notebooks/examples/python/EarthObservation/EOGriddedSTAC/04. Band Stacking + NDVI.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "efdde798-21d5-4d43-9925-b78e59dd09eb",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "# Band Stacking + NDVI\n",
    "\n",
    "> Making use of H3 global grid indexing when working with rasters. For this example series, we focus on B04 (red), B03 (green), B02 (blue), and B08 (nir).\n",
    "\n",
    "---\n",
    "__Last Update:__ 16 JAN 2024 [Mosaic 0.3.14]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "3a5cec22-2274-4d1c-8a07-37705ef61354",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "## Setup Notes\n",
    "\n",
    "> Raster processing is memory intensize. Here are some config tips.\n",
    "\n",
    "* This notebook was run on AWS [r5d.4xlarge](https://www.databricks.com/product/pricing/product-pricing/instance-types) instances (1-10 workers auto-scaling for up to 160 concurrent tasks).\n",
    "* __Optional:__ Prior to launching, the following can be added to the cluster spark configs, adapted from this databricks [blog](https://www.databricks.com/blog/2015/05/28/tuning-java-garbage-collection-for-spark-applications.html) and these JVM tuning [docs](https://docs.oracle.com/cd/E40972_01/doc.70/e40973/cnf_jvmgc.htm#autoId2): `spark.executor.extraJavaOptions -XX:+UseG1GC -XX:+PrintFlagsFinal -XX:InitiatingHeapOccupancyPercent=35 -XX:G1HeapRegionSize=32M -XX:ParallelGCThreads=16 -XX:ConcGCThreads=4`. _This optimization is not required for this example._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "dd38fdab-6f32-434b-b64e-c899e8f0eefd",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "## Imports + Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "590cc0ab-2293-4d2d-80b8-8a3e000090b2",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python interpreter will be restarted.\nPython interpreter will be restarted.\nPython interpreter will be restarted.\nPython interpreter will be restarted.\n"
     ]
    }
   ],
   "source": [
    "%pip install --quiet 'databricks-mosaic<0.4,>=0.3'\n",
    "%pip install --quiet databricks-mosaic rasterio==1.3.5 gdal==3.4.3 pystac pystac_client planetary_computer tenacity rich"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "d91f0cb5-0176-49d2-943c-baa04236e6de",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GDAL enabled.\n\nGDAL 3.4.3, released 2022/04/22\n\n\n"
     ]
    }
   ],
   "source": [
    "# -- configure AQE for more compute heavy operations\n",
    "spark.conf.set(\"spark.sql.adaptive.coalescePartitions.enabled\", False)\n",
    "spark.conf.set(\"spark.sql.shuffle.partitions\", 512)\n",
    "\n",
    "# -- import databricks + delta + spark functions\n",
    "from delta.tables import *\n",
    "from pyspark.databricks.sql import functions as dbf\n",
    "from pyspark.sql import functions as F\n",
    "from pyspark.sql.functions import col, udf\n",
    "from pyspark.sql.types import *\n",
    "from pyspark.sql.window import Window\n",
    "\n",
    "# -- setup mosaic\n",
    "import mosaic as mos\n",
    "\n",
    "mos.enable_mosaic(spark, dbutils)\n",
    "mos.enable_gdal(spark)\n",
    "\n",
    "# -- other imports\n",
    "from datetime import datetime\n",
    "from io import BytesIO\n",
    "from matplotlib import pyplot\n",
    "from rasterio.io import MemoryFile\n",
    "\n",
    "import library\n",
    "import os\n",
    "import pathlib\n",
    "import planetary_computer\n",
    "import pystac_client\n",
    "import rasterio\n",
    "import requests\n",
    "import warnings\n",
    "\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "6cf3a1ff-1eb2-470f-9518-c9d62693e484",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Out[2]: '0.3.14'"
     ]
    }
   ],
   "source": [
    "mos.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "30ca4f28-a7e0-4300-ac3d-be769197b152",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%reload_ext library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "3fc5d315-2472-494f-ad51-ab356dc2dd06",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "### Databricks Catalog + Schema\n",
    "\n",
    "> This is for reading and writing out table(s). __Note: these should already exists after running notebook 01.__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "e2a350af-21e1-46a7-aca4-4c546147e4b2",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Out[4]: DataFrame[]"
     ]
    }
   ],
   "source": [
    "# adjust to match your catalog + schema\n",
    "catalog_name = \"geospatial_docs\"\n",
    "db_name = \"eo_alaska\"\n",
    "\n",
    "sql(f\"\"\"USE CATALOG {catalog_name}\"\"\")\n",
    "sql(f\"\"\"USE DATABASE {db_name}\"\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "85faa036-3622-492b-9479-d2a4ebb07d33",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "## Data load"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "71056ad9-7490-48e3-9998-0966423c5114",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "_We are focusing on the gridded tables for band stacking and NDVI._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "implicitDf": true,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "5014751c-7bd4-41e2-86cb-4a0a25a37722",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<style scoped>\n",
       "  .table-result-container {\n",
       "    max-height: 300px;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  table, th, td {\n",
       "    border: 1px solid black;\n",
       "    border-collapse: collapse;\n",
       "  }\n",
       "  th, td {\n",
       "    padding: 5px;\n",
       "  }\n",
       "  th {\n",
       "    text-align: left;\n",
       "  }\n",
       "</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>database</th><th>tableName</th><th>isTemporary</th></tr></thead><tbody><tr><td>eo_alaska</td><td>band_b02</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b02_h3</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b02_h3_clip</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b02_h3_merge</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b02_tile</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b03</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b03_h3</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b03_tile</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b04</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b04_h3</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b04_tile</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b08</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b08_h3</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_b08_tile</td><td>false</td></tr><tr><td>eo_alaska</td><td>band_stack</td><td>false</td></tr><tr><td>eo_alaska</td><td>ndvi_calc</td><td>false</td></tr></tbody></table></div>"
      ]
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "aggData": [],
       "aggError": "",
       "aggOverflow": false,
       "aggSchema": [],
       "aggSeriesLimitReached": false,
       "aggType": "",
       "arguments": {},
       "columnCustomDisplayInfos": {},
       "data": [
        [
         "eo_alaska",
         "band_b02",
         false
        ],
        [
         "eo_alaska",
         "band_b02_h3",
         false
        ],
        [
         "eo_alaska",
         "band_b02_h3_clip",
         false
        ],
        [
         "eo_alaska",
         "band_b02_h3_merge",
         false
        ],
        [
         "eo_alaska",
         "band_b02_tile",
         false
        ],
        [
         "eo_alaska",
         "band_b03",
         false
        ],
        [
         "eo_alaska",
         "band_b03_h3",
         false
        ],
        [
         "eo_alaska",
         "band_b03_tile",
         false
        ],
        [
         "eo_alaska",
         "band_b04",
         false
        ],
        [
         "eo_alaska",
         "band_b04_h3",
         false
        ],
        [
         "eo_alaska",
         "band_b04_tile",
         false
        ],
        [
         "eo_alaska",
         "band_b08",
         false
        ],
        [
         "eo_alaska",
         "band_b08_h3",
         false
        ],
        [
         "eo_alaska",
         "band_b08_tile",
         false
        ],
        [
         "eo_alaska",
         "band_stack",
         false
        ],
        [
         "eo_alaska",
         "ndvi_calc",
         false
        ]
       ],
       "datasetInfos": [],
       "dbfsResultPath": null,
       "isJsonSchema": true,
       "metadata": {},
       "overflow": false,
       "plotOptions": {
        "customPlotOptions": {},
        "displayType": "table",
        "pivotAggregation": null,
        "pivotColumns": null,
        "xColumns": null,
        "yColumns": null
       },
       "removedWidgets": [],
       "schema": [
        {
         "metadata": "{}",
         "name": "database",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "tableName",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "isTemporary",
         "type": "\"boolean\""
        }
       ],
       "type": "table"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%sql show tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "b04f8e5c-1504-442a-9d83-b40a9dd20c10",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "df_b02_h3 = spark.read.table(\"band_b02_h3\")\n",
    "df_b03_h3 = spark.read.table(\"band_b03_h3\")\n",
    "df_b04_h3 = spark.read.table(\"band_b04_h3\")\n",
    "df_b08_h3 = spark.read.table(\"band_b08_h3\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "0d60c8ae-be5b-4378-a7a7-1ada533d8d73",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "## Band Stacking\n",
    "\n",
    "> We are going to merge bands into rasters from the same h3 cells."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "d8c0f458-1391-4bd6-94c1-dfe920d1cd43",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "_[1] Consolidate to 1 tile per H3 cell per day with `rst_merge_agg` aggregate function._ __Note: the following shows the multiple tiles in some cells.__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "d6228a69-29c4-4d7c-9f3a-f0dc862a5563",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<style scoped>\n",
       "  .table-result-container {\n",
       "    max-height: 300px;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  table, th, td {\n",
       "    border: 1px solid black;\n",
       "    border-collapse: collapse;\n",
       "  }\n",
       "  th, td {\n",
       "    padding: 5px;\n",
       "  }\n",
       "  th {\n",
       "    text-align: left;\n",
       "  }\n",
       "</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>index_id</th><th>date</th><th>band_name</th><th>count</th></tr></thead><tbody><tr><td>608215612686073855</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608222632508129279</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608598779938996223</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608598759638564863</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608215610354040831</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608215612618964991</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608215613189390335</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608598759420461055</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608598778412269567</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608598779989327871</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608215610421149695</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608598778378715135</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608198912209059839</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608208468410630143</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608598759487569919</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608219678409490431</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608222632944336895</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608202932281671679</td><td>2021-06-01</td><td>B02</td><td>8</td></tr><tr><td>608206411591057407</td><td>2021-06-01</td><td>B02</td><td>7</td></tr><tr><td>608198934724083711</td><td>2021-06-01</td><td>B02</td><td>7</td></tr><tr><td>608222651265056767</td><td>2021-06-01</td><td>B02</td><td>7</td></tr><tr><td>608200739197550591</td><td>2021-06-01</td><td>B02</td><td>7</td></tr><tr><td>608205048157044735</td><td>2021-06-01</td><td>B02</td><td>7</td></tr><tr><td>608200755739885567</td><td>2021-06-01</td><td>B02</td><td>7</td></tr><tr><td>608206489923878911</td><td>2021-06-01</td><td>B02</td><td>7</td></tr></tbody></table></div>"
      ]
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "aggData": [],
       "aggError": "",
       "aggOverflow": false,
       "aggSchema": [],
       "aggSeriesLimitReached": false,
       "aggType": "",
       "arguments": {},
       "columnCustomDisplayInfos": {},
       "data": [
        [
         608215612686073855,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608222632508129279,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608598779938996223,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608598759638564863,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608215610354040831,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608215612618964991,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608215613189390335,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608598759420461055,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608598778412269567,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608598779989327871,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608215610421149695,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608598778378715135,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608198912209059839,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608208468410630143,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608598759487569919,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608219678409490431,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608222632944336895,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608202932281671679,
         "2021-06-01",
         "B02",
         8
        ],
        [
         608206411591057407,
         "2021-06-01",
         "B02",
         7
        ],
        [
         608198934724083711,
         "2021-06-01",
         "B02",
         7
        ],
        [
         608222651265056767,
         "2021-06-01",
         "B02",
         7
        ],
        [
         608200739197550591,
         "2021-06-01",
         "B02",
         7
        ],
        [
         608205048157044735,
         "2021-06-01",
         "B02",
         7
        ],
        [
         608200755739885567,
         "2021-06-01",
         "B02",
         7
        ],
        [
         608206489923878911,
         "2021-06-01",
         "B02",
         7
        ]
       ],
       "datasetInfos": [],
       "dbfsResultPath": null,
       "isJsonSchema": true,
       "metadata": {},
       "overflow": false,
       "plotOptions": {
        "customPlotOptions": {},
        "displayType": "table",
        "pivotAggregation": null,
        "pivotColumns": null,
        "xColumns": null,
        "yColumns": null
       },
       "removedWidgets": [],
       "schema": [
        {
         "metadata": "{}",
         "name": "index_id",
         "type": "\"long\""
        },
        {
         "metadata": "{}",
         "name": "date",
         "type": "\"date\""
        },
        {
         "metadata": "{}",
         "name": "band_name",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "count",
         "type": "\"long\""
        }
       ],
       "type": "table"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(\n",
    "  df_b02_h3.groupBy(\"index_id\", \"date\", \"band_name\")\n",
    "    .count()\n",
    "  .orderBy(F.desc(\"count\"))\n",
    "  .limit(25)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "4ab6aa05-47a9-473d-a252-d6be10d47825",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "df_b02_resolved = df_b02_h3.groupBy(\"index_id\", \"date\", \"band_name\")\\\n",
    "  .agg(mos.rst_merge_agg(\"tile\").alias(\"tile\"))\n",
    "\n",
    "df_b03_resolved = df_b03_h3.groupBy(\"index_id\", \"date\", \"band_name\")\\\n",
    "  .agg(mos.rst_merge_agg(\"tile\").alias(\"tile\"))\n",
    "\n",
    "df_b04_resolved = df_b04_h3.groupBy(\"index_id\", \"date\", \"band_name\")\\\n",
    "  .agg(mos.rst_merge_agg(\"tile\").alias(\"tile\"))\n",
    "\n",
    "df_b08_resolved = df_b08_h3.groupBy(\"index_id\", \"date\", \"band_name\")\\\n",
    "  .agg(mos.rst_merge_agg(\"tile\").alias(\"tile\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "cd7e68a7-30d0-46e9-8ff8-4cda9c83f9af",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "_Here is example of the resolved output._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "8b89dcf0-b714-47a6-9eb7-75a527079f5c",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "band 02 resolved count? 432,865\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<style scoped>\n",
       "  .table-result-container {\n",
       "    max-height: 300px;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  table, th, td {\n",
       "    border: 1px solid black;\n",
       "    border-collapse: collapse;\n",
       "  }\n",
       "  th, td {\n",
       "    padding: 5px;\n",
       "  }\n",
       "  th {\n",
       "    text-align: left;\n",
       "  }\n",
       "</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>index_id</th><th>date</th><th>band_name</th><th>tile</th></tr></thead><tbody><tr><td>608031197695574015</td><td>2021-06-01</td><td>B02</td><td>List(608031197695574015, SUkqAAgAAAASAAABAwABAAAAXAEAAAEBAwABAAAAgAAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAaAAAATgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAaAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2B_MSIL2A_20210601T213529_R086_T07WEU_20210602T053312_20210601-213529.tif, GTiff)</td></tr><tr><td>608197062957203455</td><td>2021-06-01</td><td>B02</td><td>List(608197062957203455, SUkqAAgAAAASAAABAwABAAAAcAEAAAEBAwABAAAAigAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAcAAAAVgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAcAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WDS_20210602T080222_20210601-222531.tif, GTiff)</td></tr><tr><td>608197067017289727</td><td>2021-06-01</td><td>B02</td><td>List(608197067017289727, SUkqAAgAAAASAAABAwABAAAAbwEAAAEBAwABAAAAjAAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAcAAAAVgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAcAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WDS_20210602T080222_20210601-222531.tif, GTiff)</td></tr><tr><td>608197099514757119</td><td>2021-06-01</td><td>B02</td><td>List(608197099514757119, SUkqAAgAAAASAAABAwABAAAAdAEAAAEBAwABAAAAjQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WES_20210602T064730_20210601-222531.tif, GTiff)</td></tr><tr><td>608197099716083711</td><td>2021-06-01</td><td>B02</td><td>List(608197099716083711, SUkqAAgAAAASAAABAwABAAAAbwEAAAEBAwABAAAAiwAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAcAAAAVgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAcAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WES_20210602T064730_20210601-222531.tif, GTiff)</td></tr><tr><td>608197102115225599</td><td>2021-06-01</td><td>B02</td><td>List(608197102115225599, SUkqAAgAAAASAAABAwABAAAAcQEAAAEBAwABAAAAjQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WES_20210602T064730_20210601-222531.tif, GTiff)</td></tr><tr><td>608197198114455551</td><td>2021-06-01</td><td>B02</td><td>List(608197198114455551, SUkqAAgAAAASAAABAwABAAAAggEAAAEBAwABAAAAkQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03WXM_20210602T072927_20210601-222531.tif, GTiff)</td></tr><tr><td>608197199339192319</td><td>2021-06-01</td><td>B02</td><td>List(608197199339192319, SUkqAAgAAAASAAABAwABAAAAggEAAAEBAwABAAAAkQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03WXM_20210602T072927_20210601-222531.tif, GTiff)</td></tr><tr><td>608197219387965439</td><td>2021-06-01</td><td>B02</td><td>List(608197219387965439, SUkqAAgAAAASAAABAwABAAAAfgEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif, GTiff)</td></tr><tr><td>608197224303689727</td><td>2021-06-01</td><td>B02</td><td>List(608197224303689727, SUkqAAgAAAASAAABAwABAAAAfwEAAAEBAwABAAAAkQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif, GTiff)</td></tr></tbody></table></div>"
      ]
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "aggData": [],
       "aggError": "",
       "aggOverflow": false,
       "aggSchema": [],
       "aggSeriesLimitReached": false,
       "aggType": "",
       "arguments": {},
       "columnCustomDisplayInfos": {},
       "data": [
        [
         608031197695574015,
         "2021-06-01",
         "B02",
         [
          608031197695574015,
          "SUkqAAgAAAASAAABAwABAAAAXAEAAAEBAwABAAAAgAAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAaAAAATgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAaAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2B_MSIL2A_20210601T213529_R086_T07WEU_20210602T053312_20210601-213529.tif",
          "GTiff"
         ]
        ],
        [
         608197062957203455,
         "2021-06-01",
         "B02",
         [
          608197062957203455,
          "SUkqAAgAAAASAAABAwABAAAAcAEAAAEBAwABAAAAigAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAcAAAAVgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAcAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WDS_20210602T080222_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197067017289727,
         "2021-06-01",
         "B02",
         [
          608197067017289727,
          "SUkqAAgAAAASAAABAwABAAAAbwEAAAEBAwABAAAAjAAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAcAAAAVgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAcAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WDS_20210602T080222_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197099514757119,
         "2021-06-01",
         "B02",
         [
          608197099514757119,
          "SUkqAAgAAAASAAABAwABAAAAdAEAAAEBAwABAAAAjQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WES_20210602T064730_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197099716083711,
         "2021-06-01",
         "B02",
         [
          608197099716083711,
          "SUkqAAgAAAASAAABAwABAAAAbwEAAAEBAwABAAAAiwAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAcAAAAVgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAcAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WES_20210602T064730_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197102115225599,
         "2021-06-01",
         "B02",
         [
          608197102115225599,
          "SUkqAAgAAAASAAABAwABAAAAcQEAAAEBAwABAAAAjQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T04WES_20210602T064730_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197198114455551,
         "2021-06-01",
         "B02",
         [
          608197198114455551,
          "SUkqAAgAAAASAAABAwABAAAAggEAAAEBAwABAAAAkQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03WXM_20210602T072927_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197199339192319,
         "2021-06-01",
         "B02",
         [
          608197199339192319,
          "SUkqAAgAAAASAAABAwABAAAAggEAAAEBAwABAAAAkQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03WXM_20210602T072927_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197219387965439,
         "2021-06-01",
         "B02",
         [
          608197219387965439,
          "SUkqAAgAAAASAAABAwABAAAAfgEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif",
          "GTiff"
         ]
        ],
        [
         608197224303689727,
         "2021-06-01",
         "B02",
         [
          608197224303689727,
          "SUkqAAgAAAASAAABAwABAAAAfwEAAAEBAwABAAAAkQAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAdAAAAWgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAdAAAA5gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif",
          "GTiff"
         ]
        ]
       ],
       "datasetInfos": [],
       "dbfsResultPath": null,
       "isJsonSchema": true,
       "metadata": {},
       "overflow": false,
       "plotOptions": {
        "customPlotOptions": {},
        "displayType": "table",
        "pivotAggregation": null,
        "pivotColumns": null,
        "xColumns": null,
        "yColumns": null
       },
       "removedWidgets": [],
       "schema": [
        {
         "metadata": "{}",
         "name": "index_id",
         "type": "\"long\""
        },
        {
         "metadata": "{}",
         "name": "date",
         "type": "\"date\""
        },
        {
         "metadata": "{}",
         "name": "band_name",
         "type": "\"string\""
        },
        {
         "metadata": "{}",
         "name": "tile",
         "type": "{\"type\":\"struct\",\"fields\":[{\"name\":\"index_id\",\"type\":\"long\",\"nullable\":true,\"metadata\":{}},{\"name\":\"raster\",\"type\":\"binary\",\"nullable\":true,\"metadata\":{}},{\"name\":\"parentPath\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"driver\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}}]}"
        }
       ],
       "type": "table"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(f\"band 02 resolved count? {df_b02_resolved.count():,}\")\n",
    "df_b02_resolved.limit(10).display()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "b1c99ab8-08ee-49ae-bd51-62392f507ebe",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "_[2] Band stack per H3 tile; in this case, red, green, blue, and nir._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "c4729475-4a95-4c46-a084-1002bccf3045",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "_[a] Here is a brief example of using union and window to stack by (ordered) band_name._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "614df173-c5c5-4949-bd89-4661e9f3cde9",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<style scoped>\n",
       "  .table-result-container {\n",
       "    max-height: 300px;\n",
       "    overflow: auto;\n",
       "  }\n",
       "  table, th, td {\n",
       "    border: 1px solid black;\n",
       "    border-collapse: collapse;\n",
       "  }\n",
       "  th, td {\n",
       "    padding: 5px;\n",
       "  }\n",
       "  th {\n",
       "    text-align: left;\n",
       "  }\n",
       "</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>date</th><th>tiles</th><th>tile</th><th>memsize</th><th>num_bands</th></tr></thead><tbody><tr><td>2021-06-01</td><td>List(List(608197214103142399, SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif, GTiff), List(608197214103142399, SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B03/B03_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif, GTiff), List(608197214103142399, SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B04/B04_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif, GTiff), List(608197214103142399, SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B08/B08_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif, GTiff))</td><td>List(608197214103142399, SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwAEAAAA5gAAAAMBAwABAAAAAQAAAAYBAwABAAAAAQAAABEBBABJAAAAgAEAABUBAwABAAAABAAAABYBAwABAAAAAgAAABcBAwBJAAAA7gAAABwBAwABAAAAAQA= (truncated), /dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif, GTiff)</td><td>444696</td><td>4</td></tr></tbody></table></div>"
      ]
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "aggData": [],
       "aggError": "",
       "aggOverflow": false,
       "aggSchema": [],
       "aggSeriesLimitReached": false,
       "aggType": "",
       "arguments": {},
       "columnCustomDisplayInfos": {},
       "data": [
        [
         "2021-06-01",
         [
          [
           608197214103142399,
           "SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated)",
           "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif",
           "GTiff"
          ],
          [
           608197214103142399,
           "SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated)",
           "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B03/B03_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif",
           "GTiff"
          ],
          [
           608197214103142399,
           "SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated)",
           "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B04/B04_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif",
           "GTiff"
          ],
          [
           608197214103142399,
           "SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwACAAAAEAAQAAMBAwABAAAACAAAAAYBAwABAAAAAQAAABEBBAAeAAAAXgEAABUBAwABAAAAAgAAABYBAwABAAAABQAAABcBBAAeAAAA5gAAABwBAwABAAAAAQA= (truncated)",
           "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B08/B08_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif",
           "GTiff"
          ]
         ],
         [
          608197214103142399,
          "SUkqAAgAAAASAAABAwABAAAAfAEAAAEBAwABAAAAkgAAAAIBAwAEAAAA5gAAAAMBAwABAAAAAQAAAAYBAwABAAAAAQAAABEBBABJAAAAgAEAABUBAwABAAAABAAAABYBAwABAAAAAgAAABcBAwBJAAAA7gAAABwBAwABAAAAAQA= (truncated)",
          "/dbfs/home/mjohns@databricks.com/stac/eo-series/data/alaska/B02/B02_S2A_MSIL2A_20210601T222531_R015_T03VXL_20210602T080313_20210601-222531.tif",
          "GTiff"
         ],
         444696,
         4
        ]
       ],
       "datasetInfos": [],
       "dbfsResultPath": null,
       "isJsonSchema": true,
       "metadata": {},
       "overflow": false,
       "plotOptions": {
        "customPlotOptions": {},
        "displayType": "table",
        "pivotAggregation": null,
        "pivotColumns": null,
        "xColumns": null,
        "yColumns": null
       },
       "removedWidgets": [],
       "schema": [
        {
         "metadata": "{}",
         "name": "date",
         "type": "\"date\""
        },
        {
         "metadata": "{}",
         "name": "tiles",
         "type": "{\"type\":\"array\",\"elementType\":{\"type\":\"struct\",\"fields\":[{\"name\":\"index_id\",\"type\":\"long\",\"nullable\":true,\"metadata\":{}},{\"name\":\"raster\",\"type\":\"binary\",\"nullable\":true,\"metadata\":{}},{\"name\":\"parentPath\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"driver\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}}]},\"containsNull\":false}"
        },
        {
         "metadata": "{}",
         "name": "tile",
         "type": "{\"type\":\"struct\",\"fields\":[{\"name\":\"index_id\",\"type\":\"long\",\"nullable\":true,\"metadata\":{}},{\"name\":\"raster\",\"type\":\"binary\",\"nullable\":true,\"metadata\":{}},{\"name\":\"parentPath\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}},{\"name\":\"driver\",\"type\":\"string\",\"nullable\":true,\"metadata\":{}}]}"
        },
        {
         "metadata": "{}",
         "name": "memsize",
         "type": "\"long\""
        },
        {
         "metadata": "{}",
         "name": "num_bands",
         "type": "\"integer\""
        }
       ],
       "type": "table"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stack_win = Window.partitionBy(\"index_id\",\"date\").orderBy('band_name')\n",
    "\n",
    "display (\n",
    "  df_b02_resolved\n",
    "    .filter(\"index_id = 608197214103142399\")\n",
    "  .union(\n",
    "    df_b03_resolved\n",
    "      .filter(\"index_id = 608197214103142399\")\n",
    "  )\n",
    "  .union(\n",
    "    df_b04_resolved\n",
    "      .filter(\"index_id = 608197214103142399\")\n",
    "  )\n",
    "  .union(\n",
    "    df_b08_resolved\n",
    "      .filter(\"index_id = 608197214103142399\")\n",
    "  )\n",
    "  .select(\n",
    "    \"date\",\n",
    "    F\n",
    "      .collect_list(\"tile\")\n",
    "        .over(stack_win)\n",
    "      .alias(\"tiles\")\n",
    "  )\n",
    "  .filter(\"array_size(tiles) = 4\")\n",
    "  .withColumn(\"tile\", mos.rst_frombands(\"tiles\"))\n",
    "  .withColumn(\"tile\", mos.rst_initnodata(\"tile\"))\n",
    "  .withColumn(\"memsize\", mos.rst_memsize(\"tile\"))\n",
    "  .withColumn(\"num_bands\", mos.rst_numbands(\"tile\"))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "b4eb5c2a-1b22-4388-9a94-accea0a77b44",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "_[b] Here is the main example, where we join new columns for each band to generate a stacked raster (in the order we choose)._\n",
    "\n",
    "> Hint: joins default to inner, if you want something different add arg 'how'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "35f5d9c5-2532-45b7-946b-c303c882f53a",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count? 432,864\n-RECORD 0-------------------------\n index_id  | 608031185615978495   \n date      | 2021-06-01           \n b02       | {6080311856159784... \n b03       | {6080311856159784... \n b04       | {6080311856159784... \n b08       | {6080311856159784... \n tile      | {6080311856159784... \n memsize   | 346540               \n num_bands | 4                    \n\n"
     ]
    }
   ],
   "source": [
    "stack_tbl_name = \"band_stack\"\n",
    "# sql(f\"\"\"drop table if exists {stack_tbl_name}\"\"\") # <- uncomment to drop\n",
    "if not spark.catalog.tableExists(stack_tbl_name):\n",
    "  try:\n",
    "    repartition_factor = 100 # <- num tiles per task\n",
    "    orig_repart_num = spark.conf.get(\"spark.sql.shuffle.partitions\")\n",
    "    spark.conf.set(\"spark.sql.adaptive.coalescePartitions.enabled\", False)\n",
    "    repart_num = round(df_b02_resolved.count() / repartition_factor)\n",
    "    spark.conf.set(\"spark.sql.shuffle.partitions\", repart_num)\n",
    "    print(f\"\\t...shuffle partitions to {repart_num} for this operation.\")\n",
    "    (\n",
    "      df_b02_resolved\n",
    "        .drop(\"band_name\")\n",
    "        .repartition(repart_num, \"tile\")\n",
    "        .withColumnRenamed(\"tile\", \"b02\")\n",
    "        .join(\n",
    "          df_b03_resolved\n",
    "            .drop(\"band_name\")\n",
    "            .repartition(repart_num, \"tile\")\n",
    "            .withColumnRenamed(\"tile\", \"b03\"),\n",
    "          on = [\"index_id\", \"date\"]\n",
    "        )\n",
    "        .join(\n",
    "          df_b04_resolved\n",
    "            .drop(\"band_name\")\n",
    "            .repartition(repart_num, \"tile\")\n",
    "            .withColumnRenamed(\"tile\", \"b04\"),\n",
    "          on = [\"index_id\", \"date\"]\n",
    "        )\n",
    "        .join(\n",
    "          df_b08_resolved\n",
    "            .drop(\"band_name\")\n",
    "            .repartition(repart_num, \"tile\")\n",
    "            .withColumnRenamed(\"tile\", \"b08\"),\n",
    "          on = [\"index_id\", \"date\"]\n",
    "        )\n",
    "        .withColumn(\"tile\", mos.rst_frombands(F.array(\"b04\",\"b03\",\"b02\",\"b08\"))) \n",
    "        .withColumn(\"tile\", mos.rst_initnodata(\"tile\"))\n",
    "        .withColumn(\"memsize\", mos.rst_memsize(\"tile\"))\n",
    "        .withColumn(\"num_bands\", mos.rst_numbands(\"tile\"))\n",
    "        #.drop(\"b04\", \"b03\", \"b02\", \"b08\") <- keep for now\n",
    "      .write\n",
    "      .saveAsTable(stack_tbl_name)\n",
    "    )\n",
    "  finally:\n",
    "    # print(f\"...setting shuffle partitions back to {orig_repart_num}\")\n",
    "    spark.conf.set(\"spark.sql.shuffle.partitions\", orig_repart_num)\n",
    "  \n",
    "sql(f\"\"\"OPTIMIZE {stack_tbl_name} ZORDER BY (index_id)\"\"\")\n",
    "stacked_df = spark.table(stack_tbl_name)\n",
    "print(f\"count? {stacked_df.count():,}\")\n",
    "stacked_df.limit(1).show(vertical=True) # <- show + limiting for ipynb only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "5acb605e-63e8-4651-86af-09196da5b928",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Out[12]: {'description': '/local_disk0/tmp/mosaic7830623134705399542/raster_f881ca6f_194a_4dcf_becf_738c5d61e9a3.tif',\n 'driverShortName': 'GTiff',\n 'driverLongName': 'GeoTIFF',\n 'files': ['/local_disk0/tmp/mosaic7830623134705399542/raster_f881ca6f_194a_4dcf_becf_738c5d61e9a3.tif'],\n 'size': [380, 146],\n 'coordinateSystem': {'wkt': 'GEOGCRS[\"WGS 84\",\\n    DATUM[\"World Geodetic System 1984\",\\n        ELLIPSOID[\"WGS 84\",6378137,298.257223563,\\n            LENGTHUNIT[\"metre\",1]]],\\n    PRIMEM[\"Greenwich\",0,\\n        ANGLEUNIT[\"degree\",0.0174532925199433]],\\n    CS[ellipsoidal,2],\\n        AXIS[\"geodetic latitude (Lat)\",north,\\n            ORDER[1],\\n            ANGLEUNIT[\"degree\",0.0174532925199433]],\\n        AXIS[\"geodetic longitude (Lon)\",east,\\n            ORDER[2],\\n            ANGLEUNIT[\"degree\",0.0174532925199433]],\\n    ID[\"EPSG\",4326]]',\n  'dataAxisToSRSAxisMapping': [2, 1]},\n 'geoTransform': [-162.25046779664547,\n  0.0001513953444553,\n  0.0,\n  63.6490673109844,\n  0.0,\n  -0.0001513953444553],\n 'metadata': {'': {'AREA_OR_POINT': 'Area'},\n  'IMAGE_STRUCTURE': {'INTERLEAVE': 'PIXEL'}},\n 'cornerCoordinates': {'upperLeft': [-162.2504678, 63.6490673],\n  'lowerLeft': [-162.2504678, 63.6269636],\n  'lowerRight': [-162.1929376, 63.6269636],\n  'upperRight': [-162.1929376, 63.6490673],\n  'center': [-162.2217027, 63.6380155]},\n 'wgs84Extent': {'type': 'Polygon',\n  'coordinates': [[[-162.2504678, 63.6490673],\n    [-162.2504678, 63.6269636],\n    [-162.1929376, 63.6269636],\n    [-162.1929376, 63.6490673],\n    [-162.2504678, 63.6490673]]]},\n 'bands': [{'band': 1,\n   'block': [380, 2],\n   'type': 'UInt16',\n   'colorInterpretation': 'Gray',\n   'noDataValue': 65535.0,\n   'metadata': {}},\n  {'band': 2,\n   'block': [380, 2],\n   'type': 'UInt16',\n   'colorInterpretation': 'Undefined',\n   'noDataValue': 65535.0,\n   'metadata': {}},\n  {'band': 3,\n   'block': [380, 2],\n   'type': 'UInt16',\n   'colorInterpretation': 'Undefined',\n   'noDataValue': 65535.0,\n   'metadata': {}},\n  {'band': 4,\n   'block': [380, 2],\n   'type': 'UInt16',\n   'colorInterpretation': 'Undefined',\n   'noDataValue': 65535.0,\n   'metadata': {}}]}"
     ]
    }
   ],
   "source": [
    "import json\n",
    "json.loads(stacked_df.filter(\"index_id = 608197214103142399\").select(mos.rst_summary(\"tile\")).first()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "807daf57-d115-4e21-90cc-e4d0576f43ee",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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\n"
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "arguments": {},
       "data": "data:image/png;base64,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\n",
       "datasetInfos": [],
       "metadata": {},
       "removedWidgets": [],
       "type": "image"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "library.plot_raster(stacked_df.select(\"tile\", \"memsize\").filter(\"memsize > 400000\").first()[\"tile\"][\"raster\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "182c7b75-d38e-4d6e-9b9a-e4a57f015525",
     "showTitle": false,
     "title": ""
    }
   },
   "source": [
    "## NDVI Calculation\n",
    "\n",
    "> Now that we have our band-stacked tiles, using mosaic's `rst_ndvi` we can calculate [NDVI](https://gisgeography.com/ndvi-normalized-difference-vegetation-index/) from the red and nir bands. _Note: we could also use mosaic's more flexible `rst_mapalgebra` which wraps [gdal_calc](https://gdal.org/programs/gdal_calc.html)._\n",
    "\n",
    "__NDVI over full data can take multiple hours, recommend filtering as shown below (`filter(col(\"item_id\").contains(\"_R014_\"))`) will shorten the processing time.__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "20da6688-474d-4722-aaf9-ab92643899a3",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count? 432,864\n-RECORD 0-------------------------\n index_id  | 608031187847348223   \n date      | 2021-06-01           \n b02       | {6080311878473482... \n b03       | {6080311878473482... \n b04       | {6080311878473482... \n b08       | {6080311878473482... \n tile      | {6080311878473482... \n memsize   | 355106               \n num_bands | 4                    \n ndvi      | {6080311878473482... \n\n"
     ]
    }
   ],
   "source": [
    "ndvi_tbl_name = \"ndvi_calc\"\n",
    "# sql(f\"\"\"drop table if exists {ndvi_tbl_name}\"\"\") # <- uncomment to drop\n",
    "if not spark.catalog.tableExists(ndvi_tbl_name):\n",
    "  repartition_factor = 100\n",
    "  (\n",
    "    stacked_df\n",
    "      #.filter(col(\"item_id\").contains(\"_R014_\"))  # <- uncomment to filter \n",
    "      .repartition(round(stacked_df.count() / repartition_factor), \"tile\")\n",
    "      .withColumn(\"ndvi\", mos.rst_ndvi(\"tile\", F.lit(1), F.lit(4))) # 01 = red, 04 = nir\n",
    "    .write\n",
    "    .saveAsTable(ndvi_tbl_name)\n",
    "  )\n",
    "sql(f\"\"\"OPTIMIZE {ndvi_tbl_name} ZORDER BY (index_id)\"\"\")\n",
    "ndvi_df = spark.table(ndvi_tbl_name)\n",
    "print(f\"count? {ndvi_df.count():,}\")\n",
    "ndvi_df.limit(1).show(vertical=True) # <- show + limiting for ipynb only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "42bedaff-7269-48e4-b76f-9531e6fdf1e1",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [],
   "source": [
    "to_plot = ndvi_df.limit(50).collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "application/vnd.databricks.v1+cell": {
     "cellMetadata": {
      "byteLimit": 2048000,
      "rowLimit": 10000
     },
     "inputWidgets": {},
     "nuid": "8d6f5c89-fc28-423a-930c-7b2b26f4fa89",
     "showTitle": false,
     "title": ""
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfYAAADCCAYAAAC7d+CzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACXr0lEQVR4nO39ebgtyVUfiP5WRGbufaY71b01z6VSlWaBriYajBoMKgEtgR8Ww3t+QIsn5IbmPT+wERhkRqNGjd10Y/M+vfcZgxtLqDEg2khVQGFhCRBSqTSWSqUaVKWa69Ydz7T3zoxY748YMjJ25t65z9lnuOfm7/vud8/Jk0NkZGasiLV+67eImdGhQ4cOHTp0OBgQe92ADh06dOjQocP80Bn2Dh06dOjQ4QChM+wdOnTo0KHDAUJn2Dt06NChQ4cDhM6wd+jQoUOHDgcIyV43YB44fvw433jjjXvdjA4d9gUeeOgZgAEqGOSyXlpkv9z6kmt2uGUdOnSYJz71qU89z8wn4u0HwrDfeOONuOeee/a6GR067Auc/O//FfrnFPrPDSHXR6BcGcOuJxv3O+/51V1qYYcOHeYBInqsbvuBMOwdOlyKuONFPw0A0Is9qKUU+UqKjSsSyBFDJ4ThsR56AOSFIUip5hNpDQhhzscMGuWAEGYyQAROq8PEnfd3E4AOHfYzOsPeocNFAmfIY4iNIcTGEOlpwsJTCYojfWyeyLBxQoJUhv6wAA0Y0PXGnQoFTgkgshusMVcKVLPKr7RDKZDS/ldOEyCRuPMLv7L1G+3QocO20Bn2Dh0uEtBwFG0gcJaWv2sGDXKkz+RIn5fgVEJnEiwFWBKoqD9v5RzhOaUEy8lt4UT6/bmfQi1m4KTj5HbosJfoDHuHDvsQb7r5J6bv5NzmDqHbXGvQUEOOCr/vJFBe1O7DUgBy3Lp7459Ib8g5S0BKgzOBr/+u9wAE9M7mkGsjiI1RNcZv3fxA59rv0GHemGrYieg2AL8fbLoZwLsA/K7dfiOARwG8lZnP1hx/J4DXAfgYM39HsP2jAFbsr5cD+AQzfycREYDfAPBtADYA/CAz3zvznXXocJGglRFvQmyMXSydhTWc9u/austFtJoWBAgB1rre+Dv3PABIUf3dnpMUA4Uy/wMQIwVogBOC2CxAhS6NutbmHMF5KrF92EmD/bvzDHz4kV9v0RkdOnQAWhh2Zn4AwCsBgIgkgCcB/BGAdwK4m5nfTUTvtL//VM0p3gNgEcCPROf9BvczEf0nAB+0v74JwK3232sB/Jb9v0OHix7bMuLTwAwqjGHnBBUj7uLgHBpm+zNLArmVPpHZR1iDzQy4Y4WoKF9QwQCbCQHlBTC055QC6aiAXswgNnMwEfRiD2KYg/ICbCcTcdtrf7Zo22/dBKBDh9ld8d8M4GFmfoyI3gLgDXb77wD4CGoMOzPfTURviLc7ENEhAN8E4IfsprcA+F02Zec+TkRHiOgqZn56xrZ26LCneNML/mm5Ut5lGAM/TpajUUB0SyQACRoW4F5iY/IJiqUEOhNI1wvjRl8bmmPzIjpXPmaEOZFAmoCzBIPLF7D4yWdBlx/D6VccwtEvrUMCwCivhhDiNuYNZIAWaDUBsDyCLgTQ4aBiVsP+vQDeZ3++IjC2zwC4Yott+E6Ylf8F+/s1AB4P/v6E3VYx7ET0dgBvB4Drr79+i5fu0GEH0WTUA4KaM2IuNk55sWuTAVLar8ZplIMTCZEmSC4QdJaAcgXKi2YjzGwMuY3B65U+Nq9chBwoZB/5LPr3S6jRCHT2LE6cPodHfuQWHP3SIvqncyQbhXHZA9ZVX94z5ao+5z7mFADjBMKW4P7sx3TocLGgtWEnogzAmwGM5dwwMxPRVgu7fx+A/9+sBzHzewG8FwBOnjzZFZXvsOdotVoUwhDSLMyqeY8QrbapUGC7TTD7v9e2MU3AiYC4sAF+/ow55kyG5TNLQF6gKAqgsJOWooA6fRbX3r2B9LlV0OYQKAoT1wcMLyBoy/rrX4BiUSBdU5ADDaE0oBii0BAbIzMRKKrHNHII3Pkj0Cbjjtvfac7RRCzM0i5tr8NFiVlW7G8CcC8zP2t/f9a5yInoKgDPzXpxIjoO4DUAvivY/CSA64Lfr7XbOnTYN5g5Vm4NDktRNT5hzHuvEcboQ4Kba68w21gIqJUeBpf3sPwQQz361fIcp07VnzofQXzsM2PBgeS6a80PRQEuFDAcolgg5IsEkQuQBpADAhqsCSylif2H/eba7fgBDfdUxQTBHncokTH+RICb3Gg97k1gxp1fevfU83XosFuYxbB/H0o3PAD8CYAfAPBu+/8H6w6agu8G8J+ZeRCd98eI6P0wpLnzXXy9w15hLmS3GvW2/Q4f5xbCt52lzY3vJ9i8so9nXi9weXYEy/fLRvGbyjnTDJzbXHxrgJ/7+2YOn24wsgsKvdMDHHpwFSh0NdauVIOBDsBc4RBsF5XrD+0lAsa+h9bj70nYb70E0OZ8NBx1BL8OO45Wow0RLQH4FlSZ7e8G8AEiehuAxwC81e57EsA7mPmH7e8fBXA7gGUiegLA25j5LnuO77XnCfEhmFS3h2DS3X4IHTpchPBx8waDVBu7blGsZVehddlOZpBSEMMci8y48m8XsH6lwMY7XovL/+3fTDyNPH4ZHvrfrsWtP3MOYEZ+1VHI9SFOfOIMkBdlHzXd/z7pFxrlZTbBpNi+7TfOUtBw62TADh22AuJ98sFsBydPnuSuCEyH7WKeqWicJsaFre3Ksy72u0eM+S3DhRMEgfs9cE9CLWdQPYns9CbO37aCo/ecgvryw+OHrqzgiXe8DFf/1Srk+ghMBBqODIFvUpx7vyIk7QVt90I/Qhhuglvda23uteUz71b1HdqAiD7FzCfj7ReXf7BDhzlhR/PJHULRl4vNiNfBCdIwAcMRaAiItSGSNIE63IdOCOrIIpJrrgayFLzYR35sEenpdegHH8WVn9iEXB2YCUIigBFdnEbdIXymlpPATsRHCCPoYycusxh1oMvb77A9dIa9wyWBxoGyhmw1D2wnF3vfwwnSWNDICM8cWx1A91MMX3glRocTbJyQOH8LcPihPo4/+CiSTz4AtbmJ5KYbkB87CpFJyLPr5ardnvuiQNgHzqj3UkAkYCkBSd6gU6F2bGLXZgLQGf9LD51h73DpIs6BrsuT7jAdzMatPhxBXDCDSo8Iy1mKE3+XgHsp8m94GZ5/WQ/X/McHUTzyKLLhCI/+wI048ek+emeHEGsjTy672MCJNJr5mdMiUEB+ADw0HS5adIa9w4FD7SpmAjO9qQBKh23ATpIoL8AbQ/QuSFy5tgC++jhw05VYu2IBo0OMpc88Dn3+AsRlx7D+sqvQf3YDYjM36nTTWPD7BC7/n2AK4XBiUhonivvsIjq3/qWHzrB3uKgxqTb4GJrcoRdznHc/w/YraQBKQ55RQC8DCY10tcDRL0mg3wMduQa6l2Lhq6sQq+sY3HI5iBnp6Q3QhpWz1bx/eQou51+zEc8BKqGFWOCnEnrYR5g4AXD8AaAT7rkI0Bn2DhcF6gadON1o4gqvUaikw67A9X+xCbkOyHNrOP5UAnVsGYMrFiGHGunHvgCdZVh9w7UgBo6u5VBLPYhBATEqzCp+P8XjfREdYQRstKlyZzYGbXNEOgcdrOL3+h7q4HgnAf+EpTBqg0KA+wn+/n/zywABYlgY6eFCV9MWAXz44f95t1vewaIz7B32Hd50y0+WRlvrRiLafnBzdtgirKtens6xeGHTGI0X3YK1m1Zw7jbg0MOAePCreOSfvRhHHgD65xSyCwXSM5ugUQEajheg2VUE/AyT2gifr16r9y+Er1sPwEwC9imnwxfySUtPAwsB7knkyymSjQJyIwdtDKvtF6Iy2b7jtp9q/Ha5l3nRoS4EMH90hr3DRQWXG3ygWeeXGMxKXoEGI6zcN8Tik4vQvQSDky9AskE48VdPQD/zHJgZrBnr3/ZK9E6PkJ7dNKvEXTaOYeEb7iXlyr2fgkbFGJeD08Sw5AHQqCglaYmMgWtCG7W9OcDdD/dMVT4jzQvobLxGQLqWG6Kj5U9UEIjyTAuL7ccJzUFCZ9g77DlqY3u2cAdFutzm933ovuywdQSudRppyLPrkGkCuZDisvsS6CPLKK49BkiC+KtPY/m+U6aQTJpgdO0xpGc2QIPRzsXgiTzz3cO+lzSIDFRNG4jZuOJtHN7vV+OuZylNjr/bJ1fmXtu0z/5ccfs7uAmCEEbz38EZX1sHAETQiQBL8obdFeEhxaYITygsFIO5NOqTPCrB37qUvfmjM+wddhVtGbqNK5X9SqDqMDdQXgB5Abk5xMqgQHG4j8HlPaiUcHhpCXj+DDjNgCMr2Lyyh/S5VVtch+ZDsnN56c7YCRND50RYroAGWJdtnRYSIA1mOaY+GE5aWdjrSipd4Nqu8oc1hjqG06UXwnsHXFEc0hrkvAqJKGPnzKYNzIDS5r5IQQDQJHz7qGATR1caNLDZChPuubWXISw0NOWZzSIo1U0COsPeYQexK+puHQ4umEHrm0jXN5E8Z+O+L7ge+UoPw8syDI5IDI8Slv/4MYgX3mzcyJuj7eXCB2IznJk4M9sVrhgWJUmsKRRENGb0OC3d9R5CGCNcd4pR9dxtCgiF8fBwGxPsrKHmOsOi5AMQmfuCcc2LIMZOufIr+3m60DkpJzs0mh9nokvv6wx7hw4dLgJQYYwLDUbILmwge4qwLIWJUb/4BaZca7HFlXpIhOtbg06AGCmTUx+sJmmYe0NYVwSGe4kx/g3xZWcYQ1EbH3dX2rjtYQ11XUlfQdVjtFG28+e17HV/vcq1i1IVz94rBI0R+zgRpopfIpCsjcbY7vMC5UXFe9C8Y9DXu8Q7uNjRGfYOc0G3Ou+w4wgHf2YQM0gNyvxq61puXSLXpm/BxZT7KfLlBDoVSNcKiJEh9UGpkiyXSECTJ4ZxmoB7EjpLwJKMIURk1BNZ1ol3k4Q0qbLkARNjd6v4OqNuQbmyBtpuyGy/BF4EV2KXcmVW3IDJs4fyLn63H5whTwVYmr4gy3egXO2szkPL83oPyRzbcZBj+51h7zAzOiPeYV/AC+BExViccRQ00UA6lTi2sXlObExbG6KYJ7iF54jiwsRsUsEc2SyOFUthXeLuHJk5JjyPEAAispliwMfda1zpQRxd2/OQjae7WD0U+9CBR9Q8ylJPRWUpoFPh9/N3Hfap77wpxl4EBMDtYg8FpKaOdcFz/PBD79mFFrVDZ9g7TEVnyDtclLAGF8C4cYZN5xIEUoYcJtcBuVFYdn5h8tKpYXJgi8AwEWgkPNGcclUy34UhwvlYNwBOhfEEBIaKEwHKrSse5eraEPaoNn7ujyUCW2NMzGAu2yoGU9zojlxnzwMAwmncC4AzMykxk5fIQNsQQGO7Ejk+6TpICER8uGfCBHe85Geq+2jGnff/6i43zKAz7B06dDg4sAVpAADDctXJvcy4zVMJToXJkz+RQQ40+qcGoEEOcWFj5pUhjXLQKIcQorkWwaiYGOv2sKt7wE4QiuZ4MveNMSGtQcMtGE8bt3Z5+MQMYQV29EIC1ZPQKUEMFURhRKKoUGWsWwhwNoWtvx9V9eYET4i0nIc6+BDIHqAz7B0quONFP90RVDocOPiCNFIAWQrKNTJrmHQmQT07FM7z3dc8xnAHDDGOFAOj8jphrNu3mcgY95iJbg1K+LuLp1fS3RrAiQT3e+C+NU7apLqJkYJayqBSAZ0SdDpe0rhC/nOM9kugiBKnifGgeGEi+wwLbSZqWeLrBHAifEbFt77q5/Fnn/r5XW9vZ9gvUVSKp3TocNDh4vHMYABCa6RnUIlVIzGueRaiVWyYAtEXrxcfY9IkwbnskyqBjQpt2PUpgwp7ThWdJ4p5OyKeIwMaFTjX0KCAi7Ca770yjY+EAFtLwARAEHRCyBcFcGUf2bkEyVoCsTHyev2kdCkTdRCKKAnh+wNCVMMvSvnfXdaCz8CQ5NMJnUYASzIej0wacZ89QGfYLwHccfs7Pau0Nqe2DjX5uB06XPSwsXEngAPrQueeYbVDSsCufivQXF0l2/Q0ICiQErPcgZLMZq9tNhIAez7NZoVnmfnevSsFNBkin9QalAeqdUCVO2BX7LqfGuMkALFZ8gOclwKwq0lpVtsUft5u9c0wnAMNqIwwOJZg2cXfM4nktC517i9GWee6sc/1kZWr9q51S5yseF20tlX8lBct8gY9KScHnAqovoBWLcbaHUBn2A8Y7njZzxoyTih12ZBz2wgpwUJ0es4dDj60NhKpw5H5RuripsqkiTXFUkMt+LG/ZVZ/nbkyWTAqdhQUjrFpaUQoVnoQuYttK79PCL9NGrevTiU2Lze688mGRm/TTuR7mecVmOtoM9kYaX/dMOeeegnEMIHclJDDFM+8NsOVH70AcWYVq6+6GstnN8z9TijOtJ/RpD3g5XStjC4pDWhLTHTbtFXgi2WEMa6rn57ZRAqY7IY9QGfYDxq0Bo3m4P6xBSrmqQjVocN+hjdUTn7VGXJJYDk+VDoCW2VbZPzdak+n0sS0YYRvjDuboQ8toFhOrQueka6OINdGJmQgyU8MdCq8cZYbhSHkWaNMwxySCIuFSb+joYIY5l5oxonNCBfTDycZevzbNseZa/XOAE9+81Ekm0ew/LQKxHFm6Ng9RGWy5vgLYTla+7ycPj4AiEKDIUqdALevICB4HronUSxIFIsCyYZGdm4EuT4qqw8CezZ2dob9IsdOx8o5kVO1oTt0OBAI3/G8MKu2RHpCmjcMqkzjqmivA+B44W5T3YjZG0O38oOGKWwzUBAjXSrJaQ1OBHSWGOOxKJEvSySbGula4cluYXtJawi7jZQ1+IBvm3R5+QJgYYlvhR4zXiCb/lcwhNBYOK0xOEoAA9qFCmyMfd/AcRwcgtz/slod1XpV/ErbiRvZ47yGPkyoxYQwBFRPYHg0wcblEsMjwOgIQx3LkT2d4pqPaKRPnkF+9THI9aF/Rne85GfAqcRdn/mlHe2GEJ1hv4iwJ4Q3IcCSp1dr6tDhoIBtDBUKrDUoTYwxtOVMTYTcGo468ZjwVKJksFOhTQw7V6VhHgJyWEOwE3YyQIDOCCoDkk3rSs+Vj/XWivCIiMinUU4YUhsXTgGquy7svrk5bXZeQUsJnRhCHdvUOHNDe8DDiQv0AGP3y5Isj6Cqoc9hPwlzDk7IFLkpzBjHVtcgnLxBCHObwkzk8kWB4VFgcEJDHB/iBVc+j6+cvQZyoMBnz4OuOorzLz6CdE0jXS8gN4taz8hOojPs+xT7irUujXLWxRhT69BhO6AiEJwh64oNjHUb6MQQ1YRSxk3rdN6ZIRpKsnKWAhsEeZ6Qnkmw5P/A1Zg7VQVsWBA4kz4uXLmXkV2BWqKXaDA2pDQo1xAA5EhC5hIsAJ2YNC+MUrBl+2+r4M4s8NXpbDGgLKmtF+8hCDo1xp1yDTB83r1KBXRmVt+iYPRODyFseEEApYyuu/SogBwB2ACS84TsjMTSs33kywKDI3189aZr8cL3fBHq3HkoAPTpB1D83PV4+vGjWH6kj6NfLrDw1ObO9U0Nphp2IroNwO8Hm24G8C4Av2u33wjgUQBvZeazNcffCeB1AD7GzN8RbCcAvwzgHwJQAH6Lmf9XInoDgA8C+Ird9Q+Z+RdnvK8OHTp02HGIkaqwoR2c+1ZnAqLQEBsFxNoAAEzt+CkIJ9HT9qfYZgRqaJU22XiyS1dzMXezwhX+fmBlcgEgWc+xtFF4Y09sWPywJWxr2zMnXk5MZuQsgeon0FnZNhoqIBF+uyi0UeeVhOHRFPkiQdoJzfCQwNr1BPGSC9BfXMEt//YRbPyHPuRPLIAKjfWbj6D/nOlM51GpTpqEFzdiAnpnCiw+WeD4ZzX4+qsgrr3KeDPyAkd/aQFHtX0wgkp+wy5hqmFn5gcAvBIAiEgCeBLAHwF4J4C7mfndRPRO+/tP1ZziPQAWAfxItP0HAVwH4HZm1kR0efC3j4aTgIOMN73gn/qfWZAvNjE3aF0pWLFl2LSgbtXeoYOBWQlaPfbAOIaGXg4UxEZuV4RBitg0w7dNw+jJW5WNZHLknavaXoMUyrx9Z7hd+ttQGU+DCmLOjldA5NX8/CVykwaGQs2mE+/SBe11vQyvSx8LRHlEoY3rfKisjK6Jj/fvewKsNMAaIIFeLzNtYTZphb0UJ5YXMPqvC0jPXIA6fRb8r14BevQBMDOWz6+BBwM889bbQAqQI5OiPjpMuPovz0KMCpx/wREsPjNCdm4EMSogBgUQZQ+R0pCn13yfOxGgO17yM7jzvn/Zvk+2gVlH+m8G8DAzP0ZEbwHwBrv9dwB8BDWGnZnvtqvwGP8YwPczs7b7PTdjWy46TNNcJwgwzfAxNNRz3jGI8sM7EKIUHTrMCq2NIhzQrIPucsGVMjXcB0Hp193QTm/6Nu2kgoQA0mr7vfSuECBiMMr7hBBgl/SuuDoGyCopjSHBAEhSI3PeX9eKufg8/FSWv9sKc1Ds8+1ZkJ2UEHSfgJUUYEayXiA9tYbimWdbdU8CeHGd3oc/CfW6l5tQ4/lNUJqgWCCQNqEHANCpncwohlCAGBYQG7mvZV+32CGtx0WEWrVuPpjVsH8vgPfZn69g5qftz88AuGLGc90C4HuI6LsAnALw48z8oP3b64noswCeAvCTzHxffDARvR3A2wHg+uuvn/HSu4OZi6dYgktbcJpMN+4iKAU5B/hV/5QiEJNPModXvI3IzqyYUhO61X5t0aYOdYd9ByoCwRkf96264sWgsHnpxe7FoFvAGyC3Gq9zmWcpkBModH+n5f05lzIps2o257UufVGmybn/AZSGmezPo8ILumhL5gNgUshSY7jFSEPmZiVOlgug0wQ6IagFic1jEsMjBKGAww8TxMceat8PvR6ICKw0WCk8/N2LAAHLjy5h6RmFI49UDXW6qqB7CQSA5YfOg4aFN+qTwFJUxufd1AVpbdiJKAPwZgBjrC5mZiKadYTqARgw80ki+gcA/h2AbwBwL4AbmHmNiL4NwB8DuLXmmu8F8F4AOHny5CU/OjbFtVoZ/62gTRGIOgR609u69nbCCnWYohFe0cbe7mAdCgZ1uvwXFThLxlPaIjijvt/BWTpmoMJvkzaHABFEmlTTx1piTNAlKY24c7VTkDpHWoK0gE4CD4A0DH6VCpy9rYcr/u4C+C++gP42JtrPvP1VGB0Gjj6gsPjMCC94/1qpC9CEiGjIaTL1293Ld2CW0fFNAO5lZufveJaIrmLmp4noKgCzutKfAPCH9uc/AvDbAMDMF9wOzPwhIvq3RHScmZ+f8fy7ir0obUqFAqiMjc18fF4YgxV8JL5Qxk65+WdVwbMcgbkb8hhWba8RFVGLdKxtsxbCaB1r7bCnCCd0ALw63ERIAlhO1onfS/BssX7KC7A2srkxwtU6EQO5rqzWxw8gb9RjTwcpNtXkRnbFr4FiKcHmZRKnX0G49d8/D37sSePSbmj3Y7/wdVB9RnaeMDymcfi2M+j/h2NY/sDHDcfg5Etx2ReHIM1ILgxNnH442lpe/j7+dmcZLb8PpRseAP4EwA8AeLf9/4MzXvuPAfy3MOz3bwTwZQAgoisBPGu9AK+ByUA4PeO5dxRvuuUnK/mrtMs5ih5xLE2Ms3ObakmbPFgjmxi7mX2Bhx007rVurLra10KYtuyE671tu4Cxfnb/u7ZVhC2mhVM6fsLFAyd2EsSVSev6+HEYa7Z1zvclZn3/nHiLNjHvyn0mwbcQC8BYdzv6Jhbu9qkY9UpuuT2nzTHXPYHhYYn1awS+5usewPpv9KDW1yc2VRQAj0zOv14VOPPkEVyjGPLECUAraGZkz65XPBVbEuCKRHFqdT7cOxOMB2+6+Sfw4Ud+fbZrbQGtDDsRLQH4FlSZ7e8G8AEiehuAxwC81e57EsA7mPmH7e8fBXA7gGUiegLA25j5Lnv87xHRPwGwBuCH7Xm/G8A/JqICwCaA72Xeu1EwzCf3JQulqLDXGQqzcN4aMS3uOuXv8eq7EV6AA/WuJFcFayuu9pao+5hqC9TQDmQKNKFNYQsicErlJMS1zZVzpNl4Eh32KcI4uhCVAi+mXKer7BYSzILvRQTiMQdoEkd5AUZiE77LtDoXnggDskwwWvY1Ij5+ARL0TUiOY0nIlyQGRwmbV2h8w9GHcGfy8vo29XoQhw6BBwOc+EwBMNA7a8JlYmQ1+C8/Zgr/nF6dTypePNbWrPjLyf7ujwetDDszrwO4LNp2GoYlH+97D0ojDWb+hoZzngPw7TXbfxPAb7Zp126jzoU8Vy11mz7SFMN1L9NMMeqtxnCZq+2YMa7dhlyyJex1THoeHIEO+xtBuCgu8BIXTXFa7LHxIm1TwlyK28U+2bPFcgDDMeFEAlKCBrnRzE/d2FSYoipTUJfX7dLmiBl537DTB8cJlAP/+SVHATxe37RX3Y6H37yIY18Elp4aITs3hFi1mgE7VOuizRhwscTYDzy2ovbGWVrmg25jwHdGc9I5phm0HX2RdsGgORnPDh32Cs5gASirfk0omuKrsglRyeeuPe+E0BY15X3byf7Y5hk5HfMGKV2tCjcqxjwbIXxeuoVcz006m+1bzhIwA6onoXoJBkckzr55A+m9y7j11x+CAjD68xvw6KOX49AXUqw8obDw3AhyMwcNC9z8h2smtXBzVPUGHiBvySy4pA373GRbXdrLdghezmXnRSDkeLy2JobDUpSu9Z18iXfjA7lEP8IONYgLewQwpFGqxjjbvv9Exsg2IZFGvAXW5Q77TTbxaPx2o6/eeFnHW2kIK5nwXoPhrwmvTSzOZO9xR8cEW6vc96Xmih/eu6Gd8ddsUuic4EzP5LtDM8imvOmeRL6UYHhE4sxLCcsLQ6jBMvSFCxCvfDGe+sRhHHqesPSMRraq7OTCTAxEPjTevIugpsVuxNkvCcM+NwMexszqPvR5kM1CYhaxn9V6BAQzH+dhRu1Kt8uV7nAxoIY0afTYmwydHotxTi1UFBYPqTuvcH8Xpes9DybVUtTHywPDBd1gSN3KVOn6zAuacK9NcMWZmiYcu0E2bbgOsY2XE0BswxFKWw6C2d/puDtoKVAsSQwPC2yeEMivHOLsqRWcOM8QK8vYuHoJN3xo03hIlPYeFCpKz8GekZj3IQ6cYd+x4ilWsAGArfyzA27v2O1GBM7EWMy9sk+D8pHfbztCMh067AKmuanH9q/zjE0pVDQxxTL8tivXCVbXRNCZNHrpYd53NMmf6CJvCGdxL2tu2yRICW5wPuyKMI69n7j9NCqMlrwVoBHD+meipQDbx54fSrB5VGBwwpDl+o/1cPyzCgvPbYKvPoHFh8+aS6aGuEc15+Q06fgvFgfOsE/CNCLMbqDpxasIoEx6OWeIde91HK5DhzYIuRUzaRxMQRgvb0RiyG86kyWD2tVaz4wOephCyqkAw1Rro1GNcYnav5+U5wBnGCM1tDmPEbqXmFV1dF4qdKAiZ5+LIOiUkC8SiIGlJxnH7tfonR7Y+Lky9eXdOfKisbLeThHlLkYcCMP+4H1PzrxS51QaN05b6IBAs42XpzG+F3xs8T5jq5C21+9e8g47jSAWvuWYbhyv3QpcfNWdsi51MoY16u6fkgIileY7d2ODYlMxzP2eCF/Xe6JSWZBSWgurOUFFVaVuRwpBuXOniSm24hYQeTHfdDxLhCNhVuusneSstv2G0rvBDKE0mAlUEJbXTUEXyrXRYl8bwulttHaxd+Odx4Ew7G1hKgGhjFGT0URuJMbEmMfqvo3LMd5nlvhbJ36yNQRVmDrsMhwRbiscFScy4uLr7jk2nSuMpSeBqIou+SxeXMYWciEO8tY5iO278cB9byGnxQlANYBdzB5VNjwx+YlDrWDTrAjPIYT/mVz7tjJWjI1P1XaS1qbAWnAtZgKBynx3xeXCSjPk+qhSEe5ikOTdDpxS6U6R6A6EYb/1Jdfgznt+dfqqvVAgNmkplCtTahFyZ+Llc8RMbPt5x9Rj4t4BnTQ4w0KjzrDPhKbCRU2KhzWYNcYenq/OAEz8XpykqdV8J6VBowJyZF3rtaRYMv+0MfBjd2ZXlT5ltU3JUjcJCdrlfyxcnXSx9dV7SLANmeuFAk3g5bQ+Z1BGtY6fEHtDKTd16x3zX27mpr8d8a1zo88VB8Kwz4Sg6MCBxFaLszTAf3CuHvs+ixnOC10O/RzRIGbU9O7ERoazdOsr1VhYyW12BC/7/fvCJNNOF/By/DGBYeQsnUhia0L8vk3Nc4++w6ntzlJwL6mI58jVganTvhWvVHzdoKBLG1SKwTjstdjUAcalZ9gvQvhBZCeLs4TQweSHuTLo+IpQ3ey6QxOilbSLG1eK50wb0IN30Gd3xBPytnnrziAlk5nzY7cRCtSEK1A3yd2uuzhsm7+OqjXctcZcKR9/bjL2pEotDM/y3+rCRtBEEZ4xhP0WE+m6MWRH0Rn2WZBIGzvb3RfSs3JnWcU0zcrbxO2Yx4/fidh9ULSmm7kfIITvShDXDWO97OxZXe65M0SWXOYNWJuVZiRc469riXLmxNLE1kVAhFPKCtJExwGm4EtoDKd8CyyFcde3aW+okNZ0Xnee+Nsl8ulidSDFYK3HQwdTq9MFz6xQ1d/jY+M+Cy/D3DiJYEHj/d0GNYVVOoxjF5Z/u4c77//VnTu5sJWKXGypIeViRyBt2s4Mhp0KVf7LC//zTMbZDiRGEKLw/+Zl4D0D2N3bbolqdNg11HqZKHju7vfwz4U15I693SZm7d4fd27LAPfysEFxEU4EuJdCLWXQiyn0YgrupWZ78M+fV8BWeCvJcaR08zs7QTWv2jlc+a6aQoSN364Q1X6M4b798NttsyixVdnM5McQDSt90tR+fx82RW3SM5OyJBC2+ecuKWomblvBdsabCe2b9RxvuuUnt9aGKehW7DMidEW1jdPtBbzb0652Zpa7DWJqO+U2MwO2aVvn4j+YmBY/b3zuWs9EZIzT2ziV1g1tFcqGRSlqYg20HBVWkrRB1KZvjb0w37wYFmX98Qk8li0XfWnQhZ9Xbj+N8qpehuUijOX7F1Hsu27eMKnfaoS8PEcgKLBjjHsL136g3TE3z96UglsTj9tuMbCGc8wTnWHfCmwazES0KQEaH9KGBWvP2/rFkBIs2ovaeDLQDMfMC5wm/uPoFKQOJnYqjcmf1w3YrjBLz01OVbla1VwrLuMhSua8ie0zWArDpM8SoNBmVdqgqNb4HseGO/6Wd8FjNStJ1PMMYkgCiynmw+5Dw6IslhWfKxgnG7UHmoxpw0KgVZaFY/iHE8uGiVUbhMXAgHbjF+XFfLwPNTi4hl03uMrC+HEYr5lmUHVEBJnk0nJEnxlXn75QRBNsvLJWyKPFRKMVwvPsxerZfXBpsvOFbSYhcqe2astWjrnUsJNFScL+F9aV7N4nKUGiem3nXtZZ4lfgNNIQo8J869aoGwS55pXtDQje47Htykw6vFdsl0JQjQJAzNXvPsx3V+wZ/+6eK2GK6DykGJxEaXyem1Rz7bbCRDV91HjcLO7x+PrbeRYVj1FSW6zI/NH2twvp7AAOrGEnpQMRiACBIhSn5DuXRbRvnXDNNDeQm5E6EkzdpGLK8ZNcTZyg/Oii/HLSE8g3M2BXSWxEFbnOCoQAaEJlux1GJTYcPtdJx0RCHQc5738/IizwEhp1AFazIorXWilZ1ZcoFszgLgcKCQFS5RUmPOUBgc0xzcN3t2miX7NyJM1gsu/UbmS5TGgLgLEsBQ4NY6EASqoiPUQVae4KalfQU/QhttoH8+q78Dxx+9sa+rrjmgiHCDxMzDtS7e3AGXZHoKsVq4nyJkO3II3yMv5ni0I0ClbUISyIUBc72qooRIBaN5qd9fv0m4vIkExzmfnVzgz6+DuBtv3a5cLvfzAROA28KrlCkiskq9X9nHa8WV0F7uKeyWtnWQ6dZnU/g3t7O+WddwJTtC/icct8DzV57DRjOtx+QzzOtNQMACaPEXsherXP3rAdRhNZI36gLgY3S1ob0eQqTUKYeI69zqQCFTMROrQu234RGXWgaggncgbCvt0lUYuKkb7I+vWgISbcTSQqBZXanDvdnCOxRUgKYBAdQ1QWfAkX4VlAlGXzfjIZb46TohWFKSFKOTXG3A8EpPBG2xXGaSqEUwdPqGPev/1UM874Bd8U+Fj9FNJkq8JEc8ClY9gDMQcHL43oSBNEgX7yDnR+LEgRok6Aoy0uVsMTkk3yYqzGdi1sDvSOG/eLtU8dbLz5oGtuA8EKOCkn7hWjLm2hl0SYOHFNQRdI8+2TT/WqrkYrb4ONJQMwk38hwBmZOH5DYRjSeuvCMPsBHBTBCtzMTffrU4MtqCi1/MNVcMXFv18QFhRyBMcWYxMnEk5YoPGYXeJTXDKGvWLU3axKBzEuKuPtYB5f2dfFzLeCBtczqclFIw48tDYfxbQ+9nHJfTYYXMyoeyd3610UYjo3JC6yEpOjrKFgIaqxX5/X7rgcBJAp9uKLwIS7K/a8D23d9eRc8brahkolOTLbCQBDmrx3d21nzNw9ClGS8iyhrFZrv6kf2noRpdi5iYQTvYmFe8JrT0LwjJgB4ijGvcsCYDFI82wEPH9gcIwlR+6VNgfxxb4yAXDy5Em+5557xrbXxtnbxGvj9ApLLtnJ3MMt574eIMS1opt33NuY+77HjINJY16u32EbY0TYljpiVS/bngszcL1PPN4VfWGzygzd7NXrCHAqoFIB0oBQGpRryA3j/nfniRGel1MJnRp3vRhp6FRApwROCKonIEYMOVCQAwVRaIhBu7LMVOh2q9uYI+RIfrHBnKWypXPFe1Kdbkz59c/D7TvL+zMhP/5SwKwia0T0KWY+GW+/ZFbsM6GhkAQNRz5fsVIEYsaBtKtkVI9KLvIOCzgcZMwjhcr3/zYnUWFbmr6pLcMaG+1y1TX7YiNx/jWNCsDGhjkw6nVud4f0o5+HuPVG5JctoVjpWYEaDRLwx+hM+pW5V37OFWToomYJYgHNAi7nixMB1QcUJLCc2vYDwtYjjyFGM3ioNHvxrEoRm5A3NANB2JBzJTgVZV8rPVbBbew46SY37dpOefNkocNs6Ax7GwhR5jq6mPw2RCV8juMlvkJvRI24T4Wdavv/YssC2AnUToDm6f5zfT3JuE8S9phTW7zGg1u12+pidat1b9QVV9zcVGgrKxuQ4nLthbUNeY5AzJAbBcSN14ITATkooAMGeFhYRQhTP53syp5yW789gNgg755nEbj4g/18TJrZTxrYythSrkq2OTUXsTEer7jfGHCpepotDyEKV1iZ3bCfmtz4ciOYiDUMX1wJYwSX0lzVlvchEgsrY8u9kqtgOBEH09j750U0nmGwTVw6hl2XZIiZ4EQv5kmCcKIFwUu9FUGbA42g8EXtiqph+yXTj+7+dyKGVzPhnCoiEsbB6/QbJj2ToBgQUPMMo79DWu1y6/Iu282eAEu5qiWskaZGg2TEWOzqttDgxZ4xxHVyt+71DP9WRCmtWgNCVIqwND0tspXnzM9OCIb9gK8TYWwAAK8YExWkImawrun7Ch+g5vlE21gIEFUNLoRdpQ/bhALsOTVX773QJXERMFK99tl6cp1tD/dSsDSFYoxqYMhLuAi+b/u9MNlJXU2IUS2mUP0EakFgeEiif3Z+E5iphp2IbgPw+8GmmwG8C8Dv2u03AngUwFuZ+WzN8XcCeB2AjzHzdwTbCcAvA/iHMPO632Lm/9Vu/w0A3wZgA8APMvO9W7m5Sju2qAK2Y6VS43PqKYPfJYqJMrt12/eKeTwllrwj19uJtJkGKeSJIafAXV8bBnDCSw3Hj31jcfZKmlQmwcYtbFfsgSgQSwAJQ4wAsdkQ7tKlfvkYcmtgQ2U1VzRGEkgZ41lZRTY5Mjwvp+XYUajSCNpzUuCVYEHGuAeTJMoZFb5+eI4Yrv+mNYcISKiSBeC8BTQqprvKNZeGPT51zBFIBDiFMeyA8bAwg4mgllPoVJj+zqVJKxwqM2FzboA6zsBeIRKm0s6TlAjoZFwngIlQLEkMD0sMjgoMjgOHH55fc6YadmZ+AMArTXtJAngSwB8BeCeAu5n53UT0Tvv7T9Wc4j0AFgH8SLT9BwFcB+B2ZtZEdLnd/iYAt9p/rwXwW/b/2bFLOc8ddg6mbKeuupz3IXluXjHp1tB6enw65ipMqzMw4Xtpe0+1RV+mCKDEiN36dXrlJndcQQA+7usghoUpAjOjcEwMnUlQriHy3NtDylVl8hgXVjH7FKWk9XbgqjMOzPXDePlMCHLQY8Tb41z+cB+3+KwjEJpQhPLFdiqx/aZiWdZYC19TXpgJhTXQIlD706kEUglSGiLXZpJRwxkAbFhDiNly7HXJGYjfJ3+POkj58xsJOit5HiwJ2krq6lRUJlIiZztBI+iMoFICaWDpGYWjDxRI1+Y3bszqiv9mAA8z82NE9BYAb7DbfwfAR1Bj2Jn5biJ6Q7wdwD8G8P3MrO1+z9ntbwHwu2zo+h8noiNEdBUzPz1jW3Hnl38Nb7r5J2Y9rAIqFFhydXUUSTBOQxsyU1cAZQL2oSGPsevtC3kfwLgsaJ2q34RYeB1fweXhTmIpV6qFzZPzIKPSqQAqudThri4G7VzZLQf0qU1YG/rrOrCUxjUNeKGV3VIcJKV27jJWNU5nVcMuRianm60BU0spqGBPnhMjM8GKwy2NbRWlOh2n5bsTE+ycy590RNJz14jT4qyomD83AciSsm3u8CwxBjcMPRAASBCHv8NnOpj7Ga8P4IiXOpMQruqfIhCbrArTLkAohhjpauokGe6EJyFaPsgdL/kZ3Hnfv6zpuNkwq2H/XgDvsz9fERjbZwBcMeO5bgHwPUT0XQBOAfhxZn4QwDUAHg/2e8Juqxh2Ino7gLcDwPXXXz/jpWeA05IPrx27zeMYoNvHxirN5CBwN+pLJA48T7j+mtLXe4bdfp5cvedYfMlsrMvLqtmmxgfm8pwu3ltd2blJhNc9txONOOQ19u7HiGP3bnISisCg+q15+PixjeW6e2sbg23gDXhDEod1Elm/Yq579tSyuMksmHRfLqZrNfJDY8ihEROi3h1PZAwaszFw7IyZBhRAQkCTAAqGsN4SKnQpBBS3ra6tUpja7qm0jHkBEMr4unXFAwEXIeIITIS270xQY8JwJsr716kYr+ng9g2jadKEI0gYYiQEAaL6zTmjrvoSw6XM3IsyK3M5VJB5YT0+pUYJqSCU4vrOaZjMMbTW2rATUQbgzQDGksOZmYlo1pGtB2DAzCeJ6B8A+HcAvqHtwcz8XgDvBUwe+4zXng1xjDBe2bjiE5UPiG0MDNVB051ru4ZgKzmiO4V5tKVljDos9OG3EbcX+TgocO+RQ0yKmuYGjoxvLcI+HTPMyu9DzKagUijKEp5jQuyzwgZmBrnFtuZxN3qw2jP7UCkUMyu3wrLZK4Y6jp/b/Wrb6hC/+z7ev0PcnDoI8qS/0qPQ4LWImegBzArVMeiNa91nAUGDCpRu8LY59WEbnVFPpckycKJg9m8iD3gRWyXIOZ6BPQ/30tJgC0s4deNx0zcizDjDAkAmIId2aqkYogjH+JKDMVo2kxSRA9mqghgqiM0CYlQAeTH1eyRdVtGbB2ZZsb8JwL3M/Kz9/VnnIieiqwA8N+HYOjwB4A/tz38E4Lftz0/CxN4drrXbtoQPP/Lr23bHA/Dxyjp3ozH6URy4IRd7Xi7b/ZTuxWkyc3hi7Byur6YUy+kKrdRjIsmwBrOmW058b+cRKmmjIa7npDPucrhzBXCZalSp2e6a5SRqm8RY0qTCTdgT/YWgXyhhsJ59QhHqvodGm/tpSVKEJdBFPIM28ITHVEKnxnXNUliVPwmhGZwLkNaGH9EUl2+DQpUTRCLAXtM/Z19+tt7YaqtIyNKICsH2J0lUDDQpDbFZINsskJ2Bz8OvvKNtxM2iENkdL/rpmYVqYsxi2L8PpRseAP4EwA8AeLf9/4MzXvuPAfy3AL4C4BsBfDk4748R0fthSHPntxJf33XEg9uk3N45wJN2Qt3lPVKv84Z4WjWkNuSsurzpcJLUESINgr6mvPAkw9aY54RwBkGhWuGYtrAGOc5d9+eIVcuSmgpkYVti4pgtFBOuRCexwLmfmmuHjpOaCc52BYMqhaOmeQEKk0evlnszXYPJPhsAlFW3j+1riWxTJ2OWtFdHttOWCEeFSenTvcR4X4Zz4kgE7wqTDSswQwwKTxAMUxXNCp2MEmDE4/DxfqWq8f4iGouavilrG+YhHNUWrSwPES0B+BZUme3vBvABInobgMcAvNXuexLAO5j5h+3vHwVwO4BlInoCwNuY+S57/O8R0T8BsAbgh+15PwST6vYQTLrbD23rDucFlwbURtPaQamxVdREwxe7V6e1R2lUJIGtFrXL756Ly79NU0LxnkkQApw2kLGaXMPB/cwdNXHQuctZzut5xG0Nwz5B8YlWqHsHt9u2mnPW9aUfGMmlkUnrHg5WzcDk4iCFLsVMpNF8FzZeGRrrWASmDVgSCLK8dpgnnqux4ibjJ+Dx4h9bGcxVyWGY+bkwg3INvZCU7u7CxstFrI9v9Oph1fQ4EWYYsTnnBFQ09SuTIeZGTQBfYEdSrXwvJ/Z9ZmtUEwLLHmRaQKyNmlMS62Bj9xUIjDP8tZlE+G2hd8bG3f1Yoy2XYFSU4ZmQGyUdpyEULppQ78OO7U1hkArmYPxbGXZmXgdwWbTtNAxLPt73HpRGGsxcGzdn5nMAvr1mOwP40Tbt2nXMuBqujZtMmnEzjxE0prWH4l3DWGv4806s5N3528YS27ywdYNxELetJYm1uW5jPC0eEFrcS9iXk86NKieAZVlkqFVbGs4zhrANTZOggEVcR6CimGUcY9rkKv5z0+vmvAqCzHLQqZ45IRhtn3XT/JYNn4I1ABLme3ExZhKgMGRf6DEVuMqpYrU1F5eVhtk85gFRZkJhiGZU8jqCb8DEXeVsOuzR/QEo35Np35czSBPHFfh0NJao9JF3S2syBS3dfXHJW2Eu3y9XrtUb9abXzefG8XjVSrbqf/aVFUpDk5j4rBrhiHCRmh43cAkqQkg87pHwIQc7DvkQh1vUWQEkL/TT1gi7iWuLd4K3ktIY4dJRntsKtkIKC4zqzK54e8y26qtrDRrZD9KJijD7bfPGToYbAFTuZyImGdc2LkzAGIhejUs5KqQRu1tb94G0kqUNK9Ft92VMLgtgVsLWaLTxSoSFQyacF0C7+HgMmxPs3d/BTGCSpGl4DBUaGJUrQtI8Vb+80oReYkrbaoZcG5o+EqWqXdNkh6U1tu69FOWKkfsuZDRBCKexQRFPxRnTSKCnAktIq1sVu1W6yy8HAApJdc5d7cR+iMr9VfPY4zQEJpHnqIm8Z68pcusiD3LDK7H78H4nGMNKYRq3TdJUL597V7ihGFDttSyPhYaj2Tx7OxyWrUNn2CegLaGr9phpCGv+OtgXYCvXrQON8spqd55orLblrt0UttiJ0MCE2H6duEkjnNiELezhBh0neOJWKzRKWxXPaGzrDGIt5XFRFTNrTL0hqUODwY2P8USlICbNWWJcsbGnZ5vVt2pj7G1WMf20UTgk3q56AjLXPtWoLmZLowLShq7AZdGUacpsNDSu2abY/bZIX3XvRhQrdvDFZyadLlegoR5/B4LiOWopRb6UYLQikC8SsnVGdl4hu5Cbd39UhgTIuqZh00u3ynWhgS2mNaHqnFrpm32jick0kR6Xp85icvEZnUrwQvTtCPj8c8d+p0KbokKOILyVokXMZQGxNmPRHLyrB7psa4w7bn/nbCeuScGKDdYYIaLNg3NGvc7lHF8zvFbdynO7bPSo/a2Z9tPcUDPGNzlNyhiV81xM6+s0ge4nZoDqJxC5hhxY1q7V7W4yfK4eN2BYsE4qlMkqjrFbmWiIYV6696QEaW1We5YtLApdCqdoeMIVSznVUPj4uwrOUfm7HJOlpJEl+DjDBHgtbU4lVN8Wl9BR0Q6HOBec2Su1uTb42uYuPuvaNs1lPw3xSspNbifwS8xgHqWTJuUqWfcTy2C2cXeCN+ykjdqXWkiscbLvyMimILlCMUpXinIAEyYdzv2dyq1P8OL7i7ql8u7YuHjITh9T4rMFbsLtxrCr8n20+eMAyoIsvt8EOCFQwaaKnYstB+5n5EXpSg6+78q369pv+SA+W2DKOBkXRKl8F5GOfHzfsQCN64fGtL6AV1D9A9myu6W4DIT53uRmbp51Xmx9Yuv4NvEYHr37Ls+elMaHH3rPxFN2ZVsBMzhMiyO6Fa4bcOIBJTRYQtiZJ8yAXkf4cYSnSGihHSEsejHDXHnXLq3L+Fp4zmDArBUeCYviBEa60WXkYmW6+bxbgiOsiKqcZIXIAph7j0hJLjZrPgT4QZ2AiPHaIMrB7I+FjRsS2/5hlEpUbnVmJwNaSowOZ0jWC6RnN80zV6okOtl34Ox/cy1IMY58ymSIPv/1VwEMLJwpkJ7PDUHJQTdMlEQQB7TuUWGVqsxxVvjCxkWZpJ2AuBWHfZ6CSkUtbdSvvLs1DB8Jk3JEuQIjILYlDYIxIZyM6qQJX+ylCt+nppWKE9AJJ6CAf0ACKA2Ui5E6shjMYD/mWnbnEjAd3CQ+A5RxXNd2p4cenjPmQLjv3RV3qYlr+13TmglgQHLz34HtW2OU7XN3uffMYC7FVxzLG2k5gWWCj/37gix5Ocp470wdCaxGN8GTOeNv124z//Pk98L1m8vDt2Ocm5CF14th9uUyb91Njl2ueVr/TCn8fiptAYRiIHcTRPsduVAUm2u5xfDMBae09kONuV750P17qwxvqokj0BaXlmEn260NLqCwdKIzDBy8dABAnPhBhrPEuMTsxyJGqr4cI1CqKmkuyTWTEDM2I5SxJVm2x6dxoDYn1Z2HlfbiOZVymFJAL2aVFZpezEod5UE+X+lUN6v2kwk3GLhBNyn3i2O8ntySI8kVeGhXCHXxPzE+kQpjbD4WaT92cv0kycTFtSO/mfir6gkMjybonRlCffHLkCsrxn24vgmwhlhZgTp7Fs+/4jrIgcChD50CFwWe/5orQQo48kCCw5tOjrPG3R2208WSw21NecSefa8BEpZtbNueELQdpKAZojDvqxgpK7xRmH0TEzv2aV4s/CrGlyVtin8XapwRPgV1MeWxfeKSrUCl4MnEFZStHCY3ym8x9oxMLZlpV5Fegcy3K/iuKCq9accQF6+v3Fskc4qa61dEVUKSnwsPjUoPiucdWNa+iZlLaClBqbBjD8z75j1a0QIkTtedgjHdhAYOCydyMkeG4vvTJd2ipiRvZWLvVtZuLLCTw/C9aKoz0OR5ctyA0OXvwyBOM9/ZBqpJvZ1m6HX5vXMvK+/J9aULczBvSxPh0jLsSlcKIowVdHCxqDieGcATTewg6gY9E9PREHli3F/xYC0JLJMglicmDii+bZPakpQDeS15JnIT+vMoHh9EpUB+2RLO3tbH8c+uQX/miwARnvnx12P5aY3Fp4fVlyXKEW6lRBUd4+LWgB107GTET5jcue1Exd9P3SBEzbnUdcbRQbjYXSIq16y0bWilIYdOQaqHZFODhjnkFZfjwR+/GcVhjRv+RKH/7Abu//FF3P4/fAGLTxE2rmI8/d+/AitPKtz4f+aQQ+Xv1d/PhCIdY/fS5PqV9bXJAeOSZS2ATCBfkHjuaxOQAtI1YOF5jf5ZhWTdtMsX3oA1mCyBSQSjbeoKzMRJmTG+aVaUpdiJqNF5mMYVMdcOVv81ZK1a2Ik/DfKxuHsdzyAei7hnSW0Q/h0Fym9Bu79H7ygAUx0tFRgeS9E7VyA7M4BYHZhvZk6hVyrKyYE3UDECjlBjfj/sxK0mZFbHjaiEI4CycAwA9BIz4QkY7XFBGnOMnEpupLwoq+wN8sozc98ZBaRJAPPV2LBx+a3ikjLs3Es8i5RGZoVCROULmpqPBXaQl+uj8iUJZ/lK+prJYqN8Yd1qfVKuqxOBmDQ4+FiO0mMvU2U/Z6yYJxJFKueN25Mm/n7z5QQqM+6n5Ibr8JV/dB36z7MxYm5gswOK7iW2+IE2/dSEsOiDjReH7fCFFmyct3Z1jsCg1ZEOW9wzy4AsU0MKI8UVMRJms2qiPEqZYoZcG2FxYIy8Pn4U134kx2hFghSjWOnhpvcDuO0mnPj0BvjzAiK3q/NhXsYtwxUD8/izcR4Yq5rlVoo6XTATFXusf0fD2GqhwdZDRENlZC1hBvz0DOHaC31oG1PVCUH1BETO4xMOANAacm1o3r+d4uPM+Ewb4fTqrRExOueTz9tmH7Oj432o8Ul59O6MHRqkSvlQ19RjVONkFMy+8A1nCdRigsEVCwADnAAqE1i/UuCaDz4OfXgJxeEF+1x3plDRVs9bUZF040TIbwC8zgGAMQIhgPHiLEEsvs1Y27qtNfyXMUg5nnY4gQPlhYcC70dcDOxNN/8EPvzIr8/c3kvKsN/1mV/CG7/2X5SzdrKSgQET2GgYw8ZKdela11zGy20M07hwIxnKaYUfHGGHQ6JJ/DLYQcDF0cOXhcpr+0lH8GKHBBqWEiTs34pxuUwA1k1tXLTJQGHxlCFqqcuPIDsPZGuMzWMS4B6WHz+NM99wLfqnCyQbdoU3LEDDvD4uBxg9b99+Vbr1AT/YxQUriNkKkJhJmMoEqJ9A5ApiUACjAmg7mNgVsYtVcyJMWLUoY4qcCMORCNtfaJCIttm+JmiwtrP1lJCs5YZ9bYlH6ZkNcCKQrA4rTamTLPVtjCHMxI2FgCDtBzTB7I166Gp37RcRAzos0kEAkAPp84ZoxZkhHuYrtmKXL+oxHo92xTQIulqDXAiwGz/tytYTcqWsino0YOZYZQ18CMDGfuNzNhVkmbmAkIuvozqxdpPOuns2K8woxiwAsGj2cgUFeBBOAPx4UMaWJTMy1xRXNpQT8NJCmb7pYuLu/ZmnrsWM6cC1/CIX9/fcB8cbCsJJjgrCKLkluTKu+zp+RERErp0AtEVbgmQ8iYi+j8p7EXInas6xnSJCl5RhB2AecBERqxw72pXzc0xgZ9SZK7EuQ8ayjLkQ4UDLXP45YNqCyBj1yoQhetGlqBDhOBHVF1FI83a7a4QSmJClBrIk8/krjml4JTR8RaRkLcfSSIMTQr6S4bL7hiiWJC5cl0AUAsvMOHubwJEvJ1h6hpGdHpqZdaBaVlHKcqsUNwuPvec1tplsHyFNgJ4JdahMgBcJclNACoKQBDGJnR1xEtzzIga0IOhEmOOZ4JnlkVqFIUJGIYuwQIg0hCjnwidtjLoYFl5qso7tXIt4kCGCK4JCRGZF67a7SqJCgJywCwDAxCbHXPWuL8LB1H0DpCCI0Hu+8Ns5leZabuB3ed2hwlYi/WShMvG0A5cXPRFishrXPBG2Q4jqKjyMYUZgqHGRpyY4z4j7diM5UVLarDAd0dTFYuvSnIiMWIym8fc4YoBTdC8c9Dcpk84mVgflPoLQO5UgP7Fk3gm3CHAV4AKOTeV6u4WoYJZHkMMe11Z33CGzkX2BGv+uNY9wJfaiUFQcPw8xLQS0jWpvl5xhJ1e72f2utReakM6jTK72cFZLbgqP8QheRkdO8a6WLAWsm19nJmYZ52eGcDrPY+INoVBK2/udEvt2sSSy7Zc2RCHsQC7yBMfWFUaHEzz1nTegWGQMjgkkwwRi1IMYSphCfajEwmmYlx6FLbjqaDgCj1KItSHSU2ZbHOdqTkeq4S9Yd7frPhYEzmQZY7e/++srDWjyBB3Kde3QwYJQLEmInK17VbcjdTnUxOXCuG+pw1/lWtS+g4j6JRwgg3isv/RSimJRovennzTnfNVLcO5Fh7D8xNB4G2oGfJ0lUAspktVhGTIKU3XSxBvYecZ0p4HywvdbY52BmmNaD/b2PeYsrcTca6/jhIimPX8Xh4/e44o2vJRbJlEl5wZl2yt54IHLe7cLSbl+bIrLRzCreDYk16Duu9NwmEp89CeKuEpbERDaJnZTpOaSM+x6MfMsUhSO5RsZPiKTweaIcdGyy+dWArWxb5O+Us5KPXkjjIVz+CEXlVgSgJKBnI/HxioCD0STiSdxoYKwneGAocs4L22UMU/umw8wO5OgfyrDoUdN3eHBEYn1Vyzg8MM5+s9tGMJg2NY5DBbxwFhXZCcmxphB0qxIPJci6Ns2XAQxsprgMiD1Rffj2PdiM4fYtP3mVmgNufO1ExEpywpirrCP+9k9n0T6SWGFHNQU9/PxcfNM9XIf0BrCTgR0JjG4YgHnb0qwfi3j5j+1x332ARz96lFsvPpGyLWRyZW3hk/YmL/OBPIl477Pzo0g14eAUzUb5ZW4qa9AuEsrpdp4eWiQw313etIhRKPxGntucXZOL6t4e+om/3Xx2UbUjBEs7e9O+naLE/CtYky90U+KaoikdtykYX37TDlYuxAZqXbPVZLvg2laBNxLJqoh+v2Ccd4/s6AQjs4kvAZ9hbO1PdGnOlxyhv3PPvEv8K2v+QXjde3Z2sW5MEbexcuFHbhd/qnGmOiIY8cD8Olh3thLE7fnJCvj9KH7380yQzJNGEavIWyVf4zyR316i4u12lXjgMf290VIwnOEcAzWMBbkXuZCQxQa6VoBnQmkGwRiQrpRWEWqfP5FZ5rOFcbprCtc9xLkywmy8yPI9VFZM9qtKJ3rry4dS+WmtGPfEJE2rkgxWjb7LD+l0H9u03AJCg1fI9wPBAyxbldGLh8/ldi4dhlLDzwPnDlXXkcz8pfcgLO3L0AOgeN/8RWoKy/D6LI+5NCIzhgNanOPlcGMGWKQ1xekaHJt2mvSZl55n4TWSNdSLD1NSDYExCtfbIikowIoNLJzI+shCuLtPsWHUCwIrF4nUSykyFaX0D+j0T9dIL2QQ26MyvCMCt6HpnduCmYa8JreFzYDZ8VjsYX3dG7VuVyfCquZ7mooBe59I5rDzdwV5nHBKpcz3xKeI2C5PJX87J2ejNkQmPuOPUOep8gC+9RdUbrjocHKeiCG0SR8xvTLWriUvJqUvrFnFrH7XA16nTnlynFeUdxeDr0pAO542c/izs//8kxNvuQMO4ByJU1kPiouB0YSZVzd51RGLxsLY0i1NaYyZDqbs/jKRt6oNw0k4bviHnr4UUXCFz7vO2RNZ2YlBTYfqyjIvNAx+xqqNIrunEE8nApVfmxOUCIgDAKw7HHDlJdDgtwoAoLWHAYDd90GuGIo3E/BUhpJzMMpBkclFp/JjfxrIqB7fWOMdeJXJNAaUOODu9siEoGCgHyRMDxKIAWIr9rVgsvht/dYXHEELIWZfQ8KX0fasZRFwcCFNajTZyrtF6NrwRJgCegLqxBHD0GonvcCEQDVT1Asp0jPM+QQlkkfhFR0yYo3fTKlS2PPRwEkqyMsDRUWnxEYHVuATglyqCE3cqOb7kRFAuEQdhwwDegUyA8ZERFSBDm0A6ggiIGAGBSgzWH1WQY8E48mJTrfYQ03xxO+qTrUFUxqQtM7GLdlHlUHw1OEC3lrXBuzBRzPx7VTijHluYkI+SKJWSAQJ0aBD6jyLOaBGjEWBGEb7kkz1sb1zOtQw3FwfJ0xtcooY2Qigr4cux5Qy5dhTSAZjKUqGrudcBK5sdlqhDRNWDlgC4ScjhlxSRp2GhnhAmEHZBdT51RU3OzlATUpWDpwq3sZ1Ch275iqTXGg0GUDjLuhJIGFHCNDuXQzkwoloBOCzoQRHSF72aXMCqAohCS/eJZfWWWH7u0or9vdszlJaeDr3NRbhpt0TBDwYSnB/QTFSoaiL5GvSKxdI7B2g8YL/sm9YGaIl9+O8y9cQe+8QrpaGONr1aaEWwEXqmrwtPHY9EYFjg4UBid6kCON3l98GroY/wjPf/01UD1C74JGsq4hR9qkji0IDI5IHPvfPwlVcxw+8Xkc/4S9JAB88cuQX7T3ZnfJrr0G+oVXIjmzXusy9mmZ24BYHUzk9Y25blObJlow+qeGuNLxHqyMK2A02oulBCIVSISAcCt+m/Lj+ruS3hOlhsaGrDEuOc+c4RihJ60J0wrjtEH8/Y9do6Yc6Tza0uD69YVvYAvCbLdwVPBcfdZCHe9DEHRPGq2ITTQXkAHgtf1bhg1a1/gIeC1j7+Qk/f+QWxV69OwzMRk3xlbItWFJMG1qf12IYgupoJesYZcuBm3d2XGaEADoXlJPnrNpQZXc48Cwe8LaBHGZWlJbHSmnAWJYgDWDcoKMjaA1wMVyZj0AVq3KqlOFwjdjA3hmix1YtqkrsGHUu0bjMedZdbInkJnCeHlTwY9iOcP6VSme/xrg1n/xefQ2B1ixpTKdK1F//gEczV+Al/3HB/GFf3ADike/CnHLjXj0+67CymMMOWIkA430gkKyNirjcnaCJ0YKvbM5Nk+kePZnX4MbfvVT4GE1de3w+z5pCIc1978oCFxn1FtAvvAW6MUeek9fqDfqbQtJzBliWIDWhuMTohDO3R7UtOZeUtEv8IQ7l2veMMBNjR23JajNgIl92/At++9lhqpyrdFGBKqNuNGECUQsluPvcZaVbhNatI1TidGRFOdvSrH4nMbCqRFSrScbU6LW5LtpqBOBmalSoeZqW+09Fys95IdNGmnvzBBibVASimdp3xbf70vSsFeNUZT6AZQxFcC4qWp9MJErMGRdkvLurSa3HqcMqMTH7tuQM/yl8vKYSTG1isCNM+TBQOHKVnqSji2aQRDQEr4wCACva+6N+lhFJgFOawZat/pxg5QoV3hxAYfKLNmSB50rS/dTbF7ew9JX13DZg8/i6H2HoDc2TKxRAwgNKTP4q0/h7/75q7Hw9OfN7089ixv/Uwpa3zT9rBRYa6gbrjCa2QAg4dW7xEghXZfoPyfx2E+9Cjf+4RnoL3ypvIZW0K97BZ571RLkkHH5+74AvbpqLj/jGC9WVsAvvB7i/AaQSCNkM8zrV407adRd3F5KL08KBLHYgJ9RO+AwG9Kijoyy1UpQR/qAhk8LpM1RIyvbxHnn4Alqs/oO9kUiZ6uHbbk5lVDdBIGqsbY1TGBbw5IoGw2oK3ITQgZZI5Vvrp0HxE3AvVwuUCk2A6AkhNa488PxiwqNVBCy8yZ8xXalWzGWUzwSFIYVmhCcI9STqCwyppU9bigI5I7R/RT5oQwbV6Y490LC4tPA8tOqPNZ9P1K0N9hb9IZekob9zvt/FQBwx4t+uioE4eOKAlDkB3kAQawxyEcPc0pFwJvw+e71H7ePjwoAuoxh+r2bCmUAY6nzk4YPUqFoR0DYcx8zwxppK0AiBTg1pQt1ZjTRe2dzJOu5XekHMSRRTlhckRUK/+7u3xZv8SS/WLM9JpFo13aju8/K9BMLwmhFYDlXKB5/Anjc7nfypRgd6SHZKEB/81kAQHLzjRhddxS9D30S6uteYa6xkQMjYyxJaEtgKWxBFEt6hPCDkwCQCsLKU4TNKxIUR/pIr7jc55cDwLCfwBSfAcSRw6BeBlBwf94tF4RoEgn0eyhOHAJ9+gGIwyvAZUdRLKSgvGdWCzVFT7aNFjFpR5pkKY33yF2/Ju5dJwLjQzzuGwLKPGrAa/D7fGQ3yNUJ1NRMnGPBkdaD3qT96s6rm/qdx4RQKtrmrjALlQV3JpUY9defBieswlz57soJtiGiVWRTbTEfj1AXIyZbuu9u0sIivK4oz8HWvY607GPS2i8WwkWR03KPK/pJIiw8n5j3ggGdSgjHEXJ9NIl3IwFiMX1hVPdnf080kYTKUoIcScNJk2cJ1GKK4WU9LN1/CnJoxhOdCiw8k5pqi6KMkXMYi58RsyrQXZKGvQlGYMLEREgH5flCl1KsFe1KBIbfSTSAhX8jrlmp2vNUxC38ybaRChEc55pgDJtdiQXKa066NF9MMDosMVomqD5B5IxkbQTajFxWovRIuFg8aS7jqsC4K04bu1chjoYrBkfCCz5kYrbxVJuqtZhBHjkMvTkAlMKT33QIazcXyE5luOkTCVgzzn/tFXjmdYRbPirx1TsWIQeE/mlGtspGOrUAkk2NdDWHXB34ATLsd8oLiMEIyeoQ158yefrFzVeZeL0NwfSeXcPVT18wfXd0GXz54Sp/wZVADfpALSYYHMtw5kUSNzy8DH3jVRgeX0D/6TWf3rgTaVjkmPQTd4oG0EmrICnHVjB+Zeyeu0vJyw0hSKwNa8/DGI+txxjjhrTtpynfz5hW/JRwGKOmHritgOePcwVqhKkPsS3E7Y9XnnZRYlj/SfkMbTEfP65MQpD106iTEWlDuAmNdKnDQCm0NdJeNdEXagFM34Zda0mgYgNYeEpDLWbVampRPzSCgiI9jfc4JW99Su2OsB+JTSptcbiHjcsznL1NYumvTkNduADAqHpcDmD0xpNQC2YCQIUJf05KP54nOsMeoJmoU37sceyHBvlYLMycLBCFCOJYYy6mUKBiF3JJ/SDhVts1rsBsVSE7D6RrhWd9++OHNoe+MCtqtdzzymuU6+r9RIOkH+yyxNZNNu57HXITAHAmsH5lD0fufhDq+dP+2CN/Czzz//o6XPjhW3Htn0osPr2Jaz90phyUbrkRAHDovjM4dB+AW2/Cze97frwPAvGcqf21OYQ4vz5ln6mn8ZAAsq8SVr6Uga+5HADQO23S5Tiz70kk+jIrtpqj3SonOtx/yvfi2jFuPMvBjXuZF2FpKs60nxAWB5mKOP4aINZfaI0J56Rh4UMJ4kJ9/Yba61qSrimY0jI9LCDgNcbD06Ri2EnFZGEJDl6L5Pym5/+olT6K5czUohgUVT7TNNLhVhAZXKcjMEZuzhKolb6vrTFaFhic0LXfTXbXPaBXvwxPfNMKjn8hR3bWpOJiczT7OD+j9+6SNuyN8S2NyatkGc3ubEpCU4zKF45IJfRKv8x5L1RVHGEnBTNi2EkEp4lluBegoYLczP39+FKzksBJZmbFoUyqfdlc/J0JQBYwtm2hi8rH4YRwiMD9xKcMAiYOy6lAsSgxPEygpPp8zv3fX4/eOca1H5JY/soqaH2wdZ3x3ezrmmvTYAQaUjVc4zUNzIRn7Jg5i1gAqMagt+n6H1tFV/KiOVjR1xTLCGLFeiH1JXIBGB3+oFCQ+Z6oWpkx8ki0zjmvxJjrvQCzTnjagJSqprdtB+EKt27CPm08s8d5IRYXCw5XzRPGt8ZTKgW5Hjwzp+8eKutZ8SXOymp1nEpsXtHDoU88AX32HHyq6u03W/GpnV/xNoLZl1uW6zn6zxJWHu+heNH1SB/JMHzRNTj+y4/i/Ddv4NQ/+hpsXElIV42gF5AhlQIyEaBh2s7rlCY+dXoWXNKG/a7P/BLueNnPVraZWLMNnE5aNWmUnc1WH9sVVwhjQ0J40Ru3ryfXSKt17GKxjpi0C64aIIj5WBZ8+Oq4l8kMrjbcIAjoybJCGZFV+0LZfkd+0QwiNjnWdeRBR6ALOA7eyDEgcmDt1TdAjK4zaWePnUG6oZGdK9B7fhO0trlr/bQj8FoJwSbAxkpFJS5v4pgwht8asFoRkTBmXYcwnVA6DXgjuCQ281L4JjqmMZfcxUGDmGntQOW2uSIp7rwh7HvgeSuyejyTrat+5hzU8cNAKoPiQsG7LKoTReem1VkC3TMnFUNlhHRCz4DjNTQQ+XhSP2wFsxID2xSXin93E/PwHOF6pI7J7+L2oo7/MqHNTvsCCPQWzNjmW2a5OAyY/nZhAxfKtM9K9SU2jgus5Dn0eukt27xhGemaQnp+WL6vs6KuH8Pw4YT9S+EY5QvwgBn9zRzFoT708aMo+hKfePAmvOiq55FdYIgc6J9TSDY05KYy3gcnWuZzkyfDcY2+9TW/ABaEP//4u6bf5vTTHnDEqWwQVkCEqgUawg9EmQfDdvANWZl+BelmvVlAmLAiGYadTgAEEL4kgBFQiWLsc4X7+IisQAQQF5IBAJJu0BdV/oAU5j5s2yisg0EoSTY6mPnXlFsEYONejkhoJw4MiILRW9U4c1sCnQLJBnCCj2HlwQuGSb2L0pe7CVI2LillkFNsORBBPiwKw+p3JJ7yBDYzY1SGW/ykANYVujkEp5bRnCVQfSN1mTn54niwFMKq4UUPUNgqg+Hubr86A2mJUo152YFREICpnqerIRrSGvrU88Dlh81k0nFEeinAwhd0YrJ9acmaYqSge8Z1CgJSAohTCGf4Qn5FwyqfClV+y3uAMab+JG+E95RUmdwcLEQAjBtGN7F2/1dIuzy+X7CdA/LeGBPeFURy15cEyqlkijP7GkwsCCoTGIUeOyGRXHECgyMSOjXpu4liW8ip5fjoaifUxNEpZ9SKOhCZcTomssb9phXk+hDqUA/JpsLN/x5Qxw/hyBfOVgpkzQyi0q6ghdclwCVv2OPcVCr0ePwmin0baUxZG+cxNZtrXCxhnN4dZ+PN+dEFkGKIUQGxNixTMLSeu/uVE+kL0gRbG/enUQFEBUQ4tQTDQo+L2ABe0jXMl0eTcbfQFZIdY+HZEZaeUF6TnYbFrhYV2Qtwlpq8714K1U/KAjWJAAvygkjcT6CyHorFBPlKAp3SmPqcloBOCfkiQacACFh+SmP5Ax+v7Jf0+zj/na9EspZC1sUtne5+nBZUU7xEryyMFUCK0TgpE6KUFd0sle98n6QSerkHvPxWs/tXn4M6dcp4jU6+1KSdaQ3kpmBIfriP4VGTQrXwwU/AfLHuWhL6614G6klgCJAutlxoZbcQjzVN9Qgm6Y5PFsOZoLkRkPQAlHH4hlj32Jg6yO2YaOL/Y6G5YWEXGua8OqsOFMnlx/Hg/3gTXvCeL4GvvxKDq5ZBy5kRFKvRGRlrvysk05DKNi3X3qcTTkotHhZIGr+fLYzh1Kz30QadYb/vQTMzvO2msnpQDNvJXlQjKDZRF8vj1IlWBDO76HczOTCiHWJklZikgD60UBJFmMG9rHwxZlTb8oIbMcvUuZRCQor9sIsjfQyPpFAZmbrraw0knKAami9Yo0uXLEtpPtQGuEIr4YSBCg050EaXfmjS08bKwF4CoFwhsXHE/Egfw2MphoeMDzPd0CgWBHoXFBY//Fn0JrmI7d9c2hoXxZjnTw8GOPwnnwO/+GboxV5JnwgnUQEfw3hjuLZwBoWeglhAJJgcj5HpAPN91BQQ4n5a6/HR118OutaQD5kABMWadCahegKHvnQO/PBj0ACG3/5qw+Ieaohc2wI3qBQDmYidIGxtA5VvtyUqYjTx/QRFoMwFyjGD04ZvmcriMlRowE08I8PO/bRqGIlqKtqZxZBkRr/QuPJMDnXVMYjLDkFr4OY/XAWOHwWNCiw8fsG/I8aTZbwTTROTWra75f9UjmngEXg9jz3iQG2F+zLVsBPRbQB+P9h0M4B3Afhdu/1GAI8CeCszn605/k4ArwPwMWb+jmD7vwfwjQDO200/yMyfIaI3APgggK/Y7X/IzL84wz3NBKcQRkDpJnRhwNCVFed9htD1D71S9MLFPwOXPTMDChAxqzR0l0uYFJtElC7YOhSqjAcRQfdSqKXUS36qTGB0SFqZVaMHXklLSwT0QorRoRSbl0mQBo584jmsvewqZKs55EZRFsoBvNAMS2HjRajkrHIqq3m1ZN341pAre5zhGGhTTcxWZqvoZF8KxtxyKzgtVdp0KjC4vIfl+88ge1JjecEYSsNcTkDDEdRwOMHX0h56YwPy8edQvOBqrN2yjMUnB4ah7OL51p1IhSrrDGgus0GISpEfwNRbcEVgAjSS9KJn7VPb0gR6IS1DNvG7EEYhvEvYuGqFYuTHF5HIG4HPfQmLXz7t7wHMyK85VuGUVAo41Q2kIckw3By5uwGMFWMpi0tVU8/CAiIzYwviPUZNcsJxFXe76ZO2ZVFZEgjCssur00dOhMnFF1zRNYivbdJdTQpdvA+tDsr3Tpd9RoAdW2ckNwqAUQ31VHgEMpDzdbwPh3BYj5+hI/q5v9c9J6oW8qqENuIxb4uE1qmGnZkfAPBKcw2SAJ4E8EcA3gngbmZ+NxG90/7+UzWneA+ARQA/UvO3f8rMf1Cz/aPhJGAn8ef6/8Adx37YEpeiP8bfXN3KyLmk4pzeqHiLMdKyGldyzz+uSBQNIMaAEkClsXQqbjoRPvZXLCRIV3Mkp1ZBWYLztywABMiRiYUPDxNIC1AhIQbCFy/gRIB7KYrFFEXfuHXliKHPnAPLq8zsNqiWBsDEdqV0pdgrinJGaays3ETWJV/G0dm8r4rN6jys671LJT73Fdyq22YFcCpRLCU4d3OClY+vonjm2R1vgnr2OYhrT0DLvslyKBR4IQMLAbExNN6iyLi62Lvho9iNGuX77QY8t18qSw5GMIiOEQGdUc9MPQfdT4w9UjYWGsb8tfbaEExGNAqFBhUMlQrwsUVkt94M9fBjVcGgay8r+SWwbVYahCAFKx5U65jJepyxPDY5YAEvahFOdhnthFVCMu52MMskwhnQ8N7i60cTLSYyhja8jiCAyUxucmsI86L+XsL0WPu+VQpW1YHZV1CruOTbLAgESkMcG+CAmwKbGVR7eYVq0Zbwva9cS/i/+9+BUunQ2RFg6qTtjhf9tBdZa8KsrvhvBvAwMz9GRG8B8Aa7/XcAfAQ1hp2Z77ar8H0LvuFqAGiWDXT7NeXtti3WYM/h627HxVjcixnVHUeWljmqdgatFlKoxQSjQxLrl0uMDgOjo4zLPidx+K8/AwA49aOvhliXWHlYYOUJhZUnFcBm4FELaaWmfLGUYnQ4AQvC8lMFsvM5cPO1WP7yWZP3XScNSQTOyxioM+SxzjspbdLa7MsrRqosUFNTb/6ShCgnbKonkS9LrN6eg1eWgGdpVzwX/Kn7sPIpa0MB8OtfgcEVPfSeT5GsDoEwVKXZ53RXVr419dcrRV+mxGfLY8xZ9WfvB518KXQqQNJoHuhMQGXCkKg2lGkbnNFQPkS08MhpIC/wyA9djxv/9Skv+QvWhq8Q2gFHViwUyEXCmuLYYTtbFF9pXPXayQ4Fk5za3VwII6iGtluI64r77XW69XXQwXOO9QuaIAjc7xsS6CQj5wqtSFvAa6hna9skBO8BgNr8/7HrxOFXvyP5cb/2OmwnJnMM9cxq2L8XwPvsz1cw89P252cAXLGF6/8KEb0LwN0A3snMTprq9UT0WQBPAfhJZr4vPpCI3g7g7QBw/fXXb+HSwblcbGnKTMl/YBPyWrmfThTYaIqb1E4aLPHCX1drkGUKp6cLJBckstMSi0+ZVB4mW8P75EsBAC/4nRxysAmxMQINolh5uPJKJLKNFHLQw/BoD8SATgUkYI6bYlTIxStTeEEKX6LQFv6Ie2srBREOKpyOv7Z5xMlGDjkocN2Henjsu6/Eic9eht6HPrnr7aK/+wIW7M+aNfTXvxLFokTvzLBa0GVCFkdcWIWGhU3zsav1MJbvyHI2JME9Cf66V0AL8rnwYlhA5ITEZUFpNjH1xRTEDLlhdOizkYI6ugSWAtd8dIDVb30xDt/7DIqvPNZ4v00x2lnBAdm0rrjUtOvGgi/zKnjiJyoTCHaNsJlAHpX4uKuZ2qzL7yd8bUhhNt7PqRzTgQ8NLGeJJ03SMCjKNUHdzV87mKjU8UVq26+iVXt8jJSlOt0kjkpExjbb5kvebP0mE1EG4M0Afjr+GzMzEc06Sv80zIQgA/BemNX+LwK4F8ANzLxGRN8G4I8B3Fpzzffa43Dy5MltWQgfn4msj4+NBbE5s33cdcO2wpgn4ImGuE8iJ+dNOihVDpjuuoUycXn38ljGuFgbVgly9rCkMES02vzk8D7teWWh0B/awiuCoBZtdbhhTc6oy7dW2udCO8jNvBThaVqNzJKqcoBRTyQzLjm5qSEKTK0jTkmCUKOe83rC4zTIF78Qw6tWkNz9KeA1LzOpYu4dAlAsmjLBg+N9yJFGesFmP0yqL+0kgsOVZhhvjvOKC0PCpBGDcwXuV6uNhd4gFiYdaXAsxaHPPw8kEsOrVpCe5yBmbtL1VI/KXHcyHAYR6rzPGcSo8A4m7rtDgiuNHkZJhrfjrt821q/rJwQccHs83Da3Qk+kDUm0DCe4mHs8loYOC5cPzi4+H0wQ6/LVG67NqfTvwcQJz3aKEkUclZh/VXfu+tK67Uz2LFPUNwG4l5ldwO9ZIrqKmZ8moqsAPDfDuRCs9odE9NsAftJuvxDs8yEi+rdEdJyZx7VB54S7PvdLAIA3fk2Q+K+ijo7jN5FRIrY5w26/UGQjjKuBjIsnngeFBrCJOMZcFctwJDP3UeYB81QIMJIy7iREs3F3E5dCmcHOph7pxdQK1UjPrAbgc1ZZCJ8KQmxzgh1D3qX8NX1MTcU/LjXYvjb5687wmP5RCwKHHtPoP7M+0f6wZlPYpvb8skI2AgB54oTZFg0marlnVuRHj2K4nAEEaM2gwuwnR9pU4JJkQjoEGw/HmIuYHAnSCZE4PkcqKznPWpD5FGzpUypKbxcJAgbuPsoJuE5LQmixKLB+hcTC84cADYwOGyVFuWFXRHblLEcMvbKI5BoTdhtZDoxLEwwzOrZk7BuEmMbgxpVw/ymu+Fo0fct1mgPxtWNs9xtsEx6I2+XaP7G9buwKeAzM/j58ZUzLj2i8VhOa+qMNQv2Ircgfbyekwow7bqujs5WYxbB/H0o3PAD8CYAfAPBu+/8HZ2lbMCkgAN8J4At2+5UAnrVegNfAfAKnZzn3tsE1M9PwI2w6Jpz1BsssX5zB/V4nklBoANrOVAPSUXD+sG3cy8oJgD9HoGCXBaUBm2I8Nffi9Z9Huf+Zo7z3MP2IU8vqdN4D63oMj61FmoARuXFjHHSjT1RKavakz2AATIx5eEjisj99AOr0mcnn0aqxVCyliUlqZ20nAITi1qtN2dRoRSmGBRa/ugq+/kpkpzdmug+9GK4AAYwKmy2ReDllACiWM6jFBDohpOsFVCogCjZqcMWoyhBGOXgzpC2rq8A9CdUXGC1LDI8QhkeBZ169gGQTSNcYpBNkgGWBG0na3tkCwysWgSsWTbrbUFnSkrDttZOJNiVA6xDmgbsJrSvE4hCMK8al3O68Y9ANBC1Uw4Rx8Zi688yKiSvGIMQyrQ/9pJ7ICAy1bMss5a0nYkqxn2nggDM09Twu3TSJcuFrhH4q12jo6zu/9O7g1L9Wu08rw05ESwC+BVVm+7sBfICI3gbgMQBvtfueBPAOZv5h+/tHAdwOYJmIngDwNma+C8DvEdEJGO7NZwC8w573uwH8YyIqAGwC+F7m3Rvha4kXQVyojhwU77MVmJQQahTLqBVnkSauPjYJYQYNJxSBcNXdGvYJz+Hz6HU1JuXSTHQmoRMBqRzlKriO1pVrhG5ntpKgPGEAaOzrAwLOTI627ieWNCcwuCzF4rMjJHd/CkewfTlxHg4x/LZXI9lUSFaNjGpydqPVQNq6UAlzKabj9L57CRCSKEVJfCsWBIq+gOoLpGsmHioCIqcHUUUAidhMPjJbrKR3irDS0mCJYXmOreSAT0VQnGVW7jpnST0vZ0JxqZnGmrjKokVj8ZYtoLZoygTo5X6VezEpzh0Wvom0PGIOx7YQx76tN62OB1J7nzU6I7WhNt/2ciI4b40E2kWbuWM4efIk33PPPds+zx0v+RnzQ/iCuXQEmJe2lWGPjqmbLbu4dCW+FqSMjTH0oxW7J6rUkTEmgQK9cM9wbmBzIiDuNAwOIBOCIKXqswqacjKdKzSYmHCaVON98T0fFNhnp1f6UAupMV4EiEJjeCTF2tUSG1cBN7zrb9udLjHlakOXe3LdtSiuOgqxkYMX0tLV3YIoBKAqZjLjvdWez6UPkU15tKs70kEqZTwWEY0LiAQiOH4lNIGZzkQloVPpss5BU/PnwahugzYTklDtcTtGoKkU63ZixgEqE8BJfRt4Q8YyDuLQZnSP8fg2r8JFY6h5B2u3NcESnr0tmLBvpQ8anuu0tDYi+hQzn4y3X/LKcxXUCU1EOamhyMqYMXTx6bF4Uo3LGwrIuTpJIA3SdobeNLiExi4iY7SKWcdxesAPkj7v3BIGfczXFnioFZYASq37BjGGCqL8/pBpW8lDtX3pztH6/vY7bCydFzLoLLE68GTkX1OJ9SvMO3f4oZb3KcaNmrzsGHh5weoTBITOWWK5Wx0wG54PBbFrd2b/PjWRSYOJr/8OhbDfBpfv0iRjApQx+ylGfUtwJKg4zjsNbZ5DyDxvScSrHu/6F9uL6YYFXmr/Hvxt4nuz9fvhMKbdNoa+FTSIE81yfMXlHuuZBO9J2Ad3fv6Xt9LaRnSGPcCd9/8q7niRJf3HBQNiYQGgqhLkYt+ZSbthRlX8In45wpSMrQ42thiLN9J16lwNqC1qYe+NYYrVjFXiqhOWiO8tjhvViGt4r4SLl/mqbuGHr0zpUneclPu2RndruMlTlkItZuDMeGi0JOOGPyywcRVh5VHGkd9tt1pPrr4SfGEVejg0sXQAOH4MnCWm9nOMptXbTmCSoEmbWHbghSBIcGK+yZAQOlUZjauFimpXYDFm6CN/fUcenRVBEaSJmNWLEGbyEI2XAXZo4g7VkGXnimn3E/eHSJonQ7P2+6yTgimx8LFzh653okoBH1LTV+HzQGfY6xAXRGhwk3j9+NAgjazGebxvHGsRpWLctoqbaA0azWjw6vJNa+JLfvfNYWMOKo3yWne9ccur0s3uYmE66svYxa/Y8wwoL3wa4UEAp4lRVOsnKJYS6EwABJ/z3D+vwY8LLD0z2dXq09tY4+G3X4/jn9NYfHJgSpG6OG+dHGjs2t5hxAWCPLFyK+5umwbHWTLbPcRxej25rrjpsy2sbrfSt8G4wlJONJ5tQyjl/sG3PCFUx1laH+oKi/JEHJsdR0NBmtr6BFvg4cwal/dtsWPTTFAad33hV2Y7Zg7oDHsMrWvdmw4+ntRAYvFG2rnHawrHABhTnqu9Tsy0D/8evpzBhzuJrBHe4yxqb/EkIExl80bdsbtTWQ6cQlSK51TO2TKGW+m3SZOfBvLifqsIpxczjA5nyFcSo5o2UGZiRsYQMqVI1iY/m/X/7lVYvU7iyIM5rvnICKklxQE1scvdAFHtoO+q0QGoxsdnhH9Xwuu4am6uCRMKODV9ZZxK+Bxoty0xBkwnwqojTq8eNg2UK+uirZlotXxetcVKZoyR1xm0ukqUtWNILFDTxlsyL8T3O4Vz48bW2nGnrVGPiIuN79c+RWfYY1DgJnaI48DsSDtJuc1VewtjbjrYFjJAC1UWgYnO7/eZ5nZ2MeiQRBRPFhJZH/tzMesmsQk/iCblPsH9eKPu4l4BWdCQR4KPgAi80Cu5B/7+GADbPPkJH9qMHxP3ow9XRjFYFwLZo4+UpRngkw1TjEfk2veryDXSnsDoaAZxx6uR3VmqzYmlJYxeezt6T55Hsqmx/BSQbhSQa6MydhwaD8XbMkg+naft/nbXUE9+bGU8iyEKinCElcFcrfVat3fbOL1DdH+cCOh+inylLISUDBhyoE0O/1AZ8aU4PqymuOEtv4Fazmt80RSg/tsgI9hCiIy7LT5DzGBdM7QTYaxgFfP4t9D03Cv9qxvvp8ngm0IxslUIZszjFF7bxbGbEIxftX8DagXEYuLumA1o8f7uhpu9DTrDHsO6i2NRD49QNCFUegtjyY6pXihjaEUwSEoBZssGnkQGm1pjWIETVA15Xbws/HDd310b48IEQNlWYVnMzngrXRa6cUbdDbyhUdeoqpA5V3s8WOSWQAKAUbabwslOW+NbmdwE7SIArrQsmwGeiAyFxxkfvYXrbQeaIXINuVnUxMA10jWJzSt6WLtK4orLjkGdPQ/R70FccQKr12UQagXZuSF6z+t6lzKRMX4BWa2W4zENjr0+K8IJRTyAyykrvIiHUaqNiWrZVo0xgiqRLidx4QDsi5kIAHbADycJoMoEQvUkVJ+QLxnhHJawBY0ICQNyqMzLFE72Q4MwCU1jSghBAEzlQ570zCQB2nw9Dm7iwiAQBzn14Uo3LLgTLQymIhxHJo2RDZMR/262uVZhhY3CQj0OggDZYLqC50uTvulwQWH3YU1l2+LFUM15wnzy/YYu3a0GnkDXFnFuZVOxBhs78rGiWdLU5oA6zek4RhW7qtroS3MvqaSyVMIRdtbcxvUe5vJOzLGP4a7jZHXtIKIzieFlfbNqKxjZ2aFxD4eDssuPDcqTVhvVQC6aFS5UEJQ6pWFeG1tlIaD7CUbHMiz+9ZeBa67E+s2H0X92c6z9deAs8eltgIlNTovh1p4n0DxvfZuqet2QHDYpBm0qdG3dtRu6zOvys917HF5HZ9JP+NzvnApo209yOC7gA4zH6eeaIjeln0LEue9131jYtrp87NawaVzA7DFq17Yti//EaEq9hXn3jTKhMHUFRhOu5yb3LfgL+2UlHqNLd9sBeKPcdtC3ObsVTeNetmtx4NpJRJw/mhcVl36bAjlxvK821h2tLtmmeplYWDBhmJBTXwdOE3Avg17OMDzaQ7KpIDfyygdNChB5ffu5n1YqjonVQfnHYJDd1qSjl0Iv9zE62kP/iQvAI09g9JoXQox6JrdcmdKj+PT9ELfeBL3SBymN3ukh9K3XA1pj4Yn1iSuQ2GCBEpBmyDVb+SwqYhF7UeLJgL/nGQ0uu9TIXFWFV3QUY2+Iy8+C0CiH/TIpP9jp0OtMjg36YqS8c8MJ5lCuvIJdeM7Kr4lhjTfll7fWBLCTZ1cApfYYDiYVY0QyNRb7DttWS3ytKUhVCyHqFwZNpLzovFvhBDSiLt6fShTLGYrlFDolsATEKIEYaRRLEsNDEpsnCAunGL1VhWRDQ24USFaHOyoUs1foDPs2wImcyQgBaJYODFeROyXGEn4MYZwqJOnFhmPGfFuguf2h+97HPetsRvzRSlHPB0gTIEuNdKdmZOdGkJu5J1bJzREWBjmgA3dpnTs4dM9a+dzicA+kGOkXHsXp/+529M4rZOcLyI0ccl2O91O82k8T6F4KvZhidCjFmRenuOauM+DHn4Ze30DvC49X3ZlEuPCdr0K6qpCsm5UGDQMt7CkTP6fTz6nw/AVirhLEIvdimMYUukid/n943jo0Gvw2MVpRvY4/tOZa8XUq+7RN78yVn0g6kmf8d8B4HLyrGbBhgBbXCEIfIecGwFhMvnFCExZnqetDF+ZwbbMx9QrCyJwT/QnizWN8oG3mg7sxpOLiB6aOi22LmTQijvfnACn2xFPD9QAgCDLXSNcUFk8JyIEtGV2UocVQHGm/rsxnRWfYtwMhwJLLOG1IaJsFcZwrduPvtqyqMyTb/Og9nIsUQURQm1k3RaQ6Dx+/FyVPAbCqZQJIJOjCuh1YJCjXZnUaVuHLi7HVdd2AQqjG/RjlhAeCykY7rzyRmUzYHFUz8dAVA+xW0Cb32qwg9GIKvOhGqMUU+Mi9USMIpOFrA5GekfzGlqmgGRRMFthxQSynou6c7DQbnPBSroICGTw5JlpX/MQZ20mCMNpMPsq2lX8am8hwFGOvtH2yN8FMbpLqfdcQocpveMr9Aj5WXL0OATIQhHGom0gqru83oDlcwlydMNi4f+tv1MeTqWyT+78lMawWXvsi+IZ01cjvVg15kSsgR4XnwakEBoxEcWO1vXmLw+wHdDH2BswcZ+dSoGbLCIsoBJjZ5d8G1vVc+T28RlMMrqGNk/aZyCOI2avWFd/Uj8b1LqF7CcQn74e87mroxX5Zt74uRj4rs97FEON4Z8Az4F5ZM7xYMm0VhfYG0aVKmTYLFCsZ1q9KcfrlhOLECLf9Pz5r22fy0QGANUPedjP0Um8+pTzb5HDbfYrlDMQMMTITpNZ503V65u7ULbTIXSgkjOXHKWZh0aGZYd/FqdyEOi5FgyvcFOuJvAhchq1MCdEa7Xu3b8x5aPGO+udh+2muegSKfbGdeYAG0WR6O2NiG0yIuQMlz+CgrMZDdDH2nUZgCD0hbQaCSukqqxfCAVBbZGBLcMUN7Go2zFv1xpHLQjKeDOjIf3UFKyrtre4z04dthXsqK+2wHxMBMSjA934R+vUvB0YKNChJPbVkwBn7zU9EnJqfQzDpoGEBQgFsAPJ8jQGIjKJcHSB7PsGRL0noTCL/xlcgX5FQqVmp984VSFZH0HkD230r4LI4y7R95BaIcgCqCopbBOVq5sIpQHWiUmf8KwZYEGio6r0gwQQoJP/FAjumrVZzXwVx+rqYu6JGYxkbZZ3JsclM3TfWuijPrJAEbmKZbwVbWP3XEW5bw8bcd1N8ab+j64k5g/LCDCaT8izrjmuaMYuSZERFtWjKrIgNbF2hgsbcTzlFkCIsfNNWzCEoO8tp4ld/nAiQy6GPyX0jsy254TroC0MzGJKtJuYQG3IpKy5bKtRM4Q3uJX6wd9KcrpoVdEtOhCt2kiuITYJcI6RnZHkOZUhaPs0rCbgIO+xVo1xBbOTB/cyR6DTt2jVEsbHfG93wBNjBvG4fCsISNFRm8BfC920tAkXIsfPlupKOSfmEdFVJ4BqhqzpeQUziqzzz4PufW2hsh+G+xVlY8K2NeVxgC6gdm+769C+2O98BRWfYJ2ELBR5Y0HjMvA0mDaQaZqZu46RTSXuheIyDlOZ+QvJNXRub2s1sPlStyhzTcF9mm1cL01cyGEAntNUXseklhj2emZVj9uxz4ENL5hrh8VZbnpcWTN5xvwfdlygWJORAIz0/gNjMTcyvUIBSZTsrcXs7OLQYeCrFQ4hMPzr1wVmMrosrA6ACZsUfQya21kDNeWN2doimmG0T7LnIvttiVHhxkzCOa/bdQY6HEyMJ9cgd4avF7UzcJyLrsc9jb3c+Co/ncc7DVA5ELQFOe36GRxj7dbno7tu5SIx5BWS0AVgC5Iyw+4aa3qWm+4yKqFR4BXZ8Pogx8u2iM+wTUAqv0HQlOIdYirHOvemMldZAOqG4AWDJUAVYJOX5RDJ5sCWKdOmDVT9XKGztoRlQRbN0rdKVPmIhPCFqTKHK9YmQcGlPnCVQiwmUZUCrU89DHF42q/ca48uJMIzzwymGhyVGK4T+OSP+Qoq9FK1vE5VCJGOFfELUxVq9oAf5awPRimSSG7vN6jc83qU0hQRGtnHQpnOFq5ZJxsAL80Qs+SJwh7v7tM9w6uRlu6t7ZYsZuXCQYjD0dEGbGTA20Y1QR3wfKyXbxshO6ytBY+fx3johwCAva+v225H68fNEXb8khvDIqTB9m6vpISb3DYSCU4FQETHjrnt/YY4NP7joDPsEbDunsUFsgrME8qnT0KfPALfd1L5Gdlygou2AGhde2QoCgQrArnQniPI0uqfD3PBg4KRRgWRUlC/k7TebwWBjWFugAtpw12VfIlsjJANCulpUJxctYvuVfeK2FWX8Nkb8zBrje20KRzSQf2hYVHXSQ3GjsesEYY2mvOk2ebo17+yk2KUhis2BE2Db78l0u7xQnWo8IyJiE6aR9JrGg7HLzYtnsQuY9rzaTkxY2noTPQmdSuhMmHBKYQmpF1Gf7DU6w94Ax6CclR3vV7RSAJC1LzXlCry0AFq4CmgYqF0+NacCaik18T3FEPHMN4ovzaruVCnoUhPX1isLU8Uyao2FUlUj2ySE0UB8oVEBGjYI97giNoKQnd5EesYQlVxsmlMJTvo+pl0xwD3br4Ex1amA6gnoTEBlhOXH1o3BCuObUdvG0qVmWVXF521YCXoDHbCWW4m61JwvZGpPRCAk00atzgmgzIJJ76jjUNAWUqRc6mF5HT0uLjPp+BpSm+pLFIsSRZ9w6P/8LJgZ4vprsHnLZUjWcohCV0VstsCHqAik5KpRoMYrFu4DAxdKN6ueNGNTMSPxMygcVSyn2DyRQUsgW9PIzuWQmwX+4mM/u0N3cLDRGfadQBh/jo124HZDmtjBs3THObeTM+oQhN5Xnoe6bKVCskJQnIXiWPckTCoCoVT5uxWwIcXgnjAEq2fPAACe/fabIEfAoUc2kVgDOCbQAuuut+I3VCjDP9Bkctedu9EaKh87czmoboLRdD8u97bQQCrBvRTDYz2MDkmkGxrZmRFkrnz/AgASI9WqexKjlRSjQwLHPvqEnRxJ8PICnv/aw1joW8EgDStHq6uFPupWzDO6o0nxGOGHE1GJ5zuhmUqecZNwSaWf6idDQElSmujW12zil21t66zyohIANbTDxtxrfeOVc0QubWWKrJAcD604QiYL8jn7qiegUwGdEkgzlv/mKxA2ZquuvAyPfudh3Py/P4O0UL7crhoMkNxwHdShBSSbVkTITR62Q3B0Ey7t7q1hIq0BCLbhqV3WtqgBSwo4RdWJjS8ixOWKO/ze3T6qnyBfSbH0wCn85d3v2fV7OKjoDPsscC9xnaBDKGkZ7gdUPlJHyPFqVm7wdMQz97uPT2voZ56DWOhZw6fL89h2+CuHg0EYU3Tt5agIRNT+sVh2QFxjez/FM8/i3ItuhNwgLD0lkazCDMbRef0KnQiAsoI01qVsyXecipIs5MYGwUDeXK7Wtysa+HQmoRYERismpufFLxMr5CGE15Au+hL5ksDwEKF4/Imyyw4dQnrbIa9M5Q2m1SdgSWYQ346wR/huRPF8lsIL98Ap5blj4ucZdkccL2+6JlFAULMU+Ib2s6y2ba4kLqJysqWpSprT7YiqBGkmCO53N0FwqfM2pKAzCbWUIrkwBAkBnQjzohGBE0BlBKEAdeqUP5dcXsTwxBL4mVNQq6uV66oTh6H6CeR6PreV85iRbvCAuMqSxmtTww3ZA02SxhRJJ44E8804USedCPzFX3er8J1GZ9in4M77f9W448PYYxw3jdKrzM9B/DkomlAVYxmPeTr3dWX7DddWGNXuPC5nm0ZBvrgTVgldtja2Wpc+1gg2BWq4lwGFxvCKRay+6mZc9u+eR/+mVayfW4BasKSWurS0OglYKcp8+dy2x7rEuZcYKdhcNcfnnXEJJTLtecRghKW1IfqneiClITZtSCSVFVKeHGqInJFdUEjXq4OSunABK7//cQBjwybwmpehWMmQrI7KYiBbiS8HWt6cSpsbH3t1ooI7Ynvhltq4rsu1boj/x+/lTtV5H5N2bSuMU6gKKZPywhgS5/HKEqjlHkZHUqxdmeDE730RejAwKoNEyCZ8B+rBR/DC/+GR8XcA8O/VnrnDuaauvY3/tykQNFdY4Z9J3IM///i7dq89HTw6w94CUwc1Kcdq+86CWJltJlGbOqW2uODGNkG5QnZuiBUAF77n1Tj8fuDYUEMONUbHFyFWepCDAjQomhXgYCc8dSx0TiFgww8yGXcBi5I5r1MJEEwdc9cPkqATAd0zJJ5kEz5eCQCSGSIwjCJXEEqi6M/wzO75IvrXXY2NF12J/tNrzfsFsfs6ZjMVuvJswti3dNuF2DFDWm0rgWV5nUlVyia+T7T9gi4ObQSQao9zE2ZB0Mt9UwxEEuRA48jDQ/BLX2Aq5h3NsHaVxPH/78dbG0F5xeXYfOX16J0egF0ceQKZLhabmRVxX08VXuFIWW+nDH2sZMhmbHB5+EwE3UtsEaKLME3vAKEz7C1QJ3bwxpf/3GxCMTWubrfC4BnFbCoQAlz3FOsIeXVFX1qAtIbYGCEDIAeJqYIlzEc+OpLg0Keegzp+CPmJRaSnNsrzNwxulftNJHQ/g1rOjKu70MZLq6vxV2MACwjFQSqNLD0c2uTZ656wZJ7MFFGR5CcDVGhwKjE6kiJZV1j83BN1meT10Ar62VNYLBR4fR1rb7gN/eeGSL78BNTNV0MM8nGXqqp6WbwRd/fkUtpceMYbp8lNYUkgyHEjLILUoGnu+QB1FdLGMGkV3VDQZasIiVltvrGKF0yYsEyxKKF65j1J1xSoSFAsJUg2FK746Fkoe6/yJbfh9Ncew+JzOfof/SLE0SPQxw+ba7uJTiKRXsirOgJWoKa2EE4iwAFNvJL9Ea70w3x1d84iCo8ImnyM2zwqqnHtXFuvzHj+fUUzYEZQrr1LXUuCXskgBwXA6Fzs+widYd8i7vrcL03dp5FR7yRb2VYVq2MAS9E+hhuT57xqVXReISYT0uoQFHARm3np4s5MDJ0UA8ORCddKGy9NDOscyg5oaeLjnbqXoFiUWPzyKRO77mcorlgxBWEKXbKMnZgFM2Bj8+QY9Io8CYc0m8FLWOPO0gzAmo0oiSBwZoy9loSFJ1eRClO8RV17AuLEEaiVPtKnz6F45NHJXTEYQD/5FABgcFgivZBAbmyiWM6QMgAyIQm2xVb8gOoMgo4G7SbDq4FaAhxQchIkxvUBQlAUl2+CahfT3lVUYvAt7sFVqLOFd/KVFOmFAokldyVrIzz191Zw+CsKh750Dur+B5FcczW4KJAfX8TwCCEZSCwePQI+tITiSN80w8vHasiN8VK9ptLahBiz+5MkkEL53bnvWpAppRsb2fDbD0NwYQ78FLY/aW0meQLgeKboJrvxMVN4GkwEocqX7u7/+s8ntqHD3qEz7DuIWYoOxJMAToRZtU7LgY5d8RwUKgli+w6zyqlSoYxHIDYSWkMMCyw8XUBfeRkggOycqf0dlsWkQqNYzjC4vIfNowKjw4RiAbjxnlWos+eRXHECw6OXY/krq8YFmRe1JD7u2XvR2lRBa8jH9sOVJfXo5T5UT2JwLMHmcYGF//IoxCgHv+6leOh7lpCdF9i8Psfxv70Kxx59HNAKlGYIC7NUwE7wxv0jqL6AUAkoEQFHojTqXoBkyiSt1epUWFJi3SPUAfcjGS9NOoZ5Ff+Yoys+xizn5VSYd+2YxNGPfxnq3HmACGJ5GW957zn82f/y9VD3PwRKM6yevBbpqoIcFLjy4+bdcyv15Nyg9TWbYu0sBJAGSocwXApObQqsUz5UqtRpd3K2LowUfXJh+mH83Mbc9TYtzmSfRNkXdfLQzGbyAZRCMcH7+ud/83MNPdBhP2KqYSei2wD8frDpZgDvAvC7dvuNAB4F8FZmPltz/J0AXgfgY8z8HcH2fw/gGwGct5t+kJk/QyZ36zcAfBuADbv93llv7GIDDUftCiBYUlvt8fG2SVXVWiKO97uKXRRU9aJR4Vn6rsKdr+wlCAkz0sUEG8cFdAZc96t/B6UV8r//Kpy+McPRBwYmZ13zmFY39xLoxQz5copiWSK9oIxs7JqZRNQW3IkqjiXrBZaGCktPA8XJ241XoNC45Q82QEMF7kmoBQX1ja+A/C/34sz3v8ow69c0svOmOAsx7CTKWNSjX1xD8uw5aKXQe37QHM8MCmy0JoZNwLaFhkLYtrWpwtaICdXddhOcJSiWM6i+wKH3/V3pan/hLXj4FxdB3/I0Lrv6HPK/9wok6zmWHrM8iaIqvDSvQiukdTm5q2nr2LagCI8YFlMnNGO6D4O8ImbkYuxU6EqIyDHq3QRUZ9LHyt3vajExno71AsnqcE/Y9h22h5nKthKRBPAkgNcC+FEAZ5j53UT0TgBHmfmnao75ZgCLAH6kxrD/Z2b+g2j/bwPwP8IY9tcC+A1mfu2kdu1E2db9ije+/OfqDfsoHxOBmYkFH4ATWbrxvc46+fieX6U4Ypgr0+jc/GHtdCkBKaAO9TE81kO+LLH05ABiI4daSsGpQHJhCLExqjd6UvjrshAmj78w8WPuJcarwTadxmWh2ZWNIzmFfwNQWe2S1iZMYI1T8vwq1NEl+zf296EXEiTnBqDHnsLolbcYLsCggNjMobOkHVmqxbNw97ZtuOeVyukM7hbXqxTZsYVvZjWCjavbWDt9C1CLGeTqEOLsBWy+5Gr0/vp+iGNHMbrhODau7uPw50+bCnCprBIY43BX3UTFxb7dr9uIUdchrkxXSeEPSKATz1HJG9c+HDS2nyN02vsxPBZ4HQSdJfizT/38dm6nwy5iXmVbvxnAw8z8GBG9BcAb7PbfAfARAGOGnZnvJqI3xNsn4C0AfpfNjOPjRHSEiK5i5qdnbOuBRKvY/kv/uTF8cc3oloQ50mzy7MMYvY1Zm/iurAiiOHb+mOESZZU7Gir0zgyRrtqVSSIgN3PQqi5j4nVwru2iprSnFZBhIT3xDopBZOKLlQFaO0JZoB8Q6FEbsXJAH1qAXB8ZLfpegmIlQ/8rp8GJhD60gMFrbwWIkKwboRDdT/x1pxZi2SmmcDiAu2fmnpdiH8KYyVsQEzorGgkAeLoqnQfbAkJhcZl59AWR1yjwL4e9T3FoBbzQgyg0Dn35gpnsKQa5GHHTZIZ5LH7t+R6ObyIEeNLQ2aIgT1hLwWs41E38vHhUzd8EjIfLKu45AqkPsdQ9H8fvsd9Cm/Gkw8WHWQ379wJ4n/35isDYPgPgii1c/1eI6F0A7gbwTmYeArgGwOPBPk/YbRXDTkRvB/B2ALj++uu3cOmDizu/8Cut933TzT8xvlE7mdcaFyuzceG6kZQska3QvoTq2OkWUrNKWhtBbrHkLICxQiuklDHqnoDoyHUABEP3k2BfDRqVZTyN0EcZA3VuUC1SFId6ECMNTgjDownSv3oCYmUFoxtvwZPfmOLqjxlNesqVX8mR1oakNMmDOotC4AwgVU6qKs/MFRDqJePFf5qERZyXIlZ2izCT+10DYSGduax4rSeGpfBuZ04l9GVH0H/8PPjQMgBAnt2Y7bxRMaPKJZ1Yk+SJ9eONJ2PKdaxRBqxRLyanyI0p9AnyE1o3gSeXilcomyFRvv+XehnTSw2tDTsRZQDeDGCM6s3MTDRFA3IcPw0zIcgAvBdmtd/67WPm99rjcPLkyS4ING8wV+P2Nv7vY7yWnOXyWnkpAyfkhWB0KtB/fgB85gFc+Adfi+WvbkLaeF3b2H9M/mvK5yWtASvSoxczozCXCqhU2EISJu9djDTEcHzEZYJpe09i4/IE5759Hcf/0yKWP/BxLMGYw6/8P1+EfFnj2r8samPqbUherlgGMeprCGwh1u00A8aq7YX71MTl67TIQ8EdGs7uam9EEMtvrDswI5xELAAkq0Nj0Jzokd+nuU+2dM2W+hKUF6UCHlBblMdMCMfTI9um0LqwQhiX9/n/DcWnOlw6mOXpvwnAvcz8rP39WeciJ6KrADw3y4WD1f6QiH4bwE/a358EcF2w67V2W4cdwIcf+fWp+7zp5p/wBtkPbqMcNBxB2t85EWYwWUqhUgFOjGhMuK4jNUFVrgZ+X1egZhT+LqGWe/a8pdIcUBbvSDYLJBuFEbPRuozHR9WoRKGhicCLwOZxwi2/MAA//pXKsHvi0wXyJYHs7AhyzUxQ2hRJqd5PTThhm/Bky60Yy6i4zFhBlzmHDhqrzm0BVBjvjNcCyGsq++0TkZTWKnWqJPI1Fk0KSzAX2r9PdcTMbpV+6WIWw/59KN3wAPAnAH4AwLvt/x+c5cLBpIAAfCeALwTn/TEiej8Mee58F1/fW7Qx/oCN7TODsgScCOSHM6SveTGyVQUxKsq89JbgOBbrBi5nfDSb2KpzH1vhGpGbQV9sFmNFOupcyCwIOhUAA1d8YgP64cfAw2Fln40TEoPLCCLvY5kZNFSzq4tNKGhDkfjJWNy8yUht0XhVxHSEKAvOuCbsBNN9i211gjVMNqTiBF+c3r6yWREhL2AnjHqcGhh7A8K/h/oUTYWgIvj6DzBuf5alUI+5niGQxjUGOgPeIUYrw05ESwC+BcCPBJvfDeADRPQ2AI8BeKvd9ySAdzDzD9vfPwrgdgDLRPQEgLcx810Afo+ITsAMzZ8B8A573g/BMOIfgkl3+6Ht3GCH3UPb2H5tXD+GGxhDVr4bIO2gLgrti5VwKkvRDc0Qm6XUJVCSlbz7MhAQ4VRALQgjwPGxz9RKw5y/FSguHyJd66F/JoUkMiV0nYHcbsw8NOSRMiAnGM9SmAV1bVNBzNtlEIQGaJonIi7EEwsfRcansm0aLGvbhWwoTVAc6kP3pSm+4iZqQoCFJbc1cQaAZtLgjM+sQj4lyxUIzuX/TjRGXA2vR20muNqsxtkX7zG553d9piO7dZiOmdLd9isupXS3SwletMfGDGN3I/dTqMUMuiehk3JgF8pIalYMeyDKUSxK6MyU7HQYLZm/HfkPfzveECLgL67B9ctn8Zn/z8tx5KEBRGQI56HL7WPsWjeGLLiX1W6feN4a7f5tuart83BpWo4z4J9PoJe/lbgvZwnk6dWKEiB9zUuwftMyFp/Y8H3tlObEpNx+Hi+05M/pNBDmDE6TcdXHCc+0CW09ZR0uXcwr3a1Dh92Dc7W6ojbRyotGBZJR4VePaqVny3JakY5e/estCjbWiIF8yaRKqT5MJdOxnSUefs+rsfJHAptPXI2jz21AblRJbjozJMKw+MfMhTzcPdVoD2yXBNaW9DX1PGFFPVfUxuVOh8/HSv8CaJVix6mEWB9CPfAIAODc/+016J9dQN8a9uKbXgVOCP1Thsw5qZrYGIjA/bT2/YnFoJqKF01t/5Tns1U9iQ4dtorOsHfYt7jzS+9utZ8rq0tDZarEkclLZ2lqsAOwWvRWjx6GCY9E+vxnnaCygsfrXo6Nqxaw9Pg6jn8aWHxuhPTc0BTBiNzLZCvNVXL7ZzHEgQAKJ3LcCISZAdOUCRGkRgVFYWr3s7H81m2Vxoi7ksEVUpjmcUNZV7o3EUbQR2nIB58w+0kBWl4Cv/5lEIMc/bMKyYaCfMFN5pjNwtcSCPO5iXlimliYVmeIjtH9RylknNiiQjOu4s0xEwx3i/oM3eq8wzzRGfYOFz3aavJ/8zf+S/MDM4RicMEQuSHgkSboBJAvfiHowjrWjvcxOCrQO5fhyP2rJWErjiurIKc5jEvLaL82cHHZuuI/rgCINa61WvETzz3udmeGyW+fJaXNFWjRNW2Nz6OrvACxummMZ5aCtIY6exby+GU+Xj48miHZlMjOjkymwhGjACg3o5W0vX+ybPix9rkfgWoBlLh9bLQPfPsnERQn8QlmLayEzpB32Fl0hr3DJYO7/+pnpu7zot6/xpGHjmLxmREWv3qhGp8NYscADIkrJLmhJu/bppRNdMXHRVQU1xb/CdOcWsnOBkVhatu2jeItlbY0zDJczronON73QNVAEiF/yfWggiGGBRYfX211bU/042reN0tRdYlHYjNxH5iypuT7KEyvrF6Qqt6Iunj5BPGhzoh32G10hr1DhwBX/e0AyfmhSc+LJXhd2dhZxT80b6/QyrzOsQMwhMT61DjdS6CWUqjMpNOlAOhVL4FOpckoGBUQ52cvMsJZ4kl5s/AHDFmuOjmDJLAwwktb5SLEMfadIuV16NAWnWHv0CHAX/7lmLBiI+54SdUDYGK2sbvXpjjlhTEAuyCaYljZ0cZdFGuhzRHwzCnQbTdADBTEyIQx5AtuAhfaZC24sEZbo26PcZkNnAhgxlx7F05pLRgDAEqVxYDcql2I6iTA9u0sZZo7dNhJdIa9Q4ct4s77/uXUfVzKnsudB2Di5XE6FDDuIYhXfXXHhKIsrlhJiyIkW0JciKQpNk8E9HqA1obDYNvGS31jWAHrnqdSB8C67CvCOcF1yRUZUpYT0Ob+6rgIuirEMxFaG6PunkPwPO584H9qd44OHfYAnWHv0GEH0XYV98ZX/hwoDtvmRWnAQkEUEcWJw2N2MK3KG1d3bZl41bywHdxPgauPV410QEALdd6d2ExYyGfsugF7nXQBFu2kaUlxzeQoUC2cdnxh8uW7GHmHiw2dYe/QYR+gSUSlTjN8kkb9ThX/8PH9oF45Zwnk02egnz8N3HZT47GciHolNqCa/28L+XhRm6a2tCxQMyn+vx/5Ch06zAudYe/QYR9glvjsG7/mXTvYknrolT60LRTDkpCs52AC9GWHQIeWJjq3KSg2Mw1e2EcbRntT3j4pBcSnFGJc437WmDq6WHmHix+dYe/Q4SJDm6If8zD+Tl/f/Oxc59qEDJyWuRDANDJ5m/CAK4RjY9pT9dRrXel6LJzRvK9BZ8Q7HER0hr1DhwOIthW/3vi1/2J8o2OsSwILMlrwbFnlWtcT3LYKLz2LkjwYVm6b5RyKfaW3OnRGvMOlgs6wd+hwCeOue3+h9b47EQIYqyoHAFLOJMnrqsCZXwicpZ0R73BJozPsHTp02H242HcbdnpTYZy69D/mqqHv0OESRGfYO3To0Apt3Pvf+poaD4DLQ4/RwqgDRio2Ls5CSoOZceeXf63VOTp0uJTQGfYOHTrMDX/2iZqYfQ3e+PKfa39SIcAwRV0+/NB7ttSuDh0uJXSGvUOHDruOupKuEyFEKdDToUOHiSDeQaWq3QIRnQLw2F63Y5dxHMDze92IfYCuHwy6fjDo+sGg6weDg94PNzDziXjjgTDslyKI6B5mPrnX7dhrdP1g0PWDQdcPBl0/GFyq/dD5tjp06NChQ4cDhM6wd+jQoUOHDgcInWG/ePHevW7APkHXDwZdPxh0/WDQ9YPBJdkPXYy9Q4cOHTp0OEDoVuwdOnTo0KHDAUJn2Dt06NChQ4cDhM6w7zGI6B8S0X1EpIloLC2DiK4nojUi+slg2x1E9AARPURE75xy/v8LEbE7NxFdRkT/xZ7zN+d/R1vDbveD3fbT9tgHiOiN872jrWGn+oGI3kFEnyeizxDRx4joxXZ7RkS/bf/2WSJ6w07d2yzYg35Iieh37N/uJ6Kf3rm7a4896If/q93m/mkieuWO3eAM2O2+sH97ORH9rb3u54movzN3N2cwc/dvD/8BeBGA2wB8BMDJmr//AYD/A8BP2t8lgIcB3AwgA/BZAC9uOPcKgP8K4OPu3ACWAHw9gHcA+M29vv897IcX22N6AG6y55IHtR8AHAp+fjOAO+3PPwrgt+3PlwP4FABxCfbD9wN4v/15EcCjAG681Poh2udlAB7e6z7Yw3ciAfA5AK+wv1+2H8aINv+6Ffseg5nvZ+YH6v5GRN8J4CsA7gs2vwbAQ8z8CDOPALwfwFsaTv9LAP4nAIPgeuvM/LFw237AbveD3ff9zDxk5q8AeMiec0+xU/3AzBeCX5cAONbsiwH8pd3nOQDnAOy5oMce9AMDWCKiBMACgBGAC9hj7EE/hPg+e/y+wB70xbcC+Bwzf9bud5qZ1bZvZBfQGfZ9CiJaBvBTAOJyWdcAeDz4/Qm7LT7+awFcx8x/umON3AXsYD+0On6/YLv9YM/xo0T0MIBfA/DjdvNnAbyZiBIiugnAqwBcN8+2zxM72A9/AGAdwNMAvgrgf2bmM3Ns+lyxg/0Q4nsAvG/7rd1Z7GBfvBAAE9FdRHQvEf2z+bZ859AVgdkFENFfALiy5k//nJk/2HDYzwP418y8RkSzXk8A+FcAfnCmA3cYXT8Y7HY/ODDzvwHwb4jo+wH8LIAfAPDvYFyc98DUW/gbALuyKtln/fAamPu+GsBRAB8lor9g5ke2dJEZsM/6wbXptQA2mPkLWzr5FrHP+iKBCVu+GsAGgLuJ6FPMfPeWLrKL6Az7LoCZ//4WDnstgO8mol8DcASAJqIBTAw0XFFdC+DJ6NgVAC8F8BH7ol8J4E+I6M3MfM8W2jIX7Kd+sPtOO35HsAf9EOP9AH7LtqUA8E/cH4jobwB8eQvtmxn7qR9gYux3MnMO4Dki+muYkMSOG/Z91g8O34s9WK3vs754AsB/ZebnAYCIPgTgawF0hr3D1sDM3+B+JqKfB7DGzL9pY4C3WrfpkzAf4PdHx56HqWrkjv8IDKFkz4z6VrFT/UBEmwD+IxH9K5hV2q0APrHDt7NlbKcf7DG3MvOD9tdvB/Cg3b4II1S1TkTfAqBg5i/u7N1sHTvVDzDu928C8B+IaAnA6wD8Lzt1H9vFDvaD83S9FcA3xMftR+xgX9wF4J/Zb2QE4BsB/Osdu5E5ooux7zGI6LuI6AkArwfwp0R016T97Qrrx2BeuvsBfICZ77Pn+kW7Gp12zUdhXdRE9ESY3rFX2O1+sPt+AMAXAdwJ4Ef3AzFmB/vhx2zKzmcA/L9Rul0vB3AvEd0PE6f8R/O+p61gD/rh3wBYJqL7AHwSJlPgc/O+r1mxB/0AAH8PwOO7EYaYBbvdF8x8Fmac/CSAzwC492LhLHWSsh06dOjQocMBQrdi79ChQ4cOHQ4QOsPeoUOHDh06HCB0hr1Dhw4dOnQ4QOgMe4cOHTp06HCA0Bn2Dh06dOjQ4QChM+wdOnTo0KHDAUJn2Dt06NChQ4cDhP8//xrQpe96NUYAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "application/vnd.databricks.v1+output": {
       "addedWidgets": {},
       "arguments": {},
       "data": "data:image/png;base64,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\n",
       "datasetInfos": [],
       "metadata": {},
       "removedWidgets": [],
       "type": "image"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "library.plot_raster(to_plot[4][\"ndvi\"][\"raster\"])"
   ]
  }
 ],
 "metadata": {
  "application/vnd.databricks.v1+notebook": {
   "dashboards": [],
   "language": "python",
   "notebookMetadata": {
    "mostRecentlyExecutedCommandWithImplicitDF": {
     "commandId": 69050624926671,
     "dataframes": [
      "_sqldf"
     ]
    },
    "pythonIndentUnit": 2
   },
   "notebookName": "04. Band Stacking + NDVI",
   "widgets": {}
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}