.0169029e-02, ...,\n",
       "         -5.8009624e-03, -7.5144768e-03, -8.7165833e-03]],\n",
       "\n",
       "       [[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        ...,\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-6.7913532e-04, -3.8850307e-04, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -2.6357174e-04, -6.1130524e-04],\n",
       "        [-7.9357624e-04, -6.5720081e-04, -2.6142597e-04, ...,\n",
       "         -3.0875206e-04, -5.3894520e-04, -7.8105927e-04]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-8667c760-af68-4c36-94d7-1f6fee89fcc6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8667c760-af68-4c36-94d7-1f6fee89fcc6' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-88.0 -86.0 -84.0 ... 86.0 88.0</div><input id='attrs-15f72384-eedd-4860-8353-7d5573cbd731' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15f72384-eedd-4860-8353-7d5573cbd731' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17b185be-d943-4a35-a963-67dfc2aef8b1' class='xr-var-data-in' type='checkbox'><label for='data-17b185be-d943-4a35-a963-67dfc2aef8b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([-88., -86., -84., -82., -80., -78., -76., -74., -72., -70., -68., -66.,\n",
       "       -64., -62., -60., -58., -56., -54., -52., -50., -48., -46., -44., -42.,\n",
       "       -40., -38., -36., -34., -32., -30., -28., -26., -24., -22., -20., -18.,\n",
       "       -16., -14., -12., -10.,  -8.,  -6.,  -4.,  -2.,   0.,   2.,   4.,   6.,\n",
       "         8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,  24.,  26.,  28.,  30.,\n",
       "        32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,  48.,  50.,  52.,  54.,\n",
       "        56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,  72.,  74.,  76.,  78.,\n",
       "        80.,  82.,  84.,  86.,  88.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 354.0 356.0 358.0</div><input id='attrs-6a878615-de56-4214-b06e-7d0c55b7b3b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a878615-de56-4214-b06e-7d0c55b7b3b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37d6743f-ee8f-4646-a67e-4dda63cc6a9d' class='xr-var-data-in' type='checkbox'><label for='data-37d6743f-ee8f-4646-a67e-4dda63cc6a9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>2.0</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>gridtype :</span></dt><dd>1</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([  0.,   2.,   4.,   6.,   8.,  10.,  12.,  14.,  16.,  18.,  20.,  22.,\n",
       "        24.,  26.,  28.,  30.,  32.,  34.,  36.,  38.,  40.,  42.,  44.,  46.,\n",
       "        48.,  50.,  52.,  54.,  56.,  58.,  60.,  62.,  64.,  66.,  68.,  70.,\n",
       "        72.,  74.,  76.,  78.,  80.,  82.,  84.,  86.,  88.,  90.,  92.,  94.,\n",
       "        96.,  98., 100., 102., 104., 106., 108., 110., 112., 114., 116., 118.,\n",
       "       120., 122., 124., 126., 128., 130., 132., 134., 136., 138., 140., 142.,\n",
       "       144., 146., 148., 150., 152., 154., 156., 158., 160., 162., 164., 166.,\n",
       "       168., 170., 172., 174., 176., 178., 180., 182., 184., 186., 188., 190.,\n",
       "       192., 194., 196., 198., 200., 202., 204., 206., 208., 210., 212., 214.,\n",
       "       216., 218., 220., 222., 224., 226., 228., 230., 232., 234., 236., 238.,\n",
       "       240., 242., 244., 246., 248., 250., 252., 254., 256., 258., 260., 262.,\n",
       "       264., 266., 268., 270., 272., 274., 276., 278., 280., 282., 284., 286.,\n",
       "       288., 290., 292., 294., 296., 298., 300., 302., 304., 306., 308., 310.,\n",
       "       312., 314., 316., 318., 320., 322., 324., 326., 328., 330., 332., 334.,\n",
       "       336., 338., 340., 342., 344., 346., 348., 350., 352., 354., 356., 358.],\n",
       "      dtype=float32)</pre></div></li><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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-16T12:00:00 ... 2018-12-...</div><input id='attrs-0f42f823-ffa0-4225-bf6c-b52631478fbc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f42f823-ffa0-4225-bf6c-b52631478fbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af5abbce-0935-45c3-9037-b691e82eba96' class='xr-var-data-in' type='checkbox'><label for='data-af5abbce-0935-45c3-9037-b691e82eba96' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>gridtype :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-16T12:00:00.000000000&#x27;, &#x27;1979-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1979-03-16T12:00:00.000000000&#x27;, ..., &#x27;2018-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2018-11-16T00:00:00.000000000&#x27;, &#x27;2018-12-16T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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 2 3 4 5 6 7 ... 6 7 8 9 10 11 12</div><input id='attrs-1971c50f-31f0-498b-b630-6239ba7225ff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1971c50f-31f0-498b-b630-6239ba7225ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c332416b-3bab-4c9b-9783-c2eb3991b161' class='xr-var-data-in' type='checkbox'><label for='data-c332416b-3bab-4c9b-9783-c2eb3991b161' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,\n",
       "        6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10,\n",
       "       11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,\n",
       "        4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,\n",
       "        9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,\n",
       "        2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,\n",
       "        7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11,\n",
       "       12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,\n",
       "        5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9,\n",
       "       10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,\n",
       "        3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,\n",
       "        8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,\n",
       "        1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,\n",
       "        6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10,\n",
       "       11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,\n",
       "        4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,\n",
       "        9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,\n",
       "        2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,\n",
       "        7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11,\n",
       "       12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,\n",
       "        5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9,\n",
       "       10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,\n",
       "        3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,\n",
       "        8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,\n",
       "        1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,\n",
       "        6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10,\n",
       "       11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,\n",
       "        4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,\n",
       "        9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-95701ed5-3b9c-4706-8c13-4667fefc428c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-95701ed5-3b9c-4706-8c13-4667fefc428c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'sst' (time: 480, lat: 89, lon: 180)>\n",
       "array([[[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        ...,\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07]],\n",
       "\n",
       "       [[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "...\n",
       "        [-1.1920929e-07, -3.2286644e-03, -5.0406456e-03, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-9.5143318e-03, -1.1212468e-02, -1.2544036e-02, ...,\n",
       "         -2.5422573e-03, -5.9720278e-03, -7.7242851e-03],\n",
       "        [-9.2267990e-03, -9.7885132e-03, -1.0169029e-02, ...,\n",
       "         -5.8009624e-03, -7.5144768e-03, -8.7165833e-03]],\n",
       "\n",
       "       [[           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        [           nan,            nan,            nan, ...,\n",
       "                    nan,            nan,            nan],\n",
       "        ...,\n",
       "        [-1.1920929e-07, -1.1920929e-07, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -1.1920929e-07, -1.1920929e-07],\n",
       "        [-6.7913532e-04, -3.8850307e-04, -1.1920929e-07, ...,\n",
       "         -1.1920929e-07, -2.6357174e-04, -6.1130524e-04],\n",
       "        [-7.9357624e-04, -6.5720081e-04, -2.6142597e-04, ...,\n",
       "         -3.0875206e-04, -5.3894520e-04, -7.8105927e-04]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -88.0 -86.0 -84.0 -82.0 -80.0 ... 82.0 84.0 86.0 88.0\n",
       "  * lon      (lon) float32 0.0 2.0 4.0 6.0 8.0 ... 350.0 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "    month    (time) int64 1 2 3 4 5 6 7 8 9 10 11 ... 2 3 4 5 6 7 8 9 10 11 12"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:03:24.148816Z",
     "start_time": "2019-10-21T17:03:23.758164Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 507
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1136,
     "status": "ok",
     "timestamp": 1567700660707,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "OKZ-I_UJkTMk",
    "outputId": "675e0cdd-cd18-4e17-fc3a-3c871b0f5227",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fd0404cbd90>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 438,
       "width": 646
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The 1997 winter is a big El Nino season\n",
    "ssta.sel(time=slice('1997-12', '1998-02')).mean('time').plot.contourf(levels=19)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:03:24.148816Z",
     "start_time": "2019-10-21T17:03:23.758164Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 507
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1136,
     "status": "ok",
     "timestamp": 1567700660707,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "OKZ-I_UJkTMk",
    "outputId": "675e0cdd-cd18-4e17-fc3a-3c871b0f5227",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fd0297b6340>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 444,
       "width": 662
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The 1998 winter is a big La Nina season\n",
    "ssta.sel(time=slice('1998-12', '1999-02')).mean('time').plot.contourf(levels=19)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:03:24.148816Z",
     "start_time": "2019-10-21T17:03:23.758164Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 507
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1136,
     "status": "ok",
     "timestamp": 1567700660707,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "OKZ-I_UJkTMk",
    "outputId": "675e0cdd-cd18-4e17-fc3a-3c871b0f5227",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7fd029f3aee0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 438,
       "width": 662
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The 2015 winter is also a big El Nino season\n",
    "ssta.sel(time=slice('2015-12', '2016-02')).mean('time').plot.contourf(levels=19)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ROmgatpmA1og",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Calculate the Nino3.4 index\n",
    "* SST anomaly averaged over the Nino3.4 region: 170W-120W, 5S-5N\n",
    "![ENSO](http://www.bom.gov.au/climate/enso/indices/oceanic-indices-map.gif)\n",
    "http://www.bom.gov.au/climate/enso/indices/oceanic-indices-map.gif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:05:56.293000Z",
     "start_time": "2019-10-21T17:05:56.272580Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 153
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 453,
     "status": "ok",
     "timestamp": 1567700672119,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "fusZ4HXhuDXt",
    "outputId": "d962bf54-3d16-4684-9ca7-a5bf66739104",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "nino34 = ssta.sel(lon=slice(360-170,360-120),lat=slice(-5,5)).mean(['lon','lat'])\n",
    "nino34.attrs['long_name'] = 'Nino3.4 index'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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.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;\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, 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;sst&#x27; (time: 480)&gt;\n",
       "array([-1.04900680e-01, -1.82981327e-01,  3.79271880e-02,  1.02511741e-01,\n",
       "       -1.56986818e-01, -2.13878661e-01, -3.84980589e-01, -9.16783959e-02,\n",
       "        2.33983338e-01,  1.16299964e-01,  3.04566145e-01,  4.96357203e-01,\n",
       "        5.66177428e-01,  2.53595203e-01,  7.83962235e-02,  2.09114216e-02,\n",
       "        1.65222645e-01,  2.91420966e-01,  2.07556952e-02, -3.65579039e-01,\n",
       "       -3.15712154e-01, -2.53466249e-01, -8.54855329e-02,  2.84164567e-02,\n",
       "       -3.33171606e-01, -6.02614760e-01, -5.78435421e-01, -4.41379726e-01,\n",
       "       -4.88844067e-01, -3.81764174e-01, -5.59118807e-01, -5.22406876e-01,\n",
       "       -2.35358313e-01, -2.97763467e-01, -3.94616067e-01, -2.15333968e-01,\n",
       "        1.56619325e-01, -1.26914948e-01,  1.85399741e-01,  2.95923799e-01,\n",
       "        5.35673141e-01,  6.08795702e-01,  4.48002100e-01,  7.32922375e-01,\n",
       "        1.44802785e+00,  1.97870481e+00,  1.92627609e+00,  2.17196774e+00,\n",
       "        2.36158586e+00,  1.96175349e+00,  1.42730427e+00,  1.03574896e+00,\n",
       "        9.88953352e-01,  6.29534662e-01, -1.97548345e-02, -2.45766759e-01,\n",
       "       -5.52735507e-01, -1.14381588e+00, -1.26753747e+00, -1.04204881e+00,\n",
       "       -6.42956257e-01, -1.56747371e-01, -4.61359173e-01, -5.92787027e-01,\n",
       "       -6.51417553e-01, -8.22249234e-01, -4.28176045e-01, -2.39528924e-01,\n",
       "       -3.80766124e-01, -6.75847292e-01, -1.16851592e+00, -1.35727656e+00,\n",
       "       -1.12902832e+00, -6.89546764e-01, -7.34117508e-01, -1.08534360e+00,\n",
       "       -9.41993594e-01, -8.35659027e-01, -6.60370827e-01, -5.49420297e-01,\n",
       "...\n",
       "        3.38472098e-01,  2.61887074e-01,  1.68515474e-01, -2.75554210e-01,\n",
       "       -4.97084290e-01, -4.83319312e-01, -2.04805434e-01, -1.70178846e-01,\n",
       "       -3.27110559e-01, -3.59871030e-01, -3.20950657e-01, -3.80554438e-01,\n",
       "       -2.30542362e-01, -2.09253475e-01, -1.38686135e-01, -2.06214979e-01,\n",
       "       -4.76016909e-01, -5.97726822e-01, -2.38656268e-01,  1.58438459e-01,\n",
       "        3.86419833e-01,  2.90219992e-01,  8.36944557e-04, -3.28716263e-02,\n",
       "        2.31316730e-01,  4.24140334e-01,  7.49024451e-01,  6.81629837e-01,\n",
       "        5.40025949e-01,  4.66240525e-01,  5.33091247e-01,  7.78923273e-01,\n",
       "        9.95902777e-01,  1.24814522e+00,  1.52608073e+00,  1.92614651e+00,\n",
       "        2.15197659e+00,  2.35080457e+00,  2.71775723e+00,  2.63437271e+00,\n",
       "        2.58447456e+00,  2.27873635e+00,  1.67325842e+00,  9.90715742e-01,\n",
       "        3.94458622e-01,  5.84407821e-02, -3.88212562e-01, -5.55807173e-01,\n",
       "       -6.04830086e-01, -7.31975555e-01, -7.34857500e-01, -5.19446015e-01,\n",
       "       -3.96952122e-01, -5.30423373e-02,  8.23768601e-02,  2.86082298e-01,\n",
       "        4.33291554e-01,  4.06300545e-01,  3.33628446e-01, -1.46758303e-01,\n",
       "       -4.73812044e-01, -5.67844987e-01, -9.50382292e-01, -1.01649618e+00,\n",
       "       -9.64271903e-01, -7.61266887e-01, -7.58066595e-01, -4.35995132e-01,\n",
       "       -1.26900762e-01,  1.22105628e-01,  2.05426410e-01,  1.05248615e-01,\n",
       "        4.28478599e-01,  8.99333298e-01,  9.17508781e-01,  8.60169709e-01],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "    month    (time) int64 1 2 3 4 5 6 7 8 9 10 11 ... 2 3 4 5 6 7 8 9 10 11 12\n",
       "Attributes:\n",
       "    long_name:  Nino3.4 index</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'sst'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 480</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fb17391e-a99a-4634-b130-888eef92f76c' class='xr-array-in' type='checkbox' checked><label for='section-fb17391e-a99a-4634-b130-888eef92f76c' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-0.10490068 -0.18298133 0.037927188 ... 0.8993333 0.9175088 0.8601697</span></div><div class='xr-array-data'><pre>array([-1.04900680e-01, -1.82981327e-01,  3.79271880e-02,  1.02511741e-01,\n",
       "       -1.56986818e-01, -2.13878661e-01, -3.84980589e-01, -9.16783959e-02,\n",
       "        2.33983338e-01,  1.16299964e-01,  3.04566145e-01,  4.96357203e-01,\n",
       "        5.66177428e-01,  2.53595203e-01,  7.83962235e-02,  2.09114216e-02,\n",
       "        1.65222645e-01,  2.91420966e-01,  2.07556952e-02, -3.65579039e-01,\n",
       "       -3.15712154e-01, -2.53466249e-01, -8.54855329e-02,  2.84164567e-02,\n",
       "       -3.33171606e-01, -6.02614760e-01, -5.78435421e-01, -4.41379726e-01,\n",
       "       -4.88844067e-01, -3.81764174e-01, -5.59118807e-01, -5.22406876e-01,\n",
       "       -2.35358313e-01, -2.97763467e-01, -3.94616067e-01, -2.15333968e-01,\n",
       "        1.56619325e-01, -1.26914948e-01,  1.85399741e-01,  2.95923799e-01,\n",
       "        5.35673141e-01,  6.08795702e-01,  4.48002100e-01,  7.32922375e-01,\n",
       "        1.44802785e+00,  1.97870481e+00,  1.92627609e+00,  2.17196774e+00,\n",
       "        2.36158586e+00,  1.96175349e+00,  1.42730427e+00,  1.03574896e+00,\n",
       "        9.88953352e-01,  6.29534662e-01, -1.97548345e-02, -2.45766759e-01,\n",
       "       -5.52735507e-01, -1.14381588e+00, -1.26753747e+00, -1.04204881e+00,\n",
       "       -6.42956257e-01, -1.56747371e-01, -4.61359173e-01, -5.92787027e-01,\n",
       "       -6.51417553e-01, -8.22249234e-01, -4.28176045e-01, -2.39528924e-01,\n",
       "       -3.80766124e-01, -6.75847292e-01, -1.16851592e+00, -1.35727656e+00,\n",
       "       -1.12902832e+00, -6.89546764e-01, -7.34117508e-01, -1.08534360e+00,\n",
       "       -9.41993594e-01, -8.35659027e-01, -6.60370827e-01, -5.49420297e-01,\n",
       "...\n",
       "        3.38472098e-01,  2.61887074e-01,  1.68515474e-01, -2.75554210e-01,\n",
       "       -4.97084290e-01, -4.83319312e-01, -2.04805434e-01, -1.70178846e-01,\n",
       "       -3.27110559e-01, -3.59871030e-01, -3.20950657e-01, -3.80554438e-01,\n",
       "       -2.30542362e-01, -2.09253475e-01, -1.38686135e-01, -2.06214979e-01,\n",
       "       -4.76016909e-01, -5.97726822e-01, -2.38656268e-01,  1.58438459e-01,\n",
       "        3.86419833e-01,  2.90219992e-01,  8.36944557e-04, -3.28716263e-02,\n",
       "        2.31316730e-01,  4.24140334e-01,  7.49024451e-01,  6.81629837e-01,\n",
       "        5.40025949e-01,  4.66240525e-01,  5.33091247e-01,  7.78923273e-01,\n",
       "        9.95902777e-01,  1.24814522e+00,  1.52608073e+00,  1.92614651e+00,\n",
       "        2.15197659e+00,  2.35080457e+00,  2.71775723e+00,  2.63437271e+00,\n",
       "        2.58447456e+00,  2.27873635e+00,  1.67325842e+00,  9.90715742e-01,\n",
       "        3.94458622e-01,  5.84407821e-02, -3.88212562e-01, -5.55807173e-01,\n",
       "       -6.04830086e-01, -7.31975555e-01, -7.34857500e-01, -5.19446015e-01,\n",
       "       -3.96952122e-01, -5.30423373e-02,  8.23768601e-02,  2.86082298e-01,\n",
       "        4.33291554e-01,  4.06300545e-01,  3.33628446e-01, -1.46758303e-01,\n",
       "       -4.73812044e-01, -5.67844987e-01, -9.50382292e-01, -1.01649618e+00,\n",
       "       -9.64271903e-01, -7.61266887e-01, -7.58066595e-01, -4.35995132e-01,\n",
       "       -1.26900762e-01,  1.22105628e-01,  2.05426410e-01,  1.05248615e-01,\n",
       "        4.28478599e-01,  8.99333298e-01,  9.17508781e-01,  8.60169709e-01],\n",
       "      dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-fc024d9e-33d9-4d68-b5c9-b7acdb130602' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fc024d9e-33d9-4d68-b5c9-b7acdb130602' class='xr-section-summary' >Coordinates: <span>(2)</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-16T12:00:00 ... 2018-12-...</div><input id='attrs-28c1b5f6-5919-4c14-b9eb-a4a83ceb7757' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-28c1b5f6-5919-4c14-b9eb-a4a83ceb7757' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d08b7d26-b1a6-4e3a-83ce-60a941dd7d9b' class='xr-var-data-in' type='checkbox'><label for='data-d08b7d26-b1a6-4e3a-83ce-60a941dd7d9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>gridtype :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-16T12:00:00.000000000&#x27;, &#x27;1979-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1979-03-16T12:00:00.000000000&#x27;, ..., &#x27;2018-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2018-11-16T00:00:00.000000000&#x27;, &#x27;2018-12-16T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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 2 3 4 5 6 7 ... 6 7 8 9 10 11 12</div><input id='attrs-e1444636-45fb-4c52-8b6c-96d7a3c28f4e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e1444636-45fb-4c52-8b6c-96d7a3c28f4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f90be73e-2654-4599-ac59-6ee8f13952ad' class='xr-var-data-in' type='checkbox'><label for='data-f90be73e-2654-4599-ac59-6ee8f13952ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,\n",
       "        6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10,\n",
       "       11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,\n",
       "        4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,\n",
       "        9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,\n",
       "        2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,\n",
       "        7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11,\n",
       "       12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,\n",
       "        5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9,\n",
       "       10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,\n",
       "        3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,\n",
       "        8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,\n",
       "        1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,\n",
       "        6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10,\n",
       "       11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,\n",
       "        4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,\n",
       "        9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,\n",
       "        2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,\n",
       "        7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11,\n",
       "       12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,\n",
       "        5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9,\n",
       "       10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,\n",
       "        3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,\n",
       "        8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,\n",
       "        1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,\n",
       "        6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10,\n",
       "       11, 12,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,\n",
       "        4,  5,  6,  7,  8,  9, 10, 11, 12,  1,  2,  3,  4,  5,  6,  7,  8,\n",
       "        9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f6aef66a-035f-467f-a0e4-1e45e068583f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f6aef66a-035f-467f-a0e4-1e45e068583f' 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>long_name :</span></dt><dd>Nino3.4 index</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'sst' (time: 480)>\n",
       "array([-1.04900680e-01, -1.82981327e-01,  3.79271880e-02,  1.02511741e-01,\n",
       "       -1.56986818e-01, -2.13878661e-01, -3.84980589e-01, -9.16783959e-02,\n",
       "        2.33983338e-01,  1.16299964e-01,  3.04566145e-01,  4.96357203e-01,\n",
       "        5.66177428e-01,  2.53595203e-01,  7.83962235e-02,  2.09114216e-02,\n",
       "        1.65222645e-01,  2.91420966e-01,  2.07556952e-02, -3.65579039e-01,\n",
       "       -3.15712154e-01, -2.53466249e-01, -8.54855329e-02,  2.84164567e-02,\n",
       "       -3.33171606e-01, -6.02614760e-01, -5.78435421e-01, -4.41379726e-01,\n",
       "       -4.88844067e-01, -3.81764174e-01, -5.59118807e-01, -5.22406876e-01,\n",
       "       -2.35358313e-01, -2.97763467e-01, -3.94616067e-01, -2.15333968e-01,\n",
       "        1.56619325e-01, -1.26914948e-01,  1.85399741e-01,  2.95923799e-01,\n",
       "        5.35673141e-01,  6.08795702e-01,  4.48002100e-01,  7.32922375e-01,\n",
       "        1.44802785e+00,  1.97870481e+00,  1.92627609e+00,  2.17196774e+00,\n",
       "        2.36158586e+00,  1.96175349e+00,  1.42730427e+00,  1.03574896e+00,\n",
       "        9.88953352e-01,  6.29534662e-01, -1.97548345e-02, -2.45766759e-01,\n",
       "       -5.52735507e-01, -1.14381588e+00, -1.26753747e+00, -1.04204881e+00,\n",
       "       -6.42956257e-01, -1.56747371e-01, -4.61359173e-01, -5.92787027e-01,\n",
       "       -6.51417553e-01, -8.22249234e-01, -4.28176045e-01, -2.39528924e-01,\n",
       "       -3.80766124e-01, -6.75847292e-01, -1.16851592e+00, -1.35727656e+00,\n",
       "       -1.12902832e+00, -6.89546764e-01, -7.34117508e-01, -1.08534360e+00,\n",
       "       -9.41993594e-01, -8.35659027e-01, -6.60370827e-01, -5.49420297e-01,\n",
       "...\n",
       "        3.38472098e-01,  2.61887074e-01,  1.68515474e-01, -2.75554210e-01,\n",
       "       -4.97084290e-01, -4.83319312e-01, -2.04805434e-01, -1.70178846e-01,\n",
       "       -3.27110559e-01, -3.59871030e-01, -3.20950657e-01, -3.80554438e-01,\n",
       "       -2.30542362e-01, -2.09253475e-01, -1.38686135e-01, -2.06214979e-01,\n",
       "       -4.76016909e-01, -5.97726822e-01, -2.38656268e-01,  1.58438459e-01,\n",
       "        3.86419833e-01,  2.90219992e-01,  8.36944557e-04, -3.28716263e-02,\n",
       "        2.31316730e-01,  4.24140334e-01,  7.49024451e-01,  6.81629837e-01,\n",
       "        5.40025949e-01,  4.66240525e-01,  5.33091247e-01,  7.78923273e-01,\n",
       "        9.95902777e-01,  1.24814522e+00,  1.52608073e+00,  1.92614651e+00,\n",
       "        2.15197659e+00,  2.35080457e+00,  2.71775723e+00,  2.63437271e+00,\n",
       "        2.58447456e+00,  2.27873635e+00,  1.67325842e+00,  9.90715742e-01,\n",
       "        3.94458622e-01,  5.84407821e-02, -3.88212562e-01, -5.55807173e-01,\n",
       "       -6.04830086e-01, -7.31975555e-01, -7.34857500e-01, -5.19446015e-01,\n",
       "       -3.96952122e-01, -5.30423373e-02,  8.23768601e-02,  2.86082298e-01,\n",
       "        4.33291554e-01,  4.06300545e-01,  3.33628446e-01, -1.46758303e-01,\n",
       "       -4.73812044e-01, -5.67844987e-01, -9.50382292e-01, -1.01649618e+00,\n",
       "       -9.64271903e-01, -7.61266887e-01, -7.58066595e-01, -4.35995132e-01,\n",
       "       -1.26900762e-01,  1.22105628e-01,  2.05426410e-01,  1.05248615e-01,\n",
       "        4.28478599e-01,  8.99333298e-01,  9.17508781e-01,  8.60169709e-01],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1979-01-16T12:00:00 ... 2018-12-16T12:00:00\n",
       "    month    (time) int64 1 2 3 4 5 6 7 8 9 10 11 ... 2 3 4 5 6 7 8 9 10 11 12\n",
       "Attributes:\n",
       "    long_name:  Nino3.4 index"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nino34"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:06:36.647383Z",
     "start_time": "2019-10-21T17:06:36.318282Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 492
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1663,
     "status": "ok",
     "timestamp": 1567700675793,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "h7W9LsfhuP2i",
    "outputId": "1d8aa14d-32ba-423c-da48-b06c8e816c3a",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(1982-12, 2, '1982-12')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQIAAAORCAYAAACp+98WAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAACTpAAAk6QFQJOf4AAEAAElEQVR4nOz9eZhc9XknfH9Prb0v6kUSEkK7hIQAITBIICQjNuMNxwuGcYzBTuJk5skk884ze4YheSbXO8+byTPJvEkmmRhsJ2azYxuDDQYMAm0gIyShBe0rWrrVa3V3Vdd2fs8fpSpV1bmr6lTVqapTdb6f69Ilqbq6+3R39fmd333uRVNKgYiIiIiIiIiIiBqbq9YHQERERERERERERJXHQCAREREREREREZEDMBBIRERERERERETkAAwEEhEREREREREROQADgURERERERERERA7AQCAREREREREREZEDMBBIRERERERERETkAAwEEhEREREREREROQADgURERERERERERA7AQCAREREREREREZEDMBBIRERERERERETkAAwEEhEREREREREROQADgURERERERERERA7AQCAREREREREREZEDMBBIRERERERERETkAAwEEhEREREREREROQADgURERERERERERA7AQCAREREREREREZEDMBBIRERERERERETkAAwEEhEREREREREROQADgURERERERERERA7gqfUBUH3SNO0igC4AEQBna3s0REREREREREQN4WoAPgBjSqlZVn9wTSll9cckB9A0bRqAv9bHQURERERERETUgMJKqSarPygzAqlUEQB+v9+PRYsW1fpYqM5dunTJ8FhfX18NjoSIiCqN53wiIqLcuE7S8ePHEQ6HgUTcxXIMBFKpzgJYsWjRIhw4cKDWx0J17sknnzQ89sQTT9TgSIiIqNJ4ziciIsqN6yStXLkSBw8eBCrUho3DQoiIiIiIiIiIiByAgUAiIiIiIiIiIiIHYCCQiIiIiIiIiIjIARgIJCIiIiIiIiIicgAGAomIiIiIiIiIiByAgUAiIiIiIiIiIiIHYCCQiIiIiIiIiIjIATSlVK2PgeqQpmkHAKxYsWIFDhw4UOvDISIiIiIiIiKqeytXrsTBgwcB4KBSaqXVH58ZgURERERERERERA7AQCAREREREREREZEDMBBIRERERERERETkAAwEEhEREREREREROQADgURERERERERERA7AQCAREREREREREZEDMBBIRERERERERETkAJ5aHwAR0ZNPPml47IknnqjBkRARUaXxnE9ERJQb10mqNGYEEpFjKaVqfQhERFQlPOcTERERMRBIRA4UjUahlIKmadwYEhE1OJ7ziYiIjHRdT/2b66OzMBBIRI4yPT2NLVu24Ac/+AFGR0czFkAiImosPOcTEREZhcNh7Nq1C6+++iqmpqagaVqtD4mqiD0CicgxotEotmzZgnfffRe6ruOZZ57BLbfcgiVLlqC7u7vWh0dERBbiOZ+IiMgoHA5jx44d2LJlC3Rdx/Hjx3HzzTdj8eLF6OnpqfXhURUwI5CIHKW5uRm6rsPtdmNoaAhvv/02XnnlFZw+fbrWh0ZERBbjOZ+IiCjT8PAwhoeHoes6vF4vhoaG8M477+Cll17i+ugQDAQSkWN4vV7ccccdeOihhzB37lz4/X4Eg0EcO3YM3//+93H48OFaHyIREVmE53wiIiKjq666Cg8++CAeffRR3HrrrWhvb0cwGMTp06fxzDPP4MiRI7U+RKowBgKJyDGSTXCXL1+O+++/Hxs2bEBbWxuUUtB1Hc899xwOHTpU46MkIiIr8JxPRESUKbk2ut1uzJ8/H5s2bcK3vvUtLFu2DK2trYhEInj22Wdx7NixGh8pVRIDgUTkGMmJkUopzJo1CzfccANWrVoFj8cDt9sNAHjppZcwOjpa4yMlIqJy8ZxPRESUKXsoiK7r6OjowBe+8AXcfPPNqR6BL730Es6dO1eLQ6QqYCCQiBxH0zREIhEcOHAAJ06cQCwWQzweR1dXF26//XY2kSciaiA85xMREclcLheUUvD7/Vi3bh2WLVsGTdMQDAaxZ88eRCKRVBYhNQ4GAonIMZRSqQ3h3r178f7772NgYAAA0NHRgdtuuw3r1q1LPZeIiOoXz/lERESFJTPofT4fNmzYgN7eXsRiMRw7dgyhUMiQRUj1j4FAInIEaUM4ODgIILEhXLduHW699daM5xIRUX3iOZ+IiMg8TdMQj8fh8/lSWYFjY2PspdugGAgkoobHDSERkXPwnE9ERFQ8lysRHnK73alM+WAwWMtDogphIJCIGho3hEREzsFzPhER1avRqQge/+6va/K509fEycnJ1OPJ4CA1Fv5UiahhcUNIROQcPOcTEVE9+6u3juHNQ4NV/7zpa+KJEydw9OjR1P/9fn/Vj4cqj4FAImpI3BASETkHz/lERFTv/vG905Z9LDNDsJLPSa6Jp06dwu7duzE5OQmlFPr7+7Fy5UrLjonsw1PrAyAislolNoTpCyU3kURE9sFzPhERNYLpqG7ZxzKzbmmahlgshqmpKRw4cAD79+/HwMAAdF1Hc3MzlixZgqamJsuOieyDgUAiqlvxeDzVzDa52Fm9IUw+J/152Z+LiIgqj+d8IiKiTKFQCKOjo5ienkY0GoXL5UI8Hsf09DTcbjc0TUMoFEqtoeFwGMFgEEopjI+PY3h4GNPT0wgEAqmP6ff7sWDBAtxyyy3wer01/OqoUhgIJKKa27BhQ9HvMzIygs2bN+OOO+5Af39/RvZGuRvC9LdpmoaBgYHUH7/fD5/Ph2uvvRZNTU3sm0FEVCSe84mIiHLbHZ2d+ndvmx9fu+0a8XmBQABvvfUWDhw4gHg8nlrPlFKGzPZCks+bMWMGFi5ciNtvvx2dnZ3izTcJb5bVFwYCiajmNm7cWNTzR0dH8f3vfx/j4+MYGRnB5z73OfT39wOApRvCc+fO4dixY9iyZQt0Xc9YRLdv34758+fjlltuwdVXX13sl0xE5Fg85xMREWXS9Strzp7YnNS/m6Zc+Ns7jTfQdF3Hli1bsGfPHgBXstd1PbO8uFAQ0OfzAQBmzZqF3t5erFmzBjNmzEBTU1NGYDE9W35sbAy6rmN8fBxerxe9vb3w+XwMBNYRBgKJqC6FQiEAwMWLF/Hiiy/ii1/8ImbMmIE9e/Zg165dZW8IDx06hF27duHYsWOpt7vdbsTjcXg8HkxMTODgwYM4ceIEPv/5z2PJkiWV/HKJiByN53wiImpk07G4/HhUx+nhKSzsa8t43OVy4dZbb8XevXtTJcFNTU2YN29e6mZZco1rbm5OlQz7/X40NTWlSoU7Ozvh8XjQ1dWVUQacHQQEgGPHjuH06dPYt28fIpEIpqen4fF40NnZiSVLlmDlypWYM2cOyP40M2miRNk0TTsAYMWKFStw4MCBWh8OOdClS5fw9NNPIxQKwe12o7+/H4sXL8aRI0cwMDAAoPQm8UePHsW2bdtw+nRicpemaWhvb8f111+fujt28OBBDA8PIxKJAAC+9rWvYdGiRRX6aomInI3nfCIiamRDk2Hc/H+9Ib7trx65CZ++frb4tvT1sb29HatWrcLatWvR1tYmPr8Qae2MRCJ4+eWXcfbsWYyNjYnv5/V60dzcjM9+9rNYvHhxSZ+brli5ciUOHjwIAAeVUpaPbmYgkErCQCDZQfbG0OVyIRqNAkhsCNeuXYvbbrsNgPkN4fj4ON544w3s378fANDW1obFixdj06ZNGQtqNBrF1q1bceDAAQwPD6O7uxtf/vKXMXu2vEgTEVF5eM4nIqJGdXYkiPX/91vi2/7FJxfjX9+3LOf7pq+PHR0duPbaa7F27dpUjz/A3BThbOFwGB9//DHefPNNnD9/PvW4pmno6+vDjBkz4Pf7ce7cOYyMjEDXdbhcLjzyyCO8WVamSgcCXVZ/QCKiaunr68Njjz2G5uZmxOPxVE+MtrY2bNy4segNIQCcOnUqtSFsbm7Gddddh3vvvRdtbW2pjx+Px+H1enH77bdj+fLl0DQNk5OTOHz4cOrzERGRtXjOJyKiRhWKyqXBAPDRhUDOtwGJ9fHxxx9Hc3MzAoEAPvroI7z77ruYmJgouW9fMBjEvn378Morr2QEAVesWIEHHngAv/3bv42HHnoIDz74IL71rW9h7dq1mDFjBnRdx89//nNcvHixpM9L1cFAIBHVteyNodvthtvtxjXXJKZrxeNx0wvg5OQktm3blvr/7NmzsX79ejQ3N0MpBZcrccp0u91QSsHn82HDhg2YMWMGotEoDh48iGg0yka5REQVwnM+ERE1omCk9EAgAPT29qbWx0AggIMHD2L79u2pYGAxN60mJyexa9cubNu2DcPDw6nH77rrLnzmM5/BmjVr4Ha7oes6dF2H3+/H+vXrU1mAwWAQJ0+eBMCbZXbFQCAR1b3sjeHk5CR+/OMfY2BgILWBM0MphXA4DCAxQeuee+5BS0uLmF2iaVoqS2TevHnweDwIBAIYHx+3/OsjIqIreM4nIqJGE4zEcr7t/Pg0xoKRgh8jOzOwlGBgMBjEnj178P7772NsbCzVN/dzn/tc6mZZco10uVxwuVxQSsHv9+OTn/wk2tvbEQ6HsW/fPsRiMd4ssylODSaimtu8ebPhsY0bNxb1MZIbw2R/jIsXL+Kll17C5z73OfT395sqFRsZGUEgkLjj1tHRgY6Ojrzv53a7ASQ2k7FYLPWHiIhy4zmfiIgo03RaafCNnnOGt+/9eBwblvYV/DjJzMCnn346FQwEgHXr1qG9vT3vOheJRPDRRx9h165dCAQCcLlc6O7uxic/+UmsXJloU5fvZpnf70dnZycmJycRDAYRDAbR0dFh+ntA1cOMQCKqubffftvwpxTZWSIDAwN4/vnnU3ezCmlubkZTUxOAxIbP6/XmfX6yf1QwGMwoISMiotx4ziciIsqUXhq82nvB8OdXHw2Y/ljp62N6ZmAgEBDXx+T6dv78eezYsSO1jnZ1deHuu+/OGwRMcrvdiEQiCAaDUEpB13WWBdsYA4FE1FCSC19LSwtisRh6e3vh9/tNvW9HRwdaW1sBAKFQCJFIJG8avcvlwsmTJ3HkyBHouo65c+eir6/wnToiIrIGz/lERNQI8vUIBIDXDw4UFVjLLhPet28f9u3blwr6JSV74sZiMbzxxhupnoCtra246667sHz58tTzcgUBk8cVCoVSLTfcbjd8Pp/p46XqYiCQiBpOX18fvv71r2PFihX47Gc/i+bm5oLvo5RCU1MTrr/+evh8PgQCAWzevDnV2yK5wKUvwBcvXsQbb7yR+n93dzfvfhERVRnP+UREVO+m80wNBoAL49PYf67w0JB0vb29ePzxx+Hz+aDrOpYvX57KaE9KBvd+8Ytf4Ny5KyXJhcqBsz+GUgpbt27F1NQUNE3D3Llz4ff7uUbaFAOBRNSQZs6ciS996Utoa2vL+7zk4pRc3BYuXJjaRJ46dQq//vWvMxrdJv8+f/483njjDVy6dAlAosRs/fr1cLlcbIpLRFRlPOcTEVE9K5QRCACvHbxY9Mft7e3Ft7/9bTz++OPo6enJCMwl/33mzBmcOXMm9fjGjRtx0003pZ5jZp07duwYzp49m3qfhQsXco20MQYCiahhZS88ycVuamoqNdI++zlz587FvffeCwAYGhrCzp078fLLL+PSpUsYGxvDuXPnsHv3bjz77LM4efIkotEoPB4PVq1aha6uLt71IiKqETud87kWEBFRMUwFAg+Y7xOYrru7G729vYagXvLfp06dSpUEL1u2DGvWrAFgPgg4NTWFAwcOpG6WLV26FNdee23qY6STApFUfZwaTESOoWkaAoEAfvSjH6G1tRULFizIWOCS/16xYgV+4zd+Ay+//DICgQD27t2Lo0ePAgDi8XhG7wsA6OrqwooVK8RG87kWULMLKxERlaaa5/xcm6tcbyciIkpXqDQYAA4PTOD08BSu6Wkt6XNIa1MwGExNFgaAefPmpfrn5lu30te1d999F3v37gUA+Hw+LFiwIDWMK/1j6LqeKk1Ovj/Xx9pgIJCIHGX79u04e/YsvF4vzp07hzlz5qQWoPTFaNWqVWhtbcWBAwdw9OjR1JTIeDyxSHs8HsRiMQDA+vXrcc0116Q+R/qCFovFMDw8jHPnziEajaKpqQmLFi2C3+9nA10iogqr9Dk//WMBiT6CgUAAg4ODcLlcaGpqwpIlS+Dz+UwPMSEiIucJRmKmnrft2HDJgcBsyXVwamoKANDT04Obb765YGAufa+zbds2bN26NfW2RYsW4dZbbzU8LzmUBABeffVVDA0N4bOf/Sw6Ojos+VqoOAwEEpGjLFy4EMeOHcPw8DBee+01PPjgg+ju7hY3hgsXLsS8efNw99134/z58xgcHMQ777yDSCSS2hDef//9uP766wEYN4SnT5/G/v37sXv37tRmEgA6OzuxePFirF69GnPmzKn+N4GIyCEqec5PZjYkMyp27NiBPXv2pDZUSR0dHViwYAFuvvlmzJ07t+rfAyIisj8zpcEAMDwZtvbzBoOpzPfW1tbUulZoOAiQyARMH6I1Z84cPPjgg9A0LSP7L/19fv7zn+P9998HAPzDP/wDbrvtNixevBhdXV2Wfl2UH3sEEpGjXH311Zg9ezYAYHBwENu3b8f4+LhhSmTyj8fjga7rmJycxN69ezE9PQ1d1wEAd911l3jHCwBOnjyJLVu2ZAQBNU2Dy+XC+Pg49u7di+effx7Hjh2r5pdPROQolTrnpwcBP/74Y7z88svYtm1bKgiYDDK63W4EAgHs378fzz33XKrkmIiIKJ2Z0mAAmDSZOWhGMkvP4/FA0zQ0NTXB4zGXK7Zt2zb88pe/TP1/1qxZePDBB1MTirOnEwNAOBxGS0sLgMQ6OTw8jM2bN+PVV1/F6dOnrfmiyBRmBBKRozQ3N2PTpk0YHBzE4OAgDh06hEgkgvXr16O3txcAMhauM2fO4N1338XZs2cxOTmZenzTpk244447ABjT3mOxGA4cOIBTp04hHo/D7/ejtbUV1157LUKhEE6dOoXR0VFMTEzgBz/4AR5++GEsXbq0it8FIiJnqPQ5/8KFC9iyZUtGgG/27Nno6+vD7NmzEQ6HcfjwYQwPD2NqagrPPPMMvva1r2HRokXV+PKJiKhOmM0IDIbNPc8MTdPQ29uLWbNm4eTJkzh79iyGhoZS62NS+ro3MTGB9957D9u2bUu9vb+/Hw888IC4rqbz+/345Cc/iVmzZmHHjh0YGBjA1NQUjh49iuPHj+NLX/oSli1bZtnXR7kxEEhEjtPV1YWvfOUr+N73voeJiQkcOHAAx44dw2233YbW1la0tbXh4sWLGB4exv79+1PZIC6XCy6XC/fddx9uvvnm1MfLbhA/NDSE3bt3Q9d1+P1+rFy5EnfccQe6u7sBAKFQCG+99RaOHj2KsbEx/PCHP8QjjzyCBQsWVPcbQUTkAFaf84Er5/333nsvIwi4atUqfPrTn4bH40kNF7ntttuwbds2HDx4EMPDw3jppZfw0EMPpTIViYiIzAYCp8LWZgQCib5+58+fx/T0NLZu3YqNGzeiq6srldmXzKI/dOgQDh48iP3796c+xuzZs/HAAw/gqquuMvX5NE3Dtddei+7ubhw6dAi7d+9GIBCArut47rnn8OUvfxkrVqyw7GskGQOBRORIPT09ePTRR/GTn/wEly5dQjAYxObNm6HrOnw+HyKRSEbpmN/vx/z583HTTTelsvdy9c84f/58aiPZ3d2NDRs2oKOjI1V6lsxQaW5uxq5duzA1NYW33noLHR0d6Onpqd43gYjIIaw856f3Rvrwww9Tn2PNmjX4zGc+k3ougNQNoTvuuAO6rmPHjh0IhUI4fPgwZs+ezWmJREQEwHxp8JSFpcHJ9WfVqlU4cOAALly4gOPHjyMSieDOO+9EV1cXIpEIQqEQtm3bhnPnzmFkZCT1/nPmzMEXvvAF0/uX9L68s2bNwqxZs9DU1IRf/vKXqbX4pz/9KebOncshIhXGQCAROVZPTw++8pWv4IMPPsDJkydx5swZAEAkEgGQ2Mh1dnaira0NGzZsQG9vbyqrL7scOH0jl5wG7HK5sHr1anR0dBjuqPn9fqxbtw7nzp3D8ePHMTQ0hPPnz6Onp4cbQyKiCrDynB+NRnH8+PHUOX3JkiWpIGB6b6RkH0Gfz4cNGzbgyJEjuHTpEvbv34+1a9dykjAREQEoJiPQutLgpI6ODnzxi1/E97//fQQCAXz00Uc4evQoZsyYgWAwiHg8jlAolHp+c3MzFi1ahM9//vOmewompQ8SOXnyJF577TUAibW4tbUVd911F5qbmy39+siIgUAicrSOjg7ceeedWL9+PY4ePYqpqSlMTk7C5/OhpaUF11xzDVpaWlLBPeBKpkeSpmmIxWJwu93QNA39/f0AkGo4D8AwNSsZDFy/fj3OnDmDUCiEXbt2YeXKlTn7ahARUXlKPednt4CYmprC2bNnoZRCU1MT1q5dCwBig3RN0xCPx+H1erFo0SIMDw9jcnISw8PDpkqpiIio8YVMBgInLSwNTtfT04Ovf/3rePHFFzEyMoKpqSkMDg6m3u5yuaDrOlasWIEFCxZgzZo14nTgQpIDSk6ePIl/+Id/SO2rmpqacM8992DFihXwer2Wf32UiYFAInK85DTf5cuX53xO+kYwfUP4wQcf4MKFCxgcHITb7UZfXx8WLFiA5cuX4/Dhw7h06RLC4TB8Pp+Y5dfa2gqPx4NoNIrJyUmEw2HeBSMiqqByzvlJoVAI8XgcmqbB6/Vi1qxZAHI3SE8+Ho/Hoes6YrFYaqI8ERFRyGRpcNDC0uBsycz5EydO4NChQxgZGYGu63C73Zg3bx6uvvpqLF++PJUFWEoQUNM0QxCwubkZ9913H4OAVcRAIBE5XvYmTyrNzf7/2NgY3nnnHezevTvj8ZMnT2Lnzp3weDxQSuHYsWM4ffo0li5dmvq46R8/GSgEgGAwiHA4jKamJpYGExFVSCnn/Gxerxderxe6rsPr9cLtdiMej6cGhOT6+FNTU6nHuNkhIqIkswG+SpQGp2tra8P111+P66+/HqFQKDU4K3vNSmb2mcUgoL2w/oyIKEuuDWBywYpEInjrrbcygoD9/f1YsmQJbr/9dqxevRp+vx9utxuxWAw/+tGPcPr0aUN2yfDwMI4cOZL6uP39/ejq6mIQkIioiko553Z0dKC5uRm6riMcDqfaQ2S3jkgPAn700Uc4cuQINE1Db28v2tvbLTl+IiKqb7quMB3VTT3XymEhuaQH6fx+P7xer9gaqZiPJwUBm5qaGASsEWYEEhGZlFzw3n777YxJkUuXLsWnPvUptLa2phax0dFRvPPOOzhx4gQCgQB+8IMfYOPGjbjqqqswf/58HD16FIcPH8a+fftSjeQXLFgAXdczplISEZG9JHu83nDDDdi2bVtq8vv999+fCgZmZ39fuHABBw4cgK7rUEph9uzZaG1tFT82z/9ERM5itiwYAKYq1CMwnbQOlbo2MRPQnhgIJKKae+KJJ2p9CKadOnUK77//fur/S5cuxcMPPwwgsdAl/3R3d2PTpk3w+/3Yt28fgsEg3njjDQDAjBkzMDo6CiDRWwMAZs6ciRtuuCEjxT57Q8gNIhE1gno55+c6BycfW7hwIfbs2YNIJJJqC/GJT3wiVR6cfN7Zs2fxwQcf4KOPPoKu6+ju7sbq1asNnyP93xMTE8wYJCJyiOxA4NOhmzGj1Ydd/+luLP6PryCuX8nGi8YVwrE4/B5jKwq7YRDQvlgaTERUhJGREUQiEQBAb28v7r//fgDIyORzuVxQSqGtrQ3r1q1DV1cXgET6u9/vRyAQgK7r0HUdbW1tWLBgAT7/+c+jq6srtUCmbwiHhoYAlH4njoiIipM8B4+OjuLo0aMAjOfguXPn4u677waQaPWwc+dOvPTSSxgaGsLIyAjGxsawY8cO/PKXv8SHH36YceMnOV0+exoxAOzbtw/PP/88Dh06VPGvk4iIak+aGNzsdUPTNLT4jAG/YIX7BFqhEuXAyY+RXE+pdMwIJCIyITkV6/Tp06nHOjs70dbWJjbLTZaFdXR0YP369fjhD3+I/v5+3HLLLVBKYXBwEB6PB1dffTX6+vpSHye7j+DOnTtx8OBBeL1ebNq0Cd3d3fD7/dX7womIHEjTNFy6dAkvvvgi+vr6sHjx4tTjwJUNzooVK/Abv/EbePnllzE+Po69e/fi2LFjiMfj8Pl8CAQCGe/X1NSEu+66C83NzWKW9/DwMI4dO4Zz587h+eefx8MPP4ylS5dW8SsnIqJqC0qBwMsBwDa/BxPTmeXAk+EYult9VTm2bOlrVywWSw1IlDLopSDg/fffX3IQUNM0hMNhbNmyBQsWLMCiRYus+8IchoFAIiITkoG+ZKlWstm71Dw3W2trKzRNw+nTp/GJT3wCK1euNDxH2hDu3bsX7733HkZGRgAkMgOXL1+OG264AbNmzbLiyyIiIoFSCu+//z7OnTuHgYEBrFmzBnPnzs0oD07+e9WqVWhtbcW+fftw8uRJjI+Pw+/3Y3JyEgDg8XgQi8Xg9Xrx4IMPoq+vL2erh87OTvT29qKnpwfDw8N49tln8dWvfhXLli2r9reAiIiqROoRmMwEbPUbQzZS4LBakmvX4OAgDh06hOXLl6O/vz9jP2R1OXB6EHD79u3YtWsXtm3bhoceegjLly+37otzEJYGExEVIdncXdM0TE9P531ucqGcnp5OBRIvXboEABklwOnPTdfV1YXly5ejs7MTzc3NGBsbw+7du/HjH/8YJ06csOYLIiIiA03TsGTJEsyYMQOxWAyvv/46RkdHUwHA5HOS/164cCEeeOABfOtb38Lv/d7v4fbbb4ff74fL5UplTGzatAkLFy5MvW82pRQ8Hg9uu+02rF69Gn19fQCA5557DocPH67SV05ERNUWFCYBN3kvBwKF0uDJKgwMyefSpUt45513sHnzZvzkJz/B4OAgNE1LtUqqVBBw69at2Lt3b2oP9vzzz3N9LBEDgURERbj++uvR398PXddx+PBhXLp0KWMzmC752NDQEGKxxIKd7C+YXQIsueaaa3DPPffga1/7Gh544AH09PQgHA7j0qVL+MEPfoAjR45Y/eUREdFlc+bMwZw5cwAkMh+2b9+OQCBgOOfH44nMDK/Xi+bmZoyOjmLr1q0IhULQdR0ejwd33HEHrrvuurwboOTH9Xq9+MQnPoEbbriBwUAiIgeQegTmywisxuTgfJqamnDs2DEopTA8PIwXX3wRAwMDcLvdOHHiRMWCgPv378f4+DiAK8kZXB9Lw0AgEVERfD4f5s+fD6/Xi0gkgq1bt2J8fDy1gcse9jEwMIDNmzdDKQW3242ZM2ea/lzJj9Xb24vrrrsO3/zmN7FmzRp0dnZC13U8//zzzAwkIqqQ5uZm3HXXXZg5cyamp6dx6NAhvPXWWxgeHs64mZOcEnz8+HG88cYbeOGFF1I3fbxeL+68807ceOONqU1LPgwGEhE5T77S4BafVBpc20Bge3s7vvnNb6K1tRXRaBQDAwP4+c9/jt27d+Mf//EfKxYEHBsbAwCsXr0aq1at4vpYBgYCiYiK4PV6sW7dOsyYMQO6ruPkyZPYunVrqmQsfXN48eJFw4YwmV1iRnq2oK7raG5uxr333oubbroJ3d3d0HUdr732GgYHB639IomICECiRcOXv/xltLW1YXJyEh9++CGeeuopbN++HR9++CHOnDmDHTt24Kc//SleeOEF7Ny5MyND8P7778fNN9+Mzs5O05+TwUAiImeRev4lS4Pb/FJpcO2nBvf19eHRRx9Fc3Mz4vE4zp8/j5deeiljMMi9995reRBwzZo1WL9+PTZt2oQbb7yR62OJtEJN7okkmqYdALBixYoVOHDgQK0Ph+rck08+aXjsiSeeqMGRmDc8PIzvfve7mJycRFNTEzo7O3H77bejra0NkUgEQ0NDeOeddzKCgJ/61KewevXqnE3iC0m+XyQSwSuvvII9e/agqakJGzduxK233lryxyUiqqZ6Pecn+yBFo1G4XK5U2W+y9UMygNfU1ISOjg589rOfxdy5c0v+nMlzejQaxc6dO7F3795Un1kOECEiahzf234KT/zsyp76seb3Dc95OnRz6t9//PmV+Pra+dU4tIIuXbqEp59+GqFQCG63G/F4HH6/H5///OexcOFC+P3+oj5edhBw3759qXLgNWvW4BOf+AT6+/sBJFou/frXv27I9XHlypU4ePAgABxUShknTZaJGYFERCXo6enBo48+iu7ubkxPT2NgYAA/+clP8Oyzz+KFF17Ar371q4wg4Lp167B48WIA+fsC5pPcZPp8Ptx1111obW3F9PQ09uzZg1gsxiAgEdneoYuBWh9CSXp6evCVr3wF69atw9y5c6HrOgCkgoBA4hy9cOFC3H333XjkkUdSU4ZLlZ0ZmOxRCyQyHw4dOlTeF0VERLYglQbnU+thIen6+vrw2GOPpTID3W43Wlpa0NHRAb/fn9E6yYzkQMZt27bhww8/TAUBb775Ztx6662pdVDXdfh8PjFznn3UCzMWnBMRkSm9vb34zd/8Tbz++uu4cOECxsbGEI1GM57j8/lw7733YtmyZWhrayv7cyYncjU3N6OzsxPBYBCBQAAjIyOphZGIyI6CkRi+8dSv8alaH0iJOjo6cOedd+L222/H4cOHMTU1hZGREXi9XsycORNdXV24+uqrU8+3Iks7ec73er1Yu3YtdF3H5OQkgsEgnn/++YbJfCAicjKpNDifWg8LyZYMBiYzAwOBAF555RV87nOfQ39/f9E3xQ4dOoTdu3djcnISANDf349Fixaht7cXQCII6HK5Mm6WAUhlBj777LP4yle+gmuvvdbaL7SBMBBIRFSG7u5ufOYzn8Hg4CD27t2LoaEhTE5Ooru7Gz09Pbj55puLGhBiRnJjmbzDFgwGMTU1ZennICKy2ssfXsDFwDTQbHzbC++fxcqrOrDyKvO99GpB0zR4vV5cd911OZ+T3KCUEwRMDyK6XC4MDAxgcHAQBw8eRDAYTJVfPffcc/jGN76Ba665puTPRUREtRUqcvjHlA16BGbLDgZevHgRP/vZzzKCgWbXxRtvvBHT09M4c+YMPvroIwwODmLnzp0IhUJYuXIlfD5f6uOlBwM1TcOuXbswMjKCEydOYOnSpamBXpSJgUAiojK1tLRg/vz5mD9/PqLRKKLRKFpaWjLuVllVtpveJzAZ/GtqarIk25CIqJL+fkvuKef/5kcfwuPS8GdfvgEPrjY/VKnass/lySyH9MddrtI77yTP8cmPd+7cOZw9exZbt25FJBJJZZ3H43G4XC709/ejo6Oj5M9HRES1V2xpsN0yApOyg4HJASJf/OIX0dXVZepjJNfB2267DStXrsT8+fPxyiuv4OTJk5iamkIkEsGaNWvg8SRCWenBwFtuuSXVLunGG29kEDAPBgKJiCyQXLQ8Hk/GwpT+d7mSgcV4PI5XX30VgUCi15bH4+FCR0S2d3o4mPftMV3hbzYft3UgMJsV5/f0rIZkg/SJiQns2LEDp06dwsjISMbnU0ph1apVmDdvHlavXs3zPxFRnSu2NLjY51dTMhj4ne98B+FwGD6fD5OTk6YDgenrYXt7Oz7xiU+gvb0dL7zwAgYHB/Hhhx+iq6sroy1GejDw9ttvT7XUoNwYCCQisoAU9Ev/d3pWYK5/55J8jsvlQiwWw89//vOMJrg333wzZsyYYdnXQkRktdGpCMIxveDzDg9MOG4CevJrjUajGBwcxNatWzE0NITh4eGM70NLSwuWLFmC5cuXY/ny5anHnfb9IiJqNKEiA3t2GhYi6evrw7e+9S288cYbWL16NebOnVvU+2evaddeey0+//nP48UXX8T58+exZ88eLF26NCNomHwft9vNG2QmMBBIRFRBUq+oXP9Of76u66mpw+Pj45icnMSZM2dw5MgRXLx4MfX8ZcuWYcWKFQC4GSQi+3r/9Kjp505HdTT7GvsiPrt1xJ49e3D8+HEcOnQoYxKxUgozZ85EX18f7rzzTnR2dsLn82V8LJ73iYjqW6OUBqfr7e3Fb/zGb6TWLKmVRvJxM+vYihUrcPr0aezZsweHDh3Czp07ceutt3INLBEDgUREFaKUSm30tm/fjnA4jHA4jFAolLpTNT09DaUUPB4PwuEwIpFIqgn85OQkNE1DMBhEKBQyfPzFixdjzZo16OvrA8DNIBHZ169PjRR+0mXBSKwhA4HZA0AikQg++OADnD59GocOHUplNiTfPmPGDCxbtgxr1qxBe3s7PB5P0ZMXiYjI/oqeGmzj0uB06UHA9H3KyZMnMTIygjVr1pjev/h8PsyePRt79uyBy+XChQsXKnLMTsFAIBHZ0p+8fBAP3jgHq+bae4JkPslN3S9+8YvUpEfp7dn/zicZJEw20E2m2jMbkIjsbOfJYgKBcfRU8FiqLTsz/MKFC/j444+xc+dODA8Pp879Sik0NTXB7/dj48aNmDVrFmbNmpX6ODzPExE1pmJLg+shIzBd+tp16tQp7NixA4FAALNnz8ZVV11V8P2T69/SpUvx5ptvIhwO49SpUwgGg2hpaankoTcsBgKJyJa+s/Ukvr/jFJ777bVYc013rQ+nZMFgEMeOHUMwGEwF8YArAb3kdEld1+F2u+HxeFKbxuRdNLfbje7ubvj9fixduhTd3d2YP39+6nNwc0hEdhaMxLD/3Ljp5xdbImV3yfP8xx9/jFOnTuHdd99FNBpNtX8AEpukBQsW4MYbb8S8efPQ2XnlJlh2/yMiImosxa57wUh9BQLTnTlzBkePHgUADA4O4qqrrjK9l4nFYojH49A0DbquQ9cL9x4mGQOBRGRb0bjCP33wcV0HAltbW/HII4/gqaeewvT0NHw+H6666iqsXr0afX19qSyReDwOn88Hn8+HWCwGl8uFpqYm6LoOpRRaWlpSAcIkbg6JqB7sOTOGmG6+pNXO0xDNSp6fp6enEQgEsH37dpw5cwajo1d6JSYzwW+66SbMnTsXq1evNrx/8nlERNS4Gm1YSD5LlizBwYMHMTAwgNdeew1z5sxBX19f3mBg8vFz585l7JM8HoazSsXvHBHZ2jPvncGffmFVrQ+jLH19fXj88cfx9NNPIxQKYXR0FAMDA5g/fz46OjoAGCcJA1cWveTdrvQgYPrbiYjs7PDARFHPr+dMhyRN03Du3Dm88sorCIfDGBoaynh7Z2cnFi1ahBUrVmDRokWpx6UBU0RE1NiKXfemozpicR0et6vwk22mt7cXS5cuxfj4OEKhEN58803cf//96OzszBsMHB8fT2US6rqOjo4ONDU1VfPQG0r9vXKIiOpQX18fHnvsMTQ3N2N8fBz79+9P9cfIlp3llx0AJCKqJ+OhaFHPLzYzwq78fj8GBwcxNDSUOo/PmTMHq1evxuOPP477778/IwgI8HxPROQ0SilMhYtf94J12kbD6/XilltuwezZswEkSoW3b9+OQCCQ0TM9vew3HA7j6NGjOHbsGACgubkZ119/PQBwiFaJeLVBRFQlyczA5uZmBAIBHDx4EDt27MDExITpYSFERPVmcrq4TIdGKA0GElkPv/Vbv4W2tjZ0dXVh06ZN+NKXvoTPfOYz6OjoYEkTERFhKhJHJF58r7t6GxiSrr29HZ/97GfR29uLYDCIjz76CG+++SaGhoZSyRDJG2MjIyPYs2dPakgIAPT09KQGJjKDvjS8AiEiqqLe3l48/vjjeOqpp1LBQABYt24d2tvbOfiDiBrORJGBwEbJCAQSN4C+/e1vIxgMoq+vL/U4z/VERAQAo1ORwk8SlJJFaCfd3d146KGH8L3vfQ8TExPYv38/jh8/jttuuw0dHR3w+/0YGRnBoUOHcOHChdSALa/Xi3vvvRczZsyo8VdQ3xgIJCKqMiuCgbFYLJVNYtWGkhtTIqqEYpuaN0KPwHStra1obW0FUPqQJ57ziYga02iw1EBg/a+Vvb29+MY3voEXXngBIyMjmJycxK9+9SsAgMfjQTSa2VqkubkZX/7yl3H11VcbeqpTcVgaTERUA8lgYHaZcLI/Rj5jY2M4ePAgzp49CwAllRWnPz8QCHBDSEQVE5gurkdgvfY9MqOU8yzP+UREjWuk5IzA+g8EAoky30ceeQQ33nhjanqwUiojCNja2or58+fj4YcfxoIFCzKCgPF4HMFgMPVcq1otNXrLJmYEElHNbdiwAQDwN5uPIRwrvkdGvcrODNy/fz90Xcf69etT2SPZJicnsWXLFhw4cADz5s3DHXfcgXnz5qU2hmY3dsnnXbhwATt27MDo6Cg+97nPobu7m32riMhS2RmBu6Oz8z6/kUqDy8VzPhFRY5MyAqdmLMUDq66slS/uPgeEsp7TQGtlZ2cn7r77bkxNTWHXrl0YGRnB+fPn0d3djba2Ntx4443o7+9HR0dHxtoXiURw7NgxnDlzBsuXL8f8+fOLXh/ThUIhnDt3DgsWLIDb7bb6y7QVrvxEVHMbN24EAPzW60FE44199yVbMhj4ne98BxMTExgYGMDw8HDOQGBbWxuCwSDC4TBOnz6dWqRK2RiOj49j27ZtOHDgAADg+eefx0033YRly5ahp6fHmi+QiBwve1jInticvM9vlGEhVuA5n4iosY1OGbPm/VevwsaN16X+/6PzHwADFzKe0ygZgUl+vx9+vx/33HMPgESQz+fzGZ6XvuZdvHgRL7/8MkKhEAKBAFwuV0nrIwAEg0F8+OGH2Lx5Mzo6OvDAAw9g1qxZaGpqKv+LsyGWBhORLUxH4zmDgHG9sYODyWDg3LlzsXDhQsybN098XjJF/aGHHsKyZctSd8F27NiBM2fOACiuZKy1tRUzZ84EALjdbgwPD2Pr1q34+c9/jpMnT1rwlRERFT8shIHABJ7ziYgan5QR2N2aGQBr9Rnzt6YarJ8ukFmOm56tnmudmzdvXmpdK2d91HUdQ0NDeOuttxAOh3Hp0iW8+OKL2LJlCwYGBkr9cmyNgUAisoV8/TGmG7hfVFJfXx8eeeQRrF+/HoC84GmaBl1PlE5/9atfxdKlSxGLxcSFzwyPx4P169fjkUcewfz589HU1IRQKISTJ0/i+9//Pg4fPmzRV0dETlbssJBQA25uSsFzPhFR45P2QN0t3oz/t/qFQGCDZQQCmeuZy+USH09Kro+PPvooli5dimg0WnIw0OVy4eqrr8bGjRvR0tICj8eDsbEx7Nq1C//0T/+Eo0ePlvul2Q4DgURkC/kCgSEHBAKBxCQsIP8kR5fLlVr4Hn744dTG8MSJE9i6dWtq4TMjuTAuWbIE9913HzZt2oS2trbU25977jluDImoLHFdlTA12BnnfDN4ziciamxjQWNp8IysjMA2v7Ff3WTY2WtlrvXx2LFjePfdd4u+WaZpGtauXYsvfelLuPbaa9HS0pLKDnzmmWdw6NChin0ttcBAIBHZwrDDMwLTFVqwshe+ZMnYqVOnMDw8jFjM3KY7/S5ZX18fFi1ahMWLF8Ptdqfuwr3++uuYmpoq46shIicrpXTJKTd/zOI5n4iocckZgZmBwGahNJjZ87mDgUePHi26rDe5Pi5YsAD33Xcf7rvvPrS0tKT2Zc8//3xDZQYyEEhEtjAyFc75NqcFAs1IX/iSJWPXXnst5s2bV9QEyOTiFggEsHv3bhw/fhzxeBxKKcyaNQv33HNPzsElRESFFNsfEGBGoITnfCKixiT1CMzOCPR5jGEbpw1YzCVXMDAWi6UeNyO9HUdrays8Hg+6urqglILL5YLb7caJEycq8jXUAqcGE5EtDE/mywg0fxJ3kuTC53K58PDDDyMQCKCjo6PojxMIBPD+++9j9+7dmJychMvlQm9vL+666y4sWbIEQP5yZSKiXLInBgNAX7sfE9PRnOd2BgJlPOcTETUeKRDYldUjUAoERuLcHyVlr4+vvfYa5s6di/7+ftMfIxnwU0rh4MGD2LlzJ86fPw8gMdH4pptuwqZNmyr1JVQdA4FEVHObN2/GwLEh3OgZST22JzYn9W+WieWWXLA0TUttCIvZwOXaEN59993cEBJR2SbDxt5Ha7znsWhOG7YfH0Kyh3fGOZ/lTjnxnE9E1DiUUhidMq6TH33wLo65rwT/xs+NIzt0E40xEJguPRh47733pv5tRvq6lwwCJnsMtrS04MYbb8SmTZtSWYNmP66dMRBIRDX39ttvAwBWp938St8UsjQ4v+wNGzeERGQXASEjcHboJIKngRvTrkLTz/nMCMyP53wiosYwFYkbMvv8Hhe2b90iPPvmjP8xI9AoPUBXShDwwIEDYhDw7rvvbqggIMAegURUB0LcFFqOG0IiqgapNLgQnvOtx3M+EZH9jJoYFJJLlIHAsjk1CAgwEEhEdWCaqe+W4oaQiKqlpGEh0Xhqeh+Vj+d8IiJ7kvoDdreaCwRGuD8qi5ODgAADgURUB6aZHWIZbgiJqJqkHoGFxHXFkieL8JxPRGRfI0JG4IxWr/BMowinBpfM6UFAgIFAIqoD0zEGAq0gbQj7+vpK2hBmZ+swe4eIJKVkBAIsD7YCz/lERPYmTww2WRrMjMCSJNc9pVTOIOA999xTchCwXtZHBgKJyPa4IcwtfbGJRCKGx5JybQg3bdpU0oZQ0zRcvHgRW7duRSQSYTYJEYlKDQRyYIiM53wiosYhTQyeYTIQyMx5WfqaKN3ESgYBc00HvueeewDAdBAw+/MlP77dcWowEdnedJQLXS7JzdiRI0fw3nvv4b777kN/fz90XYemadA0zdINYfJznj17Fj/4wQ8QDoexf/9+rFu3DvPmzUNXV1elvlQiqkMMBFqL53wiosaRq0fghIn35bAQo2TwLhqNIhgMorOzMyM4Z3UQEEiskbFYDL/61a8QDAZxzz33oKWlxfY3zJgRSES2F4pyQ5jPsWPH8Oyzz+LkyZP42c9+hsHBQbhcLmiahvHxcUs3hAAwMTGBLVu2IBwOw+PxYGBgAK+//jpeeeUVnD17tlJfJhHVoVJ6BALMBM+H53wiosYg9QjsbjHZI5ClwQYulwvhcBg/+tGP8Nxzz2FwcDBV4luJICAAxGIx/PSnP8W7776LDz/8EN/97nexbds2XLp0qSJfo1UYCCQi25tmIDCv7u5u+P1+KKVw8eJF/OxnP8Po6Cii0ajlG0IAaG9vxwMPPICvfvWrWLlyJdra2jA5OYljx47hueeew9GjRyvxZRJRHZoMl5oRWNr7OQHP+UREjUHKCJxhdmowMwINlFJ46aWXcOTIEQwNDeFnP/sZBgYG4HK5oOu65UFAADh79ixCoRBcLhd8Ph+Gh4exY8cOvPTSSzh16pTVX6JlGAgkItsLc1hIXj09PfjmN7+J5uZmxONxXLx4ES+88AJeffVV7N2719INYbLnRVdXF5YtW4YHHngAjz76KObPnw+fz4dgMIhnnnkGx44ds/zrJKL6U3JpMG8A5cRzPhFRY5B6BHabHRbCQKCBpmnYsGEDWlpaEIvFcPHiRbz00ksYGBjAiRMnLA8CAsCCBQvwm7/5m/jGN76BO++8E11dXQiFQqmWGkeOHLH0a7QKA4FEZHssESusr68Pjz32WGpjeOnSJezduxcTExNwuVzo7e0te0MIwPA+Xq8Xvb29+OpXv4pbbrkFPT09AIAf//jHqYWWiJxrklODK4LnfCKi+ldORmA0Zv+BFLXQ19eHb3zjG4abZW+++ablQcD0oSBXX301br/9dnzzm9/EypUr0dHRgVgshueeew7Hjx+35ouzEAOBRGR7HBZiTvbGEEhs4rq7u/GZz3ym7A2hJNlvw+/344477sDKlSvh9/sRDoexc+dOTE5OWvJ5iKg+BTgspGJ4ziciqm9Sj8Ausz0CmRGYU/b6OD4+jgsXLgAAWltbccMNN+Duu+8GUHoQEDDeLNN1HW1tbfjsZz+Lm266CTNmzEiVKyc/v10wEEhEtsdhIeZlL3zJha2jowMAUs1yrZTcGPp8Ptx+++2YOXMmdF3HmTNnMDFhZu4ZETWqUoeFsEegOTznExHVJ6UUxoLGNdJ8RiADgflkr49utxsulwtLlizBvffemxoiUmoQUOJyuVI3y9auXZu6IRcMBrFv3z7EYrGMLMJaYiCQiGyPw0KKk73wjY2N4Yc//GGqWW4lFqDkYurz+XDzzTfD5XJhYmICu3fvtvxzEVF9iMZ1Q0a32ZgUMwLN4zmfiKj+TEXihqw+v8eFZq/b1PszI7Cw7PVR0zQMDg5idHQUgDGjzwrpN8s2bNiAnp4eRKNRHDp0CNFotCKfsxQMBBKR7TEQWLzshe/ixYt4+eWXMTg4WLEFKPlxfT4fdD1xcRIKhSryuYjI/qT+gG1+j6n3ZSCwODznExHVlzGhP2BXi9f0OTsS122TXWZn2evjwMAAfvSjH6XWx0reLGtubsbcuXOhaRpGR0dx8uRJyz9XqRgIJCLbY4/A0mQvfOfOncMPf/jDivVwSl64pJeG2SkFnoiqS5oY3G4yEBhiaXDReM4nIqof4yFjWXBXc+6yYFdWfFApIK7zfGuGFAx86aWXcPHixYrfLGtpaUmti1NTUxX5XKVgIJCIbI89AkvX19eHxx9/HH6/H0opLF26FC0tLRX7fBMTEzh9+nTq/z6fzzYp8ERUXRNCf8D2JnNN0JkRWBqe84mI6sO40B+wszn3Gul1G0M30TgDgWZlBwM//vhjbN26NTVsy2qapmF6ehpnz55NPeZ2myv7rgYGAonI9lgaXJ7e3l48/vjjWL9+Pe66666ym+Im72plZ31MTU3h0KFDOHLkCACgubkZ1157rfhcImp8Ymlwk9mMQJ73S8VzPhGR/UkZgR15AoE+j/FcHuHAkKIkb5YBQFtbGzZs2FCx4Jyu6/j4448zsgBnzJhRkc9VCnNXY0REFfRP6jYEhA1jEjMCy9ff34+77rrLko+VzPZI9tXQNA3Hjx/H8ePHsWvXLkQiiZ4nXV1dmDVrVsb7EJFziKXBTR488cQTGY+9/OF5PP1M5pAJZgSWh+d8IiJ7E0uDWxKBwOx1EgB+9ievGx7jwJDi9fb24vd///cRj8fR29ub83nJG1rJtU8plbqxpus6NE1L9QJM/jspEong/Pnz2LZtG0ZHR6FpGubMmYPu7u7KfnFFYCCQiGpK1xUmwvl7QYXZI7CiJicnoZRCLBaDruupfyc3fJFIBPF4HC6XC5FIBKFQCEopTE1N4eLFiwgGg6nmt8mG8X6/H5/+9KfR1dWV+jhE5CyTwrldGhbS4jPejQ/yBlDF8JxPRFR7Y0IgsNjSYAYCS2MmIJe+jmUH+tIz7dP/PTY2hmAwiF27duHcuXMYGBgAkAgqrlixAp2dnVYcviUYCCSimpqMxFCogigS1xHXFdzZXXKpLJFIBIcOHcLrr7+euqMVjUbhcrmgaRpiscQmXtO0jP4Z+Xpp+Hw+tLW14Qtf+ALmzJnDDSGRg01MSz0CjZeezV7jYxwWYj2e84mI7EPKCMwXCJRKg6MsDbbUxMQELly4gHg8jng8jmg0Cl3XU/9WSkHXdYTDYcTjcSilEAqFMDU1BV3XMTw8jOnpaUSjmT/btWvXYu3atTX6qmQMBBJRTQWERVAyHY2j1eS0STLnyJEj+MlPfgIAGanupWhqakJfXx+WLVuGZcuWobe3lxtCIoeTsr2lYSFiRiBLgy3Hcz4RkX3kKw2WeN3G82uUGYGWUErhwoULePPNN3H8+PGCz0+WC6f/O7n+pffInTFjBm644QbceeedqbfZZZ3krpqIakrqISUJMRBouVmzZsHlcqV6W8TjcfT19aG7uxuxWAxerxeapsHn86Ua6Xq9XjQ1NUEpBbfbjfb2drS2tqKjowMzZ85MbS7ttNARUW1I53ezpcEcFmI9nvOJiOzDiqnBYWYEWkLXdWzbtg3Hjx+Hx+OBruvQdR1ut1vMik8P9qUP1PJ4POjq6kJLSwuuv/56zJw5E3Pnzk293U7rJHfVRFRTxWQEkrV6e3vx7W9/G08//TRCoRBaW1uxePFirF27Fu3t7SV9zOQiZ6eFjohqY0zY5HRIpcHMCKwKnvOJiOyj2KnBfqk0mBmBlnC73diwYQNOnjyJUCgEt9uN1tZWLF26FLNmzUI4HIbP54PH44HL5UrdMNM0DX6/H16vF0opNDc3Y8aMGamba0l2CwICDATamqZp8wHcA2ADgFUA5gFoAzAB4GMAOwA8o5R6u1bHSFSufNOC0zEQWBl9fX147LHH8PTTT2NqagoHDhyAruu47bbbUk3f0zd66WnwErstckRUOyNTYcNj3a0+w2MtPuPlaJA9AiuC53wiInsQS4OLzAiMxgs0WifT+vv7U+tjKBSCz+dDa2srVq9enRHUM8PjybyuseNaaXw1Uc1pmrZa07T3AJwE8HcA/hmA6wF0IRG87UYiMPjbADZrmvaWpmnzanS4RGUxnxHIO16V0tfXh8cffxzNzc0IBAL46KOP8N5772FiYiK1GUwuYMz8ICKzRqeM5/eeVr/hMbE0mDd/KobnfCKi2hsLRQyPFTssJMLSYEslb5Y1NzdjdHQUe/bswZtvvonx8XEASN0sUwUmXdbDusmMQHtaBuATWY8dAbAfwBASAcF1AOZefttGADs0TVuvlDpRpWMkskRgOorHmt83PP506OaM/3NTWFm9vb2pu2CBQAAHDx4EAKxbtw7t7e22TGknInsbFjICZ7T68OSTTxoed2k3Q0+7ro7GFaJxXcyAoPLxnE9EVFv5egRK66T36k8ZHmNpsPWSN8ueeuopTE5ONuz6yKsrezsG4N8BmKuUWqaU+qJS6neUUg8BuAbAtwAELz/3KgA/0BrhVUmOEgixNNgusrNEDh48iO3bt6eyRArd/SIiSjcyZcx26GkzlgYDcqYDNziVxXM+EVFtxHWFibBxD1TssJAI18mK6O3tbfj1kYFAe7oA4DEAy5VS/00pdS77CUopXSn1HQBfS3v4NgD3VukYiSwRmDZXGswJktXhhIWPiCovriuMCa0fulvkQKDXxd5HtcBzPhFR9U1MR5F9em3ze+DJkwUvDQthaXDlNPr6yECgDSml3lZKfVcpVTDyoZT6CYCdaQ99unJHRmQ90z0CudBVjbTw7dixA4FAoCFS4Ymo8kaDEcMmp73JI2b+AYCXGYE1w3M+EVF1SYNC8mUDAoDXbTwfc52srEYOBjIQ2Bi2pf17fq0OgqgUZjMCp5kRWFXZC98HH3yAd999F7EYJ3kSUWFiWbAwMTiJG5za4jmfiKh6SgsE8oZZLWSvjx999BG2b9+O8fHxur5ZxkBgY0gPRRtH7xHZmOkegTEGAqstufC5XC6Ew2HMnz8fHg9nTBFRYcOTxkDgjDyBQI9QGhxjaXBV8ZxPRFQdY3kGheTCqcG1k1wfW1tbMT4+jvfffx9nzpyp9WGVhat7Y1iV9u+zNTsKohKYzgjksJCa6O3txe/+7u9iaGgIS5curfXhEFGdkDICZ7T6cz5f3OAw06HqeM4nIqo8KSOwq6X4jMAIb5hVTW9vLx599FH89V//NRYuXIjly5fX+pDKwkBgndM07WoAd6U99EatjoWoFOaHhXBDWCu9vb3o7e2t9WEQUR0ZmQobHmNpcH3gOZ+IqLJKKQ2WhoVwnayuvr4+/Kt/9a/Q1NQErzf/z8vuGAisf/8PrpQDnwHwUqkfSNO0fw7g90w+fVGpn4coHUuDiYgaz8iUcZMzo42lwURERFb1CGRpcPW1t7fX+hAswUBgHdM07VEAX0x76N8rpYy34M3rA7CivKMiMufU0BTeOjyYWAibCz8/xGEhRER1o+iMQJYGExGRQ4iBwBJKg5kRSKViILBOaZp2M4D/lfbQ80qpZ8r8sJcAHDT53EUAcjf7Icpj/7lxPPx372IibH4aYZgZgUREdWNY7BGYOxDok0qDmelAREQNaNyqYSEMBFKJGAisQ5qmLUCiBLjp8kP7APxOuR9XKfVXAP7K5DEcALMHqUTP/fpMUUFAgBmBRET1RB4WUmRpsM7SYCIiajxjIeMaWbg02HjDjKXBVCrjVRfZmqZpswG8DmDW5YdOALhPKTVeu6MiKs5PPjhX9PtMR7nQERHVi2IDgSwNJiIipxCnBjfnXiMBOSOQpcFUKgYC64imaT1IBAGTgzouALhbKXWhdkdFVLypErL7QlFmBBIR1QuWBhMREcnGhWGJBUuDOSyELMRAYJ3QNK0DwKsAVl5+aBjAPUqpk7U7KqLSzOkyMR0kyzQDgUREdUEphVEhENjTmru1MEuDiYjIKcaDpZQGSxmBXCepNAwE1gFN01oB/ALAzZcfCiBRDnygdkdFVLr2puLbk7JEjIioPgRCMUMQr9nrRrPPnfN9pNJgljwREVEjKmlqMFtokIUYCLQ5TdOaAPwMwO2XHwoCeEAptat2R0VUnlLS2Jn6TkRUH4anwobH8pUFA4DXxSboRETU+KJx3dAmSdOAdn/+RAmWBpOVGAi0MU3TvAD+CcBdlx8KA/i8Umpb7Y6KqHxhBgKJiBqWNCikp61AIFDY4LA0mIiIGo2UDdjR5IVLuCGWzucReukyI5BKVHx9HlWFpmluAM8AeODyQzEAX1FKvVG7oyKyRnYgcHd0durf18/pxOp53cCWzEWSqe9ERPWh0MTgDRs2GN7+xhg3OERE1PjEicFZZcHSOulxG9trcJ2kUjEQaEOapmkA/h7Aly4/pAP4TaXUz2p3VETWicQy0+H3xOak/v3Y2hux5ppuYMtbWe/DhY6IqB4UCgRu3LjR8PbNPzO2PeZ5n4iIGs3ktHFicHb/dGmdfO/EsOExrpNUKgYC7el3AXwj7f/HAdyhadodJt53WCn1REWOisgiubL7ZrT6sOnamQhGjAskFzoiovowLE4Mzl8a7BOaoLM0mIiIGk0oGjc81uIrHJaRh4VwnaTSMBBoT/1Z/19y+Y8ZpwEwEEi2pZQSewT+s1vn4Xc3LkKb34O4sKgxEEhEVB/kjEB/3vfxuoXSYJ73iYiowUiBwCavsew3mzQshOsklYqBQCKqqpiuoLLifG6Xhv/6hVWp//u9xoUuzB4YRER1QRwWUiAj0OMSNjjMCCQiogYzHTEGApuFvU82KXOePdSpVJwabENKqf+ilNJK/DO/1sdPlI+UDejPWtikO16RmA6VHUEkIiLbGQsaA4HZjdCzSRscNkEnIqJGI2UENpvICPRKGYFcJ6lEDAQSUVVJJb7ZG0CXS4PHZSwT410vIiL7mxAaoXc05w8EsjSYiIicQAwE+kyUBks3zLhOUokYCCSiqpICgdkZgUCO9HcudkREticFArMnImaTSoM5LISIiBpNSCgNNtMjULphxiQJKhV7BBJRVYVjxsVvuTqLzZs3Zzzm87gQzFooGQgkIrK/iemo4bGOpisZgdnnewDwNi0wPMYNDhERNZppE6XB0jq5+hO3Gx7j3ohKxUAgEVWVtGAtjJ3B22+fyXjM5xEWO24KiapuMhzDliOX4HZp2HTtTLiFsn2idAGpNDgtEPj2228b3r78gYWGx1jyREREjcZMj0BpnfzEujsMj0XjzJyn0jAQSERVJQ0LkbA0mKj2RqYi+PL/2o7jl6YAALfM78Zzv72WwUDKKa4rTIaNgcA2lgYTEREhFDHuZ8z0CJSGhTBJgkrFHoFEVFUMBBLVj5/uPpcKAgLAr0+N4md7z9XwiMjupCBgq89dMHjslc753OAQEVGDkTICzfQI9Lg0aFlLaVxXiPOmGZWAgUAiqiqzwTyfcNfLbBCRiKzx1uFBw2P/7p/21eBIqF5I/QHbm/JPDAYAH6cGExGRA5jpESjRNE3MCozyphmVgIFAIqoqaViIRJokzOwQourafWbM8Fg4posXsUQAEAgVPzEYYGkwERE5gzQ12ExpMCAnSnB/RKVgIJCIqsp0RiBLg4lqbkFvq/j49uNDVT4SqhfixODmwhmBUmkwsxyIiKjRmBkWkou0P2L2PJWCgUAiqiqzd638HuOCyEAgUXWNh4xBHQB4/aCxZJgIACaEicFmMgK9Qmkwz/lERNRoSu0RCORYK3nTjErAQCARVVU4yoxAonoxMhURH3/jowHoLNskwUS4tB6BUt8jlgYTEVGjEXsEmi0NFjMCuVZS8RgIJKKqMnvXisNCiGorHIuLE2AB4NJEGB+eG6/yEVE9KD0jkKXBRETU+MQegaYzAtkjkKzBQCARVVXY5JABMSMwzgEFRNWSKxswacfx4SodCdWTgFBOztJgIiKihLJ6BEqBQK6VVAIGAomoqkxnBLI0mKimhifzBwJHg/nfTs4kZQR2sDSYiIgIgFwa3OQzF5YRS4OZEUglYCCQiKqKU4OJ6kOhjECptIUoIAYCWRpMREQEANNCv/RySoO5VlIpGAgkoqoy2+ePPQKJaqtQIDDIQCAJJqZLHRZiLA2O8pxPREQNRCll/dRgrpVUAgYCiaiqzC5WfrFHIBc6omoZLhAIlEpbiCwdFsLSYCIiaiDRuEI8a23zuDRxDZT4PMaAIfdHVAoGAomoqkxnBLI0mKimRqbCed8u3dEmCpScEchyJyIiamzlDAoBAJ+UPR/nTTMqHgOBRFRV5ZQGMxBIVD3sEUilEIeFNJc2NZilwURE1EjkQSHmA4HSTTPuj6gUDAQSUVVxWAhRfSjYI5AZgSQovUcgS4OJiKixSTdRi8oI5NRgsggDgURUVeGYueABewQS1VahQOA0MwJJYGmPQJ7ziYiogZRbGixmBHKtpBIUvjIjIrKQlNV36xd/G/dfNzvjsWfeO2PqfYmoMgoNC2GPQMoWi+uGadKaBrT5Mi83n3jiCfH9XRqQngSoFBDXFdwuY9kwERFRvREnBgulwbnWSVZMkVUYCCSiqpLuWkmLGhc6otoq2COQgUDKImUDtvk8cJkM5HncLsN5PhrX4XaZz5YgIqqGXadH8K9/+CHOjYZw94p+/OkXVqGrxVfrwyKbk6opmr3mizSlHurMnqdSsDSYiKoqHDUuVn6PcZMnBQLDXOiIqiIW1zEWNPZ6S8dhIZRNHhRSuD9gkjgkiud9IrIZXVf4/Wf34OTQFCJxHb/YdxF/+86JWh8W1YHyS4ONN9aYKEGlYCCQiKrKdEagsCGUgohEZL3RAkFAIHExqxSHOdAVAXFQiPniE2mDE4vzNUZE9vLBmVGcGwtlPPY3m4/X6GionoiBwCKmBnNYCFmFgUAiqippWIgU9OOwEKLaKVQWDCR6t0UZpKE0pQ4KSfKw5ImI6sD58elaHwLVKamaoqnsYSG8FqPiMRBIRFUlpa/7hd4Yco9AliISVcPwVNjU89gnkNJNiBmBZZYGs+SJiGzGm6PvKc9XVMh0JaYG83VHJWAgkIiqSlqspM0fh4UQ1Y6ZjECAfQIpU6DMjECxNFhnpgMR2ctUjrXP7E00cq5yewRKFVPMnKdSMBBIRFUVFjMChWEhbBpPVDOmA4HMCKQ0UkZgRxEZgSwNJqJ6EAjJfXSHJsytneRcoYhxTSumR6CUEch1kkph/jYtEZEFpKy+v/+L/9vw2Fd++w9NvS8RWW94khmBVDyzPQKffPJJw2NPPPEES56IqC5Ig5EAYGiSGYGUn3QDVeoRmGudZMUUWYUZgURUVVJGoIQLHVHtMCOQSlF+j0CWBhOR/Uk3PQDgEgOBVAB7BJJdMBBIRFVldrESpwZzoSOqipEgMwKpeIEQpwYTUePLWRrMQCAVIF03FVcabLxhFuUNMyoBA4FEVDVKKdN9/sSMQG4IiapiPGjc5LiFKYnMCKR0E2EpI7C8YSFR3gAiIpvJWRrMHoFUQLnDQqSMwBj3R1QCBgKJqGqksmBp4wcAfrdxUTRbVkxE5ZFKV3pafYbHGAikdFK5XEez+dJgsQk6Mx2IyGZylQYzI5AKMdsjMBcOCyGrMBBIRFUjZfT5PfLixx6BRLUzHTNeqHa3GAOB0ywNpjQBKRBYVEagsMHheZ+IbCZXRuDwFAOBlJ90o7XJaz4kIyVQROK8YUbFYyCQiKpGCuRJAb9cj0fiOpTiYkdUadNR4+9qZ4sxsysYkbMiyJkmhc1xm7+YjEChNJiZDkRkM1I/VIClwVSY2COwiIxAH2+YkUUYCCSiqpFKe6WhIECiH1l2TzKlOEGSqBrCYkagMaATEgKG5FzSOb7c3kcsDSYiu8nZI5ClwVSA2COwiGEh0lCtmM5rMSoeA4FEVDXFZAQC8l0v9gmsX0opnBkOctJsHZAyAqXSYPYIpHTS68ZfVMkTMx2IyN6UUjl7BI4EIxzcQHmVPyyEpcFkDfONW4iIyiRlGUnBvtTbPC7DghmJ6YDf8kOjChsLRvD1p3biw4/H4XVr+NMvrMKXb7661odFOUg9bLqkHoEMBFIa6RzflKMPrISlwURkd8FIHPEcmcpKJYKB/e1NVT4qqhdh4YZZ2cNCeMOMSsCMQCKqGikjMF+2CAeGNI7/9NP9+PDjcQBANK7wH3+6H5Nh9pezKynzVioNZo9ASie2fyg3I5ClwURkI7nKgpPYJ5DyKbc0mFODySoMBBJR1YilwfkyAoW3MRBYf44NTuDlDy9kPBaJ6ThwbrxGR0T56LoSf8+6pB6BEf4+UkKu102+c3w2ZjoQkd3lKgtOYp9AyqfcYSFS5jz7p1MpGAgkoqqRskXy9QiUBolE4ixFrDd/vfm4+HiQvQJtKSLcWfZ5XGj2GbuJsDSYknK9blwu46YlF3mDw0AgEdlHIFQgI5CBQMpBKSVmBJZbGswkCSoFA4FEVDViaXCe/lFSkJDDQurLmeEgXtxzXnwbA4H2JAX3mjwutAgXqhwWQklS36NcU+FzkUuemOlARPZRsDSYgUDKIVdChLuIG2bS3oilwVQKBgKJqGrEYSHFZgQyEFhX/n7riZxNtdlfzp6kya9NXrfYw4Y/Q0qaFs7v+W70SDzMdCAimytcGswegSQrtywYADxC0JCBQCoFA4FEVDViI/k8gUAOC6l/bx+5lPNtLCu1Jylg7/e6xNKVkBA0JGeSJyEWd5npY2kwEdlcwdLgCWYEkkwcFFJkINAr7I1izJynEjAQSERVIzaSLzYQyLtedWUgMJ3zbSwNticxI9DjFi9Wp/kzpMvEADJLg4mowQQKZAReYmkw5VDuxGAgxyBF7o2oBAwEElHVFJ0RyDKxuhaKxMWgUhIDgfYk9gj0utEiXKyyRyAlSb/rLA0mokZTuEcgS4NJJpUGFzMoBMh1w4zrJBXPOAKQiKhCcg0L2bBhg/h8lgbXt9Fg/othBpHsKVfAXu4RyJ8hJUgZgblKg3Oe81kaTEQ2FwgV6hHIjECSSTdam4tcJ90uDZoGqLRkeV0BcV0VNXSEiIFAIqoaKXXd53Fh48aN4vN9QjYJ09/rx8hUgUAgg0i2lCsjULprzT6PlFRMRmCuc76Y6RBjaTAR2UehjMCRqQiUUtA0BmUoUzGlwbnWSSCxVmYnRkTjOtyu4rILydlYGkxEVSM1k5fKf/O9TfoYZE+FMgKZTWZPUnDP73GJPQJD0TiUYqCGcg+ZKYZUGsySJyKyk0JTg+O6YsUDiayYGgzI+yOulVQsBgKJqGoi8eKayUulwWEudHVjNJj/rnkomv9immpDKg1u8rrh87jgySo7ieuKwxwIQI7XTZE9Ar1CaXBU5+uLiOyj0NRgoHCwkJxJChD7SwgEimslr8WoSAwEElHViBmBeQKBUpCQPQLrx2iB0mBmBNqTmBF4ObNLzArkz5GQ/3VjlpjlwHM+EdlIodJgAJgw8RxynqmwcZ1s8xXfqU3Kno8xUYKKxEAgEVWN1N+v2IxABgLrB3sE1qfpHEN9AKCJk4MpBysyAlkaTER2ZybbjxmBJJECxG1NxQcCpZtm7KFOxWIgkIiqRgriSQNBkpgRWN84Nbg+hcVhIXkyAvlzJMivm2IzAlkaTER2x9JgKtVk2Pi6aPMXHwhkaTBZgYFAIqoaKWMkX2mwfMeLQYd6UahHIEuD7SlXj0AAaJEyAvlzJOTKJGVpMBE1juloXFwjszEQSBLpddFeQkYgs+fJCsW/8oiISiRl8/k9LmzevNnw+MaNG1kaXOcK9QhkAMmeck0NBq4EBNNx6AsBcg9Y6fUCIOc5n5ubxrft2BAGJ6Zx55I+9LT5a304REUxG+Bjj0CSFJMRmGudBAAv10qyAAOBRFQ14ZgxwODzuPD2228bHmcgsP4V7BHIklJbypcRKA8L4e8kyef3XBmBuc75LA1ubH/00/34h3dPAwC6Wrx47rdvw/JZHTU+KiLzzAb4mBFIkkkxI9ArPjfXOgkAPpYGkwVYGkxEVVN0abAUCOQdr7pRqEdgMMILZTuSMgKbLv8uNnNYCOUwLWQE+oscFiJmOfDmT0O4OD6NH7x3OvX/sWAUf/fOiRoeEVHxAswIpDKIGYEllAYzI5CswEAgEVVNrtLgXKR+UWZ6s5A9FAoETkd16Mz2sR2pxNOfzAhkIJBykDICm4oeFsLNTaN689Agsk/3P/7gXG0OhqhEZgaFAMCEEPAhkl4XpQwL8UgZgdwfUZEYCCSiqpGCeHkDgSwNrluhSFzMEDI8j0Ek25nOE9CRS4O54aFc5/diMwKNm5sYbxY0hFwBXaX486X6YXbIGUuDSTIpZIqWMixEvGnGtZKKxEAgEVWNnBGYe6MoBQkZCKwPIwWyAZMYCLQfuTQ4X49A/gwpx5AZCzICec5vDC6XMcgLAMMFeskS2YkU0NaElzZLg0lSzLCQfKSKKWYEUrEYCCSiqpH6+0kbvyT2CKxfhSYGJzGIZD9iZpc3X49A/k6SVRmBLA1uVLlKKs+Nhqp8JESlk25M9LQap18zI5Ak0rAQ9gikWmEgkIiqRlqk8g4LcRs3kVL/MrKfQv0Bk8yW2VD15MsIbJIyApnVScgfQDaLpcGNazxHIPBjBgKpjkg3o3vbfIbHGAikbHFdYUq45m31WdMjkIkSVCwGAomoamLCaHtPjnIhQN5EcqGrDyMmMwI5Odh+xOmvl38XW6SMQP4MCTlKg/Pc6JF4heez3KkxjAdzBQKDVT4SotJJGYEzWqVAIEuDKdOUcK3U6nPDnWcflItUGiztsYjyYSCQiKpGCuLlzwiUpgYz+6gemC4NZjaZ7eQr8ZR6BDKrkwD5dSNlkObjdUkN0BkIbATMCKRGYD4QyBtklEl6TZRSFgywNJiswUAgEVVNTFik8mUESv3IzEyipdobyZH9kY09Au0nLJUGXw7oSNPtzJaBU2OTXjdFZwQK5U5RZjk0hFyBwHNjDARS/ZBLg4UegcJQCHI2sT9gCYNCAMDrkdZK7o+oOAwEElHVSBs6qRQsiRNK69cYewTWrXwlnjM7mgxvuzg+XfFjIvuzYliI26UZJnDGdQWdfQLrXiBHqSRLg6meSBmBHc1eQ3lnJKazgoUyTIaN58C2Jm9JH8sjZM9HeNOMisRAIBFVjXS3SioFS5LKyqQgBdmP1CNQ6oPCwK795CvxlAKBA4FwxY+J7E/OJC3uMlPTNJYHN6h8pcFKcQNL9UHKCPR7XGK2PMuDKZ30eugosTRYaqskVV0R5cNAIBFVjRgIFErBkqTSYPaUqw9SueicrmbDY/x52o84NfhyQGdWpzEQODgxzYwtsiQjEGB5cKPKFQgMRuIYNdlKgqjWpIxAn5uBQCpsUigXL7k0WFwnGQik4jAQSERVEdcVpFhBvmlZTcIdr1A0zuyBOjAyZdzYXdVlDCKxNNh+pvMEdNr8HsOFazSuMMI+gY4nlpQXmREIyO0ipM031Y+4rvIGRc5xYAjVCelc5HVraPcbSzw5OZjSWdkjkKXBZAUGAomoKqQ7VT63C1p2Q6g0HrfLMDlYKTnzhOxF6hF4lZQRGOEdczuJxXXEsyL2Li3z7vPMDmNjdPYJJLGkvISMQGlaPDMd6luhgAj7BFK9EK9lPW5x+iszAimdmBFoYWkw10kqFgOBRFQVMSEd0JOnLDhJ6jHFPoH2ppQSewTOFQKBzAi0FykbsMnrzgjYS+XBAwEGAp0sFtcN53hNy9/6IRdpgxPmtPi6lqssOOljZgRSnRBLgz0usdcbA4GUTno9tFtYGswegVQsBgKJqCqiYjlF4VMQ+wTWn+mobsgO8ro19LYbM8n4s7SXfBODk2a2c2AIZZL7A+bP+M4l+/WW+Pg8T9SzwoFAZgRSfQiLGYEutAvTX1kaTOmszAiU9k/spUvFYiCQiKpCmvpoJlukWZgczEmz9hYUyn3b/B7+LOtAvonBSTOFjMCLzAh0NDOvG7OkASNsB1HfmBFIjYLDQqhUco9AYwDZDI8QCJQmWhPlU1oYmoioSNKdquQdrSeeeCLn+0mbSWaR2ZtU7tvsdaPFZ1xyWBpsL/LE4MzfwVkdQkYgewQ6mplM0nT5zvliaTADgXUtEMofEGEgkOqFXBqsMRBIBRWbEZh3nZSmBnOdpCIxI5CIqkLqXWGmR6BUGswegfYm/XyafW60CD/LIH+WtmKqNFgIBDIj0Nnk0uBSMwI5NbjRFMoIHAtx6jjVB3nwnVvM7GJpMKULCK+H0nsEGtdJqRc7UT4MBBJRVUgXT6Z6BIrlpNwU2pmYEehzy0FdZgTaihjQyc4I5LAQyiL18JMGPZkhZwTyPFHPCgUCY+xtRXUi17AQZgRSIZXuEcjSYCoWA4FEVBViabCrxEAgs8hsTfr5tHjlHoHBKC+U7UQsDc4KzIilwQwEOtq0MNW39IxA4/sxI7C+FQoESjcKiexICrbkCgRKgR9yLrlHoHVTg1kaTMViIJCIqkK60DdTGtzEqcF1RxoA0pSrNJgZgbZiJiOwt80HV9av7mgwypJ9BwsX2SMwH3lqMDc49axwIJAZgVQfcg0L6RCmBkuloORcUmBYCiCbIU8N5jpJxWEgkIiqIt+wkHykLDKWk9qbnBEolwZzarC9SAGd7IxAj9uF3ja/4XmDgXDFjovszdqpwQwENppAodJgnT9fqg8cFkKlkjIC20ucGswegWQFBgKJqCrkHoEmhoWwNLju5OoRKE0N5s/SXsQST+F3UOoTyIEhzlXs1OB8/EJvQZYG1zczGYFKcRNL9ieWBrvdYq83DguhJF1XmIwYA4Gt/tJumIk9ArlOUpEYCCSiqpCagZvKCGRpcN2Rfj7NPrfcI5AZgbYiDn0QAjqcHEzp5JLyEoeFCOsCh4XUt0KBQIDZLFQfcg8LkaYGMyOQEoLROLLvdTR73fCY2AdJxB6BLA2mIpVWmE5EVKSoUPqTXACffPJJw9ueeOIJAHJ5GctJ7S0k3PVs9rrR5HVB05BxMRSJ6YjrCu7spnNUE1JGoPQ7KA0MGWQg0LHE0uA8w0LynfOlDFRmOtQ3M73SonHd1M1BolrKNSxE6nnNQCAliYNCCvQHzLdOsjSYrMAVl4iqQppm5SuxNJhDCewtFDH+rFt8bmialiMrkBfLdmG2xFMsDR5nINCpxNeNpRmBDATWMzMZgRwYQvUgV0Zgm88DLeuSNhSNI8YsLQIwGTaeA9tLnBgMsDSYrMFAIBFVhXSnyuMyMyzE+ByWBttbMGoM7CWzyqTJwfx52ofZoQ8sDaZ0YmlwnozAfORhITxH1CtdVwWHhQAsa6P6IAVbvG4NLpeGFmGtnGIFC0HODi2UEZgPS4PJCgwEElFViMNCTDST56TZ+iNNdU4GAPnztDcps6tJCMbLpcGcGuxUUqCu1IxADgtpLJORGMxUrHETS3an60q8qZ3MYm4RMrx4fUMAMBkWAoEWZwQyq5qKxUAgEVWFtEB5TfSFE3sEMoPM1sSpwZd/jhwYYm/i1GAhs6uv3W947NIkA4FOZfZ1YwZLgxvLeNDc5FRpoBiRncgTg13QLtcESxUPU2x9QsiREVhOIFBIpGAZOhWLgUAiqgoxI9DM1GD2CKw7uaYGJ/42XvgwEGgf4tRgIUOrXwgEcliIc4kZgSYyviUcFtJYzPQHBOQgC5Gd5BoUkiRdrzIjkIDShoXkI5UGR3gzhYrEQCARVYV0p0qaspZNLCVlINDWpEBt8gJZ6qHDwK59iJldws+sq8VruBCdisQxJZS/OEkwEnPk6zlsctq0GcwIbCxm+gMCzAgk+8s1KCSpVcjw4o1OAoAJ4dqoo8lb8sfzCj3W2V6BilV6KJqIqAjSnapSMwJ5h9XepAvflsuZgFLpDC+U7WPaZGaXpmnoa/PjfNak4EsTYXEz5AT/440j+Ku3jiEaV3j89gX4j5++Fm4T7Q8agbUZgewR2EjMZgRyE0t2l2tQSBJLgymXiWnjebDVX9rNMkAuDeY5lIrFjEAiqgopI1BKbc8m9wjkYmdncmlwYrlpEgOBvFC2i2Iyu/qkgSETzuwTuPfsGP7HG0dTvVCf2nYSW45eqvFRVY/0uik1EChnBPJmQb0aYyCQGoT0Gk3PCJQCgbxxTYDcI7CsjEBh/8SsaioWA4FEVBUl9wgULqycWHpXT6QL32ZvIkusu8V44XPJocEjO5J7BOYIBLYJfQInnNkn8H++edTw2FPbTlX/QGpEKt0ttTRYKkVnaXD9GpmKmHoeJ16S3Ymlwe70QCBLg0kmZQS2W1waHInrUIrnUTKPgUAiqgrpIt/D0uCGlG9YSH+7MYuMgUD7kILsuTK7+juEycEO/Vm+8dGg4bF3jjgnI7CY100h0vsxEFi/Rk0GAjnxkuxOOg/50qajSzeuWfFAABAICRmBzaW3UXG5NLH1SExnIJDMYyCQiKpCLKkwMyxELA1mINDO5B6ByUCglEXmzOCRHRWT2cWfJSVJrxsps88MHwOBDWUkaC4QyKnBZHeFpga3sgcy5TARtjYjEJDLg9ligYrBQCARVYV0l8pURiCnBtedaeHCNxlMkrLInFpOakfFZHb1SYHAAAOBSe0OGpoilpRbmBHIYSH1y2xpMPtbkd3JpcFXgjHNUmmwMC2WnEfMCGwq7xpBaq/EFgtUDAYCiagq5GlrhU9BuTaFcaa/25JSCkEhmNSSpzSYwSP7mC5iWIhY5j3pvJ/lWI6MJ2n6baOSXjelZgTKpcG8+VOvpNLgXqG/KDNZyO4KDQthRiDlErC4RyAgD9bieZSK4ZyrVCKqqZhe2tRgTdPE8mAODLGnaFwZgrQel5YK+rKc1N6kfkbS5gbI8bMMOC+78/RwUHx8LBh1TONuKVBXeo9AYVgIJ8XXLak0eKaQGc7SYLK7wsNChEAgr1UJOaYGl9EjEAA8LA2mMjEQSERVEY0ZN8RmMgIBlgfXE3FicNrPr6fNj+z+xuOhKAO7NiFlL0i/f4BcGuzEYSGnR+RAYExXYjlQIyomk7QQqUcgg0T1a3TKmAkzs8OYTczSYLI7MRCYdr5iaTBJlFIIhIznwY6yewQKGYHCXosoFwYCiagqokJGoEeYeCXh5GD7CMfi2Hp0CB+cGRXLs8WJwWk/P7dLQ49QFubEAJLd6LoSf34twuYGkMv7RoIRx92RPj00lfNtQ1POeF1bmxEolAbzRkFdCsfimMwKhLg0YEarz/Bcp503qP7Iw0KuXN+wNJgk01Hd0Cfd53aVvEamf4xs0l6LKBfndLImopqSGthKmR+SJqHXFjPIqksphZc/vID/+vOPcPFy+ee9K2bif31tDVxpAV2ptDQ7o6y/3W8I/A1OhHH1jJYKHDmZNR2LI7uS1e9xwZ0jYO/zuNDd4sVo8MqdbqWA4ckIZnUaM34a1akcpcFAYlDCor4qHkyNiFODLSwNZkZgfZKyAbtbfOJrI8q+v2Rz0nnOmzEshNUrZCT3B/RA08wlQ+TC0mAqFwOBRFQVMWFx8rgSm4ENGzbkfV9eXNXWdDSOf/HMbrzx0UDG468dHMC7J4axbnFv6rFCGYFAIhB4IOs5lzg5uOakzAWp51G6/vamjEAgkMjudFIg8PRw7ozAYYcMTxGnTecpDc53zpduEIVjOpRSZW+cqLqkicEzWn05Stq4gSV7k4Is6UHtVmFS/BRLgx1vQggEdjQXLgsutDdiaTCVi4FAIqoKKSMweSd148aNed+XpcG19Y/vnjYEAZP2fDyWGQg00WNOnBzM0uCak352ucqCk/o7/Dg8MJHx2ODENIBOKw/N1vJlBA4LgZBGo5SSewTmyQjMd853uzR4XFpGKZVSiTXE52EgsJ5IgcDuVp84KEwaKEZkJ4WGhUjXqiwNpnGhV3B7U+EQTKG9kRQIZPY8FaNmPQI1TSuti7Tx46yy4uMQUWVJd1LNDguRms4zI7B6Xtl/MefbLoxlZvLJPeYyf37SxMjBAAOBtTYllHUXygjsE/oEOimoOxWOYShP1t/IZOMHAqVyOY9Lg8fk+V3CgSGNQZoYPKPFJ742pJuFRHZSaFiIODWYgUDHEzMCyxwUAsg9AqXqK6JcajksZLumaQvL+QCapv0hgPcsOh4iqiDpbr/U30Ii3WVlj8DqCExHsefsWM63nx8LZfxfnDqb9fPrEyZGDrI0uOZKKQ3uE4K6Thr8cjpPNiDgjIxAKRBY6sTgJA4MaQyjOTMCpUAgN7Bkb4UCgVJpMAOBFJguLSOwELlHIG+okHm1DATeAmCPpmnfKPYdNU2bqWnaqwD+DIBxF0JEtiP1rWBGoP29e3xYnA6cdH48M4AnBWibs8pL+9udnUVmV8FwCaXBYpm3c4K6+foDAg4JBAq/89KAp2IwI7AxSKXBPa0+eIUBRAwE1t4HZ0bx6FM78ZvfeQ9bjw7V+nBsRzoHpV/Hiv2shUx7cpZKZQTyhgqVq9Y9AlsBfEfTtAcA/LZSaqzQO2ia9jkAfw+gB4AGgKFvojogjbSX+gRJ5B6BXOyqYeux/JsBcxmBmRcrUiBwgKXBNSdNfC6YESgFdR30s8zXHxBwxrAQqT+gNPm3GNL7h4XPQ/aWq0egtFllJkttXZoI46t/924q623rsSH84vfX49rZHTU+MvuQAoEZpcFSj8BonIOOHC5QYo/AQtgjkMpVy4zAV5EI5AHAFwHs1TQt53gcTdOaNE37XwB+gitBwAkAj1X6QImofOX0COTU4NoplBUwHopmBJDMDJzoF0qDOTW49sSJzwWnBgulwQ4IfiVlB8KzSYGQRjMdsz4jUCoN5gan/og9Alu9zGSxof+95URG6atSwEt7z9fwiOyn0LAQj9tlyGZWSr5ZQs5R6tTgQqThWTHeUKEi1CwQqJR6AMAfAkheJVwN4Feapv1p9iARTdNWA/gAwG8hEQDUALwL4Eal1Perd9REVCppcfK4Si8NZo/Ayjs3FsKJofyljwBwPm1giBRMyv75SQMmhqcibHJcY1NCaXBrgdLg3jaf4TGpL1ijKtT/acgBw0Kkc3G5PQKl0mBmBNYfsUdgizw1mIHA2vq7d04YHvvrzcdrcCT2JQUCs29ayANDWB7sZAGxNNiCHoHCHornUSpGTUuDlVJ/oWnamwCeBbACicDkvwVwt6Zpjyiljmma9n8C+BMAXiQCgHEAfwrgj5VSjAQQ1Qm5pCKxGdi8ebPhbRs3bkz9Wy4N5q9/pW09esnU886PhbC4vw1ArozAzJ+fz+NCd4sXo8ErF0dKJYImszqN2YJUHdJmpVBGYHb/R8BZ2Q+haP4N3mgwAl1XcAk90RqFXBqc/yZPoXO+OCxEyDwke5N7BPpxYdyYAc5MFvsp1BrCaQoNCwESN8/GgpmBn2Akjp6KHhnZ2YQ4LKRwRmChdZKlwVSuWvcIhFJqn6ZpawD8OYDfRSLYdzOA3ZqmHUBiqEjyCvoUgK8ppbbX4liJqHT5MgLffvttw9syAoE+42LH0uDK23ps2NTzLoxfKY80MzUYSAyZGM26WB6cmGYgsIakIG6rP/9GsMnhAZtCGYFxXWE8FEV3qzFzslGUkhFY6JwvDgsRNuFkb3KPQC88QmCcG1j76RWy952s0LAQQL55xsnBzhYIlVYaXHidZGY1laeWPQJTlFJhpdQ/B/A5AJeQGADSiitBQAXgBwBuYBCQqD6JPQILZI0kiRmBDARW3O4zo4bHbpjbaXjsXIHSYOnCuL/D2UMm7GjKRH/HbH6xbN85F6JmMpMbfXJwWAjQlVsaLA4LYSCwriilMCr2CPSJgV5mBNZOXJe/99IwKCeTrmOzX8tSFuUUS4MdTc4IrMywEJ5HqRi2CASm+RWAt2CcBnwIwL9USk3U5KiIqGzSRECvyXI5sUcg77BW1Hgwio9HMwchaBrwwKrZhudeSBuYEJLKS4WfnzhtdoKBwFoy+7NLlysjUClnXIyauSHR6JOD5YzA8i4vxR6BDATWlclwzLDu+z0uNHvd7G1lMxcD8rAuqZejkxUaFgLIgUC2snE2uUdg+cNCeB6lctkmEJg2EOTLSAQBk0NBFIDlAD7UNO3u2h1h9Wma5tY07XpN076padrfaJr2vqZpEU3T1OU/m2t9jERmcWpwfTlwftzw2MLeVizqazM8nt7vSfq5SBfG/e3GEuBBTg6uKal8qVBpsMftgjsroK8rIJYjw6TRmCn5avTJwWIgUMjoKwZ7BNa/0Snj5ren1QdN03IMC3HGOcOOzgwHxcdDDsruNkO6GWHMCDRmerE02NkqlhEolAazxQIVwxaBwMsDQXYAWIorA0H+ExJTgoOXH7sKwKuapv13TdMat9nOZZqmPQggAGAvgL8H8G0Aa5AYmkJUd6SJsB6Td5tZGlx9B84HDI9dN6cTs7uMAbzz6RmBwsahSQwEMiPQbsT+jgVKgwE5K9ApU71ZGgxMS5M0WRrseMNTxvN5slemdBOQmSy1c3ZEDgSy8iKTmWEhnBpM2UrtEVhIdjYqAERjvKFC5tU0EKhp2lWapr0B4P8LwIdEwO84gDuUUn+qlPoOgJsA7Lr8Li4AfwBgp6ZpK2pwyNXUBaCl1gdBZBWxNNhsRiCnBledlBG48qoOXNXZbHj8/HgoVQoqlZe2SMNC2CPQdqTNivSzyyYFfZwStDFXGtzYgcBwlUqDOSykvuTqDwjk6G2l8+dbK2dyBAJ5wzWTlG1lpjSYGYHOFYvrYv/lNn/5GYFSaTDPo1SMmgUCL2e87QXwSVyZCvx9AKuVUjuTz1NKHQWwFsB/A5B8dV8P4H1N0/6Pqh1w7QwAeBnAEwAeAPAXtT0couIppRAVFiezgUApo8wpGUe1sl/KCLyqE10tXkNgdjqqpyYAmx4WIpQGX2JpcE2Jw0IKlAYDchmnU34/zdyQGBEyoxpJKVODC5FLg7nBqScjQmnwlUCgUBrMTJaayRUIZAArk7lhISwNpismw0JZsN9jaKlSCpYGU7lqmRH4YwAzkAgCjgN4WCn1DaXUZPYTlVIxpdS/B7AJwMeXH24C8D80TftFtQ64yl4FcI1SapZS6rNKqT9WSr0CYKzGx0VUtLiukD07wKXB9ELI0uDqCkXiOHHJcCrGiqs6oGla3vJg6YJX7hHI0mC7kYJahaYGA3LQxwlBG11Xps5DQ41eGiy0A5ACecWQ3p8ZgfVFCoB3tyQCgR7hJiA3sLWTKxDolBs6ZpVcGiwEg8gZKtUfEGBpMJWv1j0CNQBbAdyglHq+0JOVUm8jkQ34w7T3v69yh1c7SqmLSqkztT4OIitIgwOkjUAuDARW10cXA8j+kc3pakbX5U3cnC5jeXByYIjUU0gKFEmlwZcmwtAdMmTCjsTSYGFTk82pGYHTJodXSP2BGok0xKMyGYGN/5pqJFJJfDIjUNrAsqStdnL1CAxFnTMB3oxSpwYHHbAekmy8Qv0BAfZapfLVMhAYA/BHADYWE/BSSo0rpR4C8DgAY8oKEdmOmb4q+UilpSOTES54FXLgnLE/4HVzOlL/nt2ZJyNQnBpsvPvZ4vMYeqTEdCX2laLqMJvNmc2pPQLN9imVSoMaiZQRKA2QKQZ7BNa/S5PGjMDetsQNIGlQGDNZamMyHMs50CiuK05zTmMuI1AoDW7wNYByC0wbA4FWZQRK51HeUKFi1DIQeKdS6r8qpUp6xSqlvgtgNYCdBZ5KRDUWEy4kzU4MBoCeVp8hIDEViePdE8NlHxsZSRODV17Vmfp3n1DWm7zrKQVHpIxOIMfAEJYH14wcCCx8wSpmbwnBoUZjtu/TpFAa1Egq0yPQmcHlRiJlBPa25ZkazA1sTeTKBkxi9cUVHBZCxZJKgzuaKpcRGOENFSpCzQKBSql3LfgYxwHcYcHhEFEFxYSLJ7ODQoBEGfEnl/UbHv/FvotlHRfJ9gsTg9MzAqXgUCgaR1xX4mY91wRRqU/gQIADQ2pF7hFYOKAjBX3Mls3WM2mDLAVFpxo8G2Ra/J0vMxAonDNYGlxfhqSMwMvnfHFYCDP8ayJXf8AkJ7R5MMtMRqBUwcLSYOeSWoNUtEcgz6NUhFr3CCybUopnVyKbk+6ieoucmPWpVbMMj7124CLi7ClnudPDxo3BtbOvBAKlTX4oEhc3DM1eNzRN/llLk4OZEVgb0bhu+D11aeaGPjg1I1AKnErZshONHggUMwLLLA0WMx0a/zXVSKRAYF9bMhAo9AhkCWpNFMoIZDbbFWJGYNb618rSYEojZgRWsEcgS4OpGNaEpC2gaVoTgPuRyPC7GkA3ALdSalPW8zQAyU71UaVUY3fhJmoA0gW+t8geUp9c1g+/x5WRcTY8FcHOkyNYu6in7GOkhFhcFy9c0oN2UpZYKBIvuseclBF4iYHAmshVFpwriJvOqYMdpO9ZX7sfH4+GMh6bCseglDL1vaxHUiBQ6htZDDkjkBuceqHrSiwN7mlLTg1mRqBdnBsL5X272V6oTlDysBB+Dx2r2j0CWRpMxbBFIFDTtH8N4N8ASN/NawCkV/MMAKeRCAa+B2BdxQ/QITRN++cAfs/k0xdV8liosUgX+J4iMwJb/R5sWNqH1w4OZDz+yv4LDARaKCD2M/HAnfbzknr+BaNyRmC+EkGxRyBLg2ui1LJgQP4ZOyEjUHq9tzd5DTcsdJUoIzbTb7EeST/rJqHHXzF8buP7MyOwfoyHoohlZeu3+Nyp3wG5pI0b2FqQbvylY4/AhFhcR3YBiktLtK5JJ5UG83voXJXsEcjSYCpXTUuDNU3zapr2cwD/DYkgoJb2R6SUGgbw3cvPuVXTtMVVOFSn6AOwwuQf4w6eKAfpAr+YHoFJD6yabXjstQMDwjOpVGPC1N6uFl/G/8UL3RwZgdJzk1gabB9TEePFqtlAoJQR6IQegWIWpddtmIYNNPbkYCn7U8roK4acZcoNTr0Q+wO2XblsFIeFcANbE4V6mLJHYILY4kZ4HbcK5/9G7xNLuck9AitXGszzKBWj1j0C/wbAp5AI6oUB/C2AhwC8WOD9/jHt3w9U5tAc6RKAgyb/cLdOpkkLUymBwLuu7TdkEl4MTDf0JrvaxoSLlq6WzIsWKSMwFI1hMmx8XykokiSVBjMQWBvitGeTGWxOzQgM5gietgllP408OXi6EhmBDi03bxRDeSYGA3JJG3sE1kah6yeWBidEhZJL6TwlXh/xe+hYZq6pS8WhS1SumtWpaJq2BsBjSJT/ngNwr1Lq0OW33ZnvfZVS72qaNgagE8B6AH9Z2aN1BqXUXwH4KzPP1TTtABKZgUQFSc1rpQWskI4mLzqbvRieytxkBCOxvAEnMm88aLxo6cxqbJyrR+BkWCqVzBMIlEqDJ1gaXAtSxkJrGRmBTgjaiKXwPrfYLH5K+N1oFFL2Z7nDQqTXFEuD60fBjECX8PON6w3dS9OuCvWvY1lrQjhubkq8mBHIQKBjSdfUXVYNC+E6SWWq5c75MVzpA/ibySBgEXYD+CSAa60+MCKyltS8Nr2vyhNPPGH6YzX73MBU5mO822qdsVDh0mApAywYiYtZT1JQJKlPKg0OhLkZrIGgNPHZdCDQ+DwpS6zR5CwNFoLfE0K2bKMotjcoUPicLw0bYWlw/RADgWkZ4C6XBrdLQzyr6VpMVyXdJKTSFSpb5fVVgplBIUDuG6XkTNI1dafJjMBC66T0+osws5qKUMvS4E9e/nu/UurtEt7/3OW/51h0PERUIVZlBAKcyFZpYybuXko/g+loXC4NzpMR2NHkMdxRD8d0cWAJVVZ5w0KcmRGYa0q2lJ3c0BmBUmlwmVODxQ0OA4F1o1BGICBfA7A8uPoKlgYzIxBAjkCgkJHl97iQfR8zEtdZsulQ0jV1d9bN9VJJr7+IA669yDq1DARehUQ24O4S3z+ZE9RqzeEQUaVY1SMQkPuWMRBoHTEQmN0jMEcwVioNzleyrWmaWB58ieXBVSeXBpsrGhCHhTggIzBXabA8LMRpGYFllgaLweXGf001iqEJYxZMX1vm5jdXeTBVV8GMQAYCAZgfFqJpmrh28jrVeZRSFe0RyOnrVK5aBgKTNWGl7vg6Lv89acGxEFEFSQuTR9gEmNHCRswVNS5ctBh6BHqNF7mhqFwaXKh3ozg5OMCBIdUmbfbMlgaLw0IccFc6V2mw1CNKCpI3AqWUGKAre1iIsMEJMyBRN4anjOfwnuyMQOEGQoyBwKorlK3M66sEs8NCAHlN5PRl55mO6oZMUp/bJQ6UKYWcEchzKJlXy0Dgpct/X1Xi+1+X9XGIyKakjECfx7rSYN6xts5Y0ESPQJ9x6UgMCymuNBiQJwc/8vfv4c9fO8xNYRVJQS0poCWRsreckBGYK3gqDchp1KnBUhDQ53bB5Sqvz5v0mmK2WP24JE4NzjzXe4TXCLNZqisS0wv+XjGAlRARhoXkDgQyQEO5+wNa1QNbykhlCToVo5aBwENIDAu5TdO0ooaWaJq2DIlAoALw6wocGxFZSOr7U2pGYJNYltqYm+xaEMsYsjICfW4X3FmbuJiuxLLiwhmBxkAgAPzlm8fwj++eLnS4ZJGgUB5m9q61lP3lhIxAKVOm2efJMTW4Mc9RYSHgK5WKF8vvFl5TDgguN4qhCalHYFZpMDexNWfm2ok3WhNy3fSQyO0y+H10GjM9t8vBjMArlFI4NjiJk0NThZ9MKbUMBL56+e8eJCYIF+PPkAgiAsAvLTsiIqoIs71VzGBpcGWZ6RGoaZoYJBoUNn8FA4EdxtLgpF8dGsz7vmSdXIMvzHBqRqC0ic41NbhQQ/56NS0EfKWJv8USewQySFQXlFIFpwYD8iaWgcDqMnNeYm+7BLPDQgDAL94c42vbaUbFChsLA4FSCw0HnkMnpqP45vfex91//jY++Web8W9/9CGUYna5GUVl4lnsuwD+CIlef3+madpBpdS2fO+gaZoPwF8D+DQS2YDnATxX4eOsGU3TfgFj6fSstH/frGnaHuFdH1BKna/YgREVScoI5NRge5J6BEoXLs0+t2ETcamEQODi/racb5to0HJKOwoK2QotZkuDnZoRmKM0uM1v/H40bCCwAoNCgNxTg5VSlpVVUWVMhmOGoIfP40J71vlEKg2O6dy8VZOZaebMCEwQA4G5MgLFYUf8PjrNuHBjvbPZmonBQO6bKU5aJ+O6wu8/uxtvHb7SKe7598/iU6tmYeOy/hoeWX2oWSBQKTWiadp/AvA/AbQBeEvTtKcBPI8rg0CgaVobgKUA7gPwbQBz0z7MHyqlGncUH7ACwDV53t4K4AbhcevOMkQWKDQ1+MknnzS8/YknnhA/ljQ1mBeq1pF6BEoXLlJG4CUhC6RQn7lPLuvH/J4WnBoOGt7G7JDqkUqDpexbiRT4cUL2g1wa7Eab3xg4b9QegVLmp9QoP1uhc77LpcHr1gw94yJxXQw8k30MCf0B+9r8ho2pVBXg1LK2WjFzg2KaN1oByP0rc2cESsOO+Np2mnInBhdaJ90uDS4NSL9/olTihkqpyRb15r/+/KOMIGDSLw9cZCDQhFqWBkMp9VcA/gKJMl83gG8BeB3A1y4/RQMwjkQfwP8LiSBg8pX9J0qpH1X1gImoJFJAx2NpRmBjbrKrTdeVqanBgPxzkDICpcEJ6XweF176P+7Agzca50YxEFg9ZZUGC4EZZ5QGy9+zVmYEWvKxWV5Xn4aFG0I9bcabSdJGlef86mKPQPOKGxbCcxdVvkcg4OwWC28cHMBT206Kb9tydIjlwSbUNBAIAEqpP0QiADiORJAveWWgLv/Rsv6MAXhMKfVfqn2s1aaUmq+U0kr4c6rWx06UTryTWmqPQJYGV8xEOIbsyqxWn1u80DCT9QMULg0GgPYmL/7l3UsNjzM7pHrEoJbJ0mA5I7DxfyfF0mBvjqnBTgoEWpSxJ513mFVjf2J/wDbjUCgpI5ClwdVlZogRA4EJRZUGS+cuB6yJlEmaGmxlj0AgdxsNJ3j5w9xd0D4eDeHMiLHSiDLVPBAIAEqppwDMA/AHAF4DMInMoGAYwBYA/xbAfKXU92pwmERUopiFGYHNQiCQw0KsIfUz6WqROw2YzRYrVBqcJGeHcFNYLeLgizIyAp0QsMlVGiy95hs1EChluZi9SVCItJmWBk+RvVwSSoOzJwYD8jVA1CEbWLuYNNMjkNdXAMofFuKELHnKJPYIzHFNXSpxcrBD1kmp9Drd1mNDVTqS+lXLYSEZlFKTAP7y8h9omtYKoBPAlFJqvJbHRkTliQp3+UueGiwFAnnH2hLS3UupLBiQewRKCpUGJ4l3NR1yMWMHUkag2Z+xUxuj5/qeSVmwZjJv6lElS4PljMDGf13VuyGhRYTZjEDpWoEqhxmB5klB01xrJDMCCahSabCDMwIL3XDedmwI/+zWfKMWyDaBwGxKqSkAU7U+DiIqX6FhIcVo9hpPWywNtoZ40ZKjjEHKzMzmcWniBbFE3BQyEFg10u+Q2WzOamU/KKUwEY6hySOXq1eTUkrcILf4PIgLwYyGHRYibDisGubBjMD6dG4sZHjMdCDQIRtYuzCTqcyMwISJaXP9k4FcN8f42naaapQGe8Uegc64oVIouL7t2DDiuoJbmFBPCbYoDSaixiaVBpc60YqlwZVTzIQzM9lirX6PYVJkLmLDY144V015w0Iqn/0wFozgW997H9f/l9ew5k9ex88/vGDpxy+WFOj0eVxwuzS5NDgSa8jG1VJGoLQJLoV0jmnUzMpGoZTCjuPDhsev6WkxPCZdA8R0nvOricNCzAsIgcCOXIFAh7bLoExyRqDFpcEOzggsdMN5PBTFgfMsKs2HgUAiqjjp7pTHZeWwEG4OrTAelEqDS+8RaGZQSJKUHcLsn+oJldUjUL4jLWXGler7O07jV4cGASSG2vybH+2t6Q2AXINCgMRrOft7olRjZi5LpbpW9QiUeimNTuXvCUS1dWo4aMgIdLs03LJghuG58jm/8YLldjZlokegFOx3okDIuEbman3i1AFalGm8iJvrpRLPow4JBJr5nWKfwPwYCCSiihNLg0ss7ZOyRBpxg10Lo0WUBjeZCBKZ7Q8I5B4W0ohZVLV0cXwa/+En+/AHz+3GB2dGAeQuczUb0NE0uQTcyo3Pn79+JOP/U5E4Xjt40bKPX6xCw1Wk134jZrNJd+StmhrcLZx7RoWbFWQfW49eMjx249Vd6Ggy/izFqcG8+VNVZkqDo3HFNh3IkREovK6BHBmBDgnO0BVSRmCn1VODHdxCw8zv1DYGAvOqaI9ATdOqsTtXSinb9jokohyBwBJ7NnBYSOUU09i4RejVmM1sjzkgEUzyujVD9mg0ruDzsL+HFaajcXzmf27F0GSimf+Le8/jpX9xB5bNakd28p7bpRXVx7PJ6zZclIWjOiwekJfh4vh05T54AbkmBie1+j0YypqeOhGOob/iR1ZdlRwW0i28eKQMC7KPLUeNm647FveKz5Vv/jhjA2sXZm9OTEfjJfd1bhQB4dyTuzSYPQKdbjoaN+xN3C4N7UVcF5shBgId8loz8zv161OjmI7GLatUaDSVDqBpANTlv4nIoWJCuU/pU4M5LKRSimls3Owr/PMrpjQYSLwmovHMn2U0rtd8MESj2Hz4UioICCTKVZ/adhJ//PnrDM81O+Ql3/OnK1wK1WLxBXUx8pUGA/JrvxEzAqULcasuuKVzDzMC7SsW18X+gOuXyIFAjzggihng1WQmIxBI3Phoz5H95hQBYeBTR7O8BonrIW9YO4oUOO5q9prum22W1CPQKTdUpN8pn9uF9iYP1i3uxR2Le3D74l4GAfOoxlW0mVd8cuW3+rlEZANSmrqHw0JsZ1wqY8jRI7BZCMhmayuiNBhI3NnMDupGYjpajQMnqQTf3X7S8NiPPziH//jAtYbHi71wkp5vVXP0XCXGTTUMEBcariIODGnAycGVzAiUspGl9gVkD3s/HsdEVmCp3e/BDVd3ic938gbWLszeRGXVhTw1OGdpcAXXQ6oP0vA9q8uCAWYEZnv1D9Zjfk8rXJwUbEpFr6KVUq5CfwD8AYAoEoG9LQB+C8AqAF0AvJf/XnX58a2XnxcB8C8vfwyGeYlsTsoIlDYBZuQaFsJecuWzempwm4lgYTopS5QbQ+vkCu5JF1N2ygjMNSCiln1wpJsP6d9fqfzHbPZNPZF+xlJ/rFJ0txpvQowxI9C2tgj9AW9b1JMz+98jbNR4vq8us1nKDAQWNyyk0j1zyf6KabVTDqe2WFBKiQHPBb0MAhajpvVWmqb9FwD/D4AYgK8qpTYopb6jlDqglAoopeKX/z5w+fE7ATwMQAfwPzRN++MaHj4RmSQtSlJZkBlet8uw8OnKOc1xK0naZOcKBJqaGlxsRiAnB1dUruCtlNVVdCBQmpJoUQbE8FRYfFwaVFEt0sY4/XdCeu03ZCBQGhZiVUYgpwbXjbFgBN/fcdrweK6yYEAeGMbS4OqSzknSmu/0qotITDec810a0JrjZieHhZB8PW1902Sf8FpzwnWz9Pvk87gsL71udDULBGqadguAP7r838eVUi+YeT+l1PMAvolEZuB/0DTttgodIhFZJJo9iQDyXSyzpMwmp1+oWkFqxN+VqzTYREZgMcNCgNyTg8kauYJ7UnlYsVld0qRYq3oijUzJWWC17LkklwZfeb1Lr/1G7BEolwZXbmqwlLVMtfffXj0s/p5uXJp7PI40MMwJmSx2Ip2TetuMvTicnhEolQW3N3lzZh5JN0MYCHQWscKmShmBTnitSTeai72BTbXNCPw2EsG8I2aDgElKqecAHL78/r9TgWMjIgtFhUWpnAl0cnmwsy9Uy6WUkksZcg4LKbzZL3Y6mpN7nVRDrs3cx6Mhw2NShl8+YkagRT87OwYCpe9lodLg7P5pjUDKCLSsNFjInmBpsP18cGYUz+48Y3j8szdchXk9LTnfT7oGkNqIUOVMhY3nsR6hJN/pgy6KGRQC5MoIdPb30GnEntsV6BEoBb+ccENF+n2y6trDSWoZCLwDicEfO0t8/51IBAJvt+yIiKgiYrrVgUBODrZaMBJHLCtz0+dx5czuMdUjsMjSYPYIrCypxxEAnB0JGh4r9s6qlBFoVSBwaNKGgcCI8XtZaFhII2YEShfj1pUGc2pwPfj7LScMj7X5PfijTxuHEKWTS4N5vq+WSEw3lBC6NDkA7/TrK2kCbK5BIYB8Y6yWrSyo+sZCQmlwjgqbcogtdRxwA72SbUmcpJbfsTmX/y51dUm+31UWHAsRVVBEuMtf6tRgQA5CsTS4PFKQoiNPIM9Mj8DiS4PZI7CSAkJ5EwCcHTUGAost75Q3PlaVBtuvR2ChqcFtDpkaLJXnWFUa3Ob3GAZKTEd1x2cn2c0Hp8cMj/1/7l2K/o6mvO8nDwthRmC1BIWbGa1+j7i2O/36akI4d+caFAJwWAjlGBZSgYxAp95AlzMCGQgsVnG7NGtNA2gGsLrE97/x8t/yDoGIbCMmLEpe15UT9oYNG4r6eLkmB1Pppgr0PMtmZrNfdGmwdEHjgDub1ZIzEGhBRmAlm6PXY2mwGAgUyvDqnTQ12My5wcw5X9M0dLV4DRmho8EIZnc2mz9Iqihp7f3C6jnCMzNJrSDsvIFVSmEgEIbXraFH6KNXb6RBIW1+D5qE6yunB9+ltTNvRqC0HjIj0FHEHoFFBgLNrJNObakjXV+yNLh4tQwEHgFwG4DrNU3bpJT6ldl31DTtHiQCgeryxyEiG5Mu7r2eK9kAGzduLOrjSf3pgg6/UC2XlBGYL+uvElOD018TScwQsY7UswYAzoiBwCKHhVQwI3A4V2lwDS92pQyZwlODG2/QhTwspHAQ2ew5v6vFZwgEjgWjDATaiFyiVfj84XEJPQKFNiK1dnF8Gk9vO4mXP7yAc2MheFwa/vknF+MP71la60Mri9QfsNXvkSsuHH59JZYG5xn8IGcE2u+1TZUjXW/le81IzKyTciVN4183l3rtQZlq+R370eW/NQDPaZq2zsw7aZp2O4Bn0x4qatAIEVWf1ABc2gSYxdIV60mBQCmrKcnMsJDWPBmFErHXSZw/Vyvouso5rOLsiDAshBmBeRUqDZbK4qUMnHpXyWEhgDw5mH0C7SOuK0P7Bk0zd/6Qpl1GYvbawH50IYD7/+Id/O07J3BuLHGejOkKf/Gro3j/1EiNj6480vmo1efO0XrF2UGsYjMCpUA4S4OdRXrNdFZgajAzAq9gRmDxahkI/GsAx5HI6usB8I6maf+oadr9mqZ1pz9R07RuTdM+pWnaDwC8DSD59hMA/qaaB01ExZP6vElBH7OkklUGAssjBjbyBAKl4RDZ8vXQkYh3Nm22MaxXk5EYVI5vpfT7acXUYOt6BNovEFhSaXAD9gis9F35LnFycONlVtYr6eff7HVD0wr3AK6H3lbf234q5+vt2Z1nq3w01srVI1C6yceMwGKnBjMjsFGdHQniW997H5/+yy3427ePi62PgOIHzJTKqcNCxB6BzAgsWs1Kg5VS05qmfQHA6wBmIhGUfPjyH2iaFgQQBNBy+U9S8uriEoAvKKWmq3bQRFQSMSOwnGEhLA223JS0KciT9edyaWjyuvIObMiXUSjhFMnKkS5K8yn2zmolMwKH7RgILNBTUxq0IzWcr3diINDCu/JdQgYFMwLtQwoQmZkoD8iBQLuVBn90cSLn217ZfwF//PmVRQ/FsgupCiBnabDDezBPFNsjUAhIsEdg/dN1hYf/97v4eDSRHXzgfADtTV48cus8w3MDwnqfL3hcqnrrtWoVsSUFMwKLVtPQqVJqP4B1ADZffkhL+9MKoO/y3+mPA4mswLWX35+IbE66uJc2AWbxQtV6uTYF+eQbJmLm/bOJw0IccEFTDVJGQz7F3lmVssCsKIWKxnWM5whi1nJqsPj7khY4l3oB5RrWUs+kPo1WTQ0GgO5WZgTamRQQN/vzl24G2i0DfDTHTQggkUX/6v6LVTwaa0nDi9qYESiSgjr5Kh6ka5npWBwqV1o+1YWDFwKpIGDSf/jJPsPzlFJFB49L5dzSYGYEWqHm3zGl1Eml1F0A7gfwQyQy/SSXLr/9fqXUJ5VSJ6p1jERUHmlRkvoDmSVPDXb2hWq5xMbhBfoA5sv88Hlc4gVKPk4tcaiGYoNQlmQEWhCoy5f9ZbsegWmBb2mTKG0m65lSSvz9LLa/ZD7SlMUxZgTaRjml4dL53m4ZgYWyT//pg48R1xU2Hx7EP7x7GmeGjYOX7Eq++ZejR6DDs9mKHRbicbvgcWVe4yrF4Wf17sTQlPh4dr/N6ahu+Fn7PC5Lb5Il1UOLhUqQri+tvPZwCtvksyulXgPwGgBomnYVEtmAbQAmAVxSSp2v4eERURmkix9PORmBHBZiuVIyAvMNDGkvoVxKnhrc+Bc01VB8aXCxw0IqkxGYqz8gkMiwqJVCpfTNXjfcLg1x/cq5LxLTEY7FG6ahtVT67fO44HKVfpMnW7fQI3CUGYG2IZYGmxgkBdh/AxuN6wXL+XecGMZvfuc9bD8+DCCRUffDb6/FtbM7qnGIZRGHhfg9YrDC6RUXxQ4LARJrYizrujQcixd9g5Tsw5tjbdtzZgx3LOlN/b+U10uppNdT2Ebn0UqRrj8qEWhtdLYJBKa7HPRj4I+oAei6KthHaPPmzYa3b9y4MefHbBFO9swILM+U8P0rGAjMs+iW0jdJHBbCO+iWKDYbrdhAoHQBZkXp7shk7kBgLSdZBoUM2vSMQE3T0N7kMZSxTkzH4G9rjItVuT+gudeN2XO+NDWYGYH2If2Om+0RKJUG2yljykwvSqWQCgICieDaH/10P370u+sqeWiWEIeF+Dw52jw0fmAhn2KHhQCJNTH7uioc09Fu6ZFRNUnXyQCw6/RoZiBQzCAt/prYzDrpk86jDvh9la4/mBFYPFsGAomocUiZMy2+RLZM0ttvv214Tt5AoNCbjoHA8kibAqkEO12+zI9iB4UA7BFYSUVnBBZ5Z7VSGYFDeTICwzUsDZbOa21Z5yUpEBgIRdHb5q/osVVLOXfkzZ7zpanBzAi0j0LTs/Oxe0Zgqb0o3z89in0fj2PV3E6Lj8haYjsQv8exPcfyKTUjMJvTA6r1TrpOBoBdZ0Yz/m9VRqCZdVL8fbXRebRSpN+lRqm2qCaGTomooqTyk1KCROnkZtbOLl0pV64yoXzyZX6U8jMWN4a8cLZE8T0C7ZIRGM75tlqVBiulxFL67POSdOHfSJODxR49FjfrlnoEcmqwfZQzLETqExyzUUag1JYg34CIdN/dfsrio7GefG3mlnv1OiCwkI903i4YCBR+D2p584rKJwXPAWD36VHoaW1A5AzSypQG2/2GSqWIw0KYEVg0fseIqKImhQuoNpMX07lwWIj1pFLH1gJTgfNlDEob+EKcemezGoqdGlxsr5Va9AiMxlVGD75qCcd0ZH9an9s4HEcKGjRSIFAKxFp9R17qETjOjEDbkMqzzJYG230DK00M/sT8Gbh6RnPB931p73kM5bmJYQe5+gIzIzBTLK7LQdMC17HSmljLSfdUvlwZgRPhGI4OTqb+L2cEVqYI06lD9qTfJfYILJ4tAoGapt2hadpfaZq2U9O0QU3TwpqmxU3+aZyraqIGNCFcQJUySCIdh4VYTyzh9pc+Nfjm+d1FH4PcI7DxL2iqoV4zAofzBAITn6P6v/fSBlr6XWkXMwIbJ4hVjal94tTgUBRK2SdzzMnKCwTaeziUVII+o9WHTctnFnzfSFzHczvPVOKwLDMs9F/tbPYyEJhFCgK2+z0Z7W0klbo5RrWTKyMQSPQJTCp2ynQ5nPr7KmYEWlyR4AQ1/Y5pmjZD07SXAbwN4NsA1gDoAeAFoBXxh4hsqjIZgcb3l3oVkXlScKNQeW++HoGfum520ccgbgxj3PBboRGnBgO1CQRK2cdS9myjZwRWozTH73EbMo/juip6+A1VhtVTg49fmsKfv3a4Jr/X2aQS9O5WH+5a3m/q/V/+8ILVh2SpC4GQ4bHZnU22z9SstlLLPKXsaPYIrG+5MgKBrEBgCaXkpXLqkL1q3Ih0gpp9xzRN8wB4DcCnwMAeUcOqSI9ATg22nPT9KzgsJEfmxw1zO3H1jJaij0G6s+nkDYiVis8ILLI0WJo0WYWMwFrcAMg1ACmbdOFf7M/BzsoZFlIMqTyYk4PtQfr9M5uV4RE2sADwl28ew796YU85h2UJ6SZEd4sPty6cAU+BbDAAODdmDLTZha4rDIwbS5dndTY7ttQwF+mcbaZXpLgmOvj72AhyTQ0GgD1n82cEmu0vWiwp+BVxQObpdJWuPxpdLUOnvwPgprT//wjAAwBmA/AppVwm//CnTmRjYkagv7w7Y9Kmm6XB5RGnoBYI2OYKFH5qVfHZgIBze51UQ7E9AostsWgSAodWDPMonBFY/ddHrmmb2aSeQI2UyVatZt2dQvZNqRNdyVrTwrpbTmlw0msHBmpeRi9lBM5o9cLvceN6ExOBp8Ix25awjwQjhrYb7X4P2vweObDg4BtyYpmniewuMSPQBpmuVLqgkNiQ9PFoKPX7LvYIrOqwEHued6wk/S4xI7B4tfyOfSXt33+glPqKUupVpdSAUqpxrpSJHE7sEVjmnTGp9Chfyj4VJgU3pBLsdJeEHkMA8EAJZcGA/ZvH17NK9wisVEZgocwvu/QIbHVgj0ApCGv1sBAA6G7l5GC7EkuDTQYCpRs/STFdiT3sqkkaFtJ1OTv1q7fMK/j+urLvcIiL49OGx2Z1NgFwbs+xXMQyz2ZmBDqRdMM8KRzTUzeoxHLySg0Lcejvq/S7VInrj0ZXy0DgSgAKwGGl1F/W8DiIqILkjEBODbYbs8GNdMtmtomPz+spviwYALzMRKiY8SJ7BBZbYiFmBJYZpFNKFcxkrEXzdemmgxQ0d2SPwAo0624XMsh5vrcHKdBltkdgrtLgpFr/rozkGBYCAJ+78SrMS2t/kWtwhNQaxQ4u5AkEcmhXJnkCrJmMQGlqMM9b9azQunN+PNEOoPYZgY3/+yr9LnFYSPFq+R1rvfz3uzU8BiKqsMmwcUEsd1iIFHQIx3TE9cZPh6+EWFw33F3TtMKZHWuumWF47D9/ZkXJx+Gz+RTJeqXrqugNqRUZgVIPl2JMR/WCG1DblAYLwY9GzwisVrNuj3BeiPFcbwtSRqC0PkvylQYDtf9dkbKRk/0qm7xu/NPvrsPvbVyEr6+9Bj/7F7fj6hnNhudLN9js4OK4PCgEcG6GUS6lToDlsJDGU+j3OZlpW81hIU79fWVGoDUqk6dqznkA8wE0/quVyMEqMSzE5dLQ7HUbNiGhaLzsj+1EUgPkVp8HmpZ/o3bdnA48fvsCPLXtJADgruX9+Praa0o+Dqf2Oqm0iXAMxbaqKvaCStr8Ry4H53NlyxRiJouxFr1BxYxAqUegUD5WbK9GO6vWsBBpMENc56WjHYiBQLNTg135g8a17qcp9SdNZgQCQF+7H//m/uWp/0uTw+srIzARyPS4NGgaMtYMXSVuGBbK4mxEclDHRGmwEKBhILC+FcoITP5eTQjXLp0myslLIb7OHHADXQ4EOu/8VK5a7ph3AlgAYHmhJxJR/ZLKe6yYntXiEwKBEQYCSyGXOhbezGmahv/82RX49saFmArHsaC3teD75OPUO5uVJmU0FFJsiYXLpaHJ6zJk6JUTnDcTCLRiIEmxpMC59DWKGYFChnS9qtawELcQMIrxBoEtlDMsxFXgBkEtg2jRuG64dtE0eXBNkjQwyL4ZgcZAYDIjUNM0+Nwuw0Y7GldwYsLN8UuThse6hEnm2aSbIrVoZUHWMZ8RWFo5eSlylQYrpQrezK9n0rAQTg0uXi1Dp393+e9bNU1bUsPjIKIKqkRGICD3IeLk4NJIFzfF/Iz625vKDgIC7E1UKcUOCgFKC+hIffLKGeJjKhBYg9JgaXKgFDhv9B6B1RoWImcEMhBoB1Ig3mwgEJBL6pNqWRosTaXubPbmzW6WAoF27WWZr0cgIA9ycepNud2nRw2Prbyqo+D7iZlaNh0eQ4UppcSbgOkujE/n7G1cqR6BbpdmOC8p1fjtM5gRaI2afceUUm8B+N8A3AC+r2laad3liciW3j81glf2XcDp4aDhbZYEAoXNhlSmRIWJE4MLDAqpBKc2Pa60YstRNS3/RM9cpGBYOcF5c4HA6v/OT4o9AjksBKhQRiB7BNqW9PvdVEQ28a0Le3K+rZa/K9JU6hkFssDahDXTrqXBFwO5MwIBOTs/HHfe9dXF8Wmczwqaelwarp/bVfB9OTW4sZjpQ34xEEI4Zuxt7HO7KhqkkvqtNvq1c7WGlTW6WtfQ/QsAXgDfALBL07R/B+DnSil7rpxEZMofv3Qw1TdOUu6wEIBBIytNCVlbUmCj0qTgE3+m5Ss2I9DvcZVUUiIFAqUgs1lmSpprEQiUewQav3apFGhiOtowJTvisJAKXIgzI9C+QsJroJjyrCc/txIDgWkcOB8wvK2WGYFSf8CulvwZPdKaacfSYKUULkjDQjquDDthm46ED84YswGvnd1hajK2PCzEecHURmEmu/fC+HSO4TKFe26Xw+c2tmWJxHSYqGCvW9L1B0uDi1ezQKCmaW+m/TcMYBmAHwOY1jTtMIBxAGau9JRSalMFDpGISnB6eApPb88dBASsyQj0CheqDBqVRpyCWoNei9x8VEaxPQJLLe9sFjbCoWhlS4NrkWGRa7hOtiavGz63KyM7IBpXmI7qpjaSdletYSFSOSYzAu1BCsQX89q+ekYLfv776/F37xzHn/7iUMbbaplNJ00MTh8UIpHWTDtmBI6HooagQbPXnTHcSFqLnTi46wOhLPimeV2m3lfKAKtFKwuyhpmg/sXxafG6pVL9AZPEa+cG3w9JbSlYGly8WmYEbkRmoE8B0AA0A7jB5MfQYC5YSERV8sL7ZwtOKLUiEOgTU+F5OihFqcNCrCaXN/BnWq5ip2+WejHVIgSByumRZdupwcKGIFfgvL3Jg+Gs7KKJ6WiDBAKrcyHOqcH2Jf3+FdMjMGlmR5PhsVpODR6ZMp57uguWBksZgfbLAJP6A87ubMrIWBL79TrwppyUEXjTNd2m3leeGmy/1wOZY+ZaJhiJ4+MxY7Zte4X6AyY5radnXFfi3qCUljZOV+vvmJb1J9fjuf4Qkc1IJT7ZWBpsL5Ua6FIsbj4qo+iMwBLLO6XgcaUDgbUoDZZL6eXgh9QnsJYBDitVa1iIODWYGYG2IGVllJIVard+mlKPwO4SMgKlc0WtSROD0weFAM4LLEjCsTj2nzNez940z1wgUJ4a7KzvYSMx+7t85OKE4bEOC/Y8+Titmkb62kptaeN0tcwI/GQNPzcRVch54W5YukTT3MwLpCeeeKLoz8MJs9YJSsNCatEjkOXeFVF8j8BSS4OtHRZiqkdgDTIspOBmS86MQLlPYCMoJyOwmHO+mBHITGFbsCoj0G6/J6NCj8DCGYH1MSyk0MRgIFepobOy2fafCxiuKXvb/Jjb3ZzjPTJxanBjka6TJYfFQGBpGYFm10k5MaJx10jpBjD7A5amZoFApdTbtfrcRNUUmI7ixT3n0eJ149PXz27ok9V0NI4Tl6byPseKbEAgx8LXwHfAKknMcOLU4IYhTQ3ubfNhaNK42QVKL++U+uRVPiOw+q8PaXOfKyMwve9WUqNkBErZLZUYFsIegfak60p+DZRw/pAy0CdrWRos9ggsMCxELA223+/6RWlQiJlAYMw5v3NjwQi+/p33DI+vuabLdNaRX8wIdFYwtZGYzQg8PCAEAoXrACs5LSPQqnWHaj81mKihjQUjuPvP38HQZBgA8L0dp/BPv7tODHg0ggPnAwU3aFaVnPo87CdnFWmzwmEhjUPKCJzd2ZwzEFjqzQopI1DqP2mWXUuDxQzaXBmBfntlOllJnNpXgdJgTg22J7ks2AWX8PMqxHalweLU4PwZgVIWvR0DgXJGYGaWm1ga7JCbcmdHgnjob3eIQ6HMlgUDuXoEOuN72IjMXsscHZg0PFbpYSFOq5ASqxEqcBPSCfhdI6qgp7adSgUBAeDDj8ex9ehQDY+osj78eKzgc6wKBDJ7zDryFFQOC2kUUoltdgZIupKHhVjcI9BMSXM99gisZYDDStW6GHcL5wVmBNaelI1b6k0E25UGB42fu9DUYDGr0YaBwIsBYVhIh5mMQGdcX/3Za4dxXgiWAsAdS3pNfxy5NJgZgfXK7OAfKQDXUelhIQ77fRXXngrchHQCBgKJKugvf3XU8NhrBwdqcCTVsffsWMHnVLI0uJHvgFWSNAW1Fj0CvcJQgEhchyo0hprykkpRr+rK3efILoFAO5YGK6XkHoE5fl/sFuCwUrWGhXBqsD2FhKBGKf0BgRwTdyPxmmV+isNCCmQESu007Dg1eDAQNjxmZliIU2607slxHfv1tddg5VWdpj+OdC5kRmD9kjIC581oMfW+FR8W4rDfV2YEWoffNaIKyXU3phYZLNWy9+Pxgs9pZ0ag7UwKm5ValAa7XJq46Wf2T3mkjMCruvJlBJZaGmx8zYQaqDR4PBjFrtOjhuCEz+0S78gDDswIrECfHg+nBtuSVYNCgEQfSCmrtlZ9AqXf0UJ9vsRgpg0zAqVM666WzBsWTsswSjc0YQyU/ufPrMCTn1tZ1MeRAhMMBNYvKai/uL/N1PsyI9Baco9AZgSWoqI7PU3Tnkr7r1JKfTPH28qR8XGJ7OKjCwHx8d62/HeV69V4MIqTQ/kHhQDWZQT6pDLSBl74Kkm601mLYSFA4oImlrXBjMT0hu2rWQ25egTmUuqdVSszAsOxuKlsv2pNDd51egS/8w+7xL6KLXl+V6QNgJlpyPWgWhfjHuFczx6BtWf15Mb2Jq+hTcVEOIrOlspuoiXimlggS14cFlLGjZBKkc4/2ecpseLCAddXoUhcbJXyjXXzTQ8JSZJ+F1gaXL+kc8Kivla8eajw+1a6R6DTMgLltYd7hFJUOuXjGwDSr9a+medt5WAgkGzngzOj4uPllMrZ2b5zhbMBgUr3COTmsBRij8AaZAQCyZ9r5vE08gVNpcV1JWa3VK1HYIkbHzPZgED1SoP/f788nHO4Sr4AQWNnBEo94qozNZjn+tqTSoPL+fm3N3lwMev+aS1+V3RdieeVQtmO8tRge13vxeK6Yb3XNKAt6xwmZRiFHbAOp/f0TprZ4S9pAA6HhTQW6Tp5bncLfG5XwbZElZ4a7JUyAhv491UaVMaMwNJUY6eXPHtKV23Fn1mNeDVItvTBmTHxcTuWiljh3FjQ1POkjMAnn3zS8NgTTzyR9+M4beGrJHFqcA16BALs/VgMpRRe3HMee86O4drZ7fjKzVcbshak0ro2vydvqUqpWT1SnzypfNAMKWvF7dIMmWClfvxiKKXw7omRnG+XAqBJUm8gqWdjPZKyW8xejBdzzmePQHuSsjKkyeFm2SVonivAWSgYJJU2T0ViUEoVnU1WKdL3s93vMXxtUhDLCRUXl4RAYG+bv6SPxUBgY5F6abf5PVjY14pDFyfyvm+pGYFm10kpI7CRX2tyNQIzAktR6Z3eYyW+jajufXBazgiU7io1gkDI3AU7ewTajzwspEalwZwcbNr//81j+O+vH0n9/8SlKfz7B67NeI5UFtzR5Mmb8WllRmCpNz7GhfPJzHa/YZqj1KfOaoUmf+b7Xjb0sBDpYrwiGYHsEWhHVvYIBOzzuyKV85oZnuVxu9DkdWVkEyqVqAKpVYZ9NnE9EG4KiT3HHHB9dUnoD1h6IFAaFtKY1/9OIFfOuHHdnM68gUCPS8PVJoeKlMrnka6bG/f31eq2FE5W0ZVJKfW9Ut5GVO8GA9M4NxYS3yb1mWgEZkv5rCoNlgNGjbvwVZIU6LDq51QsKdPTCZkIpfiHd09n/P+Z987g/7xvGTxpQXLp97Kj2WsoBUtX+rAQ4/tJ2TVmSBmB/R1NhkBgNUqDx4L5z235+mlKmQCFPl49UEqJPcOkzIRyyRmBDATWmpw5V/pmTKoWKBSEr4RyApxtfg+mo5ktBJ7aehIblvXh+rldVhxeWaQbttI5yitcXzmhR6BUGtzXXlog0OvWoGmJYHBSNK4Q15XY7oDsTe6l7cGqOZ340a6Pc77fyqs6Kh6kktbdRv59ZUagdfhdI6qAXP0BAXlCayOQ7jRL2ixqmssegdZQSol9K/MNQKgk8YKGAV6DYCSGwazshYlwzNDHTs4I9Ob9+VraI7DEDGgpgDmzw7ghq8bU4NGg3BswKV+2kLSJHJyYFp5ZX6QLcZ+7cPlkKaRNMzMCa08sDS5jw2uXMnpxPTSZIS+dC/7760fw+b/ahmd3nin72MolZwQaj9nnNn69jRxYSBqaMJ7rS80I1DQtR3lwY+4BGp3U77PF58F1czrzvt/qed2VOqQUp1VISb9DDASWht81ogrI1R8QkMswG4HZSZiVHBbihAtVq0XiumFT7XFpFcnsMYM/V3OGcwyuyM5oEDNAmj3wul1i+RdQxtRgr3U9AqVAYE+bH9kxoZiuEKvwBe9ooYzAPEGC3jYfstuDjQajdb8ZFO/IV2hqn5gRyJs+NSdl45Y7NThbLUqD5Rtj5q5bcpUAKwX8z18dhVK1fd2KE4OF77u0NjRyYCFJygjsbfOV/PHkycGN/31sRHJGoBsrZnfkzfBcPa+rgkeVIJby/7/svXm4ZFdd7v+uGs88n9PzkHRnHkkCIQkhCfMoMqiAAyAqCirCVbn6UyPK9YqoXEAcGUVEBVGQMA9JSAIkEEISkk7SSXru06fPPJ+a1u+P6uquqv3uvdeeh1qf58mT7l116uyu2rX2Wt/1ft83xfNmPv/QrcFu0IVAjSYAHj6+aPpYWlODVVuDmSG4G2gLaQdMVP2G7XL2FnORmZvrz1UNZmoOkEKgiSIQMC/Ku20NZipDt1YIbDwZ7M7ThRXzqvOTeTtFoEWRIJfNUEUJ86JKEnxHPpiJuFYExhPWGuwpLIR8jyIJC2GFQOXWYPPnHVtYj9wWwItHYJrDBxr42RoM6MCQNEHnyoUcugtZnDPRZ/pzV4SgCOSenum9R1KPQK0IdIV+1zSaALBa5DEj6jSg2sKjPQLjBU8Mjm5nTYeFqDFtMsYYWoNNPAIBc2+7LreKwIBbg80KgUEnB8+tWBcC7b4vrKX5xGLCC4FE1RJUa06OjAk6NTh62PfOd4/ASFqD3Ydn2YWCnIjYFkDVI5DdhzvBooPN3cddtgYDnRcYMrmwjps/9yB+9zM/woNHF6I+HV/hIUL1z9esPXisr4jtw92BnhfQeZ00WhHoH7oQqNEEwKzFwtFtimbcUW0N9is9T3sE+gNTCESZcNhpLQ5umTEZY4yKQLbwq3++vSbedm6VXV100VNzFezAxpPB7jzd9Q3aJ9C2Ndjm+7Kpv8twbGox2T6BVBEYUGuwTg2OJ357BMalNdiL0tFuLJiKeANA2SOwQ0O7aGuwVgQqsV6u4iUf+DY+/p2D+I/vH8HLPngnHj1hnqabNFZNumcA4BKTQuAVO4dC6a5h11ma581hbkSmHf2uaTQ+I6W0NJcvV3naYtIJvTVYh0r4AtsBH/XgieOVTjM9doupInCp3SPQXBFo3hrsbmqQyQhaCHDTHmyqCCQL8qAVFnatwWYF1QYTA8ZC4ImEFwKZP1xQrcE6NTie8NRg98sKNjeIojXYS1iIVRo7EP333otHYCfMr9oV9YD7sBCAb46EEXAVBV996ETL+1etSfz7PYcjPCP/KFVqhus/I87MlS7ZzguBYQSFAJ03b16nG5FaEegGXQjUaHxmaaNiq0xz65sVZ5RTg3VYSKxoT54FgAmiYAoLXeBVQ10RaL7wM1OveFF2sQWzm9Zd00IgKTaxopSf2CkC7RK2aWtw4j0CWVBEUIpA7REYR/xXBMa5EOgtLKQBu9+GCVWIE4/ATpxfrZerWG7r2MlmBIbI+6MKC11La4HmH29/3HDsw3c8GcGZ+A+bw/QWznhpX7hlgP7c5TuGgjyt03RaJ41WBPqHftc0Gp+x85MCYJhsJJ2NSlV5Ma66s25HIac9Av2AKQInPLTCeKWTJs5eMA8LafcI5KnBgP9hIQBvoXPiE7iyUcEff/7H+N6Ts4bHBrrytNgUfGuwN0XgphQqAnlYSIipwboQGDlr5J7vLSzEWHBR3WD0kzWyUav677IKCwGiDwniikDSGtyBhUDaHdFbQMYiEdaOTgpdqaTYmof6AzZ917vyWTztrJGWxwe786EVAjtNERjm/CPt6HdNo/EZM6VOM2lLDmbFBjP88svotBtfUDCvsgmiYAqLvA6BUWLGh9Rgs7AQLxMqVhRzMt694z/vx8fuOkAfMw0LCbgQaGd7YLe5wQrrUXuFeYXvyOvU4E7C77AQpgiMYtOUKgIV/122YSFRtwZ7SA1OuzLf78RgoLO8rDMheOFFBeviap/rvOMF52O4p/5dymcF/r8XX+BpY8QJtOAc4Pe1VKlByuiuYyY88XLv6WSic4TXaFLKLPEYaSdtgSFscpkRQPtajSk73EInWJV0TrCChCnLomwN7rQWB7cwL6P6cXWPQLNFq5cJFZv4rpXVxrv1chVf/fEJ08fNCoHBtwbbKALtwkK0ItATORIWolODo4cpcf0uBMalNVh1Qd8T99Zg1dTgDrwPM0WgF39AoLOUlWYq7dVSRbm1Pq6skKCQdkuQK3cN45v/60Y8fHwRO0Z6sGOkJ6zT4500AVxna6Uqfu+z9+OLD0xitK+AP33ZxXjOhZt8/z12aEWgf+h3TaPxmVmbRSPAbypJhhUbLto6iGvOHm059qs37PHtd2ovOX9gyiSvu+Be4J+rLvC2Y6YInF0ptUzI2UJ6sFEINE0N9tcjUFURuLhWNv0O9xSy6OvKUQ+yoFuD51esFYF24w5T2Ca/EEgUgQHtyOeISjjNbWhJIYzU4OWNirLyZKNSxbu/vA+v/sfv4E+/8BAWVssoV2u4+8lZPH5yWfk8mNJRtZBh1xoc9fdeOTW4A+dXfgeFACbpyyl9H83sSo7NJ/teB5i0BpMxYbi3gGv3joVaBAS4VVIQ39eP3Pkk/vu+YyhVazi+sI43f/JePDm94vvvsYPOPwLqSEg7yS7RazQxZFahNZjdVJIMa50b6M7hfa9+Cv7siw/j0Mwqrt0zit949jm+/U5WrEjrBCtIeFhIvAqBQexsJplytWYaYFGT9TGoUcy1Sok0DQvxMKHyUghcslBKv/TSrchmBFUcBakaKldrlucFAOdv7rd8fLS3iGxGtBRoF9crWC9XE9vOwlqDu7RHYEfBWvK9FAILuQyKuUzLIq9ak1gtVW1VtwDwri88jE989yAA4LtPzOKRySUcm1/DE6cWqr9+01789vPPs30dvuhXbA22KRhOLW1ASumbRYpTrBTizXSiIpC1Bo/1Fzy9ZqeErqyXq6Zrn8mFdeyd6Av5jPxllYg3ekNq+1WhkDWeSxDrodsfPdny91K1hnd85n78x69e4/vvsmLD58T6TkYXAjUan1EJC0lbajBNouvKY6yviL/+6csD+Z3aI9A7UkpMLRGPwJi1BuvPtRW7MWZ6eQPj/UVUa5IWsfq6GmEhJh6BHiZU3dQjUG28WzYp6P3ajXvw1lObCCyB99j8moMzdMa8TWLwtXtGsWWw2/I52YzAeF8Rk21qoKnFDewcDVc54Be0NSfE1GBdCIweWggseLsG+rty2GhTZi1vVJQKgf9z/7GWv9+xf7rl73976378zFN32Kp1uCJQNSzE+jxLlRoW1soY6vFWYHJDpVrDStu/TQigj4zZnXgfph6BASgC06istPK8PbYQ3P05LHhYSHxKKMxbO4iC8w8OzhmO3X1gFnc9Po1r94z5/vvMYPcerQh0hy6fajQ+oxIWstwBrcGDZJfZT3iohF4cOmFpo2LwVyvkMrRVKCw6yVPHLWYtOA0aC5ol0gbWX8ydLqyYKwK9hIW4VwSyYICnnz2Cd7zg/NPKuW3DxqJbsIVAPp6/5NIt+LUb9+BDr7tK6XVYAfMEKcInBebLGNREnHkElrVHYOSsk++112uAFdJUAkPWSlXbon1NArc/dtLyOYBJWIhia7BKwTIqn0CmnO4v5mgqbifeh8MKC0nj+9i+ydXM8RS0BrPN16GA1zhOCEPBK6U0Den60y88HOrmHLPXstuE0XBiXwgUQnxHCFEVQqRLQqVJLSqtwaspCwvhrcFBFwI7Y4IVJMwce6K/GFnbEqCVniqYBYWcebz+uVJj+KbvZRCtwTQsRLU1mCxU+4qt48jWIWMh8EhAhcCppXXce8i4A375jiH8zWuvwDtecL5ygWAiZYEhYZp1Z8mmT1Vv+kQOVwR6KwSyVnnWht6OXaBPg0Mzq7bPWfXw71IqBEaUGK6aGAx05vwqiLCQTrGwOW6h+rN6LCmwdd1Ib/iqXjPC8NZmnV8NHj6+iDvbFNhBwrpM2sNbNGokpXya3kxyTepQ8whMmSKQTTBJAqAZN9xwg+Pf2YmtK37DFiRR+gMCQJ6aHutFfzNmQSENppfqYxD7XjYnc8YtLIQpf9qTRLeTQqCfisDF9TI+dPsT+PKPJ/HoCR4wMNzjfJODKgIjKgj4gVezbidjPvMINFMmaMKDqUK9eAQCfOxZJ0XndlTmXYBax8aaB49AFVXKz334e3jehZvw/734Auwa7VV6XT9QTQwG+OeQxpbWZoIICwmrZTNqrDa1ji3Ee8Pr24+dxANHF3DptiE84xze3spCIIdDaO9XvU/S76vCuOkEu43Lu5+cxTPPHff1d5rB1tBaEegO/a5pND7TiYpANsF00hp84403Ov6dWjnmHeYPGGViMMBbkvTn2gprYWKP2xnDs2I6ANoqpgpTyCkXAknhsn1yxxSBkwvrqNYk9ZJzQqlSw6v+7i7TAmADNwuATcR3cyrRikASFuLAI9DJmK89AuOHlJIqAr2G37DkaV8VgbMKikAvHoGKG6BffegE7j+ygDvecRNy5J4XBKqJwYAOC2kw1uet2NMpG9aTC+ZzkuMBWnd45UPffgLvuuXh03//gxdfgF+6/mzD8+ZWjN+dMBSBqvfJMLwoJ20Kuj86Mu/r7zOjXK0ZxqKMCK4jIe0EXggUQvyRx5fYbvdaUso/8fg7NBrf6MTUYNUkOj/RHoHe4a3B0QWFALrAq8KMTWtww0OQK3XPfC9z5DvkFaYIYgobBlMEti+se4s5DPXkW/zAKrV66I1daIcdtzxwzLYICMCV0f+mtLUGU7Pu8FKDtSIwWlixrJDLeC7Gs2uItaG3o6oIVGkNZlYGqq3BfcUcLtk2iAeOLtg+d3JxHT86Mo8rd40ovbZXrBLk2+mUkIsGtZqk9x+vXted0mI9uWjVGhzP+5yUEh++48mWY3936+P4xevOMmyGxr01mG3ArJX8vc7s5is/OjyPWk162khWgd17egu5SC2NkkwYisA/BuDHjE0AuNnkMV0I1MSCjUpVydiaGZ0mGbuCQxBwT4z0TbCChJmWR90a3IlKBKfYh4Wcag2mHoFnbvtO2vdV8dIaTBOOSbvH1sFuQzDA0bk1z4XALz4wqfQ8N63BEylrDaZhIR7VYGZoRWD8WCHfVT/GE9ZeztSn7dglqTeYXFzHerlqqVz0EhYCAH/8ExfizZ+8V+n7baWk8hsnXs6dUsBqsLRRgWwbUnoLWc9qTV5QTd/YZaUWW96oYHG9HPiawCmrpaqhSDmzUsLR+TVDsnjcC4Fs3qW6AauKXSFwcb2CAzMrOHu8z9ff2472B/SXMHWUwsN/Vq+h0cQGJh9nsIEsyUSjCOTKMdk+m9OYQhWBpGARJrrAa4+dInB6SU0RuGe8D2eNtXpUveTSLZ7OrYcU7tRbg+09AgGeHHzUY/vR8kYFtz1qnygKAEMuFgBUEZjg1OAww0JYanBFpwZHimrR3imsvXydqE/bmbNJDG7myJy5KrBW4y3PTrwPr9w1gtt+5yZ89/eejY++4amWzw1zLuhkwzaXEWgX2NRkegvwSw6CVJzQKenLdm2jdo9HASuMA8D+k8auAOoRGKtCIJl3lauo+fh9VdnYCKM9mAlpzPyuNfaE+c5JAHcDcDoaXAGg/9TP3+73SWk0fqLanqKiGkwS7IY6aOI94xfZjEA2I1ompvLURDWIlsc0wjwCo28N1i3fdvjlESiEwJ+87CK87d/vw/RyCedM9OG3nnOup3PrIQtm1cUubQ0mxYVtxCfQayHwW/umlBdobhSBzHvTrqAbZ7yGhThBKwLjByvaq/rjWeFaEajoEQgAB2dWsXeinz7GgkmKLlqeu/JZbB7MYnnDukAZ5lzQTiHejBAChWzG8N6XKjXPydBxhL03bBPKKZ3gEVirSdpd0syx+TWcu4l/56LCrBD4+NQybjpv4vTfpZRUcTwSQliIKtmMQDHX+n2Vsj6eOVEzWzGpYGXyo8MLePlTtts+zwtMja4Vge4JoxB4GMAO1At5owB+TUr5DdUfFkJ8B8DVACClvCmQM9RofIIVAtsHZ0BdIZMUWKx8GG0A+awwLAjLVYmA1qOpg6UGxzIsJIU76F6wKyDNrJRQq0mT72Xrbf/6c8Zx2+/chOWNCoZ7CqYBIqp4Sg1mxQXVQuCct0Lglx48rvxcN2Eh7N/BlEdJwWtYiBO0R2D8UC3aO6VIriGVQqDqJixgHRjiJSiEMW6zsbZExrygcGrhUiBz17QWAqki0Ic5bCe0WE+vbNiOx3H0CTQtBLYpAhfXK4Z/X3c+G7vvQW8xh41K6zi4WvKvEKjiaXzf4XlffpcVzGPfr39jJxJGa/CFAD6IeiFwD4CvCiE+LoQYDeF3azShMrNiLKy0e00AfEcjqUgpI2kNBnQbqVcS4xGoP9PTSCnpONNMtSYxv1bGEVIcY+bnvcUcNg10eS4CAtxUX7XgRdsNFVuDj3lQBK6VqvjWPrW2YAAYcqEIZG2zpUotsco23hoczMIoQ9oUpYSvbU8aZ7ACVl/R+z2/iykClVqDnSkCzWBBIV4WmXa+iawAFRRO52lsU26jmtzNCyvYppkvisAOCD9TafuNY3KwaWvwVGshkKoBY9QW3IDZF6z66EevUgh86Nhi4IVu9m/qjVlRNkkEXkKVUq4A+A0hxL8C+BCACwD8HIAXCSF+R0r5saDPQaMJC3bD2DHcbbixpCksZLVUNeyWFXIZSzPudm699VbDsRtvvNH25zphkhUU6+WqYSKUEcBoX/w8AvVneoaFtbJSq/TSehkPkuTKcwJuz6FeNV48AklxYavPrcG3P3bSUKwc6sljsDtPiwZuUoOFEOjOZw2/Z71cRa8PSqqw4WEh6oVkp2N+LiMM132lJlEIOKFQw+GKQO+LMfeKQPWC2mELRSBXm7j/dwkhcPZ4L544uUIfD7U1WEEh3gxva01n8T0oj8A8S8FO2XxGpRB4LFGKwNbvKvMHDKsQ6OQ+2UvGXzaeuaFSrVFP8f5irmUDt1StYd/kIi7dPuTL72Wwf1MS51BxIbR3Tkr5HSHE5QD+AMA7UG8T/rAQ4hcAvElK+VhY56LRBAVrT9k+TBSBKQoL8SMx+LbbbjMcUykE6qKRe5jP3Ghf0bEXkt90QiuNF1Rb4J6cXjF4uuQyAudvDroQyNLrFAuBqopAk9ZgKSVEu3RMgX3HlwzHnnPBJmSFoIVANx6BQF0t2V4IXEtoIdBrWIjTMT9LCoFJVVOmgWVy3/fHI5AUTlQUgWRcHOrJo7eQM2wSHAyxNRgAXnLJFrz/m/vpY6w4FxSOFYEmKuY0wt6bwBSBKXsPVZRiB2d4ITxKFkwChmZXSphdKZ0u9s0SK5awgkKc3Ce9bMLaMbNSQvvtdqgnj6t2DePrD0+1HP/R4flAC4Hs36TDQtwTZmowpJRlKeXNAK4E8D3UU39vAHC/EOKPhBDxyhbXaBzCdo52jBgXraulamrSbZnJctBBIQ3yORIsUUnH+xo0cWwLBoAC+0x1cfc08ya72O1854kZw7FzNvU7Uuq6gS2aVTc+VH3HRnuNXoYrpSoW1yo4MreKB44sKCWNNmCt1udv7seFWwfo850kiNr9nGqRNG5sEEVgkNeWTg6OFyvkuvWjNdhNWIiUks697njHs/A/v/EMw/FDs6umbeXs++jVC+w3nn0O3nLTHvpYrD0CO2hTjn0OfngEsvlM2qxOVEIkfnxsMXYbN2aKQKC1PZgqAl1uBgYJ92f2Z3xhqs9N/V24cOug4XjQfpA6LMRfQi0ENpBS/hjAtQDeBmAVQBHAzQB+JIR4ZhTnpNH4AVPrbBroMkyoqjWp1O6SBNjNNAx/QEB7BHqBKSjGIm4LBsxUnvGaQEaJ2S52O3ftNxYCL9nGC1t+4ntrMFFlZDKCqgL/9JaHcON7bsVL/+YOvOQDd1i2ADYzQ74Lo30FXLd3zHB850iPK9UhwMM0nBQs4wRPDQ5uSsmS4OO2sOwkWOHEDwWVm+/IaqlqKFAVshn0FrIY7smjv20zoVSpmaacckWgt39XPpvB7zz/fHz6V68xPBauR6B6ajDQWep8ViTt96MQmDUWKNK2sanSlr9aquLJ6WXb54WJVSGwOTCEewRGP1duh41TftlQMdXnpsEuai3AbEP8RCsC/SWSQiAAyDrvA3ARgK+grg48D8C3hBAfFkIMR3VuGo1bWJrnSG+B7lakJTCEtpuEkBgMaI9AL3BFR/Q3005qR3LD/Jpaa/ADxB/wkm3G3Vu/6cpnDMEOKqEYG5WqoYifywjT4tLWIWMa52d+cOS0X+n+qWV8+I4nlc55hrTJj/QWsXeiDzecO95y/KWXbVF6TYaXIJW4EWZYCKCTg+PG8gZpDfYjNdiFIpAFhQz35iGEgBCCBraZtSoyBY1f6aDs/WGbH0HhdNO2k4K7qCLQh86WPNnASNt8hq0BGGxOEiWeFIG98VMEMo/AtbI/4wsrBG4eKHIrBzI38BPq46oVga6JrBDYQEp5SEr5QgCvAzCLekHw9QAeFkL8fJTnptE4hU1IR3oLdLeC7WocmlnFrY9MeTK+Dxu2k8qSSYNAewS6Zy3ABY8XWHF31afJTBqYV1QEMi4J0LelQSMUox27FhW2IO7rypmq75gisJ2P3XXA9jkAV3KPnvIA+sufugyvvXonnnbWCH7z2efgbc85V+k1GWlqDaZhIQEqApl3qVYERgf9vvpSCHQeFjJHFEnDTYE+u0aNhcCHjy/S16KpwT61vDPFZFitwaVKzbDpkBFAn4WSppM25QJTBNJiarrGLbY5ybyIHzjCv3NRoVwIjNAj0AnUlsUnRSBr/9400IUiGRuD7nbjqcHRixiSSmzeOSnlJ4QQXwLwfgCvBjAB4GMA0jVialINW1CO9BaU0pw+d99R/M5n7kepUkNvIYu/ee0VuOn8icDO1S/4LnNIHoFkt1UXAtUIwhTdD0ZJy8X0Usl1EETacFsIDCMopEFPIWe4vlY2qpYLK1V/wAYsOdgtZuM2AIz3F/FnL7/El9/DPPRSpQh0kBrsFOYRqMf66FAN9nEK+460twZPLa3jb765H6ulKn726p00cKM51XPPeJ/h8X/53iH8wjW7kWkrMAd5X2TjX1itwWyeNtidN/z7m2FF2bQqAmnbtA/Xcye0V7Nr67q9Y9g32RrC9WDMFIFWfsstrcFE4DEay0Kg8Xr1a6PxxKKxa2LTQJerjRuvUI/AGKxdkkrkisBmpJTTUsrXAngpgMOoqwNjdY4ajRm1msQcWaQP9xRMvBvODGa1msRffPmR0xOElVIV/+8byQjSZu3QYbUG80mW3jtQgS144qAIHOjOGVSBa+UqbWXuRNike0RhUhpGUEgDthHAFBfNMGWMVSFwot/YGuwGs3Fb5T11ClMEJtEjUErucRtka7BWBMYL6hEYgiKwVKnhpR+4A//8nYP4zA+O4FV//x38+z2HDD/TrNh5wcWbDY/vn1rGrY9OGY6zwny3T2oTNp6tlKqhXMdmhUArOqGI1YAVZP1QBLLrOW0bGOzaesY5Rn/dHx9bMA3piQKrluaj82uni2hso7BZcRwXej0EtdlBPQIHuug9P+g5Dfs39cbA1iipxLLIJqW8BXXvwPcBuO3Uf7dHelIajQ2L62XDhK63kEVXPssVgU3y5uOL64Z24B8dnk9EsvBBYsi/bdg/tY4VrO0ibZOsoOAtUNHfTIUQGCfpxSdNzN07jXmWTK7wfQsjKKQB2wiwasMBnCsC2TXCsBtDF9aM43ZfMRdI0TQtHoHlqkT725rPClqs8wvtERgvglIEMlVps/r0zsenW9Qp1ZrEFx+YNPzMcFOq58XbBvH0s0cMz/mn240eoszCwC+1STYj6GKdvZd+s0DaN+0KgZ3kwcxUpYO+eASmv5jKAswu3TZo2BhYKVXxxDT35owCqzmJlGeKX1YdA3GCbVioBrXZwT0Cu2i4U+CtwSwsRBcCXRPLQiAASCmXpZRvk1Le1Pgv6nPSaKxgyZMjffWbBfcIPDPxmFzgnoBJWCQeIqbbu0d7Q/nd2iPQPfxmGr0iEADGdCHQFNbOsn3Y6IHVThj+gA3YAtPOUNzMI9CMCcVCoF2CHR23A5rkc4/A5I1XYQeFAFoRGDdYe5YfizGuMDnzHTmxYFyQMkbaFDu/fP3Zhud854kZQ7ti0JYZUbUHOw0KATrLIzAoRWDaN6urNWlSRM3jYhJOFpf2YCml8uZkUgqBbP5u582sCnsPxvoLPNwpaEUgu/fEoJspqcS2EKjRJA2riHk2QV5uUgQemeOFwDAT5dzCFIE7SUpfEGiPQPewNLE4tAYDwHifLgSawTwCt4/YKwLD8gcEeCEwKkWgXUsyTwwOZpKfFo/AsINCAF4IrKTMdD9JsO+rH63BXGFSbfqz2v293cz/pvMmsGfcuEH51YdOtPydKeX9vC+ywJBwFIHGcXDIpr2xkwqB3CPQeyEw7YpAWkAt5pDLZnDJdmMhMC7JwSot+csbFZSrNUOhU4jwAhGdwCyoWLCGU6SUdN453FOgCu71CBSB7N+uUUMXAjUan6DKklPtKWxHuXmnxqwQyHba4sTCatlwg8hnha9G/lbQSZZeHCrB0sTiYrjLW4PVlCBxo1qT+K8fHsFH73wSU6S9wilsQbdDQRE4RoqrQcE8Au0KgUussGChCFT999ipbawSg/2GFRSS6BHIFYHBTidzZNNHKwKjg3p6+tEaTBUmZxaW7NpjtBfzMxmBn3v6LsPz9k+1BhpQpbyPi0z2HoWRHMwW8natr3x+lZ4iVoP1ctXw78plBC1KO4WnBqfnPbRSmjJF4ANH4lEItJuPAHXlGQsKGezOI0e+G1FDU4N9UAQubVQMNhzd+brtFfV0jcQjMB5rlySiS6gajU9w+Xh9sUpNopsKMe3+gA3C2Cn2wsFZY1vwjuGeQL2imqEeNinabQ0SGhYSA49AwKQQSJRbcUdKidd/9G58+7FpAMB7v/YoPvvm67B3wphiqQrzCNyu4BEYZisLbw22HstYu4eVIrCQy2C4J0+DPppZsPm90bcGJ7EQaBxjgw6iyZLU4EpNj/VRUKrUDNdARvDr2yl2YSEbNq3+DZiZ/0VbjYWJx6da5zCslc5fRWB8WoPtVE00NTiF8yumGh/ozkMI7/NYNkdN03todV1dQgqBj5xYgpTSl/fWC2we1c7yRgVzK+EEifkBF5x4n1/Mk/eg4cHK7vtBX99M5agVge6JX0lbo0kYDx9fxJcfnMS+44uGx0Z664Mlaw1unnwcNVEEhjFB9MKBGdIWPBpOWzCgPQK9wFqD460ITF4h8MGji6eLgEBd4fsv3z3o+vVqNe5rY+cRmM8KDPig1lHFVWswTQ22XqiqtAe7UQQ2vF39hhYCk6gIJMUYpnzxExYWohWB0WBWtPdjcc8Wls2qWdXWYLZYP5u0Bj85s9JyHQXvERiNItBNITDtarYGNAHbp/tl2j0CudK0fl3tHOkxFJMX1sqYXrYvwgWNiiJweaPC5wcxTAwGTFqDfSgEMlVkw1bAbuMmCLQi0F8SWQgUQlSb/ou3ZEqTaj5+1wG8+P3fxq/+yw/w8e8YF/gNRSCblM423QxNFYExbw2OMigEAPI57RHolqAXPF5Ii0fgp39w2HDsY3cdsPwZKSX++muP4oo//Rqe8e5v4pb7j59+bGmjgvbaR28ha7tDPdJbCHUH3rfUYJvF2ER/l+252NkrUBPs3mDaqLtSkhq8zlqDA1cE6tTguED9AX3wUwMUFIGKrcFDPcbzGe0tGIpfpUqtZSM28EIg2RSOqhA41G1932AezGlSszVgQVZ++AMC9XGrfeiqSaCSknkq956sv3fZjMCecWP3w2Nt7fhRYBdeBtTXX6wI1u4/Ghdoa7APXWWz5D1ozDl5uFNwc5pqTRo8ioUAugIOK0sziSwEAhBN/49WX6zpWMrVGt73jccMC/NmGl5TY0RhMrNSL2xIKS0UgfEuBFJFYEhBIYD2CPRC0KboXkhLa7Cbts9bHjiO93/jMcyulHBkbg1v+4/7cHBmBQ8fX8Q3950wPH+op2CrXhgJqLBlBm0NtlHmUVWGTfiAH4rAqFuD1xPYGswm+l1aEdgxUH9AH4JCAFDzeTdhIew7LISgqsDHp5dP/5neF320zIhMEUiUW7apwVnjeJXGjdYgFYGAmSowHWOXndKU2aDsn1o2HAsbVY9A7v0ez0Ig6zzzY6ORtVE3ir18vA5ujGBqwJ58FpmQ7KjSSJKbqvWnromUgzMrVE3STGPnaJQonBry+LnVsulgzQz048QhUgjcPRZeIZB6BKZwohoEcU7emkhJazCbJNnxnz840vL3UqWGG95zq+nzB7vzyGcz6MpnaJorEFz4hdU5tWOvCDQ+bq8ItC8E2nkT0tRg3RpsCWsNDt4jUCsC4wJbjPkRFAKYKUxqp33FVD0CzfwK94z34YeH5luOPT61jJvOmwAArAZsmZEkj8BOSQ2mHoE+KQKB+oZ1+725VKnFZuPVC3bX1TmkEPjYiWQUApc2KsiTNV6yFIE+tAZTj8D6e8CUeKqqbTdQf0CfNqE6laS+e2+I+gQ0GpUdvcauNFuINxSBZmpAIP4egSwsZOdIiK3BOizENTwdMR4TU5YIO71cQq0mE7XzJ0z2q5Y3KlRBU6rU8K1HTjr6HY2d2b5iHutlXiwN29yaKU3sWnFoa7APikA7JWK4qcHG8SqJhUCqCPQhYdMKrgjUY30UMMsSpkZxQzYjkM8Kw/yqVK2hmMsqLTIv2jpgaoXAFIFPTJ+ZxzBFYNAegWGEwvlVCAza/ysKglYEFnMZtDfDpsVr0So1GADO2RTP1mBVRSBbYwzYpG1HBQ8L8T62MEVgIywknxUQApBNw3W5KlGtSd9DI+8/Mo+vPWTsivFLjd6pJPLdk1J+POpz0GhUTFhHLBSBM6cUgUfnjaq6BnH2CFwrVXFisbXwIASwY8Q+wdQveGtwOiZYQRN0OqIXugtZ9BdzLYrYak1ibrVEv0txZd5ksjm1uI4+4p3zoyPzjn9HoxA40JXDtEn79GhACjczeGqwi7AQm8VY0lqDmWouianBzCMwktTglLTXJQ3WqWDXxu+EYi6LcrX1d2xUGoVA4/393E19ePSUyigjgF+9YY/pazPPssebWhXZvM7P+yJbtIbRGszuRcxHsZkC8whM4fyKegTaFEmdkOZ5Kms5b76u9k70Gx6PQ2swCzlpZ3mjQotZfvmh+g3r6FkrVz1voDOPwEZYiBACxZxR8bpRqfraYfThO57En37hIfpYXLzNk0oiC4EaTRxQ2WlpLCgHunKGXe7VUhWrpQqOWCoC41sIPDRrLGBuHeymrT123Hzzza7OgYWFpGWCFSRSSqpEiktrMFAv8rQvOE8ubySrEEgmUAAwtbSBs8mC9M790+TZ1gyeMny3UjCE3RrMFlF2O/BuigtKikCL1mApJeaoIjCYa4x6BCZSEUhagx2O+07HfBZcoD0Co4EnfPuroGrf09go14Aurkj7neefj95CFj8+toinnjWCy3cMmb72HgtFYLUW/H0x6a3Baey4CFoRmObOFbvratdoj2HtM71cwuxKKfROhWbUUoOrVFk84OO1YYeT+2Q2Uy/KNY+RUtY37ryMYXOkaNr82XXls8ZCYLkGv6wU10pV/L+vP2r6eG+M1i1JJKlhIRpN5Nh5L+Qy4vQNQwhBF5czyyXTxGAgnJYRtxwgicG7RsPzBwRMPAIrenFoR91zqfVYIZfxXcrvhbEU+ASaTTZPLK7T43ftn3H8O063BltMTsMOC+kv5tA+f14pVS39O90oAlU8Aq0W2YtrFYPPXE8hG5gylr2ubg1WQ3sExgc3fp5OYOrSxjXHWoO78hlcu3cMv/zMsy2LgEDduqT9Wjq5tIHF9TIem1oy3BcHunK+3hdZEcEu2dwr6+WqwdsvlxG2ShrqEZjCjdagPQLT/D7aFQLz2QzOGjMW36NWBSoVAtfLdF7iZ5HYb5hFg1efQKuwEMA+6d0rDx1fsBTF9BS1ItALuhCo0bjEThE43Fto2U1i7XkzKyVLj0A7f6soYUEhYRcC6U5rSiZYQcKu3bjJ62lycMIKgWbtJ+zfsVqq4IeH5xz/jqFTk+7+ovnCJeyd90xGUDWfVXuwO4/ALttzsVpkN3xamwnyvUpLWAhVBAbcGqxTg+NDGIrAdhoLSxYWwjYEzSjkMtg5YpynPHFyBT84aBx/L7MpLDqFFUyDtoAxK9aY+Sg2YKnBaQwLiUIRmJb3kbWctytNzyHtwVH7BNpZlQD1AhrbSOyzmGtFDZvHe7UfsQoLAcwCnvyb1zwyaV001opAb+hCoEbjkhWbwbW9HY/7BG4kVhF4eI4VAsMLCgF0IdAtNDE44IW8U8bJ9yVphcA5k9bgE4vrKFdrODizgkcml7BeruLuJ2eVAojaUVEEhu0RCACDxH/KrChXrUmT8BrrCd5AV46qLZqxUgSGGRQCmBQCS8kbr9gknxVv/IR6BOpCYCTQNn4fCyc8pKKhCDR+X4oO712sPfjxqWX84ICxEHjFzmFHr20HbQ0mCks/YRtSbHxuh7Xjp3F+FbRHYJoVgey9G+puvYfuiWFysFprcCXwIrHf0ORgj4EhPCykuRAYrCJw3+Si5eNxEzEkjfhezQCEEIMAngZgFMAsgH1SykPRnpVGU2fVpkg33GaQMMaSg21ag+PsEcgmAKx4EyRsopqWCVaQMBVSXIJCGiRdEVip1ky/v//07Sfx4TueRKOOMdZXwNljxsmyCnH0CATqqoDDaB3bzCbfZmpAO4NrIQQm+ouWPqtWHoHTy+EFhQC8YJFIj0DSnum0GOMUpgis6LE+ElZcqHedwFuDTykC2bXnsAh99ngf8PBUy7HbHzuJ+w7PG5571W6/C4Hhh4W48QcEdGqwX7DQlU7xCASAc0ghMOrWYLMgt2aW1stUdR7vQqDx3FSCLa1gYSHDvWc+YzZeq6S7q/LwcetCoF+J9Z1KqO+eEGIbgJ8HcAWAfgAHAfynlPJrbc/rA/AeAG8AkG977PsA3iGlvDWMc9ZozLBTBI70tSsCjQvMQ7OrlulVcUsN/uGhOXzuvmMY6snjJEkoDXtApmbWOknSFqoIjJm8nhYCTVJx44id71Pz/HJ6uYTp5VlXv6ehCLRKsgsq/MIK5rFkVghkhQXVXd5xm0KgU0VgkH6KZq3BUkrbNr04wdozA08NJotprQiMBlq493FxzBUmFopAh4VAVpj43H3HDMcyAraeg05hRYTl9UqgY4CfhcC0tLQ2oz0C3VGu1gxjgRDGa/ycTUQRGGFrcK0m1VqDS1WTQmB8W4N7iV+eSrClGevlqsEKJJcRLRs/bPxl9iFukFJi33Hra0UrAr0R2spPCPF6AB8A0G7O8ctCiH+TUv7sqef1A/gWgKcAYHfFpwL4hhDibVLK9wd4yhqNJXaKQJXW4PuPLli+Rhhpcqp894kZ/OyHvmfpy8RuQkGS5jS2IGHXbtxupklXBJolBjvhbc85F998ZAo/IkqVBqcLgSZF+FxGYKA7/CIvW2iaTb7ZRFVVYcSKa82slKqoVGvIkbFilngEjgXYRp3PCmQzomUMrdYkylWJAklAjytRhIVoj8D4wBRUvnoEUoWJuUegUzXq8y7cjJsLP7ZVypy3ecD3RX8xl0Uhm2kpBFVqEuvlWmCqfGr2r1AItAptSRPsevazEJhWCxt2P+8nSv7dxDKIqfHDYrlUQfutozufRbUmW76X1Zqkgg8/xzq/6c77GxbC7G2Gelr974vk3u+XIvDI3Bq1omhGKwK9EYpHoBDiFQA+DKAX9eJe+3+vFkL8+amn/xXqisHGVbYK4DiAxtUoTz32XiHE88M4f42GYacIbG8NZu15Dx2zLgSa7UhFwb9896DtuYStKkvrBCtouCIwZoXAhHsEzlkofVX5hWt24XNvuQ73/uFzTZ/TGGfM2lXaQ4vCghUCzRWB7lvVMwr/toW1Mj58x5N43Ufuxh997kHMnVICht0aLIRIRWAILQQSw3A/0anB8cFNsI8TqCLwVAGQKamcKgIHe/L4w5dcaPu8K3cNOXpdVXh7cHCbvm4VgewztVuUJxHuEehna3A6lZX0uiLek8VcBu3Dd7UmI7N2YJ/3YHdeSdXcW8j6miLuN0yMsVZ2/53lQSGtnzG797MNGzc8ZNMWDNQ/E417Al+1CyF6AXwQZwp7MwA+B2AKwAUAXop6QfJtQoh/A/B61It9dwP4bQB3SSmlECIH4Pmotwyff+r1PiCEOE9KqWeDmtCxk1u3twKPkcKGyq7YSqni6+6kW75w/3Hb57hVBL7zne80HLv55pttf057BLpjlSzk49YaPEEUgdMJag1eWPO2453NiNOLtZHeAoZ78rS42HiO2SQ2Cn9AgJutmxUC3QSFNFCpcf711x7FJ793xl749kdP4jO/di3uPzJveO7mQfskYi905bOGQsp6uaq0MI8LfqQGOx3zuSJQj/VRQFODfWwNtvKc2vApqObVT92B2x45iS//eNL0OVftGnH8uir0d+Uw02ZLsLhewcRAIL/OtPBhB1PaMBuHJFOrSSx7UKSrkKetwclftrL7eXtQCFDfAOvKZw33+fVKDX0OEr/9gm1k9RSzKFQz1C6kmbDbgp3eJ2lYiAdFIA0KaZtTckWgP/dmO39AAOjRikBPhPEN/GkAm1Av7t0H4Hwp5S9JKX9fSvlyAM9DXe2XA/Avp/7/XQA3SSnvbBT5pJQVKeUtAK4D8Oip194DwFwqodEEiN3galAEumw5i3NgSDthx7iznVatCLRnjUx84xYWwhYhfvmOhIGV96cKo72FlhabLYPd9HmNRbPZBDWKxGDApDXYRPXCNlV6FDcVdo22u40YaS4CAsCBmVW89p++i3sPzRue63dKaDvdBeOYtebRzDtsWFhI0K3BOjU4PkSpCOQegc7vXUII/PkrL8EWi8L/lbuCGQtY0ZS9p37BghFUUnH7yHzOS1EhjiyXKmiXkvQUstRKwi3FTlIEmlxX3EcummtprWR877vzWaUW0zgHhQBmYSHuxxYaFNKmCGTjr1+frUohMOx1Z9oIoxD4oqY/v0FKOdP8oJTymwD+DnWF34WoFwzfIqVcZy8mpZwD8PamQy/193Q1GjVsFYEKHoEqxC0wxIqwvRrYTqsOC7EnCa3BZobxSRGAey4Eto0XY0Qh2YzZBDXI8Asr2ELT3CPQ/fX4C9fsdnReDR49YUwt3DRQxPZhXnD1C9YazAprcYZ7BIafGlzVY30ksDlJf9E/pYzZ2F+p1gzFXyF4Z4AKQz0FfPwXn0ZV0+P9wY0F7L0KuzV4qMd+g4h1eKyUKom5B6vANmH8nsem1cLGSSEwTn6TzIqjO5819VluJu6FQNYm6yU1mHWhtItc+HjtlyLQPlRGddNYwwmjEPiUU/9/SEr5I5Pn/Nup/0sA+6SU99m85pdQby0GgCu9nZ5G4w67FglDarDLFr04BYbYEXYxSSsC3cEmBnFTBOayGYMXS00mRwXkNSykPbTCLsTCbBIbVWuwE49AqghU3OU9d1M/fuGaXc5OzoSrdo0E7qdIPQKTpgikrcFBKwK1R2AckJK3UvoZFMaLBjVTf0Av39lzN/XjU7/ydMM4+Zqn7ghsLOAegcFt+Lr1CMxlM4bvtZTeCgtxg429fo9laU1fZteVmdLU7DsdBbQQWMgqjWFxTgwGgG6qCPTQGkxapds3EaysHLywtF7GodlV2+dpRaA3wigEjqNe4Lvf4jkPN/3ZrFh4mlPtwj9AXUW428vJaTRmTC9vWN6s7cJCRshg6aZ9JinmzNmMcOXV4wW205qGCVbQsMlvD0kbixp2PSXl82XtWE5o9xS94dxxw3Mu2HLGVMpsghpk+IUVA2Sx68Qj0Mmmwp+87GJ86a3X4zO/eg1eetlW9ZNs46rdwbYFA3zSnIawEDftmU7QqcHxYLVUNbRSdud9bqU0UQTSxGAfrrtzN/Xjs2++Fi+4aDPO39yPN91wNn7txr2eX9cMNlYH2fnhthAI8JbvNPkEmqnD/CS1ikCiFhsiYSFA3FqDuaK9T6HIF3tFIFPxevi+MkXgSG97azD7bL1f3wem7YuAQPy6mZJGGFd0w4Bj3uwJUsrFpp23OcXXbTj8Dro7LY2Gs7hexpv/5V7csX8a3fks3v2qS/ETZHG5ajO4thuqAnW/LqdeMEnxCOwpZENPJy3kjL8vDROsoElCazBQ30lvP9eNSg0Rdbs6wmtrcLsC8PkXbcamgSJOLJ4JTPmZq7af/rPZBDVWHoFrfCzj16Oz6UmjKPo/Pzrm6OeaCSocoBmmvI1qQeQW1vYTdGtwlrR/akVg+LANDj+DQgBe3Nuo1Ez8Af0pQO4a7cXf/3w4DUZsrDbzT/UDVrBRLQT2FnOGULvljQomfDmz6GFjr9+FQKYI9Kt1Mkq8tgZH9R4wtVrdI1BFERjvQiCbN3npOJgjnS3tikCzjRuvmG0ctxO2JVXaCEO+M3vq/6pRfKpXT+PqjLdOV5M4Pvit/bhj/zSA+m7hOz5zP91RsVIEvvjSLXQX0E2bXhw8AlU8YaKQZ/OdVr04tMNLOEOYBDXBCAOvisB2j8CufBZ/93NX4rIdQ9gx0o033XA2Xnv1mZZYs0JuVInjTlqD2fjqtjCtYoLP6ClkccGWflc/6wTeGpysRSH3CAx2OqlTg+PBnafmRs34bT9glkLJxn723LgTh9ZgM+VWO2xel6bAEKYILPpdCCSbGGnYsGZzHCdhISwBPAzM2sFVOrbi3hpMU4M9hIWwQqDBIzCgIq/q5kgcRQxJIoyV+0kAE6gnB/tJQwlodPzWaDzwD7c90fL3tXIV3z84Z2jNY8WUPeO9uGLnMP7gJRfS13YTGBIHj0CVQT2KQlJaWy6CJimKQKYMSUxrsGePQONYccXOYXzuLdfR55upcZkaIQxYQS6o1uCW3+tyon7R1gFf2xvNoIXAhCkCowkL0anBceDLD04ajl23d8zX39Fl0kboV2Jw1IRZCPzhoTnMEJ8vL63BSxvRz0n9grWbh6EITMo8xgq2NjG7/1KPwIg2dc3awZVSg2OuPmPzJv/DQuxbg9n3yilm4XLNjPUV6VxZo04YV/RxABcDONfmeX946v/3KL7u7lP/P+LinDQayolFGlaNk0sbLX8vVWoG5Vk2I/D1t99g2R5rZ/jPcNpKHAQqN5L4KAKTP8EKGhoWEkOPwCS31Ni1Br/hut346J0HTB/3q6V384CqGN9f2EJzab2MWk0i06buYpsqbts93LbuXLvH32KGGV1kop68QmD4rcE5oqrRHoHhsrRexh2PGRWBL7x4s6+/hypMyjUTj8DkKQL7SGrwcgDFtb/55mP4y68+ajheyGWUv6/ccyxZ45UV2iPQPWweaWYTwBTjcQoL6SqoebjHvTWYzZs8hYWotAYHVORlmyNnjfXi6PwaSpUaMgJ467P30iAxjTphXNH3AngugD1CiGEpJfUAlFL+H9UXFEJkAVyCegjJI76cpUYD4O4nZ+nxWltrLE+5tPfIG3VhbhYHj0D2720nCkUZSw1Ow05r0KyV/WvFDJKgdhrDgE2g+rtyqFQlXn7FNvyv551nWQgcd7HL+bNX78Qnv3fo9N/PGuvFJduisdHNZzPoKWRbJqE1CSyXKgbVgK+KQAWly1N3D+OeA61TkWeSMJYgYIvM9QSlcEop6SSfqbj8RKcGR883900ZknvH+4u4Yqe/ITumYSGsNTiBhcAwFIFTS+t43zceo4852RxihYVUhYXo1GDXOLH04KnB0dz32P22WzHMMe6twWx+4SkshKiJ2wPoAlMEEsXpyy7fildesR0/PDyPs8d6cXFE89s0EUYh8PtNf74BwH/78JrPAdCLeiFQVUGYSIQQBQA/A+A1AC5CvcV6DsCTAD4L4GNSSuMWrcYV3z/AC4HtkzTmD6iiiLNT+eSzwqA0jEMhUOWG7SYR2St5GhaiF4d2JKc1OJkegdWaxCL53v7wD5/b0n462J03bZd1owh867PPwYGZFdy5fwY7RrrxF6+61KC+C5OBrrzhWltYLSsWAoNTBP6/Vz8FP/+h7+GJ6RUAwE9ftR1X7go+MRhIfmtwqVozpMbmMiLwtmrqEajH+lBhbcHPv2iT72MMLxqYhYXE775lRxiFwHsPzpnOhV52uXqyOpvXxaFLxS/YpgYLdPICUwSWUjB2OZlHdpkEAEWBmQpUJfSokxSB6+WqYR6bEcZuDx4E431Ow1qD+7vy2DHSgx0jPZ5fX1MnjCv6HgCrqBftngV/CoG/1PTnW314vVgihDgfwL8CeErbQ5tP/XcNgN8RQrxBSvnFsM8vjdx9gIdWt3thsMRgFY+8vRN9lo/vGe/Dvskly98dBSo3kp4oCoEpbbkIGrYL7vfk1w+S6hHIinv9XTlDsWSsr2BeCHShHp4Y6MInf+npqJ1SSkVZBATqE8bJNrsFtstrprB2g51H4EhvAduGuvGVtz0Tdz85i4GuPC7ZHt6uMvueJakQGEVbMABktUdgpKyVqrj1kZOG4y+8eIvvv8uRIjCRYSHENsHn4lr7PLLB2597Lt5y017l12GFwPQrArVHoApsXWAmiOCtwTHyCCyoeQT6nZDuN70+egROLhitsjYNdBnU+Wy89qPtm22mD8T8/U8igb+jUspDAKyrHw4QQoygnnb8OQAbUsq7/XrtOCGE2A7gGwAaW3cSwO0A9qMevvIcAN2n/vzfQogXSim/EcW5poWFtTL2TS7Sx/xSBF61awSFbMbQXtPgnE39hglcHHZf1TwCwy8kMZVIpSapD5nmDH4qsIIkqR6BrC24PWkNqBsdP35yxXB8oCvnKeQjLtc+8wlk3ol+KlTtduy3D3cDqG8i+B1yoAJbZLLFaFxhSY9BJwYDOjU4ar5/cNawgB7qyePqs0Z8/11sA2ijkh6PQK4I9HfDd99xYyHwD19yId74jLMcvU7aW4PDCD5iFjZp2LB2soFHfeQisnkx28xSCQJxG0YWFmyjUcXaiXGcFAI3DxptBYLq3KFhNIohRxp14rfys0FKOQvglVGfRwh8EmeKgAcB/ISU8v7Gg0KIMQD/BuDZAPIA/kMIsUdKOR/2iaaFew/NGVqeGigpAhUWrt2FLK7cNYzvPDFDH987bqyZx6E1WEWxEkUhSQhBC6vlWg3FTPwUbnHBTwVWkCS1NXieqPyGeowTmLF+rvozO540WHvz9PKG4Rj3GnI3nkwMdEEImI7lO4ajbSmhHoEJVwSG0Z7JPALLWhGozGqpgg9+az8OzqziuRduwk9cttXW07iZew/OG47deO54IC3hrLC8UdGtwU545ISxEHj5DufKZ94anJzxyg42nunUYDXoBp5JMc0sCTwKPKUGx1yRxuZNq6UqpJSOxnsAmFxcMxxj/qJmGzdeWVwzjolxf/+TSPK20joAIcSLADzz1F9LAF7aXAQEgFO+gC8D8MSpQyMAfje0k0wh95gEhQCKikDF1thnnGOuQjlnk7EQGAdFoIpihaXLhUGepElqn0BraGpwHAuB1Hsk/hPoBaJ6Y+o4s0CQMRdtwXFkjPz72hPYAT6+uC1M9xVzliqlhiIwKroLxmlXklqDWSE+MkWgHueVedMnfoAPfutxfOH+43jrv92Hf7/nsKOf/+Fho23Klbv9VwMCfGG5Xk5TWAhPVPeL1VIFB2aMSvNzN/U7fi02rw0i4TgqdGqwO2o1yeeRJu9dUMmybmBhIV0pCQvJZgRVoLqZN08uGOdqTBFotnHjFWYjE3dFZhJJ3h20M3hL058/LqV8gD1JSrkC4I+aDr1JCKHL5S75vok/IGAckLwoqqza0ZiHoNUEcf/UEt74sXvwir+9Ex+780lIMxmMR5Q8AiNqLc2ThUA5AcWiqJBS0slvTwg+X07hisD4f7ZzpDV4iLYG80CQsX7nQSFxZJwoG08yRaCHjRXGa5620/SxyAuBCW8Njs4jUKcGu+Xo/Bq+/VhrptzH7jqg/PNSSvzw0Lzh+FN2DHk7MROY75+pIjCBHoE9+SzaxTnr5ZpvxaHHTiwbFNHbhrpdFTHYBu9KihSBbC4USmpwwguBZu8bG6frj5FN3Yhag03DQlQ8AiPwQneKXym+kwtGReAW2hrMPls/WoON62y2oa7xRvLuoClHCNGHertvg4/a/MhnADR6AEZwRkmocQjbQW1gUASSiZCKRyAAXGIRd75tyLhINWsZKVdreN1H7sE39k3h3kPz+OP/eQifvfeo0jk4ZU3BYyI6RWD6dluDZL1sTP0s5DKBp366IakegbMrxkLgCGsNNlEEugkKiSPs3ze9ZHxv/FQEAsDzL9pMW7EBYHvEaXPUIzBBikCm4gijEJgjym/tEajGvuNG7+N9k0vKBegnp1cMoUZd+QzO3+xcYaaCaVhIRG3pfpPJCN5y61N7MPO6vmCLu88q9anBIXgEsq6VpLcGOwkKAcxUYzFqDS5kbDcfi7mMJ+/msPBLfck9Ao1rVLONG6+w1GCtCPSfWF3RQojnCiH+TAjxZSHE94UQj5z6/5dPHX9O1OcYAtcCaKyeVlBPXTZFSrkB4LtNh54V0HmlHubr1aC9GEcVgYqFsGxGYNcoX4z2FLJo31DbqNTopOHLD07i6Hzrjs2nf+Cs3UeVuHoEAtyIOem7rUGSFH9AwGxnM/5FE6YIHO7lYSEMs+NJQ0URWK7WDN/XjPDW8teVz+KVV2ynj+2IoSIwWR6B0bQG69Rg95htJjIfOQZTA166fSiwzSNWiFkv11LTGgzwBa1fPoEsMfg8l0VbHRbiHXaNJn2OyuaRVvYyXbTdPyJFoElrcMGm0Bf3tuAGtOjqRhG4aCwEckWg//P0ak3SJPW4pzYnkVi8o0KIlwN4N4A9Fk97LoB3CCEeB/C7Usr/DuPcIuCCpj8/IKVUuePei/r70/7zGkXWy1XLHbr29lwvikAAeNllW/H+b+5vOXbVrmEIUd8pbo9NX96oYCTXWkj4+sMnDK/73SfMfQ69oNIa3OdBEXjDDTe4/lntEegMavAcw7ZggKs9kjCBZorAUVYINAkFYSEbSYS1Pk+3eQSaJVg7NbZu5zVP24EP3/FkyzEhgG1DEYeFkMVSohSBrDXYhSrL6ZjPU4P1OK/CCbKgA4AfH1vA5Qrtvcwf8Ck77X/OLWYLy7SEhQAmgSE+ee+xxODzNw+4eq20KwJZUUh7BNrjdA3EVGNRbYCx39v4zPuLOcxUjPM3ABiIoAjlZm1EN1L8UgSSsBDa9u1REcjU0X3FnGnrucY9kRcChRB/BeC3Gn9V+JG9AP5TCPFeKeVvB3Zi0XFe058PKv7MoaY/n+/juXQM7W0v7bQX5thumBNPq9devQv/+O0nWhZVz75g0+nXaf99bKHITPeDQqWFyIsi8MYbb3T9s2mcZAUJb4uI52KKtgZHtIvsBFYI5IpAE4/ADlIEBqVQ3TvRj+dcMIGvPzx1+thN501Efq0n3yPQHwWN0zFfewS658Qinys8dMzYQsrg/oDDXk7JErMUyrR4BAK8wOaHIlBKSVuD3bZxs/NcUbCKSQo0Ndjne0QaU4PXys66orgiME6twfXz6y3mMEPmb0A0ibVu1kZsI8Xpe12q1DBN/Jw30dRg/4u8PCgk8pJVKon0DiqEeAeAtzX+CqAM4H8A/G8Arwbw0lP/fweAz6OeoNt47tuEEGlMyR1t+rNR8sWZbPpzMDFuKceuEFiqtLalsImQE4+8zYNd+LOXX3La+PQ5F2zCzz69bnDPF4rG38cG6aBQUazEySMw6ZOsIDFTYMWRpIaFcI9A9dbgEVI0TCLs3ze7UmpRclFlgU+G3O9+5aV42eVbsWWwCy+4aDP+4lWX+vK6XjBre0wKbIIfRjFGKwLdc2LJTBFoXwhcLVVoq+kVYSsCKzV+7SW0NZgqAn0oBJ5c2sBcW2p9IZvBWWO9rl6PtwYnZ+PCjjDCQvhmdbLHLnYNWG3gxem+R4u/p87PKgwkOa3B3t/rqaV1g5f4WF+RFrXNNm68QAuBOigkECJb/QkhtgO4GYBEvbD3OQBvkVIeM/mR9wghNgH4AIBXnfqZm4UQ/yqlPBLGOYdEc2ysMbKH0/w8Y+ysIkKItwB4s+LTrdq4E4ddIRCoT9KKffUBb5XeBJ19nV5xxXa88OItAFp3IKmZfMk4qE4v812rIEhcarBWBJqyStp6olZJmWFmGh93aCGQqP/MlFRJSKZToSufRX9XrmWBW61JzK2WThcJg2zNGu0r4n2vfoovr+UXiW8NJhN8nRocb6ZMWoP3TS6iWpOW7VYPHl00FFy3DXVjgihD/CKTEShkMwYbCFYoS25rMPMI9N4azHwf9070ufZzTHtrcBgegdTHOgEbmlY43VCOe1hI4zM3CxkDolEEusGP93qStAUzf0Cgbs+UEUDzbaJSk6hUa67HncU14xiTlPc/aUS5lfZLABpX1SeklC+3KAICAKSUJ6SUPw3gY6cOdQF4Y3CnGAnN3zTVSk+zNMyLE/o4gAsV/0tH79opFlbVCoENqCLQRTGlu5A1LAzZrlr7jUtKSYsNQaHSuubEI9FPCtoj0BF8AhfPxRRLP0vCBLpdkQFwRSAA3HTeeMvfNw0Uce4m1/s5sWOcJQc3qZm9qquTRtJbg5kJeBiqrBwJC9GpwWqYtQavl2t4cnrZ8mcPTK8Yjl26fdCX87KCXVMsRTKpikBmeu9HgY0t4PdMuL+fdOUzhgC7kkmAXRKx8ovzC9oanPDNamqPlABFYLUm6bXbGEeedpZ5U11SNmj9CGbhicG8ECiE8F0VyFuDtSIwCKK8gz7/1P+XAbzF4c/+JoDGttcLfDujeND87VPtD2teaamqCBknATyk+F94fakhoKYIPPMcWkzx6SbBFCPtN10zDwsh6kVCv1FKDY5Ra7BWBJqzSj7LqIq4dhTJZxv31uCG4q0d5hEIAG99zrmnvfS68hn83gsvCCyNMwpYIEqzvylVBMb0evQDqvguVwMZt4MgDAUNI0c2fCp6w8cWKSVNf2xg1x58eG7VcGzXqLs2UyewdnO2OEyqR2BQrcFsLjtioXKyQwiR6uRgK3WYX6RREbji8L7NVGpuAiy8Ylb4bYSTvfbqnabJwUlpDfYjmMWJItDsd3qZq7OxULcGB0OUs+2zUG8L/paU0npLsg0p5bIQ4psAXgbg7CBOLkKa3wtVdV/z8xy9l81IKT8I4IMqzxVC/Bh1ZWAqUCkENkuV2STIjSKQwXfOWgfxQ7PGyTkASFkffP2eyLDdv3aiKiYxRYBKK3OnwvwmY9sa7PPkIgwW1soGb5X+rhwtWAPA5TuG8PW33YDHp5exZbALWwa9iLrjhytFYEyvRz/IZgQKuYxhIXhkbg07RqJNNFbBr9Rgp2iPQHcsrJUtiw4PHVvEyy7fZvr4kTnj3vKOkeDHKKYwYfO0pLYGM3XLP9z2OADgpZduxc5Rd2MBU00OmqjRVekr5gwL8+WNiunmVpIIJTU4hfY1bB5pdd+mirEIFIF2YXkT/V145RXb8am7Dxme57d3ZFD4EcziRBEI+G/jw8YxHRYSDFFe1Y3IsUnLZ5nTiAIc8n4qsWKm6c+bFH9mc9OfZ308l45h3g9FoE+FMNo61jaIHzYpBALBtJnZvaYQ0d0kB8kukUpht1NJVGswTQ2Od5F3dsUolrYL/xjsyeOKncOpKwICJsnBTYpAdj3GtTDtFztJwe8T3z0YwZk4hysCgx/7mY+dLgTaY9YW3OCh4zaKQDLX2D4cfMGaKgKJb1RSW4OZInBxvYL3fOURvOj938b+KaPXnwpsLsvmSE6gisCUJAczz1O/7z95omZOvCLQYViIHyo1P1Ap/P7y9WfRn7XyD4wTzFLH6Qb65KJxA8hKEcjEJ14KvUz9nRRFZtKIsrw6h7on3Wa7J5rQKJLN+3I28eGRpj/vUvyZnU1/3ufjuXQMbPehHVuPQJ9aY6lHYFtYyMEZ80Lgarl6usruF3YKu95C7rS03g233nqr4diNN96o9LNskjtPWjM1dViRNK7eJ0n01pldIa1ZKVBOuGWMhKS0FAKpujqe16Nf/OTlW/GXX3205di/3X0Ib332Ob4lJgcFa+dyo0B3OuYzj0AdFmLPCYu2YKCuCLSCtQbvGI5GEUhbgxNaCLS65y5vVPBnX9yHj7z+qY5fl93fvRYC2bmmoTXYzi/OL1hrcKUmUatJZCyCeuIM6xKyskdS6XQKA5WNrLPH+/DCizfjSw+26pR2h2CJ0I6btRFtw/ZDEThgPu6z74yX1m+26TPQHe+5UVKJ8l19EsAEgGcJIfqctAcLIXoB3IR6a/GTAZ1fVDzc9OdLhBA5KaXdHfcKk5/XKKLUGtysCPQhNdgMdsNsv+matQYDXLLvFTuPQK9F0Ntuu81wTLkQSNpeVAq7nQpNtI1poSou7SROoIpAj61ZSYYpApsTz5nXUFR+o2HxmqftxAe+ub9ll35xvYLP3nsEP3/N7uhOTAHaGuxCEeh0zM8SVY1WBNpjVwicWSlho1I1MXuvUkXh1qHgC4HsmmIbkkz9kgTs1C3f3DeFh44toreYxY7hHuWCEZvLDgVQCFwmc+CkYVYU8rKpzRBCIJ8VhhC7UrWGrkwyr1/2XbQMC/E5TMIt7P7FFKC/8/zzcOf+aSyeEoCcNdaLZ547bnhe0LhZG/kR3OHYI9DnuTpLUNdhIcEQ5VbaV0/9vxfA+x3+7HsB9J/681d8O6N4cBfOBHH0ArjK6slCiCKApzcd+mZA55Vq1MJCzhTYWLqbX4pAdlNS9QgEgvHHs2sNjlLBQxWBuhBoCisEjhLVVhzw23ckDJgiMA1eSm6xaw1mY0tPPt07v6N9Rbz8KUZfto/edSD2oSGRhYWQQkhFpwbbMrVkn+s2T1LOAeAo8QfcNFAM5fNWVWUlVRHIWoPbedH7v40b3nMrbvjLb+GJk2paCfZZDnpsaWRz2zQoAsNIDG7AVIFJ9gnklh7m13Q+Kwzp05WaRCXk94CGw5Ai1tnjffjvt1yH33zWXvzeC8/HZ3/t2lDGPT/wqgis1iS9b1h5BLLf6XdqsG4NDoYo76AfwpmE3NcJIf5dCGHpiSeEGBNC/AuAN546tHHqdVLDKWXkN5oOvd7mR16BM0XROQC3B3BaqcdJIbBSrRkGOCH8M0zvUfAIPGTVGhxAIdDuNaNU8LDdbu0RaA4rBA7HVLHGdhnj3hrMEoNHO7gQOOYmLCTlikAAeMN1Rh+iJ06u4JET7rzBwoIpKsIIbGAegTo12B47RSDA7wmASVBICP6AgPo1ldRCoBM7jsOza/izL6q5/tCwkAA8Apd9SDiOmjASgxuwwJAk+wSy1mArRaAQgrcHh/we2IWFNHP2eB/e/rzz8KYb9iRqM9drG/ZKqWJQ2/cUspbfDTZee2n91q3B4RHZHVRKeRjAuwA0ZnevAnBACPFZIcT/EkK8SgjxwlP/f7sQ4jMADgF4zamfkQDedep10sbfNv35DUKIi9iThBA9AP6k6dA/KLQRawhqhcD6c1bJ4NaTz/rm9cFuSs2FuPVyFZMWk3u/w0KklLatwX61RbuBGfiaKRw0JorAXmOxJg4wj8C4twbPLJNCa4ImkX7jRhGY9rAQADhvcz+etnvEcPzeg/Phn4wDmCI3jLAQrgjUhUA7VAqBcyaFQOYPuD0Ef0DAgSIwISqddpy2ud13eE7peeG1Bid/qRG9IjC54xcNnbMpblMfuZB9Atl8IylKP1W6aCeN+ryZdmnYzMl4946H1uAN3RocFpGWV6WUfyaE2ArgzagX9ooAXnbqP0bzTPCDUso/C/gUI0FKeYsQ4tsArgdQAPAFIcRPSCkfaDxHCDEK4FMA9p46NAvg3aGfbEpwogik/oA+Grzb7eawXfpm/FYEMgVIO1Y7gUGjW4OdQRWBvfG8wfo9uQgDpgiMqwdjGLAi8+xqCZVqDblshnoEpj0spMHT94zi7gOzLcd+eGgOr716p8lPRE9UrcE6NdgddqnBQP37yDg8SxSBJPE6CFSvqaQqAlVag5tR2QCTUtK5z0AQqcGpKAQyv9OAFIGkEJhkRSD7/O2KRfX3tvX6DLsQGGbxNyq8KgJ527dNIZC2BvutCIznOiXpRH4HlVL+OoBXAzhw6pCw+A+oh4P8jJTyN8M909B5LYDjp/68G8B9QohvCiE+JIT4HOrqyOeeerwC4KellPOhn2UKkFKqFQJP7VDQVjYfC2E8NfjMgHpodsXy55lk3wsqrxelgocpAnVYCEdKadK6Gk9FoN+TizCYYWEsMW29DoNCLmP4jkp5piDNwo3sFhRp4Sk7hwzH7j2kpvyJijAXz83w1ODkLqTDYsqDIvBIEhSBCS0E9jktBCoUjVZKVUNxvJjLeP5+UkVgAKF0YcNbg4O5nth1GnebEyuoIlCpENhK2Bu7tDU4ZYVANm9WEXQ0oInQNr7NNAzGQ/cO9wjsjA3isInFuyql/A8hxKcBPA/AswA8BcA4gD4AywBOAvgh6kEYX5Vxd9P2ASnlESHEs1BX/V2OetH2plP/NXMSwBuklN+AxhELa2U8fHwRPzg4p7QzZ6kI9FHBwm5KzTfdo/PWE3u7Nl6nqCgMBfxNWXMC2yWaN1E4dDpLGxVDO0pXPhPbVkzWThP3XXS2qO7k1mCg7hPY3q5/cnkDEwNdWAl4PI0zV+wYNhx7/OQK5ldLGIpp8dgsaTNotCLQOTUT0/d25kysNA5H6RGoeE2F4U8ZBPlsBl35jPICvVStoVaTlhY0tC3YY1AIwDe606AIDNOWIm2KQJ4anMzW4LjOf93CinJO3mc37xEtPrrctJdStoRzNtCFwGCIzbt6qrj3FaQvBdg1Usp9QoirUVdMvgbARQA2AZgH8ASA/wLwESnldGQnmVC+/tAJ/NI/f9/RzzRUZswbxU8FSxdTBDYN4idtJvb+twbbv55EdAsy1hq8sFa2nTR3IqxIFVc1IMD9n+LeGsw9GONZ1AmL8b4i9k+1pl42xjHqudoBYSFAPc1zz3gvHj/ZqvK+7/A8bjxvIqKzsoZN7v0KyrJCewQ6Z3a1pPQemYaFzDJFYEitwYrXVD6b3Ht8f1ce62XjfO4XrtmFf/7OQcPxUrWGroz5+8I2QL0GhQBAH/HmYhs4SSNUj0BSBEt2arDb1uBWnCjV/CDMgJio8Kq8dKP2ZBsybhWBq0TZ3JXPJHbTJ+4kU1PfQUgpS1LKf5ZSvlBKuVNKWZRSbpJSXiOl/AtdBHTHnok+y8f7SStEY4eC7YQ6bfOwgk1EmicszYmbDL8LgSqvF6VGt5jLGm5SNZmO1hW/YW2rcfUHBJLpEcg9GDu7EDhmERiyGvDGStx5yk6jKvDeQ/Phn4giUbUGZzICoq3mI2Vd9abhqASFANzXdLVUMdwvMgLYMtTly7nZoaIILOYyEO0XRYIwU7jsGe+jc1C7ex9TBPpSCCQbM3EIC3lyegXf3HcCx+atfbPNYEWhoMJnWME6da3BLsJCNkJWBLLfF4aiPUx4a7A3j8Aww0JYW7AOCgmOdF39Go0iu0Z6LH39thEfnEYhkE2AmIeKW6hHYHMh0EYRyDy3vBD3QiBgogrUycEGmCJwJMaKwFxGoF0IVK1JVGI6gV4rVQ2Li1xGYKDDWxqYIrLRKuymxShNXEEKgT+MsU9gVK3BgFYFOmVKISgE4JsXLJRsy2A3bXEMAhX1R1L9ARuwYh8AnDXW68ofl3kjD3Z734SKY1jIp79/GM977234xY99H8977+349mMnHb9G5IrAmG9qmlGrSR4oYfPeUUVgyJ7PHeERyFqDA8EigAAA0JJJREFUnaQGl9nmrE2R12NASTMsKES3BQdHsu+iGo1LMhmBC7YMmD6+ebDLsOgoVWtYL1cDLwTaeQSeDFkRGPfWYMC8PVjTCg+yiO9OmxCCTqDjupPO0jeHewuJVq34AUtNbrxXrMUobZ49VrDAkPsOzcdW6cbafcJqrdI+gc44tmAs5p091ms41u7fCUQbFAKoFZeDUm+FRb+JyuWssV66mLfzlGOfox+KQFYIjFIRWK7W8O4vP3La73h5o4L3ff0xx6/D1M1BFYVYAX0jpvMYO6g9RD5Dx+f257TjJVDCDbQQmLL5Bn+fE64I1InBgRGbEqsQIgPgfNQTcgcBKH/qUsp/Dui0NCnmoq0D+P5BrrwY7M6jvytnMNFeWq8EXgiku2Yl9dZgZvTqBZXCYtRrMTbZZZPiTidpikCgvrvZPmHfKNcQxywF+v7G8URDhrVGzy7X36uVDlcEnrupH33FXMt9ZWmjgv0nl3Hupv4Iz8xItSZpET4sZVY9Obj199eTg9O1kPOL4yRY7IKtA3hiutWT8tDsKr720AlsHujCJdsHAQDTS8axbOtQeIXATlAEmnnEbR3qphtgblqD/QgLGSb3sOMLam3nQbB/atkwD/7+wTlIKR1tukWdGpxURSDzh1S5Z4ehCHzgyAL+9e6D6Cvm8MvPPBsT/a1WBmul6DaywsKrR6CrsBA6Xrn7bJd0a3CoRD7bFkLsAvCHAH4K9ZRgp0gAuhCoccyFW80VgUPdefR35UkhsBy4R6B9a7B1Iq7/HoH2O7+vv3a3r7/TKWyyO7+mk4PbYS1gIzH2CASS5RNIFZcd7g8I8GLo7GoJlWrNoHIRIn2ePVZkMwIXbxvAd5+YbTl+eHY1doVANrEP06ctR3y2tCLQHFasuXDLAG65/3jLsYW1Mn75VHjar924B+94wfl0wzPM9iyVIl/SC4Fmm7rZjKD/NjtFYFAegduGupHNiJbv2smlDSxvVHzdBFfl4MwKPb64VsGgg8Jn1K3BcZ3H2OFWxc/TbP17Dx4+voiXffCO08KELz4wiW/8rxtaCmNhfuZRwUNZglUEei0+NsMSg/1cY2taifQuKoR4EYAHAbwBQD8A4fI/jcYxF20dNH2soQhsZ2m9wgcpP1uDyYDbGJhXNip0F7PluT6b79rdQPZO9OGas0d9/Z1OGSI+OKqtwdWaxOxKSangmXR4ITDmikAXXklRwRWXuhDIAmnmVko8MTif7bhWaqa4CTtNUYWogkIaaI9AZxwnrcHnbeq3bOH7x9ufwMmlDb7hGWLRRy0sJNkL+JMWfs9uCkfzARUCC7kMthE16IFpXpALmvYE+gZ2tjntUEVgQG2iblq944pbX1+2wefWR47x0TufbOlOOjq/hi892Lrp0RkegUGEhTgPgnH72TLFaV8HdYmETWTvrBBiJ4BPA2i+u0wC+BGAGQC6r08TKOds6kMuI+hCYsCiEBj0BJntmm1UaqjVpOXEsUEYYSHPPHcc523qQ18xjzdefxYyNt4gQcN2gVVag48vrOEtn7wX9x6ax1BPHn/xykvxvIs2B3GKsSCJisAC8daJ6wSaJwbH+/0Ng1FSbJ5dLdEWFLvkwTTiZ1tNkEQZFAJoj0CnMEXg1qFuDPcUTNVo1ZrEHftPYpnMI5hXXFCweVA7KsXCOPPTV+3Ah+54suXYTeeNA3CXsBpUazAA7B7rxaHZVt/IgzOruHib+YZ6UJgVAqeXN7B3Qr2xbJ3cf1SuOzckqbPBDrZp3kOSpdvhgRL+vQf/8f0jhmOfuvswXv6U7af/7qbtNWlwRaCT1mCi+LQplrLP1q3/I7u+wrz3dBpRvrO/jXoRUAI4BuBNUsovRng+mg6jmMti70Qf9k0uGR4bPNUa3M7iepm2zPg5SGUyAl35jGHgXq9Ubf0BgSBag42vd/n2Qbz9eef5+nu8wHa9WYJeO/9w2xO499A8gHrh8Pf/60E86/wJ5EJKRgwbFmYRe0WgSWE8jsyx91d7BJoqAtmmil0LShrxs60mSHghMExFoHFc1opAjpSSKgK3DnVhuCdvOZdYL9ewHHDngx1qisBk36dfeeV2QyHwt59fn1dRBZlNuASb8/hlsr97tAe3tx07YNKiGzSPn+S/d2bZmR0MDQsJTBEYrBouTNy0jgJAl+J7IKXEfYfnkc9mcMGWAdsQEgBYMNn4P9JWvDYLOkkT9H2uVJU9NN18vqxQaNe9ZgZfY3fevDAsorz6n3vq/xUAz9NFQE0UmLUHD3bnMUx2UvdNLvGwEJ/9C+igWlIrBPodFsJTtuK1O0M9AhUUgR+760DL36eXN/Dtx6b9Oq3YkURFYJJag9lCbFAXAmnr6/wa31Sxa0FJI27UP1FAW4NDbM+kisCqLgQy5lfLhs+rK5+pz21s7ArK1Rot0oepylALC0n24vCCLQP4y5+6DDtGurFtqBt//opLTs9JaWuwjcImqNRgANg9akybjqI1uFaTePykuSLQCWG2iVLFVAw3e1RgrZsq922V96BUqeFnP/Q9vPxv78JLPnAHfvmfv28aqtPMj47M0+PHF9dbwifY+ihtYSG5bMZgoyElTqds28EsW+wK5L3kcXYPUfr9LlqTNe6JshC4A3U14K1SyocjPA9NB2MWGDLYnccl24cMx+/cP81NtH2eILPJyGqpqtQa7LcikErpY7aDRlODXYaFOPWZSRJJ9AhkrcFxnUAvM28TvZOJfDZjsFqQEjg2b1QsdaIiMCmLxKjVFNwjMH7vUxw4xtSAg90QQtiqlOdWypGPZSrXVdIVgQDwqiu349u/+yzc+b+fhVc/befp425aSWlrsE+FwLPGSCEwAkXg8cV10zmuH4XAoMYzptKK64amHbQ1WEURqBBi8dE7n8Rdj8+c/vs3903hW/umbF/7h6c6e9qRErjv8JnHOiEsBPCW0EwtW2wKcczSxe1alIpt9Dw6MKIssZZRbw1+0u6JGk1QXGRWCOzJ4/q9Y4bj9x2ex0S/sXDi9045MyxeL1dxUqH1we/QizB2Z26++WZPP+8lLKSdSkoVJqVKzRB0I4R/ioGgSEqRBACWN4zXXF8x3u9vWIz0FgzX3wNHFwzP82vhmiR421j8rnG2iGLfTxXcjPnaI1CdSeIPuGWoCwBsFYFzq7xtP3aKwBQu4BswRWCp6twj0K/7+67RHsOxJ6dXyTOD5XETf0DAeSEwTKuDJM1j7HC7JmBF1uZiaLlaw//90j7Dc+47PG/r3X3f4TnTx75/YA7Xn1P33uQdTvEdR9yujYq5DNq/DuvlKgaI5VU7bgq9VBHoci26qjtFQiXK7bSDp/7PKzEaTQhcsMVcEbhrtAfbh1uT0qo1SQ24/fbOYYPuWlmxNdjnlrK1MjGOjdmNkyoCFVqDGWlVmMwT/7rhnoKS/0qU8LbJeH5GYdgGJBXWHnzPk8bJ+x4HZu9pISlhIex7F2ZbFRurVNudOo1jZJ6yeaA+n2G2J80srJXpIi5Uj0AFtV8aFIFmOL3v1WoSi+vBeQRuH+4xfP+mlzfoPS9IzIJCAODkklOPwBBbg1PlEUg2CZQ8Aq1DLL704CT9uYePL1q+rpQSP2xS/bVz76Ez8wze4RSv9YwfUN9hxXmzm0AVqggkqnIVVlgqtQ4LCYwo76L/A0AAuCbCc9B0OIPdeUMxcKyviPG+IoQQeAZRBTL8niB7aQ0uV6WSp4YqSbhxMo9ArQhsZYa2Bcffvy4pRRIAkRvsx5lRcq3dc3DWcGzPuLEFLe1EERYyv1rC/qklRz4+tJUuxGJMLqsVgaocJ233W08pAu3G/bnVkkl7VswUgakuBDoLC1lar0C2fRX6ijnkfQo+K+Qy2DbUbTgetk/gfhN/QMCv1mCtCLSDewS6S/luFEOllPjwHbxB0G5KfmBm1XLj/4eH5k/fJ6jPbczWM37gxVvbTViIn4pArkZP32cUF6K8i/49gEUAO4UQr4nwPDQdzu88/9zTbRgZAbz1OeecTo19xjlqhUDfW4NNEphUJzp++gS6TQgLk0E/C4EpVQTOsUJgAoIsaItUTCfQ1D9UKwIB8HbE9oUrAOwZ14pAINhi9zcePoEb3nMrnvPXt+N5770dD5IWbQa7/zClZ1BkaWpwPMeCqKGtwYMNRaBdIbBMNzXCVGWoeQTGax7iJ07DQoJsC26wm/gEHpwJtz3Y39bgaFOD49rZYAcroDJFWDtMEdgoht57aA4/MlH1TS0ax7JmrNqCgfq87NETS6hUa4ZiuhDp3FCwU19aQdd8eRuPQNK6u1qqJxU7hSkCdWtwcER29UspjwJ4PYAagH8QQjzX+ic0mmB41vmb8I2334D3vfpyfP7Xn4Gff/qu049dt2cMdmnrhVyGTtq8wApt64qpwYC/ycFJ8NToK+TQ3jW2WqpaFowqJrvrcfTm8oPkKgKTs5POCoG6paGO6rXWmYVA95N2p9RqEn/yhYdOFw6Ozq/hvV97VOlnT5AF2aaB8MKGWFiIVgRyWFjIlkE1ReBCYjwC07eAb+B0c4CFo/nVFtzgLOITGHZgiFliMFAvBDopPITZ7ZKkzgY76NjgMSzklvt5WzAA206oOx6bsXwcqBca18m8sSuXhbBb5CUQK/WlHW7WfIVcBvk2xX61Jl3N1dn1pTtrgiOyd1YIsRPAvQDeBOCDAL4khPgCgE8DeADAAuqpwrZIKQ8FdZ6azmDHSA92jBgnOcO9BVy8dZCa2jfwOzEYMG8NniYeKMM9ecy1yeL9DAxhu0NxKwRmMgKD3cb3YWGtjHES7gKYF5PcytnjzhzzCExEITBBqcG6NdgUFeXYaG8hEdek3/A2nmCu8SemVwwqnm8opDICwIlF44JsYqDLl/NSgXkEVnQhkMK8jBthIcxKo5nZlRL3aQrxvq9S5GOql7RAW4MtxoQgE4Mb7Bo1KgKfDLE1eH61hGmLwLz1cg2rpapywZqHHwVTXA5zsydouIecu7CQxmdwdN5cWTqzUkK5WqNt7rc/ehL/ee8R2999fH6de0LGbC3jF94Uge5SoXsKOcM4tFqqOm695mEh6fyc4kCUK5QDaC30CQAvPfWfEySi/XdoUs61e0YtC4FBhAGwm9PMyoZhp6aQzWDTQBcpBLrbaZxcWMfU0jou2jp4etHFd//i95XjhcCS80JgyObXYTFDJtDMty1uJGUnvVaTdPGsC4F1RnrtF6WdqAYETFSvARnJz5ioyqWUtsqIKaLMmDAZX4NAKwLVkJKHmjVag+0UgYtkQ6M7nz1tmRIGKu16afaNoq3BDguBfrcGn0Vbg8MrBKq0IU8vb3gqBAalCLRLzE0SbLPcvSKwfk0z38Fmppc3To9fzcfe/h8/sv29ALC0Xk6E37lfuL3eajXJW+YV3qfeQtYwDq1sVBx3Hul5dLjE4Z0VqBfzZNPfNZrYsJ0oBZsJoijWTfwYDs0aJ0FjfQXThGGnfOSOJ/GuWx5CTdYN+z/1y0/HeH+RtpTGUbUz2FMA2iaKVgbCZjdFuwlJpVrDx+46gP1Ty7hmzyh+4rKtiWgtSJMiMI4egWxy3FPIxj6VOSxUFIF7JjovKAQIVxHIxnMASkoa5tW0SSsCY8fsSskwRvYUshg4tWnpZtwP2+JACIFCLmM51qfZdsGpEp7NdeyUn05hHoEHQvQIVEkonl7eoMrFdqSU4YaFJMjixA63XUJUEXhqHr5k89lOLRoLgR/81n5ql7R3os+QLr20UaGFXxUv0iRiVXS1gn8nMsgozGOZT6TTtaiUkooxelK86RM1Ud5FD0Gx9VejiZLxPutJczCKQOPN6fCs0fNnvL9oatLqhIW1Mv78S/vQWFM9fnIF7/36o/j9F11gmIgXcxnfW4Te+c53Go7dfPPNjl6DtcFYBYaYGTXbKQL/92cfwGd+UG9F+Ld7DuPk0gZ+6fqzHZxpOCyul/HHn/8xvvLgJLYNd9MF1bDPC4UgSEranvYHtGbUZhwFOlkRGJ5ahPn8AfXr1+565R6B7gqBbsZ8rgiM31gQNVwN2HV6w8qNnUlfBAuxYgcXAp0qApeIitNvj0CWGjy9vIFKtRaKWlTF+/oksc9hlKo1tO8h5DLCt5TldsLc7Akatr5Q+S5y5XtDEWhTCCRq9K89dMJw7Bl7x/Daq3fizZ+8t+X40nolEX7n7bhdG7E5hYpHIA+HVBtnaXKwww6rUrVm2NzLZQQKIarRO43I7qJSyt1R/W6NxgljfdatT0FIlpkM+zBVBBbpTs2aQ5+7Hx6aM6Rpferuw/iVZ+6hvzOOCjjWBmOtCHTuEbi8UcHn7zvWcuyT3zsUy0LgP93+BD5771EAwKMnuMG2361DQZCUtD3mDxiEf2hSUVMEdmohMDz/qEmTQuDSegWbBsx/bqNSNVgvCFFXpYcFKzZUqno/uZ1j88ZNw61NRRw39+8oim5d+SwtcDUI07MwbJxuDtAih8/qtkIuY/CklrKuMg5DGayiLlIN1HPb/ugWPo9JZmsw22BX6YzixdD6e8DmT81MLbXet2o1SZPR3/NTl+KJk8Z2dbPW4LT6jFJFoMLmopf2aT9EKawjq7eYi+WaMy3oEqtGY0MUhUA2iPPW4CJtDXY6+JpNtu85MGs4pqLsiQLWBmOpCHTRGnxoZtVQMH1yesU0gThKPvDN/bbP8bt1KAiYMqJUjd8EmrW2BKEWTioqPjF7tSLwNEGpRaZI4Adg33bHfm60txiqb5z2CFSDKTc3txVqXvGUbY5eM4pCoJ1PoKpSJYk4VcKzolIQba4T/caCn9mY4jf+FgLJ+xVgYZl9FklVBDKfWZUNIat2Vbv7T3ty8OxqyaAc6+/KYctgN/rJvGtpvYLVBCoC3eK2NXi17D6og3m2OlUEuk2k1rhHFwI1GhvGbMzQg1jsswku80Ia6+cegU4LgWWTQtaXHjhuOBbXgAlWkLW6CbkJCzGbrJxUnHyGherieLA7np9lM0lWBGqD4zMMdOVhZTNTzGVaVEudBF8kBlPsZioKQEWRYRzjNg2EFxQCaI9AVVi68+bB1gLO2557Li7dPqj8mlGMZXaFwFSHhZACu1WbdFj+Zyx87eQyH1P8RqW1UbUQSNVhAfrFpUURWKnWDMpwQG2jjyfZVk8FrTm7/1jZVLCxanmjgvUOCguxUl9awVuDQ1QEsiAaPY8OFF0I1Ghs6C1kLScIgbQGE49AxtljfTRYRMVLpRmz4te3HjlpODZqo5CMCnazWLaYXLjxCJxd4ZNM5skUJccXjK1hjCQoApNisk13MvUE5jSZjLBsDz57vK9jg1XCLHabeQQurZurp4Hog0IArQhUpb2NDjCmO+8Y6cF/v/k6PPDHz8NrnrbT9jWjKQRaL0DTrQh0phJmap9gFIHG+d+7bnkYr/jbO/Gbn/ohHSf8QqWoMLOs5hHI2iSDbQ1OxjzGjlkWOteTV1KG57PCsBlYqUksrVcgbYbxdtUpLwTWr83+LuO8dmm94qnIlTR40VUhLMRlEAxgogh0aFPFOrJYCInGP3QhUKOxQQiB0V7z4ldYHoGMp5014k9rsAP5dnoUgSatwRbv3bTJJNNMZRMVhxST/BLrERiQWsoL7DukPQJbsVINnD3emYnBQLhG8qaFQJt7gNXCKyyyGeIRqAuBBpgicIIUbTMZgf6uPC3utBONR6D1EiXNiusiVQRG6xEIcEXgEydXcO+heXz+R8fwuo/eA2lX1XGJyga3N0VggIVAlpibQEXgNAljURUHCCHoezxtssHezMm2zQ02xm061bbOW4PLJq3B6RxD6Jwi4LAQqgi0sFriv1+3BoeNLgRqNApYtQcHMUFWuTltG+rGjpEeulvDfB6ssGsLayauHoGsIGrl92fVGmw2kZ1d4YXAuCkCDxI/yXb6irnAEvL8hHoExnAnnbYGa4/AFoYtCoHP2DsW4pnEC56m6P8icWm9bLrRYXcPOEFag5lfWJDo1GA1WBu3VbFPJT0+mtRgG0VgiluDnSsCo2sNbubh44t4nIQ1+IFaa7CaItBLKIIbmEIraEXg9PIG7j8y7+t8aYYU7ZyIA9jGbrv/H0OlNbix2VHMZZDPtt4rylWJBaJmTGtrsFkbth2sEKesCGRrMMeKQN1ZEzaBvrtCiOarTkopcyaPeaHldTWaIBi3KH4FofpRuTldfdYIAF4A86s1mGGljowSvxSBlZrERqVGdy7NCoFmKpuoOKigCEyCGhBITksN849Ms2LFDWYFhy2DXXi5w/CCNBFUWMjcSgn/ds9h1KTEzzx1h2WKup1ZO194hawIzGqPQBXa1TMAVwQ2sCrQN4gkLMSmkNWT0kU8YLY5YFEIJOMFCxzxil0hEAAemVzC3gAS4JXCQhSKSmavFWSbaD4rIARaWmArNYlKtRZI4NJ//fAI3vGfD6BUqWHLYBf+9ZefjrPGvKvuWeu1XaBiM/1deYPHoIqVzcmlDdRqEplTm0FUEXjqfiREXencPl9nGySpbQ12GU7D1o6q4yxr4fUlNTiln1FcCFoOIpr+3z6Da3/My38aTaBY3egCUQSqFALPNi8EBtoaHFNFIPscrHajrHZJzd6/mYQoAg/N2u/IJ6YQGGLbpBdY0VkrAlsxU/j81nPOCbQtK+6wQmCpWkPNQ5FreaOCF7zvdrz7y/vwnq88gue/93Y8emLJ8vlWMNXGplgoAnUhsJlytUZVUeMWcxiVe0EUmxpM1dKgmMuEmlgdNlQJbxLqBpgoAm0UlW5QUQHnSMHeD1Q2uJc2KlhYs/Y7BfgcL8gEWSFEaOnw6+Uq3vk/D52e4x5fWMcffe5BX16btV6rJAY3YL7UR+fsC4GVmsRck6LPzrOWtQezdOv0pga7a0X34qNIFYFOU4N1WEjohHEXtboj6CKeJhFYFQKDWOyr3JyuPmv01HO9h4U4aQ12svsXJjQsxEVrMGB+8zILC5lUDOcICxVFYBKCQgCenpgUj0CtCGxl12iP4ZgQwCuv2B7B2cQHs0Wi1cLfjv/8wZEW1cTMSgnv+cojps9fsmsNjkFYCAuTKVd1IbAZtlAf6S3QwlIDqxCfBnFTBKZ9bHXqjRuX1mAASoU4N6goAgHgu0/MuHotFrznJ25VWk7ZP7VsUH9/+7FpXzpX2CaDkwBBtulwRKEQCLQq+k4Q1XOzZy0rBLKfSWtrMNt0VQoL8eCj6EtqMFMEpnysj5pAC4FSykzTf1mLx7z8l85vsSZWWO14BZMabH1Zbxoonl5UM9k283mwwomPQ3wVgc52o6zabMzeD7NEuskYtQZLKZXCQpJSCGSLwcR4BOoJTAvXnzNuOPZ3P3tlqpU9qvidHPyZHxwxHHty2lwpbN8abN6KFRbM07TsoViaRpjqxS4MRKUQGE1qsPm4kGZ/QIArAi1bg+kCPgBFoMJ3fjGoQiApKrC5+bcfO+nqtboLwd6Hwgo+M+tQueX+455fe4ZsNDhZEwyRsebovHoh8MfHFvDFB47jwaOLhseb1apsvOp4RaDCtcbWjsqKQIdrML9/v8Ydevat0ShgFRYSRWrw1WeNQoi6OoKGhQSoCLRK/oySXrIb5cYj0OrnTD0CFzY8tfH5ydxqWanVe7A7np9jO9ojMD08dfcw/vcLz8dQTx5DPXn83gvPxwsu3hz1acUC5uelMnE345FJ8zZgxvK6+eJ9vVw1qHwywpkSxA+YOrgcw7EgSqxM9M0YVAoLiaIQaD4PYvf7NMH+7datwcbHgmgN7i/mLAu0QLiKwOdeaLx/fPuxaVevFbQ6zKnvo1vMOlS+cP8xz6/N7HGc+IYPeVAE/vHnf4wXv/8OvPmT99LHJ1oUgcbfw+wt0lpkoupThWvNS2uwH4pAPY8OH/3uajQKhN4abFcIPOUPCPBCoGoLRQNVj8D6JDCeN07nYSHmN0XWUiylNC0Elqo1zK6WYtE2fXBGLbEvMYpAn5VSQUEnMNojsAUhBH71hj140zPPRk3yVs9Ohe3gu73O18tVVBym6VopAtkCaqyvGPrn59Q3rRNxmhgMAANdOWQzwtJvMYr2LKvW1rQu4Bs4ve/x1mD/3yMhBCYGijg8a168CbMQ+JwLJvDv9xxC86V7cGYVB2dWsGvUPByDKwKDvcbZZ+pls8eMYyaKwHsPzePo/Bq2DXW7fm2mCBzvD94jELBWtI/0FlrWJqw1mN0r0upN7FYRyL8XHhSBDrvTVsnaixUYNf6hFYEajQKWhcAABik7b5fr955psfMjLERVvh3XtmDALCykCin54saqELhK3o/FtYplQuVkTAJDDs3atwUDfGc2jsR18X9yaQPffuwkDp96v3VrsDpCCF0EbIMrX90tEh+ZXIJTgbKVR2Ac/AEB3hoch7EgTrgpBAohbO8HbJEXNJaKwJSPrU7ve6xIFoRHIGAdPAMEWAgk89rNg124bMeQ4bidKjAKRaBblZZTrOait3hUBVKPQAeKQOYRyK5rVsizon2MGyCKQEZaNxTcegT6rgi08GlnLNOwkHR+RnFBFwI1GgWsJj5BDFJCCNNJyXmb+rGzyXSftciwQpYVqq3BYbeCOaGQyyDfllZXrUnTgt+GhWqSqWNmTIJCGsSlEKgSFAIkKDWYKiOiDQv5/oFZPPe9t+HnP3w3bvrLW/Hv9xzSLQ0aT/iZKPnQcaN/kh1WisA4+AMCJsUR3Rrcgl2aphl27cFx8whMe2twLiPQvldSrUlUTIqBrKAUlNrJLjk4qEIg9UHMZ6n3rJ1PICsqBl0UCis1+LhFeN0tD0y6fl0pJQ0j8uoRyLhs+5DyawLGMU51vEprWAjvMHCXGqwaokPtmRwrAkkhMOVjfdToQqBGo8BAt/lAFJTRvZkc+7kXbmr5u5kSTpVaTSo/fzSm/oANeHIwvxE5TQ02awtucDwmgSGqhcDktAbHzyPwfd947HQqX6Um8a4vPExVU7o1WKOKn0byPz624PhnrFuDjde2Snqo3xSyRhWpLgS24kYRCNgHhkRRCLQqZKU9LEQIwQNDyPVerUmDqkoI60KqF+y++2G2BncXsnjmOWOG43ftnzEtmgJmBY+AC4GsOBNiWAgAPHRswbRLxo6VUtVw/RVyGUdjg2onygsu3uzIaqd9Y0pVUZjWsBCuCFRoDS67D+tgY7Lj7jRWoE/5WB81gd/ZhRAfCfhXSCnlGwP+HZoORwgBIQCX909X1Ex+2XMMhUDjILm8UYGU8nSgiBXOEoPjqwgE6jtHjQJNg9WNKtBnfK5lIZDcjJhJcjNmBs1+c3h2FX/9tUcxu1LCzzx1B150yZaWxw/NqnkEJiUspF3lCdSLb9WajKy9tL3tyMxjs7+YjGKrJnrctvIwHjrmQhG4bn7PYO1gdu2BQcAKIzo1uJUpUrRVSXodttkYiqIVlxVOGnSCSqSYyxrGgFKlhvZOTFZMKuYySvM/N9gVlsNsDe7OZ3HZjiH0F3Mt9+GljQoeObGEi7YO0teinoqBKwL9G+PNkFJaFgLL1XqXjBu1KPMHHOstOLrOVDegx/oK+MVn7MZffPkRpee3KwJZWAgjvYpAdxvoXlqDnQY2MtjzdWdNsITx7r4eQFDlE3HqtXUhUBM43fms490NL7QXtBpcuq11YlPMZVHIZVqUEdWaxHq5prTbZaUEaWcsxh6BAL9hmCsCnaUG2ykCJxesW4f9oFSp4ZV/d9dp1cdtj57EJ974tJbWGGWPwIQoAoUQKOYyhklMqaJ2ffuN6g5+RgTn0aRJH7SVx4VapFqT2OcwMRioF9fNFoisHWwsAkUg9QjUisAWWBu3XSsnYK3yymVEYOoyK6x+ZyeoRFRbSWlicIAFDjtF4OKas8W/KtwHMYt8NoPLdw4ZNuj2Ty2bFgLZa/UE7hEYvCJwdqVkOyYurVdcXR9sQ8jpfUDVkqa3mMPPPX0XPvCN/Urhh+3J6KqKwLQGUdCwEBVFoIewkK58xiCY2ajUUKnWlDvneCEynZ9RXAjr3dWu4JrE0xVyIZBx0dYBZIgKqr+Yw0yl9Sa9tFFWKwQq+gMCwbUG33DDDb68DlscmCkerUyaXRUCF4NXBN6x/6Sh9eujdx5oKQSaFZDbSUohEKgrgeJSCJwhk2FGXzEXmCJDkz5oC7wLtciBmRXX9ymzBaJZarAX3Iz5XBEYokw/5lRr0iTV0/6zunDrIIDD9LHeiMYyq7CQIELa4gZvDTZ+t2mBzOK984qdwnRxrazckaJKuVozfNeb25/3TvQZCoGPTy2bvt4qmRcGPZ/wa4y3wkoN2GBlo+LK2oH6AzpcE9h5kTboK+Yw0JXH667djb+/7XHb529q+/eo2rLEXRHodm1E1aeuFYFq76UQAr2FnEF8sVquYkCxEKi9tsMnjHf33T6/3g0Ano66ElCvsjShEfYN49nnT+Ab+6Zajr35xr30uX1dOUPr6vJ6BRP9rc+r1SQ+cueT+OfvHERfMYc/ePEFjiY/IwG1g914442+vI4zRaDD1mCbApDKBMwrLAnvm/umUKtJZDIClWpN2T9vKCGtwQBXApVr0SiBVAuBqq0pGg1g5h/l/Bp30xbcYNlkgUgVgR7vBW7G/AIZB6L2C40TM8sbhrTowe68kvrnKSR5tUFUCzErRXVPBywOmSKQqb1oiEaARa3xPmuFaalaU+5IUYX9G3vy2dPFxnPaJ7sAHrMoBK6RAlzwhcDgxy+V0DonXUDNsLmPU7sgVUVgY8z5xWfsxqfuPmTbbt7eGjyQEo9At2ujfLYeNtR8P6jWJMrVGp1PN/DSGtx4rqEQuFFVTnFmYSGdoP6OksDvpFLK3/PjdYQQTwPwLgBXo7XVWM0QS6PxiJVfTRD8xOVbWwqBF28bwPMu2kSfq1oA++a+KbzrlodP//0NH7sHf/XTlymf01jcw0IcxNc7bw22Tw32exe8nWr7Ku8Uj5xYwgVbBpRDXwq5TKLaVpkXYCUiJdC0zXXQQO9iapzgV1gISwz+hWt24abzJvDY1BIW1srozmfxV1971OB5a6YOpy1hEdhE5FlhRHsEnsZLuvN5m/upBQPAfYjDwEoR2BvzBbwfqAZlsSJZkK3cKp6TC2tqHSmqmAWFNNg7YTSC3m9VCGSKwMBbg90FODjBKjG4wZKDLqBmmNrYSWIwUL+mewr23VUNRd9Efxc+8vqr8K5bHsbRuTX0deXwxEnjst+NR2AuwwN50oAQgnaxbVSsC4H0e+Hge9xbzAFtHQSqPvS1msRqBC37nU7sVypCiEsB/CmAlzQfBrAO4O8B/N8ozkvTeUz0F+kNKChedvk2SAl8+cFJTAwU8Ws37jEdwFnRgd3s//prj7b8faNSw6e/f0T5nGIfFsISlP1SBNq0Bq+WqlgrVwP1szDb7b3nwGy9EKi40zvYnU9U22qeFAKjCglQbg3WicEaB/hlJH90zrgQvHDLAG46fwI3nT9x+tjtj03j7idnW563tF7G3966H5+99yjG+4r4o5deiPM39+NkTDwCi0wZrBWBp6FBIQr+gEBddX3xtkH84OCc4bGoNjWsPQLTP76qpgaH7RGo0g66sFbG5kG1a0+F9ZL1v5EVAg/MrJj6k9HCYtCpwSEoAlU6U1wrAskc2E1o1FB33r4Q2PT9vnLXCP7rzdcBqF9Xl73zqy3PLeQyho0pFY/AuLcFe4UVAtfLVdPxXErvhTimHjQTY7SzVq4aNie78hllf0GNO2L77gohzhNC/BuAe1EvAopT/1VQLwDulVK+XUp5MsLT1HQQb332uYZj73jB+YH+zp98yjb8/c9fiT952cXYMtht+jx202OFQKYWue1R41foMpM2Iae7f2FjlqDMsDJUZgU1lQKQ2wmWKkfn+W5vY0HPfG8YQ4rtGXGBTQTM1JFBw3bFGVGkbGqSi19G8qyNt10tAdR9Zdv5yJ0H8BdffgT7p5bxnSdm8Jp/+i5miPl8IZehPx80WhFoTbt/LGCf8NrM5Sb3/ajGsqLFArQzFIFqYwJNwA1Q8Z/LZrBnvNfyOX4nB9sV7kZ6CxhpK1CWqxIHTcLT1khh0UkLpBv8Un1boVYIdPfZsA0hN2uCwR77nzFLBR/szuNVV25vOfaSS7YY5ogqmxdxbwv2Cit0WokFNio1QyGukHVWiKPJwYrrEva8TkiHj5rYFQKFELuFEB8F8CCAn0L9HAWAKoCPAzhPSvlmKeWxCE9T04E8/ewRXLtn9PTfd4x04xVXbIvwjM6g0hos20d4Cy7cMmA41p3PYljhBh4lvikCXYSF1H8u2DAZs0LgPQdmIaVU/v1JCgoBgFyWtAZH5RGocB0AvNCi0Zjhl5G8qp8fU6x+/eETLX+fXy3jSw9OGp433leMRFHMPAKjUgbHjVpN4pb7jxuOt6dpWmG2ARhHRWAnbLSoKwLDV7f90vVnWz4eSiGwrZDjpD2YtUB2BV0IJJ+J/4pA+9bgZZfzVNoa3OtOEWhFbyFLQxEb/OFLLsQvPeMsPGXnEF5/7W686+UXk9fIwe4WlfZCYHthHODzgwZMPOL0PWJ+fqoCBbZ+6YRxPmpi8w4LIbYC+EMAbwCQx5kgEAng0wD+SEr5qMmPazSBI4TAJ954Nb720CTWyzU8+4KJ2AQCsEXd8nrrRIz5PJkx1JPHzz99Fz7x3YOnj/3EZVupV1ucYAsWM9+8DQtvlvadKSmlUiHQSQKzU1Y2KqaJwCcWN3B4ds1Ba3C8C7rt5DPxSQu1mkg1oz0CNU7wq22M+vn1G7/vKq1TAPDo5JLx9SJShjNrDCtldyfx4TuexB37jWFS5202FkfMMAsMCdJvzgorVVsnKEXY5gAPCwm3NRgAXvO0ndg10oN7D83hb2993NCC6HchkBUT2v+Neyf6DHYH+6eW8fyLWn9OShmb1mD/PQIVFIGuPQJZWIjze4HdRrRd8WewO48/eMmFls/JZAT6ijlLP8S0twaz4K+TRDXegAkNnCjKARNFoGLhma1fglbpamJQCBRCjAP4PQC/CqCI1iTgzwP4QynlA1Gcm0bTTjYj8IKLt0R9Ggb6isYba7si8MCMur9hXzGHtz77HAz3FnD/kXlcvHUQv/FsnlgcJ1i7kDtFYOuNa3mjotSCFmRrsJkasMHdB2aVE9lUnxcXqCIwskKg9gjU+A9PDXa2SKxUa5hbJYs1otpg9wzGk9PG+4bXxGC3MIWUbg0GHj+5jL/4yj7D8bG+Ip534Wbl19k+zO1HjhDfyTCwCgvphCRJ1SRx3hoc/Ptz7d4xXLt3DFNLG/jn7xxseczvQiBNDW5XBI6rKQI3KjVDunY+KyxDFPwgaEWglDLQ1mC/0uPtCoF+zZ0GuvLWhcCUF5mYf+NJi/nrkTljG/2OkR5Hv5N6BCoqAplvpFYEBk9k77AQYgjA7wL4DQA9aC0Afg3AH0gp74ng1DSaxEE9AtsLgWRBZ/V6Xfks3v5coy9iENx6662GYzfeeKPj1/GrNbi9oKeiBrT6XX7AbtLN3PPkLK5pal23opCLt7KznRwLC4mqNVh7BGoCwI+wkNnVksHjZ7A7TwtoqorAoAqBbsZ81hqsFYHAf9xzmCqk/+qnL3M0Dpm1e7OCVBhY/d6OUASS6511MqyTDYMgPQLbYRuLvrcGE0+/dkXXOZvUCoFRFU6p6tuF/YMZc6tlpfHQjSJwvVzFXFtHSkaoBce0Y9eR4lc3hd3rJEFt5mVtxDoBrBSBh2eNGz5mm0Nm8DWYe0WgnkcHT+jvsBCiD8DbALwdwABaC4DfRr0A+O2wz0ujSTJsUde42X/+R8dw1/5p/Pd9R5VfL+xJ9m233WY45lch0EylZ6W2KVVqKFdrp3eIVX3hAlUE2qgyHp5cxKU7BpVeK6qgDbcws+KoFIHKqcEdoFjR+IcfYSHTS6Qt2KR1S3WxxZTIbIHhFDdjPlUE6kIgHjlhbN/+xevOwg3njjt+rXe84Hy8+8ut6sKfvDwaL2QrRSALBksbrBDKFLBrRElj9d75DSsELoYcFgJwj8DHTy6jVpMtnnPstcIoCgUdFnLMpmukgRuPwKlFYwFpvL/oKtHVVhHoU/HHbrMrCa3BXtZGVBFoUQikisDh8BSBPCwk/p9R0glty0gI0SWE+G0ATwL4YwCDOFMEvAfAC6SUN+gioEbjHLOwkI/fdQC/+akf4t/uOexIXZLUtkZWCGRy82pN2nrMNUfeqyr9giwEHrGZ5M0sl1rO2YqE1QGpIjCKsBApJWZW1BSBOeJrqNGYQcNCHBa5WOvWqIl6z8tiK06twToshG9OvPhSdxYmr716Z4vKZ9tQN553kXp7sZ9YeRP2dIAikClgmYKMjRNhtj0ORFQIbA/32DzQZRjXVktVHF9cNxxrJ4yiEFMdOlV9W8FSfRluWoNZCMlmB0FEzdiFhYRWCEz5GDLeb/x8LBWBRGzgiyLQxKfd8DytCIyEwN9hIUQewJtQ9wHcjFYF4AOoewB+Pujz0GjSDC0Erlfwye8dJM+2J6mJp0yFxYpzSu0TpQoGT+1csh13RpCtwXaKwPnVknIh0k07R5Qw754oFIGL6xVDAbk7n8XusV48fHyx5fjuMWc7qZrOxo+2MVYIZKoAwNtmDzMhD4M88QrVikBuV+A20GWwO4+vvf0GfOruQ8hlBH76qh2RecqaFQILuUzsg8v8gHnKMUUgbXUNURE4QELzfPcIVCjeCSGwZ7wXPzqy0HL8iZPL2DZ0pqDB5nNhFIWCVgSy4utAVw6Lba3AbjasJxeN3oOb3BYCQ1IE9tmEOXZHZHkQFuw+bRV2F5hHoOL1RlODtSIwcML4FjwG4H0AtuBMEfARAK+WUl6mi4AajXfYom5xvYxHTxj9UVRI6i6MqkegyuSr+ebFdqMZgRYCbRSBK6UqDQpgC6ZXP22nb+cVBjQsJAJFIF1w9xfwRy+5EM1v83h/EdfuGQvxzDRJx4+wEG7mzgtCXjZ74qUITJi82WeklJgm1hVePqOR3gLectNevOmGPRiOcNPIzLOQKcTTiOrmAPe8S5lHoGLK7+ZBY3GqPTCCv1bw75cfqm8rWCFw65BR0eXGI/AEKQSy91oFW49AnzqS7BSBaVcVs3u/mSKwVpM0FMqxIpClBnsQUvQkdC2aJMJ4h3cCaMzUJIDvAfgEgCEhxK/48QuklP/ox+toNEmlnyRAHpyxDpewIrGtwTS6nhUCnSUAs4k2oz2gxU/sFIFmz/mVZ56NW+4/jkOz9evhtVfvxFljvb6fX5CwNtsoCgDMK3K0t4hr9oziw697Kv79nsMY6snjLTftDcV8XJMemILHadsYS7Q2Kwh5GeOjKgTmyThQqtYgpTQtGqWdpY2KQRXZlc8kwgjfLZ2gBgRMWoPJ5gBtmw3x/hNGIZC285JrnLfftv4sVwSG4BGomALtFvaebx/uxr7JVg9RN/PUyQVjASkoRaBfQgS7QmDa52hMEXhyeYPeL6eXNwz3kf5izrEanH2P1D0Cjd9Lv9ShGnPCfIcbq7arT/3nJ7oQqOlo2KJuysILwo6ktgar+lOotNw1t1OwiWMhmzG06QSlCNyoVJU+T7ajd85EH778W9fju0/MYLC7gCt3DQdxioFCPQIjKAROk8+gset60/kTuOn8ibBPSZMSAlMEmrTxeplgm7UbB00mI5DPCsMmQLkqE5eEzrj90ZP4y68+gtVSFb943Vl47dX2ym3mDzjaW0x1YZRZRaQRGhZCCkdswyDMIIRBUtjxvTVYURGosqHCFYHBz3nZubEUaLe0twADXBHoZp46uWicW25xqQgMqzWYtaw3k+bNEqD+PnblMy3Xf6lSw9JGxfDeHCZtwduGux3fR1iIk2pqMCsYpv0zigNhrvaDmpV0dl+IRgP/d02S2xrMbkIVww6YygJ7sskceY1MtMf6Cji20NouoXrDc8qxeWNbBoN5fPQWc+gp5PCs8zf5fVqhEZfWYNaCN9obTVFEky78CQsJXhFYyGYw0B3d/SGfzaBcbR1nS9UabRtOElOL63jjx+85XeT8/f96ALvHemwtBvz0B0wKmRQXOZvhikC11mBWRAyKUFqDlRWBxn93xygCV43v+TafWoMnF0hrsOuwEOvxyU7Jp4rduigJqcFeEEJgvL+Iw7OtRdyTSxvGQuCssdDr1B8Q4O3WqopA5l2Z1LVokgjjHb4dulin0QSKXzdOABAiubswxVzWoBip1CQ2KrWWNgCVydfRpuIb20Ee6y8aCoFBtQartAUDXP3I2qWTBlOAhN0aPL9awq37pgzHR1O+6NaEAzeSd1gItFCstsPsJFQY7StEqjYr5DKGNsFSpQYkvB7/pQcnDWPaJ75z0LYQ6KT4mxY6xiOQFCrYJiZTBIbZ9thbyCKbEajWzly/G5Ua1stV385D1SOQtga3vWfstXpCeL+456N/m8es+LqFKQJLVVRr0lGL/YlF0hrsUhHYlc+gkMuYBj35NWe1Tw1O5jrHCWN9vBC4Z7yv5RgTETj1BwT4e86uHcYqDQtJ/vol7gT+Dkspbwz6d2g0nU4xl0EuI1CpeS+O9BVziW4r6inkDBOilY1KWyHQfvJ1rCmcg+24s/a4oFqDj86793vsISrJpMEWftWQFIHzqyW8+8uP4N/vOQT29RpN+aJbEw5MEajqTdqAh4Xw67MrnzEs3lWIusjEVFJlkqSaNP7luwcNx7704KTtz7HPPO2bE53iEcgKR7w1OFqPQCEEBrvzmG1TzC+ulQMtBLLXZsXT9kKpqt+g37Dz9TUsZN1YCBzqzqO3kDVsEq+UjO2hZtRqkoeFuFQECiEw1J03tbvxS9hg52GYVMGDE9g6hQWGMEXg9mHnisBdo0b/8cNzq0qbAiusNTgF65e4k+xeCo1GA6B+Y/Ur4CPp5qzs/NsnfiqTr+ZCIGslYQvioAqBTPWhStI/TwDIRaQIvGv/NJ71V7fhU3fzIiCQ/jY8TTiwljYni8RaTdIwG7PCnRAC50y0qgJ6CnVFtRVRX+9MHWymLEkSZoUIdu9phnoEpnxzwu4aTQus3V21Nbgr5Fb5oNuDqUegYmtwu+ouqsIpK+w63eyxgr3fg915ujZw0h48vbJhEBn0F3Oe2jbNfAKzGYFLtg+6ft1mWFt0M2lvDQZ4YAjbPDpCxAY7XCgC+4o5bG1TikoJPH5y2fZn2fopDeuXuKMLgRpNSvBrwEz6wMt8Atu9J1QW2McX7FqDjQti5nHhB0tk0qaa5pWGXU+28KsErAJaWi/jjR//vkHl0I72CNT4AfUIdLBInF8rG9R9vYWspdLlN551Tova9vdfdIHtuBK1IpCqpFKgCJwn/l4A8NDxRcufm1khisDedG9OZDpGEWj87lJFIOlwCLvtcYCMG0yh5ham4mNzGx4WYu8RGMY8yQ8fWCvY+z3Ynadzeieb1idIYvBml23BDUZMxqg/fPEF2DLovADF2DJkfY6d0BpMk4MDVAQCwN5N/YZj+6fsC4Gq33GNv+hCoEaTElQKeIVcxjbpyy9lYVTQ5OD2QqBCavDR+TVIWV9Y00IgWRAHVQhkE7xdo2o36aQXdgHeCuZHG7wV3z84Rz/3dlhBWKNxilcjeRoaYZIY3ODFl27BLb95Pd79ykvw5d+6Hj/39F3ot2kXYwuLMEmjIrBUqVGPJgB48OiC5c8yRWDUn1HQdIxHoLIiMFqPQAAYIPNGs+K2G2jAh6pHoEprcAjvVz4r0O66U6lJ3zY1WVjIgEkh0Imf9SRrC/ZYCLzpvImWvwsB/N9XXILXX3eWp9dtppjLYsJiLOwERSBbp7QXAqs12dIB1WD7iLuC7N42/0FArRDI1k9pWL/EHf0OazQpQcVX494/fC5WNiq4+s++YfqcpA+8zFzWqAi0L/CUKjXMrJQw1lfEOpk4ssVWUK3BTBG4c6QH9x+xXiQCPMUraUQRFsIm1QytCNT4gVlCaHviuRknHfgDNnPe5n6ct/nMDr7dfcRqYRUGrF0y6YXAw3OrptYDdoVA9rmnfUzKZjpDw8Bbg1lYCGsNDrfIMdxj3BDzsxCo2s5LU4MVwkLCUIcJIdCVyxp+/0alRu1PnFCrSVrcG+jKeW4NZoVAO/89O1537W4cnF3Flx44jrG+In7/RRfgpvMn7H/QIduGu029CNMwN7aDKgLb7hmTi+uGjfXB7ryyh2Q752wyFgIfO+FWEZj+zyhq9Dus0aQEuwJef1cOfcUcXXA6eZ24w1qD3XgEAnWfwLG+Ip04DnbnDQEt5arERqVKW0C8sEi8X1QUgYVshi4mkgZTgATeGqxQ1BUCGDbxutFonJDJCBSyGUOba3viuRk8Pda5WtWuEDje720B6BVmE5D0sJAD0yumjz1gqwjsvLCQTlYEqoeFhHvfZ62ec6vuvY3bUS3ecUVge2uw8d4eljqsmM/QQqDX2v3SRgWybTOht5BFLpuhc3on3SuTC0a1mNugkAZd+Sz+7OWX4M9efomn17Fj21A3fnhonj7WXUj+3NgOFY9AqgZ04Q/YYO8EUQQqeASya5Kt5zT+kv5vgUbTIfTZ7N40WoILuYylD5RXyX/UsNZgNx6BwJkbJDWqzmdN2pD9M39usMRag0eM6VztpCVxi+2WB90arLJj/tRdI5538jWaBl7ag6eJ6sGNn5/dRtDEgFYE+s2TFoXAx6aWLQMFWEBMmgqBV+0aNhx79gX+K4fiiHpYCGkNDtlbi4U/2PnrOoEWAlUVgW3vD3utsLzIeLu39zkj2yxuzPP7isbPxlkh0Hhv2ZSQdcI2i4JWdweozVRSg+fI99SL8p+1Bh+YXrHcsCtXa4b7uBCd0b4dNXoFo9GkBLsFXLMBr9VC4QUXbfbtnKJAxRhZ1YT/6Hy9JWLNxIOH7rQ6aLmw4t5Dc/i9z96Pd395H47MGXfsdiooAlmbdBLJU4/AYBf/yxvGifXzL9p0uqC+fbgbf/KTFwV6DprOgpvJq41VLAnQTSHQziMw6tZg6hGYdEXgjHkhsFqT2De5RB8rV2uG9kshgBHSpplU3vbcc1v+Xshm8Pprd0dzMiGjGi4Rh9ZgrgiMwCNQJSwkwsIpD4XyPn6xxOBGgAtTeTuZp54grcFbPCoCw8Iq8KITikxcEVhCrWkjfZ5cO0Me7iHDvQXD3KNSkzhocZ9jbcG9hZySLYrGG+lYJWo0GtuWruaQkLHeIp44aRyUz9/cj6edNeL7uYUJ85QwFAIVFSTHrRSBBZNCoA8+gT84OItX/f13DK0ezWwb6kZGwNRbCkiPrJ4qAgP2CGQT5avPGsXf/eyVmFrawKaBop6kaHyFqkUUF4m8EBhEa3AMU4MTrgg8MM2DQho8eHQBl+8YMhxnSo7hnkKqVMrX7hnFX/7UZfjQt59AdyGL33/RBZ4WqUlC5VovV2sGdXxG8Bb6IGEegez6dEOtJumcjan/iqw1uO1no2wNVvEwdANTBDYKgWwe6EgRGEBYSFhsHzJXBHZCIm1XPov+Yq7F6qZak5hfK58u3jM/bKuuMRX2TvQa5iSPnVjG3gljojDA/dXTsn6JO7oQqNGkhH4HikCWwgrUDXyTXtzoIzePFQWPwJ0jPTg027ogO3bKG8VsN5rdqFbIJNMpn/jOQcsiIFBvxRnqKVi236TFaJf7ggVbCGQegX1dOWQyIjGTYE2y8NIazNJj/VYE9hVzkY8prF0y6LEgaKxagwHzwBAeFJKuIpkQAq+6cjtedeX2qE8ldFTaSM1CNMKex9FCoE8egWZtwezfyApt7R0g0bYGh6cI9Ks1+MSC/2EhYWHWGiwE/36lkfH+omE+e3Jp43QhcH7N+D1lrf5OOGeiH999Yrbl2GNTy3ihyfNXybopLR1NcUe/yxpNSmDJYM00KwLNChk/efk2X89JlZtvvtm312IL1fZCHmu32z3WaygEnmkNVvcI9KM1+L/vO2b5uBD1m+RQT96yEJj04JcGrHAdeGsw+Rztiu0ajRfYItHKH66ZReIj6kY5NWBxH/GzLdjtmM9bg/33ZQ2L9XL19IaTGWaFQlb8TZM/YKej0hpM/QEjaHkc7jUWDgItBJoU7lTCQlgbYmhhIYq+j05h4//pQiAZ05cU56nzqyVDESmXEYnZcNhmoggsZDOJED34sTYa6y/iibZ7yKMnlnDe5ro6j6V7D3lUBLLk4P1T5oEhy8RbPS0e53GnM8rhGk0HYOsROHSm+HfR1gHD4798/Vmmk6skoWKwzXZgzyKee42wELOJKPVe8dgaLO2kgKgXpDIZYesFlZbWB9bqFrQKiH2OdsV2jcYLVM2iuEhkCzu7Nl+G1c9E3RYMgKbeJ7k1+PDsqq36m7XmAcDMij++kJp4ojKXMQsyCxumCJxd8ccjUNUf0Ox4e7F0nb1eWIpAOsZ738igHoGn1N1sA5O1YjIeOr5oOLZ7rBeZhCR3s816wJ/ia1I4b5OxHffrD584/We/PQIBHhjymEUhcJW1BmtFYCjoQqBGkxLsPQLP7Iy99LKtGG6Sfm8aKOJXnrknsHMLE7ZQbE+rYpOAXaPGFN6TSxtYL1fpQrOYy9AbleoEywzW7tVOo31v2GZXNi2KQBYWUg08LIQUAlPyfmriiZdESb8KgayNrMFEDNrB8sw3LcGtwXZtwQBwfGGdbhD51Q6uiSdmCdnN1wIbH1ixKWhYIXB+taS0sWkHb3/m/0aqCGx7j1YjLJ7yMJOgW4Pdb1g/dMxYCLxwi1FIEGfc3AfTBEtZ/+a+qdPrmnmi3PXaGnw2KQQet1C+t9s3AeZFXI2/6HdZo0kJVgs4oLU1eNNAFz7/68/Ap79/GDUJ/MxTd8RC7eEHZpPnZtjkub8rh/H+Ik4utRbi2EKt4U9DW4M9FgIPzlgbxwNnTKCHbW7WaZHWxyUspNMnlJpgUU0JZbBxxy4BmGGpCIxBkSltikCrxOAGpUoNsysljLa9/53gEdjJZDMC+awwqN83KrXTBa+1EmkNDjkxGKgr6rrz2ZbuiUpNYmmjclqZ5hZnrcEkjKPdIzCFisDFNeP4P9BdH8u9WNgwReCFpKMozoz0FpRbodPINXtG0VfMtcwRltYr+N6TM7j+nHHeGuxREcjCRtj3rgEPC9Hz7TDQikCNJiVYtS2ePd5rGFR3jPTg7c87D7/9/POwY8TYFptU1AqBROGXz2Ir8RN5/KRRzt6YNAaRGnxAQSHSWKzbKQLTIq2nYSFWcck+QMNCbIrtGo0X3KYGSynpuOMmdc+qEDgxEINCIA0LSXIh0H7jB6irAtvhHoHRf0Ya/7DzvGOJs2ZquaBhG5PzPrQHswJCT56PU2aKu4Yy0TSBOKTiaRRhIWxMZ/MbxsPHlwzHkqYIHOnwzZFiLosbzxs3HP/qj+vtwUF4BJp5YVZN5u0sZLE3JdZGcUcXAjWalGDVtvjGZ5wV4plECzOTN7QGk4lXMZfBVhKi8mPSGtFoI2HFV6+twe2BJYzGDjtrx2kmLTtquQxTBIYfFqI9AjVBwhb9KmqR9bJxgl3IZeii0w4rFaGfYSFuSZsi8LDCeA8Ak6QQOLVEFIE6LCRVsJbV5rAL6hEY0QKabUzO+hAYwhSBXSb/xkxG0DGiUfyjr5XPhOZ558UH1grLsBC6YW1foC1Vatg/ZSwEXpC0QqBHdVsaeN5Fmw3HvvbQCUgpaRHZa2twJiOU1LkN2LqJBT9q/EcXAjWalGCm5Lh8xxBe89SdIZ9NdFBFYFvRqP3vQL0QuHfC6GvxrX1ThmONGxxvDfbW5qGiEGkke3ZKWAhLDQ4yLKRSrRkWDEIAPRGYsGs6B7eKwCWyCHSbcG2dGhy9R6CK4jtJsEIgU9wcJ4Ehh0hbsVlKpiaZsHt4ayEwHq3BAFdeza34UAikYSHmy1fWftsoQLBCYJgFBy/J8FbQsBCL1OAVhXnqY1NLhnnWeH8xcTZCzzzXqIY7l6Tappkbzxs3dNZMLq7j3kPzhm4CIdzZirTDNjHY9w/g12NfSqyN4o4uBGo0KWGoJ2/YgRECeNdPXpyYhC8/UFGMbJCbUTGXxTVnjxqO75s07oieaQ023qi8ewSqtwbb7dqlJdyCtQZXAgwLoZOSQq6jvkea8HHrH0Xb2F2qV60WAHFYAKoovpNCtSZxZM5ooP60s0YMxybbjNYr1Rr92Z2j6bH50ADdpEi1ZqMIZMriMGC+YnM+KAJZqqlVtwNvpz6lCHSQQBwEtEgZUGqwpSJQwTMvDW3BAPBTV203eNZ1UpcUUO8iumbPmOH4bY+eNBwb7M7TzXen0EKgiU/gKmkN7knJ+iXu6HdZo0kJxVwWr7xiOz75vUOnj/3GTXtx8bbBCM9KjXe+852GYzfffLOr1yrkjDewdgUg9wjM4MItAyjkMrYKk8YNzu/UYCmlUopkY6fXzvskLTfSsMNClkjbjG4L1gQNV4vYF7n8DLbpymeQzQjq5eNna7DbMZ8pAv1orYuC4wtrqLS9z0M9eZy7qd/43PlWReDxhXXDz470FjwHM2jiBVcEnvm+M4VNFKnBADBCNiZnfVAETi0aW+CtNiWsWhLNWoPDghVH1i1CFFShYSGnxoJiLoNcRrSMF6VqDRuVqqV9BEsMTlpbMFBXfP79z12Jd/7Pj7G0XsErrtiGV16xPerTUsLPtdHlO4Zwe1vh76FjC4bnefUHbMAsCswUgayTKi3WRnFHv8saTYr4k5ddjPM29+PBowt4+tmjePlTtkV9SqFTyBpvPkphIbkMuvJZXLVrGHc9PmP5O7osPAK9KALnV8tK6WZnFIHWhcC0SOvzZHcySEUg+wzToq7UxBc28VUxdffzehVCICsEqjAWAr36BvlBgQUHJVQRyPxgd470YAvxqm0PC2Hp8jtTFPqlqcMKgY3F9JPTK/g/tzxseDxOikAWROCUqSVjW/wmC5sCGhhySnVHg0dCbA120i6pipQSixaKQCEE+rpyhs9ieb2CYp9FIfC4sUiUtMTgBtfsGcWXf+uZUZ9GpGwnthHMA33QJ09FWgh0oAjUYSHhoFc2Gk2KyGYEfuGa3VGfRqTkiSLQEBZCWjEaO6PX7R2zLQSeDgshi20visCDisbxjZ1eW0VgSsx2w1YE6qAQTRQwfz7m/2d8jr8J18xDFagvKKMmTR6BR2aNrb07RnqwmRQCJ9s8Ag8QC4ldui04dZi11z16Ygkv+5s7aREpzFbXZth8xI+wkBNEEWiVYG7VGrwacWswK46wc3LCRqVmGLML2UyL0rGvaCwELq1XTFPGpZSpaQ3W1Nk2bCwEsjR63xSBjjwCdVhIVGiPQI1GkyrUPAK5IhAArt1j9AlspzHR5GEhHgqBCv6AwBkfr+GePMYsUiJZ63ISyTEVEGld9AvquaYVgZqAYe28KgphGhbic+HaD88gP0iTR6AzReAapDwz5rGf3aUVganDrHD0mR8cMV1Uh9nq2gxLDfYjLOQkUQRaBRdZtQZHnbIchCKQB4XkWjZu2j3yAO692GBqacPwul35DM4a6/Vwppoo2aoYJOWX8p8V5J2Fheg5dxjoQqBGo0kVKooRs9ZgALhk26Bt4mZjMsee50UReGBaURHYXf+9Qgi86sodps/rTUlrcI61Bge4+PfTc02jUYUFdagoAsNoZY9KZdSOSip8UjArBA52G4O/1su1loU52zTaOaoX6WmDegSWqzhg4SUcVWrwMCkg+BEWMrVEFIGWHoHmybwzpDAZZsGBFR29pgZbJQY3GHYY5HKSvOc7R3pisyGkcQ7bYGL4pQhkY5eZH+YKDQuJx5wj7ehCoEajSRVUEdjWRkqT9k7dtHLZDK4+25ja2ExjMhe1IhAA3nDdbpqqC6THbDeXCbk1WCsCNRHgVhEYRuE6Kt+xdpgiMKmtwawQuGO4B0IIbBk0qjeONQWGMI/A3bo1OHV051lqcAWLFhsEUX1XabFpxZtHYK0maVHKqjXYKnSJfedYy2RQsA0Vr63BVv6ADZjKa96iEMiKhOzz1SSHrnzWMmSngZ33uCpOrnUmoNBz7nDQhUCNRpMquCLwzM1HSmnrq3PlLutCYGOi3VPIot02a71cc61WY75PjGYvsU0DXaahMGkpBLJCZznIsBCfPdc0GhW4ItBlWIjvhcB4TBe5IjC4TYEgOTJnHvjB1BuTi3VPQSklVxPqQmDq4KnBVctxwc47OChoa7BHReDsasmQjt1fzFn6h7GxquELfYQV30NsqXcSoKAKVQR2KSgCLYq0cyTkRRcCk882hfZgv1qDnaQGswIhG/s0/hOPmZ1Go9H4BFsolpsWiuWqRLVtYpnLiBalySaL3WbgTNFQCEF9+JjfhQqTxLiX0V4w+JVnnm14Tk8hi56YqHi8wsJC2j9DP6Eegbo1WBMwbAdcKSyEXK929gZW/Maz9hqO/dZzznX9en5SpIpAbwvpKFjZqGB6ubVIks0IbBmqFwBZYEjD2P3k8oZh4dRTyGLcxPhfk1zMCkdmhcBCLoNnXzAR9GlRRkzaT5u9LZ0yRYJCxm3mZ1atwYdJ8X1HxIpAr63BTB3arghkbdtWikD2GCv0apKFivo1SI9As2udbWamxeM87uhCoEajSRW0daxJoaeSsjdms6DqLrSmsbWzTPwuphbXsX9q2fQ1pZSYVjTWbm/72zvRj5++anvLsRddsgWZlPi5cI/AcFODvRRWNBoVeGqwSliIv4Xrl12+rWVDZayviJdcusX16/lJ3majJymwgsTWoa7T9y+qCDxVCDxE2oJ3jvTEItVZ4y9MFbNWrtLiz6XbB/HZX7vWt9Y+p3QXsgY1XrkqPdmlTNGgELtCIAsLqc8BD5skdYeFE5WUKrNE2WdsDWZFWgtFIHlNVkzUJAslRWC3P+MHHbuI8k9KSRWBaeloijv6XdZoNKkilxEQAmjehK7W6irAbEZgw8IfsMGoRRIv0Fo4ZIa2q00TXykl/u+X9uEfb38CAPCMvWP4yOufalAuLm1UlLyuCrkM3Wn7k5ddjM0DXbjnwBwu3zmE33rOObavlRTCTgpd3jBOgrUiUBM0rluDSVHASyv73ok+fOE3noFPfOcgCrkM3nTD2bHxCFRJhU8CrJi3Y/hMQWIz8QhsKAIPmBQCNenDSWvwp3/1GuqPFybDPYXT12mD+dUyHdtU4EEh1qEHLCxlvVzFermKyUVjYVGlOOIXPcTz0atH4OyK8T1qbw8f7nUW5KI9AtOJyrU+6FdrMPMIJOuvjUrN0OGTzwra3aXxH72y0Wg0qUKIeptv++KwXK0hm8kqKQLtWqyaF8Vs0tmcSvzIiaXTRUAAuGP/ND5y55P41Rv2tPzMzLKaGpCphhrn9Pbnnaf0GkmDJdW1+wb5iQ4L0URBVz6DXEa0XNulag3r5aplIY5dr17DQs7d1I8//cmLPb1GEIS9KRAUZonBDbYMsNbguprpEPGS3T2mE4PTCPvezyxvGBbOxVwm8iIgwAuBsysl16q7KVK4s7Nu4S2JNRydN6oBNw0UQ93k6CowtaLXQqBx7ti+mc0UgcxbsAErBPrVMqqJDjVFYHCtwUwRyIJCtBowPHS5VaPRpA7mI9UozqkUAkd6C4YQkJbnN+3SF6kx9ZmF6b0H5w2P//mX9hmOzSwbd3UZ7SbQnQANCwlw8e93q6VGo4IQwlVyML1eUzqR5mFQySsEHpmzblFkHoGNpOCDNkVETXpgoRiTxDfPreLOb1hQiZfAEFeKQNYaXKnicAy+N0wl5TUshBUC2z8HVtyxVgQai4RRhdBo/EPFI9Av5Sdrg2dFb9oWrP0BQ0MXAjUaTeqwWiyySVd7a3Aum7G8GTZP5orkd200mdebJQE/dmKp5e/TioVAr0qfJMLCQgL1CPQ5fEGjUYW3B1sHhgShCIwrrDV4I4GFwMemlgzHmguBZ431GjajjsytYWG1jKOkiKgLgemEtQYzldxAdzy+70w15qkQSIqeEy7DQg6z4vtw9IXA1XLVU6CKSiHQaWowCwuJyntS4x9bFRSBAz4pAs38Tdth8xedGBweuhCo0WhSh1X7GLsRdZFi3piFT2BrIdC6NdisneKWB463/L09QdKMTjSEZ2EhQaYGs7AQrQjUhIEbRWAntbLzVPhkFQJrNYn7jywYjp+/uf/0n3uLOewZ7zM858FjC5gnLX12AVeaZMJUNTOk8BNnRSALs1DlBAkLGbcJCymatAYzReD2kAvouWzGsJkhpbfNDHY9qBQCrVKDuUdgPK4xjXsGu/OWm9oDXTlqxeMGWvQmQoxVEq6oW4PDQxcCNRpN6rBSBDJpOptsWy2smhWEVBFYPjOpWy/zCd4X2wqBqh6BlVqyFr1+QAu7Ab4PnVRY0cQLp4VAKWVHtbLTsT1hhcADMyuGz6ynkDUU/i7eOmD42QePLlBvL+3flU5UlTFm3sFhw8avVS+pwUQRuIn4ZzbDNnY3yrw1eIdCq6Tf8FRj9+3BKorA/q4c2us7K6Wqqa0CTw3WisA0YNUe7Kfq00yZ287yBksM1orAsNCFQI1GkzqsPOXWSsaJD9u5sioEtigCyc82twY3/7mZR08sY39Te5hqa3CQLbFxJXsqCboZKYNTBTJFYL+HFFaNRhWnrcHrZWPiXiEmwQFBQMf2hLUGMzXgxdsGDUqMi7cNGp734LFFWggc9KmdSxMvWMosIy7ewTSx12QOZIeUEiepR6CL1uBKFYfnovcIBPjGM+tUUaFSrWGe+Pm1F+0yGUGLPEwVWKrUDJuhGeFfy6gmWqwCQ/zcUFL1w2QbBdojMDx0IVCj0aSOgkW7rkpYCKBeCLTzrNowUQQCwJcemDz955kVtUJg0trg/CKfCaclsFaTWKatCuksrGjiBVUEWihqljaMi8A0+1mmQRH4oyPzhmOXbTcW/S7aajz2gwOzBhVPLiO0p1JKYUUjRlw8All4mllXhB0La2XDd7s7n7VV57P5XL012DqgJyxYAAxrmVSBhXoMdudpFwX3bzT+/PyasTg42J33rWVUEy1WikA/N5TYdc7WXyssLCTFc5i4oQuBGo0mdVgtFqlHIGsN7rfwCHSQGmymCASAfZPNikC11uByByoCAdBJaCUARWDduLv1WHc+SwNLNBq/Ycoeq9bgTvOz5BsCErUAPUP95keH5w3HLtsxZDh20TZja/CxBaNn2mB3viO9YzsB1UJgXDwCVdsBVThhEhRid62zczi5tGFQ0uazwrbNOAjY+blNDmZtwaMm6b40MIQoAlUUhprkwrxnG5hdO27oLhjv1ew6X9FhIZGS3tmiRqNJDDfccIOvr1ewaB9bJzciqgjstfAItEsNbpr4Wu2GN7dfsNbgy3cM4b62ReMvXrfb9PXSTC4rgLb5aSUAJVCnFVY08YJ7BJq3BifVz9LtmJ/JCOSzwrAhUq7VUMzEf/FQrtbw42OLhuOXbR8yHBvoymP3aA8OzBhbGpsZ1P6AqYXNTRhx8QikrcEuFYFTJCjEri0Y4B58LKV721B3JCq3bh89AlknCQtsAXjYB2sNniPFRe1BGg1+r40A4IWXbMYHvrmfrjmedcEm334PLXi3XefVmsRXfjxpeF4S5jBpQb/TGo0mcm688UZfX8+pIpAWAq0UgQ5Sg60meM27Yyws5HdfcB5+9kPfO61Q685n8fKnbDd9vTTDWl2CUAQud1irpSZeOA0LoUEhCbhevYz5+WwG5WrruFqq1BLhi/joiSVDQuhwTx7bTdq1Lto2aF8I1N5dqSWbESjmMrapsnFRBPIOCXdFLhYUMqGg4OOqROP7F0VbMOBzazAL9TApBA52M49A488zlaBZcVETLH6vjQBgor8L//Xma/HP3zmAHx6axyOTSyjmM3j1U3fixZds8e33UI/ApvXQwloZr/2n79KNMfYd0QSDfqc1Gk3qYL59JSuPQAepwRnRalhPFYEtrcHmE/jVcuX0ubW3rQgBPG33CD79pmvwT99+AoVcFm999t6OVX/kWGtwAG3SnZTAqokffSSUxkoRyK7XuBQFgqKQyxgWzkmwTNg/tYzf+NcfGo5fun3ItN3x4q2DuOX+4/SxBroQmG56ClnbQmBcPAJVi3AqnPBREciIqhCoopRSZZYoAs1bg9U8AtkxP9NkNdGzY6QH/9+LLwz0d1CPwKb79ie/d5AWAQHtyR0m8bhzaDQajY8w9diZ1GDiEeggLKQ7n21ZtNntgFspAhuLWebzMtJTQC6bwVW7R3DV7hHT1+gUrD5TP0lqq6UmHThVBLLrlb1GmmBjQXuARtz48oPH8eZP3gsmYmZBIQ0uIcnB7ehCYLrpKeRocaaZuKTas7mUW0XgCeKHqeLpp6oMPmu01/E5+QHbeHbfGqyu3mNKQdoaTI6xIqJGY4WZSKJak8hmBB4yKQICwIVbjf64mmDQ7ucajSZ1sNbgxo46m3AxCftoH59Mtb82bQ0uKyoCN+rnwrw6zH5/p5Ijvo+BtAYntNVSkw4cFwKJWjDt1ytTfMc9Tf3/ff0xWgQEeFBIg4sUFkRDuhCYalQCQwZicg10kbmX2yLX5KKxELjZZWswY9doNIpA5hHotjWYbiKbFAJ5arBaWIhWBGqckskIqs5tjAfsOgOA1zxtB645ezTQc9OcId2zRY1G05HwhWJ9FcZbg43PN9tVbv95u9Zga0VgfYHPCoFmisROhaYGB7D4X2KKwJQrrDTxgbX1Og4LSfn1ajfmxo1qTeKxqWX6WH9XzlLxPdxbQG8hixWLQoFWBKYblQTNuKiA/WwNniQegZsHVQqBahqXs8aiUQTatUw6gSkCzTaReWowaQ12UFzUaKzozmcN3/+1chW9xRzm14zX2V/91GV45ZWd6YMeFVoRqNFoUgcNC6mYtwarJvMBxkktX5SqtQY3ioosKGRUFwJbyGfMi7t+srimw0I00cHSP9MYFuKFpLUGz66UUCVywJ5CFn/0kgttC3l2AQlxUYNpgkFF4RaXa4AXAv1rDfZLEShESjwCydyRFfwArgjUrcGaIKGBIafWYCzo5spdw4Gfk6aVdM8WNRpNR8ILgfWbD5twmU0cVdL6itQTR601uFyVKFdrmHFg+Nyp8NZg/xf/ui1GEyVMEbhoVQgkikBWTEwTbHyPc2vwCdLiCAB3/e9nKY0t431FPDm9Yvq4VgSmmyQpAtnG6LoLj8BKtYYpEhaiogjMZzPIZgQtvjfYOtit3ELsN6w44rZYylqDR3v5JrKyIlDPgTQ+YeWHyYrQZkVsTXDE486h0Wg6mltvvdVw7MYbb3T9ejxYoj4pVPUIBOrKmo2K8WbVDFUElptbg60XqKulKqbJru64QjpeJ5Ejn2kQHoGzZHKi22I0YcE9Ai1agxOacu1lzM+TTYFSjAuBrKBx3d5R5cX1+ID1vUAXAtONXSFQCKCPtJtGgV+twdPLJYOn5mB3Xrl415XLWLbT7x6LRg0I8M/TtUcgm684aA1WVwTqOVAU+L02ChtWCFwtVVGq1Azfz4yIz4ZGJ6HfcY1GEzm33Xab4ZiXmx1VBDZSg6lHIJ9c9hZz1IOlGbvW4A2bnd61UpWHhejiUwt56hHofyGQTYxZS41GEwQ9haxBzbJRqaFUqbWMa1JKfP5Hx/D5Hx0zvEZfTBJErfAy5lNFYIxbg6eI19mmfntlU4NxG5sIrdZJN91566VaXzGHDLk/RoFVOIATWFDIFgU14JnzsPbV3BVRYjAAdJH5ppvWYCkl9fMzmzvy1uAypJQQQrQca2e4N/73lDTi99oobGhrcLlK/QEHu/OxGcc6Ce0RqNFoUgcLC9lw4RGo0pJDU4MVW4OBemAIUwRqj8BWaGtwACog5luid8M1YSGEoB5/7arAj9x5AG/9t/voa3SiR+BGjBWBJ0gh0M73r/W5WhHYydjNQwaInUBUMMWemyCfSeIPuMnBd8ZOOXhWhIVA2hrsQhG4uFYxdEX0FLKm//aufNZQqK3UZEvgVK0m+WZot54DaZxj5odJi816nh0JuhCo0WhSh5WHFGtTMZs4XUGMayfaWnaLZAe8MfGt1qRty9pqqYoZmhqsb4rN5FhYSACtwawtRrcGa8KEtwe3tgB/8rsHTX9+oDvdhUCmwo5zWMgJ0hrcfh+xwk4RqAuB6cauEBindjqz72bN4b16cmHNcEwlKOT0edgkB+8aTX5rMPOWtpur8PbgM0WZxfWyoSW7r5ijc2qNxg52ra+XeCFQd95Eg/5mazSa1MEUgadTgx20Br/5xj1oV6q/4wXnt/zdalGqsjitFwKNxacxrQhsITRFoG4N1kQMCwxpLgRWqjUcmOHhEcM9eZy3qT+wc4sDSQsLoa3BjhSB1s/VhcB0Y6dui5MiUAhhYpfi7Ps5yb4zTlqDSadGM2eNxUsR6KY1mAWF2BUCmY1A85yHB4XE5/rSJAt2ra+WqibzbL3hHgW6EKjRaFIHNZN30Rq8fbgHN7/0otPtFD915Xa8+NItLc/hrcH136HijbO0XuYegVoR2AJVBPrsEVj33DFOhLUiUBMmdoEhk4vrBtUGAOwc6cHf/dyVNFgnTbDW4DgrAllYyCabdt9mrBSBhVyG+rJp0oNta3DMFMA8MMRZoYslbTvzCDT/TggB7BiJThFo1i7pFOZfba8INBb1mot/OihE4ydMZFFvDdYb7nEhXncPjUaj8YECKc6VqzVIKemEy2rH/XXX7sbPPHWH6fOsUoPXK/aTu8emlg0+L6O9BfTEJAUwLrDibtXn1uDVUtXQyl3IZUwLxRpNEAyQQuBikyLw2LxxkTzWV8Btv3Nji+l7WmGK7zgrAllRY8JBWIiVR+Bgd74jPvNOxr41OF4L6K58Bu2dvSpzoWaYR6CT1mCrOd3WwW7l9OEgoMURF63BbhSBdsnBC2taEajxD7NNgZUN49xd+1BGg15pajSa1EFTgys12p5SyGWQtUmqspo0WrXBbBA/wnYePr5oOBalf01cYSqnSs3fxT/fDdcLbU24sLCP4wtrp9Mdj80b/bOu3DXcMddpPkEegdWapGFQdgEgzYz0FAxJ0g10W3D66bbZFGQbB1HCF//Ovp+seO5XWEjU8ytW2PWrNdgsMbgBK+o1Jw8vkkLggB5jNC6h13qpShO9mVpVEzy6n0Cj0aQO2hpcrTlqC1bFsjVYYRf8oWPGQuDuCP1r4kqeFGv9bg3WicGaOMAUPu/8n4fwln+9F0vrZRwlhcBtQ52zeUA9YH0eC/xiZmXDUMAb7M47UiRlMsI0PEoXAtNP0hSBbHPUSWuwlBLHmSLQp9bgKP0BAROPQBeKwDlSCBx2Uwhsag1mikA9xmjcQj0CzVqDtQVPJMRrG0mj0Wh8wCzAgwaFeC0EWqQGqygCH5taNhw7a1QXAtthqk2/w0K0P44mDpilgH7xgUlctWuEFgK3DqkvkpOOmeI7jrCgECeJwQ3G+4s4QV5rSC/SU49ZmFmDtHkELq5XDHO1Qi7jSDFkFRby8qdsU36dIPDDQxEA5knRzm6+wh5vLv4tkLAQXQjUuIX6YZqlBuvrLBLidffQaDQaH6ALxapJIdBmkm37u0yM66WUriZ3gFYEMlhrcNlnj0BaCOzVkxNNuFgpfG579CQ9vn24O6jTiR1WqfBxgweFOC/a1j0FjepxvUhPPz02m5VxUwSyIpyT1GDWFrx5oMuR9UHR5D17zdN24Mpdw8qvEwRM4bnqQhHopphilxqsFYEaP2Hrq/UyTw3Wm+7RoAuBGo0mdbBUybJJazBTDzohkxEoZDOGkImNSg3rLhenUbeuxBHW7u27IpC12ujJiSZkzt/cb/rY/GqJLhq3DnVQIZCM2W7CQo4vrOFfv3cIAvVQqFGLdF63MBWfK0Wgyblp/670Y7dZaaYgjgrWJeFkU9RrUAgAXLh1wHDshnPH8acvuzhyL1Wz1OCGB6wqC2vG+cqgjWrSLjVYFwI1fmLmh0mL2NojMBK0R6BGo0kdZooRNhn1qggEzANDNlwqAqM2s44juYzxPfY7NXiWTE50IVATNtefM4ZLtw/Sx+ZWuUdgJxUC2UZP+0aMHVNL63jR+76ND3xzP97/zf143ntvx/JGxf4HHUITg10oAsdNiod6kZ5+7DwCdwzHa77gNSyEFQI3OfAHBICXXrqlZUPl6WeP4G9e+xTaWRA22YygmxlOVJOAmSLQziPQeWqwHmM0bqEegaUq5kkRWxcCoyFe20gajUbjA2apkkF4BAL1HfClNuHHRqXqShE41leIXatPHGCKQL/DQpiBsZ35tkbjN7lsBp/51Wvxz985gHfd8nDLY8fm11BpK4AXcxnbtMg0QRfRDjddvnj/8RYlzMxKCf/5gyN43bW7vZ5eC1PtNwYAmxwkBjcwSxnWi6f0Y5UaPNCVw0VE/RYlrBC4oRCc1mCSFM+3OCwEDvUU8N9vuQ53PDaNfC6DZ54zFrkSsJmeQtZgZ7BaqjoKEWIegXbjAVcE6kKgJhjMPALn9KZ7bIh+a0Sj0Wh8xixVMojUYMAkObjMFYh27NZBIZRcGK3BdHKiJ8Ga8CnkMng9KUq1FwEBYNtQd6wWuUFDUzcdjrV/8ZVHDMdu/vyPXZ+TGVNMEdjvQhFo0hqsF+npx8oj8Lq9Y7FQuTXT5TE12C9fza58Fs+5cBNuOHc8duOj1zFMSkmDPdyEhcyvWLcGD+iNaY1L2HU+u1IyFMEL2Yyt8lkTDPG6e2g0Go0P8NTgKp1odQXZGuxCEaiDQjisNdj3sBDtEaiJEblsBv1F+8aNbR0UFAL4Y7afCakwwDwC/VQE6kJg+rGyL7n+nPEQz0QNr63BC2vGFv2RlIV20UKggzFstVQ12CEUchl0EX/GZga682gf+pY2Kqc9VpfWje+9HmM0bukhamam+B3syceuWN8p6EKgRqNJHTwshKf4+qEI5H4vVVcegToohJPLhKEI1K3BmngxpLAA3jrYWYVAVhhxsogGwksD90vdNN7Hf0Yv0tOPVaDZ9eeMhXgmarBilBNF4NK6UZXWX0zXde51DKNtwd32xZRsRlCFX8NvULcGa/yku2AcC2bphru+xqJCFwJjihCiIIR4qhDi14QQHxFCPCCEqAgh5Kn/Phb1OWo0cYUV5koVnhrsj0cg88RxpwjUQSEc1v7E2iS9wBWBeoKiiQ4783dAKwIB54rAkRCUvtWaxEniEWgW/GGF2c/o1OD0Y1bcGektYMdI/OYLzCrFiSJwkbWnpuw699oazPyMVf1C2ZxmfrWESrVmCEwSIn6p1JrkoOp5qTLP0QSD/nbHECHErwP4KwD6m6HRuIAWAqs1rJHJaGCpwdoj0FdYWEjF57AQ5hHIUvY0mrBQWdx1UmIwYFIIdDjWmhUW1kpVX+4JALC8XkH7XkVfMecoEKCB2Tlp/67O5cpdw1GfAoUqAh2EhSyS9tSB7nQtV6ki0MEYxvwBVYspQz0FYGa15dj8Wpm+7/3FHDKkG0OjUUFVaKFDr6IjXSNrehiDLgJqOoibb77Z19ejrcEmqcFuFmXtcI/AqrtCoG4NptDW4Jp/rcHrZaOHZL2NRt8mNdGhUojelsBCoJcxvztv/E6ulYyLWCvazcobHFtYw57xPlfnZfgdxLrAzsPLildesR3/ee+R03+/bPsgNjtMU9Ukk55C1qB6vem8iYjOxhqaGuxAEUhbg1NW8DZLU1XFTWJwA5ocvFLCQh9pC9YFmkjxe20UNswjkKG9uKNDtwbHm8MAPgvg9wA8B8Bnoj0djSYZ0MJclSv0AksNdtEaPNZXRJ9COEAnwlqDyz4qAqk/oDYw1kSMSmt6EguBXvCjNdhsk+bY/Jqrc2KwQiDbpFLld55/Hq4/ZwyFbAbnb+7Hn7/yUi+np0kQL7h4c8vfB7vzeOllWyI6G2uYVYojRSAJC0nbhhwbw9bK6psZ87R7QbUQSJKDV8vaH1DjO1b+ps1oRWB0pGtkTQ8fBfB3UsoTzQeFED8f0floNImCLbZKlRpWiWqk24NCo0GRvMZGxXlr8NYhre4wg7cG+6cInFsxToL1LqUmaoZsFmJCoONUYXQR7bAQaNaG52shkGwEMdsKVTYPduETb7zayylpEspvPusc3Hd4Hk+cXEF/MYf/8/KLY6uS6yLXuOpcqFw1dm5kBNCrqCxKCjw1WH0+wzYuVW1M2PPmVku6EKjxnUxGUDVzO9qCJzrSNbKmBCnlwajPQaNJMtmMQDYjUG0zaFomHii+eASSwuNGuepYEegmTbJTyGaCDQvhikA9OdFEi90EeaK/6Km4lETYmO1UEWhWCDw6b0z5dQstBHpQBGo6l91jvfjyW5+JY/NrGO4txLpA46U1eIn51HXlU+dTR1uDnXgEeija0dZgrQjUBMS5m/px3+F5y+foUL7o0DMSjUaTStiCi5kh++IRSBSBJZNWZCu2dJiyxwlMEVj2UxHoIYVPowkKu2uw09qCAe47tFauouZgY8BMfeOnIpCNT15agzWdTSGXwe6x3tgXZ9icSnUuxBKD05hay1XNTlqD3c9XhnpZa7BWBGqC4SqFUKMRck1qwkHPSDQaTSphhSM2yQzMI7Bcw7oDg2xAKwKtyDFFoK8egcZrQ09ONFFjp0rttMRgoK74ZipIJz5kYXgEMkV4p6k3NZ2Hl9TgRRIUksZkbNoa7GDjmHkEqnYwMLuJudUSnR+bpatrNKpctdu+EHj5jqHgT0RD0TMSjUaTSgqkOMd2PH1pDaapwTVsOFiYAsBmXQg0Jcc8Av1sDV5x77mj0QSFXWrjtuHOKwQC3gJDpJSJ9AjUaJIAVwSqbYrSoJDu9CkC2bzTiUcgTQ1Wbg1mHoG6NVgTDFfuGrF8/NLtg5jQa5/I0DMSjUaTSlhxjhYCfVEEskJg1bEiULcGm0PDQmr+tQbPkkKg9i3RRI2dyqMTW4MBoIea7asGEkiDf2yDYwvrjlqMrX+PcXxSTVHUaJIKu8ZVW4OXiCIwrqEoXqCFQAepwQtEEWi3adSAtRAvrJbpa6ZRjakJl/H+InaP9pg+/qzzJ0I8G0076dtm0bhGCPEWAG9WfPqeIM9F01m8853vNBy7+eabPb0mbQ0mk0x/PAJJa7BJanB3PmuqRtmkC4GmBN0afHJ5w3BsvL/o2+trNG6wU3kktRDodcz3Ehhi1YJXqtQws1Ly5bvPFIHaI1CTdmhYiGJwWke3BjsIPJpfc9/BMEwsT3RqcDwJYm0UBVfuGsGBmVX62LPP3xTy2Wia0YVATTPjAC6M+iQ0Gj+gHlJEoRdYa3C5RheCI70FHDVpP9OtwebkSGqgn2EhJ5eMhcCxPl0I1ETLQHceQgDSpObdiR6BAA8MWVU027dTJx2bX/OnEEjGJ50arEk7XcSWRT0spENagz14BEopqaexemuw8XnzujVYEyBX7R7Gf957xHB800ARF28biOCMNA3SN7pqvHASwEOKz90DQK+SNbFFVXkRbGuwcWI33JunhcD+rhx6i3pINiNHPk8/PQKntSJQE0OyGYGBrjxdpAGd6xHIPbYUFYE2zzs2v4bLfDAv1x6Bmk6EhoUo2qR0SmtwF20NVnuP1skmcz4rqG8qozufRSGXaXmNUrWGycV1w3N1IVDjB081CQy5/pxxCGHc5NeEh151KiKE+FUAv+Xzy/6elPK/fH5N10gpPwjggyrPFUL8GFo9qIkxqguuwFKDKzXaDmPm+aXVgNbQsJCAFYG6EKiJA8M9vBDYX8ylsm1OBS9hIXbKGzPFtlOYIlC3BmvSDrVKUVUErhNFYFf6lqrc41RN0WzWFqxaUBFCYLgnjxOLrXOeAzMrhufqQqDGD84e68NQT96Qdv3cC3VbcNSkb3QNjjEA5/n8moM+v55GozmFaguWL63BZAfczCPQtBCo/QEtyTOPQKIIXN6o4B9vfwKLa2W89LKtuHIX34lsZr1cxVLbAiQj7IMaNJowGOwpAMRfp1PVgIBJIVCx2GBXCLznwCx+6fqzXZ1XM1oRqOlEqCKwotoaTDwCU1iM4mEhau9RezEFUG8LbjDcUzAUApn9hC4EavwgkxF44cVb8Km7D50+NtFfxDPPGY/wrDSATg3WaDQpRXXB5UeKI/cIrGKdKgL5xEorAq3hisDWmauUEj/999/B+7/xGD521wH8zD98B997Ysb2tVlb8GhfEVniS6jRhI3ZmNGp/oAA0J037mOrKmrWbZSDX/nxCTx4dMHVeTXDCoE6NViTdgrZDNrFaVZJ3c1wRWD6ilFewkJoIVAxMbiBaoEvjUVYTTS8/bnn4rq9owDqIWfv/ZnLfRFiaLyhFYGKSCnfBeBdUZ+HRqNRQ0UR2J3P+uJPwVqDV0tVw8Q3I8wnVloRaA1LgS7XWhfad+yfxkPHF0//vVKT+Oy9R3H12aOWr62DQjRxxkztsXWoc8eMIFuDAeA9X3kEH//Fpzk+r2ZYmJFWBGrSjhACXbms4Xu2Xq7a+iDz1OD0LVW9eJwukNbgwW5n3Qsq3Q79xZzeDNX4xnh/Ef/yxqtRrkpkBPf91oSP/hQ0Gk0qUfFiUjVXtoOpPJinV1c+S9MuAWCTVgRakmWtwW2KwH/93iHDc/79+4dtX3t62Tix1v6AmrgwZLJo2zbUE/KZxAc2dqu21qk877ZHTyqpia1gikC2oaHRpA1ml6KSHNwxrcEeUoP9UASO9tkXAtP4vmuiRQiBQi6ji4AxQn8SGo0mlagoL/zyP2GTXrazXS8E8uKjbg22Jkd2ptvDQpiyTwUaFKIVgZqYYLbI62RFYJCpwQ0+/p0DTk7JAAsLKWR1K5Qm/XSRLglmldJOu1cvkNLWYA8bGXOkEGhmH2HG9mH7TSTtD6jRpB9dCNRoNKlEqRDocPJkBmsNZorAYi5j6omhW4OtYQrPclvr9Uni9acC8wgc69dBIZp4YNbGtV2HhbSg2hrMlEm95PVufeSkkorJDB0WoulUWGCISnIw20DtT2FrMC2UlmuoKfgomqUGO2HHiP29QxcCNZr0o2ckGo0mlai0BvumCHTUGqwLgW5gYSHtHozTWhGoSSHmisDOLQR2E4sFLx6BP3XVDsP9YLVUxXP++ja88u/uwp9/aR9WNtTCSBowRaBuDdZ0Al2k9XW9bK0IrNUklsl3LI2FwExGuE5XZuNQn433Yjs7tCJQo9FAFwI1Gk1KUUln9Guiw1QekmzsFnMZmG34jjjc0e008sQjsN2Mf4UUAlSyYGghUHsEamICU3vkMgIT/Z27edBDUzfVCnVrJWNBor8rh5vOGzccPzK3hh8cnMPf3/Y43vOVRxydo04N1nQqRVYItClyLW1UDPOm3kI2tX5ibpODN0hBlRUVrdgxYl8IHO7VhUCNJu2kc3RNAUKI+9r/A/ATTU/5CZPnaDQaqLVgmaVxOoW1BtPn5bOmi9WMTmezhCkC28NCGCrKPtYarBWBmrjAxqnNg10dnejod2pwVz6L51642fLnPv39w5Bsh8cE3Rqs6VS6yHVu12a/RNuC01uMchsYwrwWmQLTiuGePLVDaGbPeJ+j19RoNMkjfXrr9HCZzePDp/7TaDQElRasIFuDGV25DK7dM2Y4/rSzRnw5jzRDC4G1MxNitogA1D5j5i2oFYGauHDe5n4MdOWw2GSkfx0ZRzoJL2b7rCDRnc/imeeOIZ8VKJtsMKyUqji5vKGsxGxXLAO6EKjpDFhhiinZmllcI0Eh3eldproNPGJei6qb0Q2EENgx0oN9k0umzzl3U7+j19RoNMlDz0g0Gk0qUUlnHAgwNZg/L4sdIz24/pzWRfybnnm2L+eRZnK0NVieVuicWFynP1dTUPAwb8ExrQjUxISufBZ//BMXnW7/Om9TP95y096Izypaerx4BJLndRey6O/K4xqbAuuRuTW1E4SZR6CedmvSD/W/synUs6CQNCYGN3C7mcEUgapz0GbswqbO26wLgRpN2knvVkvCkVJ2bs+PRuMD+Zz9V8hp0poZBcXFXaNd5kOvuwofu/MAji+s40WXbNGKQAWyGQEhjN6L1ZpELitwfIEXAis2KXwrGxWDt2A+K7RRtiZWvOKK7bjxvAnMrpSwc6Sn45VlfrcGN9r0nnvhJtz+6EnTnz08u4ordqo1Y9DWYF0I1HQANCzEziNwvTOCQhq49QhkBVWWQmzHdovAkMHuPCZ0V4RGk3rSO8JqNJqORmXB5VexJ5fNIJcRtkWnxuS4mMviTTfs8eV3dxL5TMagsqnUJHJZ4Pi8SSHQxkeQ+QOO9RW1Z6Mmdoz0FjDSq0OFALO2OsWwEBOPQAB47gWb8M7P/9h0LP+P7x/GXftnsGmgiF+5YY9lWueG9gjUdCjMLsUuNXhxjSgCU7whR5PPFRSBbFxxowi0Cgw5d1MfhErSmkajSTS6EKjRaFJJmKnBjd9XsdnN1YmR3shlBdrf4saC3VwRaL34MCsEajSa+OJFEUg9Ak+93ubBLvz6s/bi/339Mfqzd+6fATADAPj2/ml89teuNV0wU49ArQjUdADcI1C3BjfTzdqnXXoEulEE7rBoDdb+gBpNZ6ALgRqNJnJuuOEG319TxYtpqMfHQmA+a2gxbcdpspumlRxR6VVOLbYnF7l3l50i8CTxB9RBIRpNsHgd83vyxumrSlud2fOa2/R+6znn4tnnb8Lf3/Y4bnnguOnr/PDQPB48uohLtg/Sx3VqsKZT4a3BOiykGbepwUwRyDwZ7bBSBGp/wHgQxNpIo2kmvSOsRqNJDDfeeKPvr6my4PJbEWgHa2fTqMOKu42ET7cegSeXS4ZjY326/VKjCRKvYz4bS1fLVUgpbVvarDwCG1yyfRBvvmmPZSEQAO7YP21eCNSpwZoOpYu2Btt5BBoVgf1pVgS6DDxi72PRxSazdWuwLgTGgSDWRhpNM3pGotFoUkkcC4E6gMIbWaYIPNX6O2lWCCSL8Wa0IlCjSR6FXMagEK7WJC2+tUMLgQXj+G1lpt9gecNYvGhQrhg3IXRqsKYTYIUpW4/AjmsNZu+R27AQ5+NKXzFn6nGqC4EaTWegZyQajSaVsElWM8VcxtdW3aKCR4suBHqDLaIbrb/H5nlrcNlGEcg8Ase1R6BGE3t4YIjCQpo8h90LBrvzGLBJLT04s2r6mFYEajoV2hps5xHYaa3BZPNBZfziYSHu5rLMxxSADqXSaDoEPSPRaDSpZMuguREy4H9RTiW1TRcCvZHLGhWB5WoNKxsVLK7zxNCqTSFwlrQGj+pCoEYTe9wGhqi0BjewUwVaFgKZR6BWBGo6gF7y3VzZsE71XiGp370WqdxJx41HoJTSN0UgwIuKGo2mc9AzEo1Gk0q2WSSiAf4GhQC6NTgMWFhItSYxucjbghuPS2leDFwmi5N+GxWQRqOJnh6XHlu8NdisEGh9Hzkws2I6vlDljlYEajqAATLXWVgzb6MHgA3SOmzX2ZFk3HgEVmoS7XubuYxAzuUGwyuess1w7FnnT7h6LY1Gkzz0jESj0aSSwe68ZUHHd0WgQmuw38XHToO1Bm9Uaqb+gA2sAkN0IVCjSSZUUWOzkK7VJPUq6zIZv60M9QFgab2C2RWjqhjgbXfaI1DTCTBvP+YB2MxGhYRgpLhw7sYjkAaFeHiPfuapOwzHfvn6s12/nkajSRbpHWE1Gk3HY9XW5XchUMXLRisCvcF8cErVmmlicIOGjyCDFQLT3I6k0aQF3hps3X5optLLELUxYK8IBIADJu3BtDU4xYUNjaYBm+ssEA/AZvh3M82KQOIRaFsIJJsYHlSTTztrBL9+015kMwK5jMCv37QXTz97xPXraTSaZKFXOxqNJnJuvfVWw7Ebb7zR8+tuH+7Gw8cX6WOD3f6aIQ/32L/ekM+/s9NgO98b5Zpty1G5VkM3+GSZ+RaZJelpNBp/8GPMZ+28qzYLaSdtwQCwQyE5+ODMCq7cNWw4rsNCNJ0KKwQu2rUG0xCM9H5fuvPOW4P9Vk0KIfDbzz8Pb33OOahJmerCaxIJam2k0TTQqx2NRhM5t912m+GYHze7bUPmag6/1XmjNilrQuiWU6/QQmClSifHzVQdKgJ1IVCjCRY/xnymCLRrDXYSFAIA20cUFIHTK4Zj1ZqkQUXM51SjSRusQ8K2EOhz22vcYRsQ9q3B/ioCG2jLgngS1NpIo2mgv/kajSa1WLV1+V0IHLEpBA505U3bzzRqsN3qUqVGTcabKdf441JKqgjUrcEaTfxxExbCCoWWhUAFRSBrDWb+gIVcBkLoe4Am/fQTj8CljQotjjfouNZgFx6nVBGY4kAVjUYTLLoQqNFoUotVIdDv4I6RvqLl49of0DtcEVjDup0i0GTxsVauGhL4irmM3h3XaBIAU9Ss2XgEMsWNlaJGRR18YMaoCKRFjf+/vfsOk+QoDz/+rQ2Xc1DOEpKQwEIkgSSQEAaTTM7J5PwDDCYZGxGMwYDB2OAAjhiwAZOjMcaSjYkmIxGEEEgogPIF6fZub+v3R3Vre2d6wu7O7OxMfT/P08/u9fT09M271TP99ltVnleUifGxwPqatrOzzYQhuXUNrh/jdP4VgaNcNSmpvzx7SBpZSzlZyJYOYwSaCFy8VonAThWBrSYL2bXHbsHSsFpTk8DrWBE4zzECAR50u0PaPn7JNbuJce45xolClLsNtROGtEsE5tU1uO4GRKeuwXXdp1eNcLJUUn959pA0stp2De51RWCHrsG9rkDMUV11QDdjBNZ104MW4wM6jqM0FBZSUTPfrsEAL7rX8dz64A1A/Xl+555pbrhpboKj7pxjpbFyUj9hSH3F7v6ZyL6aG3YrRrjN1FY0d0oEZtZ9WlJ/ecUjaWRtXD3J2hXj7K65+Ov5ZCHrOowRaEXgotV94Z3a17kisFXX4N1TzX8Xa2vGHZO0/KyuaaudLqTrHu802P6RW9fyyeedwfU37WPdygl++x1f4qe/3jVnm0uu3c3mSpLQikDlrm7CkFYVgXXtZeWIj6lZO0Zgx8lCrAiU1DuePSSNrBBCy+7BvU4Ebu7QNXiTicBFa9k1uOYioqqu0gBg51TzRYldg6XhUF8ROP8xAjt1DQaYGB9j+/qVrF4xzlFbmz9TLrtu7oQhe1tMFiLlou47VqtEYG7dgmFhFc1133V6MWuwpDyN9llWUvZadQ/udWJuxcRY7eDYJccIXLz6ROD+juPqzKci0K7B0nCoS+AtrGvw/L4Kb1/fPDHUzobxRusqnOwarJxsqJk5eEeLyULqJsEY9QRX3feZvdMzbWdWrvuuM+oJU0n949lD0kg7eNOq2vX96Kq7pU33YMcIXLyVNRcGXVUEzrQaI7D5omStFYHSUKirqKlL9M15vK4icJ4JhzU1XZIbKxGtCFTuFl0ROOJdXkMIteeedjc25zvruSS1M9pnWUnZa1WJ14/qjHYThlgRuHi1FYH7ZjpOFtJy1uC6ikATgdJQqBvP84IrdrStqKkdI7CLrsFzX7d5+8bq4toxz6wIVEbqbrbuaJkIzHMSjPl2D65/nzyvSFoYzx6SRtq6lUuXgNtqIrCvWncNbl8RON2iInB33azBK0f/4kMaBccftL5p3aXX3cRnf3Bly+fsWcCswY3W1NwsaKoIdLIQZW5eFYE1n+E5JLjqqvnaVwTm14VaUv+M/llWUtZOPWJT07ptHWb4Xah2E4ZsXN2f18xJ7azB04uoCNzTnAi0a7A0HA7dtJq7H7+9af1fn38xMda3+d50Da6pCGxIMO6r6Ro8OT66M6BKjeoSgTtqPnMhz8lCoH6c03YzB+f6PknqD88ekkbanY/awjHb185Z9+Qzju7La7UbI9CKwMWrGzNoanqmY0Vgq66Cu2orAk0ESsPiWWcd07TuB5fv4Es/vaZ2+7qL7LrEXjt1YwQ2jk1oRaByt2F1cztpPUagXYNL7cY5tSJQUi/5rUTSSBsbC7zrCXfgzOO2cez2tTzz7sfwtLv1JxHYrmuwk4UsXv0Ygfs7VgTWVeeAiUBp2N31mK2ccvimpvX//JVf1G5/897FX0jXjxHYzWQhXrArH04W0lnduafdGIF7at8nzyuSFsYrHkkj77gD1vPep53W99fZsnZly8esCFy81l2DO40RWF8RWDtG4Co/FqVhEULg2Wcdy7Pe+8056y+4Ykft9nXjb9V1z2unfozAufutOyfZNVg52bCq+TvPTscInGO+swbn+j5J6g/PHpLUI1vWtpqhOMy7+5matZ4spMMYgfPoGuwYgdJwOf24rU3rrt41VTtOYC/GCKytCGyYLKSuCtkLduVkfhWBdg0utRsjsK4i0K7BkhbKbyWS1COtKgI3rp4kBKtBFquuq9CefV1UBM6ja/B6E4HSUFm/cqJp/L290zPsrGnfdeNvzX+ykJqKwKkuxggc9yu38rGhdrKQfbUJ+lwnwag797TrGmxFoKRe8uwhST3SaoxAuwX3Rl2FwO6paVpMEHqLVrMG13UNtiJQGi4hBLava74Jc83OqaZ1ddU2q+ZZrb12ZeeKQCcLUe5WTY43/c3v2x9r22DdJBhZjBHYg1mDrQiUtFBe8UgauHPPPXfQh9ATW0wE9lXdne9WXY2qWnYN3uNkIdIg9Pqcv239Si6/4eY5667ZtZdjts/drnaMwF5UBDZU8dR1DZ60IlCZ2bh6kqsbEvI33ryvqQ3VJrgy6BpcO0Zg21mD694nzyujalSujbR8efaQpB5pNQ7gxJin2l6oqwjcsaebRKCzBkujbPu65pswjQkI6NEYgXUVgY2zBlsRKLGhZvKtHTc3f+7WdnnNoCKw7jtj267BdWMpWhEoaYFG/ywrSUuk1TiA+zv1XVVXWo0R2Eld1+AYI7trvnDbNVgaPtvX13QN3lWTCKwbI3CeXYNXTYzTeKqfmp5hf6XyeKqmItBEoHLT7YQhuU4WUtett+1kIXUVgRkkTCX1h2cPSeqz/S26pmp+Fjoodl1F4J59M01xWTEx5sW6NIS21Y0RWJcIrL2Qnl/CYWwssKZ2kP/ZSicnC5FaTBhSmwh0spBSXbKvlGvCVFJ/jP5ZVpIGzERgbyz0C+++mopAuwVLo6MuEVjXNbgXYwQCrKk5V1S79NWNEehNBuVmcRWBo99e6roG11Utl6wIlNRLnj0kqc8O3LBq0IcwEhZ6IV2XiK1LBNaN/SVp+euma/C+/TNNNwXGxwKT4/VDOrRTdwFfHSfQikAJNqzqMhFYO0bg6H8e1w1LcFPbrsHN71MOk6pI6g+/lUhSD73qASc1rXvmWccM4EhGz0Iv2qdrqnMaB/cHWLfS2Z2lYVRbEbhr75x/t6oGbDW2azudZg52shCpviKwboKvXLsG144R2HaykJr3yYpASQvk2UOSeuihtz+UEw9af8u/73XSgdzxyM0DPKLRspDuwdNdVgSusyJQGkrbamYNvqaha3Avxgcsre1QEVg3HMGkFYHKjJOFtFc/a3DzdxNIE5zVVQTm8D5J6g8HRJI0cK95zWua1p177rkDOJLF27RmBR9/3hl8+afXsmpynLscs2VBFSeqt3JijJo5ANqqTQTucYxAaVB6fc6v6xp89a4pYoy3nH/37G2+iF69YmHJuU5jBNYlNqwIVG42rG5uJztubv7szXWMwLU155G6m5QAe2t6NkyOB8bH/H45qkbp2kjLk1c9ktRjKyfGuceJBwz6MEbSQi4O6gbu311z173uS7mk5W/dyglWTozNSSjsnZ5h59T0LeOU1VUELmSiEGhREVidNdjJQqQWFYF7m9bl2uV1w6rm7xw7a25SguMDSuq90T/LSpJGxkIGEK+bLKTuy7YVgdJwCiF0nDm4l4nA2jECp6pjBDa/lpOFKDdba9rkVTv2NK3Ltctr3WQqO2vGUASYqjl/5TChiqT+8VuJJGloLKwisDkRWD9ZiIlAaVjVzhxcTQTWDMK/4DECa8YTrVYE1p1zrAhUbg7dtLpp3eXX39y0rq4icFUGFYHraxKBO1pUBObafVpS/3gGkSQNjYV88d0/0/wFum4cHrsGS8OrriLwmsrMwbWzBtd08e3GgmYNtiJQmTlg/cqmMeyuv2lf04QYU5lWBK6aHGOi4f3ZOz1TmxitO3/lkCyV1D+eQSRJQ2NBswbXVOfUJQLX14zXI2k4bF/fPHPw1TtnuyH2e4zAanKjNhFo9Y4yMzE+xkEbVjWtv+KGud2Dc612CyHUfu+oG7ok15mVJfXP6J9lJUkjYyEDiO+rGSOwrmuwFYHS8NreoSKwrmvwgscIrDlX7K6MEVg3QdGkFYHK0CGbmhOBl98wt3twrpOFQIvuwTc3jxNoRaCkXvMMIkkaGnYNllRnW80Yge/4r5/y7Pd+k1/v3FNbEbhqgV2DO1UE5lrhJDWqGyfwiqZEYL7Vbt1WBNbOGuxkIZIWwaseSdLQWMjFQf1kIc1JgXU1EwBIGg51YwQCfPYHV3Ht7r3c+6QDmx7raUVgdYzAmopAuwYrR4d0kwisHSMwj/bSfdfgmqrJTN4jSf3hGUSSNDQWVhHYnAisn6XQRKA0rOpmDS59/ZLruPLGPU3rezpG4FT7MQLtGqwc1SUCq12DY4xZJ7nqugbv3FPXNdiKQEm9lcdZVpI0EhY0RmBNdY5d96TR0qoisHT59Tc3rVvorMF1z6tWBNadc6wIVI7qugZX2+L0TKTxXt34WGAik8S5FYGSBsUziCRpaPRq1uD6rkjeXZeGVbuKQIBf7WyuCFxoRc3aFc0X7x1nDc4ksSFVHbq5pmvwjbOJwNxvym2omyzEikBJSyCfM60kaej1qmuwY3hJo2XdygnufPSWlo//esdU07oFdw2uGU/0pmLc0ZmZyHTNOWdyPCzotaRhdvDG5lmDr7pxzy2fy3Wz4eaUCOx+shCHM5HUW/mcaSVJQ28hybp9NbMG281GGj1vfOhtOeWwjbWPXb2zJhG4YmFtfk1tRWA6p9TeZBgfIwQTgcrP+lWTbGhIdu3bH29pjznPGAzz6Rqcd+WkpN7zDCJJGho9myzErsHSyDlm+zo+/rwzeejtD216rC5Bt/DJQupmDZ5u+TpWGytn7SYMmaqtdMunvXQ/WUjNzUsrAiUtQj5nWknS0FtIsm5fzRiBXqxLo2vj6uaL6zoL7VpXN1nITXv3E2OsHx/Qc4sydljdOIFlItCKwKZ1VgRKWgqeQSRJQ2MhswZP180aXFsR6EeiNArqqmzqLLQicMXEWNPkH/tnIlPTM7WJQMcHVM7qKgLbJgJzrwic6q4i0DECJS1GPmdaSdLQ6+dkISYCpdHQOCZZK3WVfd1aUzdhyN79VgRKDebbNTinz+LuKwLzfp8k9V5335QkqY/OOuusQR+ChsSCugY3TBYyvX+mKTk4FmBi3C/V0lLo9zl/Q58rAiGNE3jDTXMrd3ZPTbNrqvkivm5MQSkXh863IjCjrsF1Ny3qEoHX7trbtG7dSs8ro8xrI/WbZxBJA3f22WcP+hA0JBZUEdgwRmDuFx7SoPX7nF9XZVNnMV3r1rQYJ/DGm5u79W3ocsxCaRTVVQReet1NgGPfdTtZSPl+VR2+pfl91ejw2kj9ls+ZVpI09BYydtC+huq/uq57OY1JJI26rscIXFTX4PqZg+sSgd1OXiKNoqO2rmlad/HVu9mzb399l9eMPo/rblrsaKgIjDG2SAQ2v6+S1K18zrSSpKG3kMq9xslC6ioQGgf+lzS8NqzucozARXUNrqkInNrPDhOB0hxb163koA2r5qzbPxP5ya92tpi4K58K/dWT44yPzZ1MaO/0zJzJQa7ZtZeb9u5vet72dSuX5BgljSavfCRJQ2MhXYamZxq7BuddgSCNum4rAnvfNdiKQKnOSYdsaFp34RU7su8aHELoOGFIXTXgEVvWEIKzkUtauHzOtJKkodepUqCusm96f+euwVYESqOjmzECV0yMNVXizMeamglAWo4R2GViUhpVJ9ckAi+4YsecyrdSTolAqD8/VMcJvPS63U2P2y1Y0mLldaaVJA21TpV7a1Y2JwobZwh2shBptHWTCFxMt2CAtTXnmtZjBDo3n/JWnwi8sf7zeJFtc9h0rAi89uamx4+sGXdRkubDRKAkaWh0qhRYW1Ols2+m8xiBdg2WRsfKifGO54rFJgJrKwKn6isCN66xIlB5O/mQjU3rfnjlTm7eO920flVmFYGdEoG/qKkIPMKKQEmL5C1KSQN33nnnNa07++yzl/w4tPx1qtxbs2KcECBWigBjTFWBZTfAujEC7RosLZ2lOOevXzXJ1K6plo8vZsZggLU1swbv2LPPMQKlGodtXs36VRNzElw379vPj67a2bRtfhWB7bsGX1Y3RqAVgSPPayP1m4lASQN3/vnnN63zw051OlX5rJwcY3JsjL0NMwVPz8wwPpYuLuyKJA3WUpzzN6ye4Jo2icDFTBQCsLmmyu+63XudNViqEULgpIM38LVLrpuz/tuX3dC0bW5jBHasCLy2frIQjTavjdRveZ1pJUlDrVMX3pUT40yMN08AUJ0wpG6ykNwuPKRR12nm4NWLHA5gy9oVTeuu272XHXuauzqaCJTquwdfvbM5WZ/b53HdZCE7iorAm/fu59cN71EIqcJSkhYjrzOtJGmoderCu2qyfibQ6cqEIXUVgSsyu/CQRt2GDhOGLLZr8Na1K5vWXbt7b/2swSYCpdoJQ+rkNnlXu4rAy65vrgY8eMOq7N4jSb3nlY8kaWhMjI8xUZPoK62cGGeyJlk4XekqPLWveYzA3CoQpFFXV2VTtdjJQlpVBNYmAjsci5SDk7pNBGY2eVe7ROCldd2CHR9QUg/kdaaVJA29dkm7bioCG8cPTPv07ro0SuourqsWO0bg1nXNicBfXn8T+yvnGkjnq8W+ljQKjjtgHWu6qMTN7cZcu8lCLq2bKMTxASX1QF5nWknS0Gs3scfKiXEmO3UN3ucYgdKo65QIXGxF4KaayUL21JxbHB9QSibHxzj92G0dt8vtxlyrisBvXXo9r/3UhU2PmQiU1Ate+UiShkq7pN3KiTEmOnQNrq8I9ONQGiUduwYvcozAlRPjrF/ZPtkIJgKlqnucuL3jNrl9HtdVBH7ugqt42F99uXb7I7au7fchScpAXmdaSdLQa981eLx2DMFOFYFOFiKNln5XBAJsqeke3MhEoDTrHicc0HEbxwhMYqxdzXHb1/XxaCTlIq8zrSRp6LXrNpQqAmsSgfurswY7WYg06uqqbKp6MW5f3YQhjUwESrMO2bSaEw9a33abuhm5R9l8JhO6/RGbuPXB7d8/SeqGVz6SpKHSrlpg5eQ442PNj++rdg2edrIQadR1rAhcZNdggK1dJAI3mAiU5ji7TVXgiQet56hteXV9PXzL6q5uRj7p9KN4z1NPI4Tmm52SNF8mAiVJQ6XTGIGTNRWB1Zk8p2oSgXYNlkZLpwRcT7oGWxEozds5J9YnAkOA1z34Nkt8NIO3cmKcuxyzte02TzvzaF79wJNZ18W4pJLUDa98JElDpWPX4NoxAmeTf3YNlkZfp4rAVT0Yh2yzFYHSvN3+iE1sqGmfz7j7MdzpqC0DOKLBO+v49pOonHVC50lWJGk+vPKRJA2VdnfED9u8monarsGzFYG1XYMzG5xcGnWdxt06fPOaRb9GN12DrQiU5poYH+PJZxw9Z91JB2/gRfc6fkBHNHjtEn2T44E7HplnglRS/3jlI0kaKme3+MJ84kHrufvx22snC+nYNXjcMQKlUdIuEbhpzSR37EHl0ZYuJjUwESg1e849juUlv3UCdzpqM4897Qj+9Zl3yXqs3mO2reXQTatrHzv1iM09GdNUkqocaECSNFQefofDuPS6m/joty9nJkZOOWwTZxy3jYff4TDWrJhgvKZrcOfJQrwvJo2SdW26Bt/3Ngf3ZFxQKwKlhVk5Mc5z73Ecz73HcYM+lGUhhMBZJ2zn/V+7tOmx049tP36gJC2EiUBJ0lCZGB/jpfc5kZfe58TaxyfHmy/wnSxEykvdDYHSA085pCev0c1kIXVjoUlSo7OOr08EnnHctgEcjaRR55WPJGmk1E0WUh0j0MlCpLzd+ejejLfV1azBa6wIlNTZ6cduZbJhaJM1K8Y55bBNgzkgSSPNKx9J0kipGyOwOmtw/WQhjr8j5eDux29vWy04H10lAu0aLKkL61dN8sS7HjVn3dPOPNoeC5L6wv4Kkgbu3HPPHfQhaITUzRrcebIQv2hLS2Wpzvn3PulAPn/hr+as6+XMpGtWjLNyYqz2nFIyESipW6+474kcs30tP7j8Rk49fDMPv8Nhgz4kDYjXRuo3E4GSpJHSuWtwXUWgiUBp1Dzxrkdx3o+vZm8xWdBvn3IItzt8U8/2H0Jg69oVXHHjntrHJ8cDq602ltSlifExHnfakYM+DEkZMBEoSRopdV2D93fqGmzXG2nknHmrbXzkOadz/k+u5pBNq7j/bXszSUjVlnWtE4EbV08SQm+6IUuSJPWKiUBJ0kiZqOnm22myEMfgkUbTbQ7dyG0O3di3/W9Zu7LlYxvsFixJkpYhr3wkSSOlrmvw9P7ZKsDarsETdt+TNH9b20wYsnlN58lEJEmSlpqJQEnSSKmbLGS6w2Qhdg2WtBDtkn3nnHjAEh6JJElSd7zykSSNlLoxAstEYIyxdoxAZw2WtBBb19UnAg/bvJrHO+i/JElahrzykSSNlLquwfuLRODe/fVJwLGa50hSJwesrx8j8C8ecyob1zhGoCRJWn6cLETSwL3mNa9pWnfuuecO4Eg0CuonC0kJwLpuwU4UIi2tUTrn3+ukA1kxMTan0vgP7n9rTj1i8wCPSpI0zEbpc1LLk1c/kqSRUj9ZSKoInNrn+ICSemfTmhX805PvzCmHb+KEA9fzJw+7LU898+hBH5YkSVJLVgRKkkZKuzEC67oGmwiUtBh3PXYrH3/uGYM+DEmSpK549SNJGin1FYFF1+B9+5ses2uwJEmSpFx49SNJGikTY80fbe0rAsf7fkySJEmStByYCJQkjZTJ2q7BZUVgTSJw0o9CSZIkSXnw6keSNFLG6yoCy8lC6mYNrpllWJIkSZJGkVc/kqSR0naykJpEoBWBkiRJknLh1Y8kaaS0nSxkunmyEMcIlCRJkpQLE4GSpJEyUdPVt6wItGuwJEmSpJx59SNJGin1FYF2DZYkSZIkr34kSSOlNhE407prsBWBkiRJknLh1Y8kaaRMtukabEWgJEmSpJx59SNJGinjbboG140R6GQhkiRJknJhIlCSNFImxtt1Da6ZLGTCj0JJkiRJefDqR5I0UibGaroGt60I9KNQkiRJUh68+pEkjZS6isB9M2UisHmyELsGS5IkScqFiUBJ0kiZrKkI3F92Dd5n12BJkiRJ+ZoY9AFI0llnnTXoQ9AIqZssZN90MWvwfrsGS4PmOV+SpNb8nFS/mQiUNHBnn332oA9BI2TjmsmmddfungKsCJSWA8/5kiS15uek+s2rH0nSSDlg/UpCQ1HgNbv2MjW934pASZIkSVnz6keSNFImx8fYtm5l0/pf75hiap+ThUiSJEnKl4lASdLIOXjjqqZ1V+3Yw9S0FYGSJEmS8uXVzzIVQrh1COH5IYQPhhAuDCHcGELYF0K4JoTwfyGEt4cQTh30cUrScnTQhuZE4JU37mGviUBJkiRJGXOykGUmhHAv4G3AyS022VosdwCeH0L4EPCsGON1S3SIkrTs1VUEXnHDzfzsml1N61etsGuwJEmSpDyYCFx+7sDcJGAEvgf8BLge2A6cWfwEeARwUgjhrBjjtUt5oJK0XB20cXXTus98/0p+tWNqzrrJ8cCtDli3VIclSZIkSQNlInD5+g7wbuADjQm+EMIK4EXAHwHjpMThXwKPWuJjlHrivPPOa1p39tlnL/lxaHTUVQR+75c3Nq272622s37V5FIckqSC53xJklrzc1L9ZiJw+fkJ8JAY48dabRBj3Au8MYQwBby1WP3IEMK5McYfLcExSj11/vnnN63zw06LcVBNIrDOfW9zUJ+PRFIjz/mSJLXm56T6zRHSl5kY40faJQEb/DlwReXf9+v9EUnS8KmrCGw0MRa490kmAiVJkiTlw0TgEIsx7ge+Vll11IAORZKWlQNrZg1udMZx29i4xm7BkiRJkvJhInD4xcrvTn0pScCqyXG2rF3Rdpv73/bgJToaSZIkSVoeTAQOv9tWfr9sYEchScvMQW2qAsfHAvc66cAlPBpJkiRJGjwTgUMshHA6cKvKqi8M6lgkablpN07gHY/czOYOFYOSJEmSNGqcNXhIhRDGgLdVVn0txvh/i9znc4HndLn5sYt5LUnqt3YzB59z4gFLeCSSJEmStDyYCBxefwjcufh9Bvi9HuxzO3BSD/YjSQPXrmuwiUBJkiRJOTIROIRCCL8NnFtZ9eYY45d6sOurgQu73PZYYGUPXlOS+qJVReChm1Zz3AHrlvhoJEmSJGnwTAR2KYTwLOCFPd7tK2KMH53ncdwJ+BcgFKv+k1QduGgxxncC7+zyOC7A6kFJy9jBG1fXrj/nxAMIIdQ+JkmSJEmjzERg97YBJ/R4nxvns3EI4STgs8DaYtU3gAfHGPf1+Lgkaei1qgi0W7AkSZKkXDlr8JAIIRwN/AewtVh1IXDfGOOuwR2VJC1fh2xaxcTY3Mq/FRNj3PXYrS2eIUmSJEmjzURgl2KMfxRjDD1e/rGb1w4hHErqAnxIsepi4F4xxmv79N+VpKG3ZsUE97nNQXPWPen0o1g1OT6gI5IkSZKkwbJr8DIXQjiAlAQ8ulj1S+A3Y4xXDO6oJGk4vPnhp3DoptVceOUO7nLMVp565tGdnyRJkiRJI8pE4DIWQtgKfIHZsQl/TUoC/nxgByVJQ2T1inFecb9bD/owJEmSJGlZsGvwMhVC2AB8Drhtsep6UnfgHw/uqCRJkiRJkjSsTAQuQyGENcCngTsWq3YC94kxfm9wRyVJkiRJkqRhZiJwmQkhrAQ+BpxZrLoZeECM8esDOyhJkiRJkiQNvRBjHPQxqCKE8CbgJZVV3wK+0uXTL4oxvr33R9UshHABcNJJJ53EBRdcsBQvKUmSJEmSNNJOPvlkLrzwQoALY4wn93r/Thay/BzQ8O/bF0s3zgeWJBEoSZIkSZKk4WLXYEmSJEmSJCkDVgQuMzHGJwFPGvBhSJIkSZIkacRYEShJkiRJkiRlwESgJEmSJEmSlAETgZIkSZIkSVIGTARKkiRJkiRJGXCyEEkD95rXvKZp3bnnnjuAI5Ek9ZvnfEmSWvNzUv1mRaAkSZIkSZKUAROBkiRJkiRJUgZMBEqSJEmSJEkZMBEoSZIkSZIkZcBEoCRJkiRJkpQBE4GSJEmSJElSBkwESpIkSZIkSRkwEShJkiRJkiRlwESgJEmSJEmSlAETgZIkSZIkSVIGTARKkiRJkiRJGTARKEmSJEmSJGXARKAkSZIkSZKUAROBkiRJkiRJUgZMBEqSJEmSJEkZMBEoSZIkSZIkZSDEGAd9DBpCIYQdwPqVK1dy7LHHDvpwNOSuvvrqpnXbt28fwJFIkvrNc74kSa35OamLL76YqakpgJ0xxg293r+JQC1ICGEPsHLQxyFJkiRJkjSCpmKMq3q904le71DZuAHYBOwFLhvokSx/x5KSplPAxQM+Fi0tY58vY58vY58vY58vY58vY58vY5+3fsf/cGAFKe/ScyYCtSAxxoMGfQzDIoRwAXAScHGM8eRBH4+WjrHPl7HPl7HPl7HPl7HPl7HPl7HP27DH38lCJEmSJEmSpAyYCJQkSZIkSZIyYCJQkiRJkiRJyoCJQEmSJEmSJCkDJgIlSZIkSZKkDJgIlCRJkiRJkjJgIlCSJEmSJEnKgIlASZIkSZIkKQMmAiVJkiRJkqQMTAz6AKQM/CWwHbh60AeiJWfs82Xs82Xs82Xs82Xs82Xs82Xs8zbU8Q8xxkEfgyRJkiRJkqQ+s2uwJEmSJEmSlAETgZIkSZIkSVIGTARKkiRJkiRJGTARKEmSJEmSJGXARKAkSZIkSZKUAROBkiRJkiRJUgZMBEqSJEmSJEkZMBEoSZIkSZIkZcBEoCRJkiRJkpQBE4GSJEmSJElSBkwESpIkSZIkSRkwEShJkiRJkiRlwESgJEmSJEmSlAETgZIkSZIkSVIGTARKkiRJykoIYXLQxyBpadnupcREoFQIIYRBH4MGJ4RwnxDCiYM+Di09237ebPtSXkIIjwghXAjce9DHImlp2O6luUwESkAIYXWMMYYQxivrxts9R6MhhPAbIYQvAJ8BXhxCWDvoY9LSse3ny7afpxDCESGEc0IIdw8h3C2EcNCgj0lLo2jzXwQ+AJwIPCKEsGHAh6UlYLvPl+0+X7b79iYGfQDSIIUQ1gPPBE4MIWwHVoYQvgu8B7gI2D/I41P/hBA2Am8kxb90HHAAcMlADkpLxrafL9t+nooLvz8AHgKsAA4H9gDTIYT3Av8UY/xasW2IMcaBHax6qqbN3wxcAFyBRREjzXafL9t9vmz33QmZ/r8lQgjPBF4PbAFmSB8K5c8bgf8EXhlj/PHADlJ9EUJ4AfAGYFWx6kfA+cAngc/m+oGQC9t+vmz7eQohPA74E+CQNpv9Engz8K4Y41TOFwejpEWb/x/gQ8AXY4wzgzo29ZftPl+2+3zZ7rtnIlDZCSEcTrpD9Jhi1Q2kD4rLgWMbNv8G8JYY44eW7ADVNyGE+wJvA44vVl0OfBX4OPDJGOONgzo29Z9tP1+2/XyFEB5Duig4DPgV6YLwAuBi0lhR92S2h8zNpAuD3x3AoaqHOrT5T8UYbyi2GzMpMHps93my3efNdj8/JgKVnRDC7wK/D2wFvgV8DPgUcCFwR+CJwEOBbcVTdgP3B74SY9y31MerxQshnAC8FbhvseoGUuw/A3w0xnhJsV0AyPGuUA5s+/mx7ecthHAE8AngN4pVbwL+Nsb408o2DyR1Hbtv5akvAf4xxnhtrpUCwyqEcDzw58xOCHAD8G3g0zS0eeM6mmz3+bHdy3Y/fyYClZUQwp2ArzDbBfBxMcbPNGyzgpQMeBPpjgLA/wKvjjH+5xIerhapmPThD4FXFaumge+Run5+OMb49cq2WZ38c2Pbz4ttXwAhhOeRLg73A++MMb6w8th4jHF/8fthwN8Dv1k8/AtSRfA7l/aItRghhNuQKn+OJrX5S0k3fP4lxvjNyna2+RFmu8+L7V5gu18IB8pUbu5J+rvfB7yjTASEEMbKnzHGvTHGfwWeBewtnncG8PwQwsnFdmHJj1wLsQk4vfh9BvgpKe4vKxMBZezLLwfGdmTZ9vOyCdu+4IHFz72kcSCrcS8vCkKM8ZfA04Dvky4ijgSeHEK4d/U5WvZ+DHyWdLNnArgGeG+ZDKhp88Z1NNnu82K7F9ju5y2b/6hUXOTdvvwnqVx8zjgR1fEiikTBG4BfF6vuTjpx2H1sCBQn+2uBd5K6fo6RZgXd0bDNTMO/m2JrgmC42fbzYtsXQAhhK3BbUoVIAH4Ic9t68e9YnAsuJY0h+pPioZOBZ4QQ1scYZ/xbWN6KGO4D3ksRa+AOwN1CmiW+3O6WOJZ/CyGENUt5rOof231ebPcC2/1CmQhUNoqLvNsU/5wG1hfrmwaLrdwNeCfpLtNeYCPwwBDCQxu20fL2aeCLwE7SLLFPKroRQOUcWHQLXRNCOCaE8OAQwukhhNuFENZ4F3G42fazZdvP2w7gOlKFyFXA2jZxLJPAHwT+jTS+1ErSTYCn9Pcw1QuVmzpfJbX9XwPjwONJF4jEGGeKC8E1IYTTQgiPDCG8H/hQCOEzIYS3hhDuH0I4cFD/Dy2a7T4jtnsVbPcL4BdbDb0ya9/uQi0k60jjAABMkhp+7fPKuwExxmuA9wD/Vzx0OPDU8o5B7/4XWoh2sa/c9ZkG3k+aNQrSALH3Ki7y94cQxkIIpwO/C/wLqQvh+4AvAf8DfD6E8NJin8Z8yNj282PbH13dfN5XHEj6cg9wFLCpaN/tPi/2ky4Ozise2go8LIRwZLFNFlUCy1GX3/XKx/4FKMcGuxPpRs6mYpu7Aa8lTSL0r8CjSRMM3Ad4IalL2RdCCGcUNwmsDB4utvvM2O5HU+Wc300cbPcLYCJQQ6+s2Gjs5tW4TYxxF7CiWDVOmhSg5QVepZvY+cBHmb3T8BvAw3v4X9ACdYp9mzuFjwJOCSFsB15A6gb6B8ADiqeuJt0xWkkaZ+yNIYR/Lr5IWB20jHT6oLbtj652sbftj6YW5/zamBTjAP24surRjc9t2L78m7mANPPgpaQuRicAj6y+vpZeN7GvxPBnwIeBS4qHHgHcPYTwENLM8c8C7lo8dg3p3ACp7e8ndRN7F/D0fvxf1D+2+/zY7kdT5Zx/S/tr9b3Pdr8wE4M+AGmhQgi3As4mXbCdTJoR8qcxxv9obLxhdragjwD3IJ30bx9COCjGeFVRAVQ7PlRxR+GzxfPuBxwC3C+E8JkY469aPVf9M8/Yl+PA/Qvpwv6+wJ1JCZ0p4HGkai9IY0r8AFhH6kp4AmnSAUhfKI4NIdw/xni9cR+cEMI2UpfdTaQvczcV65tiYtsfLfOMvW1/RIQ0Wc+DgTWku/0/IFV6fqrui34lRl8gxR3g+BDC0THGSzq0+wh8njSj4GOB7cCZIYQPxhh/0fgc9dciYl+e8w8hzSb6AuAI4Nhi028A7wauBi4DTgHOAp5YPH4i8JoQwpdjjN+unE+0REIIdyLdnPlSN++97X50LCL2tvshF0I4BjiVlKg9gjTW82Uxxu93aL+2+/mKMbq4DNUCbCON33UFqcpjprJMA28BTi62HW947oNIWf8Z4EfA/ebxus8HflU894fAOYN+L3JbFhP7Yt1TgIuL7a+vPPcK4MmkBMDmYtsVpC8RnyPNRFZu+zfF42HQ70duC6ls//WkD/tvkir1vkq6g3sXYG2x3VjNc237Q7wsJvbFetv+EC5FXP6alLi9qeGcv580jucDK9uHhuc/FPhZsf1lwEPm8dpPAi4vnnspcM9Bvx85LYuJffk76QbOdxueexXwhDav+6LiM6Lc/vxBvxe5LaSL8X8o3v+vAofP8/m2+yFdFhN72/1wL6RrvD8vvqtd1hC/60iTe5xSbFv3Pd92P9/3fNAH4OIyn4V0Qb6r4eQwA+yp/L6bNNbDePGcUPlwOJo09lO57R8B6zu85ljx8zjg65Xnvrj6uMvyjH3Dz03AP5MuLMrnvIMiidDwehPFz1sBf9bwmqca+yWP/wtJkz6UF4HVnzOkxPC/UCRzyrjb9od/6TL272+MfcNP2/6QLaTu2j+pvPdTxXJNQ0x2Ar/HbCJ3vBL3LcCXK38v7wS2dnjd6nO/WnmdV5T7H/R7M+rLYmLfGEvSDcIdxfYfBW5deXyssl35+3rgGQ2v8+Dq34ZLX2P/OODahvf/OcCKLp5rux/iZTGxb4yl7X64FtI13u6G93+G1AOk/H1f8blwYGO8i5+2+3kujnWjoRBCODyE8G7SRdka4Ergv0mDvj6adJfgIlJV2Grgt4D/Vz4/Fq05xngJ8L+VXT8CuHW7146z4wj8lDRmWOmR1cfVH13G/qfMjf3zqvuIMQ36GmO8gZQw+BHpA+W1wB/EGHeHEMYbnjNd/LwI+Bvga5WHX1I8Zuz7LIRwdAjhn0nxXkuK/0WkcWA+yOxYMFtJ47+9K4Rwz/Lptv3h1Sb2H6E59o8mxf6c8ulg2x9WIYSDSefxo0gXBx8nVWycDDwEeDXp7wHS38bLgNcBxBj3F3EfizFeB3yI4u8BeAxwhw7jS1af+/HKQ48q/pb29+Z/qTpdxP5c2sS+sp+x4vz/PtJ540fAn8UYf1jGv3KOj5XfdwKfYm7sn+iQAP1RxiKEsD6E8EzgD0k3biIp+QvwXOD4Tvuy3Q+XXsa+sk/b/RAJIRwfQngP6RpvNakq7zzS974nAH9BGvtvL+km33HAn4YQNpf7sN0vwqAzkS4u3SzAi5ntmncJ8CrgmIZt7kSaCaq8a/BfwMbK4+Vdn0NJJcZl1v/NwIYOr18+91aV510F3G7Q782oL72IfcO2gXRx/z667HJA6ir4gkrsvwkcN+j3JocFeAVpLJcZ4FvF38OxlccPISUFyoqxKdIYUkdW4l1WiNr2h2jpRewb9mfbX+YLaRK7CVKX0PI9/0jdew6cAXyGudUDT2K2orNs9+Okm0XlNv8CHNLhOMoqgVsx25X828Z+OGJfs/3TgdPmcSyTRbu/udj3F4GDB/0ejfIC/A4pcVPG82cN8X0DsK6L/ZRt13Y/JEuvYl+zX9v9MlyY/V5dDvdUVoF+H3g5cFTD9keTrv2qfxMPKh5r7P1hu59PLAZ9AC4unRbgnEqD3gU8rOHx8kv/GGl8gHJcga+Tpg+vblteGLy6ss9rSYOLtu3qRbqI3E6qDCqTAbcd9PszyksvY19uV/w8hPl3NXhg5cPqCioJCZe+xf9elfhfA9ynMZaVf7+yiEu5/WeANZXHbftDtPQy9tXn2PaX/1K0tbJb6AVULsRqYn8bUhVHGftLgd9m9ov9ZPHz8cy9iHgasLp4rGW3L9LA8d+rnC8O7NX/06UvsX9ANZ6Vdj9WWddVNz/Sd4py31cDWwb9/ozaUny2jpNuypXv9VQR14NICaDq58BZXe63/G5ou1+mS79iX+zbdr/MF2AVs2NBzpAqAe/bsE3ZjsvP8+rwPp+r2aftfp6LXYM1DO5X/NwP/EOM8cOQyr8hdeMqZ/gkfXG8udh+Bam7aFVZ3v06ZruWbCaNC3FCu4OI6Syxh9QVBeCAYlH/9DL2xNkuAFfEGPeW+2mnUlL+ddIHVyR9STl4wf8rdev+xc8p4M0xxs/BnNlgqcTwn0lfICHF6D7A80MIa5nLtj8cehp72/5QuTNwTPH7L2OMV5bdt2NDl+wY4w9IbXhHseow4KnAbxT/3l9s917SkBKlZwNnFo9FWvsps7NHQxpHSP2z2Ng/DbhtZZuZxud2iDeVoQKuJJ33I2myknUL+y+plZjsJ8W99D/A22KMV5G6il5brN8CPD2EsL2L/ZbDO9jul6kFxn5bl/u23S9jxfevl5AqQSGN63fPGONnK4/f0o7hlnzV64ufEbhjCGFOl3Hb/fyZCNSyFkJYB9yxsupDxfqxFif4n5C6lgD8b4xxV/WCL8Y4E0KYKD58XlTZ74OAJ4QQDiz3X3MsYzGNIXFDsWoHs2NUqcd6Hfs6jRcWLbYp938k6UsBpIqwH3X8T2jBQghbgbsX/5wGPlasb4x/+YXvUtIsr5cwOz7Ic4EzynE+QgiTtv3lbxGx/zlzY396q7FhbPvLTyVWK0jfTyMppjAb18bnjMcYryC16fJG0H2Bh4YQNhSf+SuK9S8iVZZH4FTSheWp5X4aj6U4niOK44F0cXjRov6TqtXj2D8shLChYb/zUbb7uwIri9e/sTjPqIcq7e51xc9PAk+OMf4n3HJh/5LKUx4LnNPYXjvs23a/DC0w9vfsJvYLZLtfApXijZ9VVr8XuKiSAGy86VOO03c5qS0G0vixTed32/38mAjUshZj3EW6ywuphLy8yz8no1+04XHS7JJHkbL6f1Pso/GEUt4x+ADwb8xWjj0OeGbdc4ovnDMhhMNIyamyq+oO1Bf9iP1ChBAmi1/vR5qUIJC6B+7q4xcSpTZ2ZPH7zRTVeHUxrVzsfZnZAaanSWMCPo3ZChPb/nBYaOz3FL+XsX86s7GfN9v+0qokXg8inecDKY7VyoBGZTL474FPkwYUnwQeTBpHjqICNMQYvwX8KWmcUEhJo9dWbg4SQhgrEs6xOJ5TmK0Q+Gyb49Ai9DH2bauAGpU3G0IIq0hDAgSKHgnl4/PZn9or212M8Quk9/thMcbLynZYPPaPpLFZS88BDu9m37b75aufsZ8v2/3SizG+D/gE8IYY41/HNMlXp2u2G0m9cSLp72CycQPb/fz4h62B6OYubZHgWUGaPQjSSfnsEMIBMaZZfsr9FA34dqRZQyFVh20MITw6pBmJQsN+y4u4PySVopcnlZeHEJ5W2Xay2P/+4jnPBTaQ2s5/xBivWdg7kK9Bx34ex1l+EdkXUleU+zGbhHxXjHFPHPXZpPpgHjE4gPShH0ldM24qnt/0uVX8TUzE1J3kgvKlip+/Ddy5SOjFEEJZNWrbX2KDjP08j9O230etLqoq67/PbAwPDSEc12pfRfzL+L6ZNE4cpO6hvxlmu5KV2/wp6SbALlKC+f7A34YQblfsb6a4IJwIITyCNHHFClKSuTqjoBZgQLHv+rjK2AN/wGxV8q+Askpp0TcXc9Um9uV3uU/FNNzLWLUdFpu9oPgZgbuRKn5XdvOyxU/b/QANKPZdH5ftvn8aY99w3n4l8P667Wr2M06qAtxBate/An7Z4nul7b5bcRkMVOji0m4hVXr9mtkBY99SeWwFsIZ0l+i6YptpUtVGOZPkftLMc49u2G85+OgDSDNDlYOK7gT+Cjissu2dSVOb7yi2+QZw9KDfm1Ff+hX7Dq/ZOCD5mcBXK38f/wasHfR7k8MC/LDyvr+pLj4N268gdREt2/Ge4vdPURnw2ba//Jd+xb7Da9r2+xPLQ0lJ9CMb1tcO2k2aBKIcsPsXVCaK6eK13sTsjI8/oTLAPLMDyJ9AukCoDiZ+BfAa4LdICeQ/B75TfKbcAPzRoN/HYVyWS+xrti0/A8aqxwLcHnhX5fxxIXD2oN/HYVzmG/suYvX+Snu9CLjdPJ9vu88s9m32Z7tf5rFvse/jgX1F+7wI2NZFrG33bZbyTZKWRAjh1qRZeSZIJb0/BH4UY7y5KOWNlW1DjDGGEE4A3kLK5JddRj5L+sJ3I2k8hxOLp+0iVZBcThrkcwWpEmB/8fMhwGdiqvQYj6naZww4mZT9P6pyuL8ifZkcL/Z1EKlk+GrSzKPvIt3c8E5RF5ZT7GuOrewWcMtxhBCOKp7zUOBOxWufD/xejPF7jces9uYZ/7Jtvow0cxykZO9pMcaLy8cr25d/L0eTqvw2kxLAj6scwjkxxvOKu4ozxfa2/SWwnGIfGyr5bPv9E0K4M/C7pMlVjiOdiy8gDeL9dzHGq1s8bxsphmeQ3vtzY4yvq9u28pwyjkeQYlV2Lf+DGOMfl483POefgHsDBxbHBql76WrSxUbZ7ejvgFfFGK9EXVnusa/Zx61J7f0cUlJgI+lz4M2kKpGbbfPdWWjs2+yv/Ew4GPgls9U+byf9fcxrmA7bff8s99jX7N923yO9jn2L13gE8B7SGI6fjDE+aB7Ptd3XGXQm0iWPBTiEdFK9nDQjUzUz/03SiXh7se14zfN/k7mVO43LbuB/SXeE70a6G3EK6WR+UWW7H9Bwl4fZuwZ3JF3gt3qNGeDHwL0H/X4O07KcY9/wOuuAbaTBYl9D6pb8y8rzzwPuNOj3c9iWxcSflOi9sLL9x4r1ZWXPZEP8/r7Y7irSh/u/V577/ppjs+1nGvuG17Lt9zbu24G/7dCe/g94es1zyzZ5bmXbXwCbu3jd8m/jjyrPvbRmu/Hi50bgnqTPhv2V5+widUf/FvCgQb+fw7Qs99hXti9nl34qqdroSuD6ynO/7/l+6WLfxb7LNvuqyr5uBO5V/t3MYx+2+8xiX9mX7X6IYl/zN/CSyj5fWaxr2VOk4bm2+7r3Z9AH4DL6C2lsrWpXzfLnzZWGeC3wBWBD5XmhepInVeX8KekC7zLgw8xerH2eVPVRblt+KRwDTiOV+5av9XZgU5vjfQjwblL3lN3Al4D/Ap496Pdy2JZhiT2pi+jnSQnF6vYzxQfE7w36vRzGZRHxL2O4AXhFQzz+FDil4XXuCfxT5TXKrqRPqjzvm3To0mvbzy/2tv2exbtM4pwE/Ecl3heTkugfJX0Bv6ny2H7g+cABZewr8d9G+oLe+KW/6WZRzd/O5obnPrx6jDXHvB64C/AMUsXvc4CHDvo9HZZlSGP/ItKslTPMPUddZptf+th3+zrF75dV4vZh4MAFHrPtPr/Y2+6HKPY1r/eBYn97mGfSznbf4n0Z9AG4jO5C+mL3h8yO33YpqQveK0kXb79HusieqpyUP0LNuC7VEwapfHcV6aJ9F6k72JYW25Z3Aqp3mK8Cji/WVz9gGr8obiQNWn8gjgs16rG/Q3E85XZXk74svImiYsll6eLfEJujSF/4yu2mSXdxP0qq3vocaWyP3cXj/1mJ8VnMjjX3E+DQFsdr28839rb93sa/Ok7bfwOPAVYXj20Afod0oVC+35cDb238Gyp+/nFluz3A1urjLV4/kIaF+PviebuBlze2cZc8Y8/sxeDBwGeK7S4g3Qx4JV2OJ+rS+9h38RoTxc9HVvYzAzyxfMzF2Ld4vu1+SGNfea3NwLeL/VxJZSxvl0XEcNAH4DK6C2nmpfLuzS5SdcdhDdusAZ7H7F2ZaVKFyAnF47V3gIsTTDmI+3OKdU1fEJn9UrmKdIFXnoxeXKz34sDYl9u/lDS+0NuK4zp+0O/jsC49in+16+dWUteCavJoD3O/EM6Qxo+8deV520iJqPLxMwb93oz6Moyxt+33LPZnM3tR8D3gxMpjKyu/35bZKoJyeXzxWDVpcwJwSWWbf2jcpsVxjAOvJY3/MwO8rVjfdQWCy+jGntmkwG+SbireBTho0O/hsC69jn2Xr3l+ZR9fA45reDzY3o194/rip+1+CGMP/AazvUzOK9Y1JYHn+/eU+zLwA3AZzYV0V7Zs+DcBz2x4fKLh339JGvOhvCj8RIv9lifyJxTbTjV+CNQ8p7yT9DeVk9Bf06abiUs+sWduwnAVxd0sl+URf2YrO48hzSJ9EbOJoD2ki8WvAI+q/q1QJJOATxTb3oDjvBn7ufu37fcm7uX7+PrKefZlZQyp+WJOGs/1U5Xtr2k8nxd/Ty9l7gXEOV0ey+Mrz/lo49+eS76xrzsml+UT+w6vWX6nu13D38bvM1uJNFHZfg2wvnq8LnnG3nY/nLGvvN6TKs9/Z7EuNG5XOQ7bexfLGFJ/nEqabRHSxdq/QZrdDSDGOF38e7zY5u2k7luQZod9QAjhqcU25SxRxKKFV/Z9JbCpuk2j8rVIFSIzxe83xDQTVcvnacGGKvaxmE0wxrinWG6e9/9YVT2NfyxmeY0x/izG+Geku5BnkS727kEa9PmMGOMHyv3GZF8IYS2pogzShBBzZoxVzw1V7G37PVOem29V/NxJGnSdGOP+yrm7ek7/Emlih2uKf28BXhlCWHfLTmPcC7yXNARE6S3FDNH1BzI7O+wUKVkMcFmMcbr8O1RPDV3sq8ekRelL7Nu+YBHLGON3SLN7lp5JShBVP2eeSBp24knF+hnUK0MXe9t9zyxp7Cvt9q7FzxnSmM7EGGPjtVwI4W6ksQhvM+//WYb8UqR+OYbUhXMa+FGM8Vpo/iCuXOj9mDRWA6QuHQBvDCEc2njyDiGsKPYNaZbHA4uTwTgNQjIZQlhVbFv+zV+12P+gWjL2eetb/IvtL48xfi3G+P4Y41dijF+MMc6UfwPlfiv7W1P8/lPgRyb/+8rYZ6g4B28gTeoEaTDu3TCbBK5uW/6MMX6VNBNk6XeA+zckba4gjQdZuh3w0hDCiY37L875E8U/70Sq8gS4otzdQv+Pqmfs89XP2HfppaSkL8DhwKNDCGMhhNNDCB8H/hy4N/DUEMId5rlvtWHs8zWI2IcQ1pC6BkOa5fm/y9crXyOEcKsQwsuA1wFvAJ4dQjhgYf/LfJgIVL8cVvycIHURo/IlbY7KSeCfip+rSRdxW0kl3zR8OdzL3C91ryjWz6n4KCpKYoxxH2ncqmOLh64CPl08xy+HvWfs89a3+LdT/RuovN4jgFOK3y+MMd6En3v9ZOxHTLfJ0xjjDtIEMZDieLtifdsqnBjjX5O6d5eex2wlZ7nNF0lf7EtPAH4/hLClUgWwsjjnT4cQjgV+q9h2B0Wy2XP+/Bj7fC2H2Ld57kwIYSLGeD1zEwvPIE1M9WHgPszeNL6JNDyEumDs87WMY38ocPvi95+Txn0v/x62hhCeDLwZeAHpmm8FabK56aY9aQ6/FKunKieRKyur7xZC2FZ8SWs6yVROHGspGjfpQhJSRv+4suqj5uIR4PQQwrNDCJPFMUwW+41FRdjjSV1MNjE7ePRFi/yvqoGxz1u/49/lMdzSBbW4g/jY4qE9wN8Wj9k9uMeM/Wgqb6g0rmux7QRwMek8uwLYVlRotLywqMT2hZXVZwAPKB6vPv8PSWM+7iRVej4eeE9I3YCIMU4VnxMPAv6BNED5DPCuGOO3uv9fC4x9zpZB7LtJRpTdAd9MGoYCYCVwL+BAYJKUCH5OjPH0GOPFXewze8Y+X8s89nchxRXSjd2pEMKKEMJ9STMXvxx4IKlKcQfwrBjjfWOM19XvTiUTgepaCOH2xc92Y7KVJ5EfkGZshPTF7eENj1f3WzbuQ0jjBlzD7J0GSGW+5dgD5cXj94APVrZ5PfAnIYTtFH/XIYR7AG8knSC2kO4M/TPw7s7/W1UZ+7wth/i3OK5Q/CyTQGWFyJmkC8f7FZt+iDQrrebJ2OcphPAAUuXVn4UQ/j2E8JYQwkOAg+u2j2lspsuZ/V75yNhhXKZYjNUaY/wG8L7KQy8rHp8pbuqMF/F9BfD3xTb7STH+WAjh8yGEd5Bmk3w96aIB4Ivl9l1eYApjn7NlEvuWz62c7/cV/74n6WbPPmaTEpC6hh5SVCCpC8Y+X8s99syOPb0X+FQI4TjSd8TXkm4MleMVvh04OMb4rnb/X1XEZTBjicvyXkh3WS4gdau8TbGu7Ww8wJGkgVrLGX7+HTi+eKyc+SnAnBl/3l5s+1nguZXnXgmc3Pi6pLu+1zF39qgrgK+SBi69inRnoHzsb0gniIG/p8OyGPu8l2UW/44zvgEnk7qV/g9pzJJp4DPAsd3uw8XY57wA55AG9r6JVIFVPcfuJY23eE9mZ2m8ZTZG0t34/ZXtn1isH2/zeuVzTyr2Xz73sXV/c6Sq0bcCl1W23cfc45wB/hU4YtDv5zAtxj7fZbnHvub5dwQ+AFzb8PzPAScM+v0cpsXY57sMQ+yL1/xysd1NwF+RbvRUrwE/bewX+Dcw6ANwWb5L0cjfX2loO4G/mMfzn0uqDpkhJWXe12K7LaSuH+XrvJo028+3i39fTSrzrXvuo0ml4eVzpyu/lyeo7wO/Nej3c5gWY5/3MgzxL54/TpoV7lmkyq9fkL4clvv7PHCHQb+fw7QY+zwX0p3/v6+8f1PFz+p7Wi4/aIwNxRd44F2V7b4KrCjWt03Ekrr9/G3l/P1hiuRxZZvyImKcNP7j3xXHsps0DtR3SReD9xr0+zlMi7HPdxmG2Ddsv5pUCfRrUlKgfM2fAPcf9Ps5TIuxz3cZptiTJnusXtddUXnNHwP3G/T7OczLwA/AZXkuwJ2Bj1YaX3mS+DnFFy1a3LWpnCAOAf6RuQma9wC/DRxAyvI/lPSF7lLSnd3/ADYWJ/z3Vxr+77d6TeC04oRyCbNVYF8n3SF4yqDfy2FbjH3eyzDFv1h/buU1yte7HHj+oN/LYVuMfV4Ls8mVu5G6T5fv4/eK8+qjgBNIE6+8ofL3MAN8C7hj8fzxyj4fxuzFxI2kcZpaxrB6LMDjSEmdGeC/aFHVVTnuseLv5o6kgcFPGvR7OiyLsc93GdbYF9sfTBripTyem4EXD/o9HZbF2Oe7DGvsgUcW29zA3Nj/7qDf01FYBn4ALstvKU4E/1o0tLLR/br4uYd0oXhLN68O+zoN+LfKfvaSLvy+T+r6dWPldX5ZnIDKC8pXVp53Xs2+Q8O/NwJ3JXVPOwZYNej3ctgWY5/3MizxL7Ypt91OSgR/nTRr3EuBDYN+L4dtMfZ5LqTE7Qcq8fga6Yv36pptX0i6Az8D7KJSKcrsRcbRzFaUThf7O6QatzbHcpfK/m8Cjm7399Zpfy7G3mUkY/9g4FekG0ybBv1eDtti7PNdhin2lZ8HM/fG8ruBzYN+L0dlGfgBuCyvBTgV+FGlwV0CvIhUeVFWXP0KeGqxfccvY6SLtfOYO2Zb4/J5Gu7okqYjLx//NGlWqFYfDi3HJHAx9i6jGf8y9qQvI0cDWwb9Pg7jYuzzXIBjSd15yvf7i8CtKo+HYinf603A25itFPgCxZf3hv3+DrPjuO0C3jSPY/oesxcVDxn0ezSqi7HPdxnW2DObGNiAYz4be5eRj33lWP6ENGb17Qb9Po7a4qzBukUxHfhjgeOLVZeSBuV8J6na4kvF+i3AU0IIB8UYZ8qZnFrscyzGeDVpPLfHkbqAfZ9UBfJpUgXKA2KM944xXhgKxdM3ky4iId35mYrFGaFRbDGzpLpj7PM2rPEvYx9jvKRYrlvoe5ArY5+n4v2+B6k7+AxpYpfHxhgvKuMRZ5Xv9Q3Af5O+7AP8BukiobpPSBcYnyl+XwP8Tgjh7sU2Ey2Op5xF+sLi5xhpohr1mLHP1zDHvvwciDHuiDFeOa//uIx9xoY49mXcXxZjPDnG+J15/cfVWa8ziy7DvZCm6C4Hen8yc2d3fBZp/KUZUl/9V89jv9X9bCaNBbWpYZvxhp9nMjsj3N9Tma3Ixdi7GH8XY++yqLifQpoVcAb47caY1cWyiOF1zFYV3KPF9vckdRMqt/t2l8dUPucm4K6Dfo9GdTH2+S7GPt/F2Oe7DHPsWx2ny+IXKwLV6NvAK4DTYoz/EGOMlYz+50ilwZDKsx8ZQjgVIIQw3m6nsWjJhRtjjDfHdLeBsrIkzlZ2ldueCbf8jf4gxjjTsB/1lrHPm/HPl7HP0w+APwVeGmP8JDTF7BbF38QY6Y7/ZcXq3TTcxa9UCXyFNAB5WUFwSgjh7SGEQ4vtxhq2J4RwLKnyFOCi4vjUH8Y+X8Y+X8Y+X0Mbe78D9o+JQM0RY5wGPhhj/EalXHi6eOznwCeAHxabHwk8t3is6+6ZMcaZVv8OqUvZTAhhNXA/0ngF1zN7Iao+MfZ5M/75MvZ5KuL3QdIX+Dlf0ltsX97tP7BYtReYaNim7MpzE6kL+J9VHn4W8OoQwsFl/MvtiwuGPyGNYwRpFsHdoU0XdC2csc+Xsc+Xsc+XsVcd33A1iTHuK37GSqOtjgXwOdLAnquBe4cQHlBss+C/p0p1yEwIYS1p6vIzi4f/C/jJQvet7hn7vBn/fBn7PMUYr41FlWaXd90PB1aQKjh3MTvGT92+d8YYXwH8J2mWwkngqcBHQgiPDyEcHULYEkJ4PKlS4X6kv7F/B14fUzXoTKv9a3GMfb6Mfb6Mfb6MvRrVDuIoNapk/a8PIXwCOA04nXSn4NkhhC/EGPcUlSTzLuEtG38I4UzgGcCjiofOA14QY9zTg/+GFsDY583458vYq8Zq0myCEfhejHF/CGE81lSHVtY/D/h/wHOKh04rlp+Rxo4cB9YWP38O/E2M8eqF/l2pb4x9vox9vox9voz9iLMiUAvxZeCTwI2kjP9pwFMWsqMQwoHFzzNCCG8llQo/pNjvz4B3AVd0KmHWkjH2eTP++TL2Arh78TOQZoJu2UU8zs4++OMY4/OAlzN3HKBjSBcG60gXBf8KnBVj/FjxPC8Klhdjny9jny9jny9jP+KC77vmo8zYhxBuA/wR8EDSGALfAh4eY7w0FOM9dbGvw0kXfAcCtyOVCJdVql8FfjfG+LU+/De0AMY+b8Y/X8Zelb+BjwAPIl0Y3DvG2HEcx+qd/hDCNuBJwK1J4wP9lNTl6AMxxq/06/i1cMY+X8Y+X8Y+X8Y+HyYCtWAhhKcA55LGENgF/GWM8eXz3Me7gKeRxhPYB/wC+PMY49/1+HDVQ8Y+b8Y/X8Y+T2F2hujvAScC1wLHx2K8oS730ZQsDiFMxmJ8Si1Pxj5fxj5fxj5fxj4fjhGoeatk+z9PGi/qKaRS34eGED4WY/xqdQyBDpUiry+e+0NSl7APR8eFWraMfd6Mf76Mfd5iGhvoeOB40nhBF5Jm+Zszrk+7cX6qfw+Vv5XpPh+6FsnY58vY58vY58vY58NEoOatbPQxxl+GED4O3Am4LalC5LnAV4uTyHixee3FYHEC+UUI4XeK7TxBLHPGPm/GP1/GXsC9SWP7AHyn8c5+Q5eg7THGq1vtKM6OJ2S3lOFg7PNl7PNl7PNl7DPgZCFakBBuGcT9POAzwBSwEjgnhPBISA0/xjgTQjgwhPD2EMKDq/uoXFju82JweBj7vBn/fBn7PIUQypvGd66s/lzxWCj/LmKMMYSwIYTwGOAvQggPaHi+hoyxz5exz5exz5exz4tjBGrByrsBIYS7krp6nU0q+/3vGONvFts8B3g6cApwEXBmu7sGGg7GPm/GP1/GPj+h6OYdQvguqQr0GuD2wOWVioAA3AN4OGmmwZOA64BDY4xTgzlyLZaxz5exz5exz5exz4tZWy1YpcT3a8CnSSeMrcCpIYR3A4cBZwCri+1uBdwF+OQSH6p6zNjnzfjny9jnp7goOIkUywj8HLihclFwW9IFwb1Iyd8y9p+gKCKwS9BwMvb5Mvb5Mvb5MvZ5MRGoRQnFAKAhhA+R7hg8BtgEPIE03fhksen/AL8XY/zGQA5UPWfs82b882Xss3Q2qRt4IFV/7gohHAY8EHgAcEdgW7Htl4AXxhi/NYgDVc+djbHP1dkY+1ydjbHP1dkY+yyYCNSChcoMkcD1pLsC+0h3EFYU668EXhxj/NcBHKL6xNjnzfjny9jnJYQwGdMg4aeSLgpmgO+EEB4IPJpU7XlUsfkVpLh/YBDHqt4y9vky9vky9vky9vkxEagFKy8GQwhPJs0aeRLpb6ocUP61McZXD+bo1E/GPm/GP1/GPi9xdqbA2xc/A/B4Unfw2zMb91fHGF+7xIenPjL2+TL2+TL2+TL2+XGyEC1YCOFs4MXA3YC1zE4z/iHgRTHGywdzZOo3Y583458vY5+fEMJtSN28N5AmhplmdlygD5C6fxv3EWTs82Xs82Xs82Xs82JFoBbjucD9K//+NvCCGOOXBnQ8WjrGPm/GP1/GPj8HkBK+5fiPkxj3XBj7fBn7fBn7fBn7jIwN+gA01N5R/LwOeFqM8Q6eJLJh7PNm/PNl7PPzXeC/i9+vA55u3LNh7PNl7PNl7PNl7DNi12AtSgjhEcAnYoxTgz4WLS1jnzfjny9jn58i5icCbzLueTH2+TL2+TL2+TL2+TARKEmSpJZCCCH6hTFLxj5fxj5fxj5fxj4fJgIlSZIkSZKkDDhGoCRJkiRJkpQBE4GSJEmSJElSBkwESpIkSZIkSRkwEShJkiRJkiRlwESgJEmSJEmSlAETgZIkSZIkSVIGTARKkiRJkiRJGTARKEmSJEmSJGXARKAkSZIkSZKUAROBkiRJkiRJUgZMBEqSJEmSJEkZMBEoSZIkSZIkZcBEoCRJkiRJkpQBE4GSJEmSJElSBkwESpIkSZIkSRkwEShJkiRJkiRlwESgJEmSJEmSlAETgZIkSZIkSVIGTARKkiRp2Qgh/DyEEIvlqEEfjyRJ0igxEShJkiRJkiRlwESgJEmS+sYKP0mSpOXDRKAkSZIkSZKUgYlBH4AkSZJUijEeNehjkCRJGlVWBEqSJEmSJEkZMBEoSZIkSZIkZcBEoCRJknoqhHBUOUEIcGTloUsqE4dUl7Mrz+04uUgI4bzG54YQDg0hvC6E8N0QwvUhhD0hhB+EEF4VQlhbs49bhxD+KoRwQQhhV/Gc/w4hPCmEEOb5/71TCOFtIYTvhBCuDiHsDSFcFUI4P4TwshDC5vnsT5IkqV9CjHHQxyBJkqQRUiTwLpnHU+4RYzyveO7PmU0eHh1j/HnN/s8DziqfC6wG3ge0Srh9t3iN64vnnwu8itY3xT8MPCrGuL/dQRcJvncDD2u3HXAD8PQY47912E6SJKmvnCxEkiRJvbYDeGfx+xOB9cXv7wF21mx/+SJe61Tgj4FVwM+BrwA3AScDdym2OQX4AHDvEMIrgVcX678FfB+IwJnAccX6hwEvB17f6kVDCAcBXwRuXVn9Q+A7pP/jAcU+twGbgA+GEJ4QY3zfAv+fkiRJi2ZFoCRJkvqmmwq/+W7fUBG4t/j5XODvYuXLbQjhoaQEYHnz+0XAW0iJx0fHGL9c2XYMeCPwkmLVLuCgGOPumtcfA75AqkaElFB8Zozx/xq2WwW8DDgXCMBu4LYxxvlUS0qSJPWMYwRKkiRpmK0AnhFj/NvYcIc7xvgR4O8qq94K7AHuVU0CFtvOkKoAf1isWgc8oMVrPo7ZJOB3gLMak4DFPvfEGF8DvK5YtRZ4aZf/L0mSpJ4zEShJkqRh9u0Y4z+1efwDDf/+6xjjj+s2LJKBH6qsulOLfb6o8vv/izHu6nCMbyCNEwjwmKKiUJIkacn5JUSSJEnD7MMdHv/BIrY/uvHBEMLBwO2Kf14eY/xSh/0RY9xDGrsQYCNwm07PkSRJ6gcnC5EkSdIwu6DD49c3/PvCeWy/oebxu1Z+DyGEd3TYX+nYyu+HA9/r8nmSJEk9YyJQkiRJw+zGdg/GGKdDCF1vD0xXfp+sefyQht+f22F/dTYv4DmSJEmLZtdgSZIkDbPYeZPKxg0TiizAxkU+H7wZL0mSBsQvIZIkSVL3dld+/1iM8SEDOxJJkqR5siJQkiRJ6t6vKr/famBHIUmStAAmAiVJktRPi+2Ku9x8tfL7ySGEwwZ2JJIkSfNkIlCSJEn9tKfye93kG0MlxngJ8MPKqhcO6FAkSZLmzUSgJEmS+unayu+HDuwoeutPKr+/IITwm90+MYRwUB+OR5IkqSsmAiVJktRP36/8/siBHUVvvRf4YvH7BPDpEMLLQghr6zYOIawLITwmhPBF4C+W6iAlSZIaOWuwJEmS+unDwLOK358dQrg98C3gpso2fxVjvHjJj2yBYoz7QwiPBP4DOBVYAbwReFUI4avApcBeYDNwPHASs92iP7z0RyxJkpSYCJQkSVLfxBi/EEJ4L/D4YtVpxVL1KWBoEoEAMcZrQwhnAG8Fnkb6Xr0GOKfN024GvrkEhydJklTLRKAkSZL67YnAp4HHAbcDtgGrBnlAvRBjvJlU5fgnpETnOaQKwK2kIXhuBH4GfBf4T+BzMcYdAzpcSZIkQoxx0McgSZIkSZIkqc+cLESSJEmSJEnKgIlASZIkSZIkKQMmAiVJkiRJkqQMmAiUJEmSJEmSMmAiUJIkSZIkScqAiUBJkiRJkiQpAyYCJUmSJEmSpAyYCJQkSZIkSZIyYCJQkiRJkiRJyoCJQEmSJEmSJCkDJgIlSZIkSZKkDJgIlCRJkiRJkjJgIlCSJEmSJEnKgIlASZIkSZIkKQMmAiVJkiRJkqQMmAiUJEmSJEmSMmAiUJIkSZIkScqAiUBJkiRJkiQpAyYCJUmSJEmSpAyYCJQkSZIkSZIyYCJQkiRJkiRJyoCJQEmSJEmSJCkDJgIlSZIkSZKkDJgIlCRJkiRJkjJgIlCSJEmSJEnKgIlASZIkSZIkKQMmAiVJkiRJkqQMmAiUJEmSJEmSMmAiUJIkSZIkScrA/we7yFmJ1k0XDgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 456,
       "width": 641
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nino34.plot()\n",
    "plt.axvline('2015-12', color='gray', ls='--')\n",
    "plt.text('2015-12', 2, '2015-12', rotation=-45, color='gray', )\n",
    "plt.axvline('1997-12', color='gray', ls='--')\n",
    "plt.text('1997-12', 2, '1997-12', rotation=-45, color='gray', )\n",
    "plt.axvline('1982-12', color='gray', ls='--')\n",
    "plt.text('1982-12', 2, '1982-12', rotation=-45, color='gray', )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Seasonality of El Nino/La Nina"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-21T17:20:55.779552Z",
     "start_time": "2019-10-21T17:20:55.452592Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 473
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1155,
     "status": "ok",
     "timestamp": 1567700813854,
     "user": {
      "displayName": "Wenchang Yang",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mAzexWcchBOvHGw9u_Nm2D-vWc4ApTqQ4uLX1i-=s64",
      "userId": "02317458745209383076"
     },
     "user_tz": 240
    },
    "id": "Z60v5lhZ1vG2",
    "outputId": "74dff819-35de-4ecf-f666-c9eaa2dad22b",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/wenchang/miniconda3/lib/python3.8/site-packages/xarray/core/dataarray.py:2978: FutureWarning: roll_coords will be set to False in the future. Explicitly set roll_coords to silence warning.\n",
      "  ds = self._to_temp_dataset().roll(\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 437,
       "width": 643
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compare Nino3.4 index variability for each month\n",
    "da = nino34.groupby('time.month').std('time') # standard deviation for each month\n",
    "da = da.roll(month=-5).assign_coords(month=range(6, 18)) # roll the time series to start from Jun\n",
    "da.plot()\n",
    "plt.bar(da.month, da.values, color='lightgray')\n",
    "plt.ylabel('Nino3.4 standard deviation [$^\\circ$C]')\n",
    "plt.xticks(range(6,18), ['Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec', 'Jan', 'Feb', 'Mar', 'Apr', 'May'])\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "December shows the largest variability!"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "colab": {
   "collapsed_sections": [],
   "name": "sst.ipynb",
   "provenance": [],
   "toc_visible": true,
   "version": "0.3.2"
  },
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}