{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Use_Case_DL_crop_yield_prediction_dataset_with_Activeloop.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "4JQGPg3U-Pby",
        "RUZl00KR-Q0m",
        "1g7NdHh6EhKy",
        "BZH_FqR-5aTH",
        "QtB7e5Ft6B7p",
        "Ic38HEMuufEb",
        "0W7Vwc6QulsZ",
        "Z5mJaoHyzoyr"
      ]
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wJ8x03bt8-Ix"
      },
      "source": [
        "# Use Case: Creating an Activeloop dataset for Deep Learning prediction of crop yield "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U4u7SvSo-CeM"
      },
      "source": [
        "This notebook shows how to use Activeloop for a GIS project. This code was inspired by the paper [Deep Transfer Learning for Crop Yield Prediction with Remote Sensing Data](http://sustain.stanford.edu/crop-yield-analysis/) and the [Github repository](https://github.com/AnnaXWang/deep-transfer-learning-crop-prediction) associated.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "veNsomNP6_G_"
      },
      "source": [
        "This notebook is an example of how to download the GIS data and link it to the yield values in order to create the training-ready dataset. However, it is not enough data to actually properly train a Deep Learning model. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7_Reb8QatM76"
      },
      "source": [
        "We study Senegalese Rice's crop in this example."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jgZBbRdB46hO"
      },
      "source": [
        "\n",
        "\n",
        "1.   Imports\n",
        "2.   Download data from Google Earth Engine (time-intensive)\n",
        "  *   Functions\n",
        "  *   Export images to Google Drive\n",
        "3.   From Google Drive to Activeloop: Creation of the dataset\n",
        "  *   Load images from Google Drive\n",
        "  *   Create the dataset: Generate histograms & link them to the ground truth yield values\n",
        "    *   Functions\n",
        "    *   Generate histograms\n",
        "    *   Link with yield values\n",
        "    *   Send dataset to Activeloop\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4JQGPg3U-Pby"
      },
      "source": [
        "## Imports"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8KXxfKZmSf2K"
      },
      "source": [
        "!pip install Unidecode && pip install rasterio && pip install hub"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KcjsDBx988TF"
      },
      "source": [
        "import ee\n",
        "import time\n",
        "from unidecode import unidecode\n",
        "import matplotlib.pyplot as plt\n",
        "from hub import Dataset, schema\n",
        "import glob\n",
        "import rasterio\n",
        "import pandas as pd\n",
        "import matplotlib\n",
        "import os.path\n",
        "import sys\n",
        "from random import random\n",
        "import numpy as np\n",
        "import cv2\n",
        "try:\n",
        "    from google.colab.patches import cv2_imshow\n",
        "except:\n",
        "    from cv2 import imshow as cv2_imshow"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CSZt-ze5-ZUE"
      },
      "source": [
        "#initialize google earth engine\n",
        "try:\n",
        "  ee.Initialize()\n",
        "except:\n",
        "  ee.Authenticate()\n",
        "  ee.Initialize()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TtBRZB6QlZfz"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RUZl00KR-Q0m"
      },
      "source": [
        "## Download data from Google Earth Engine\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S7rYZYiuTUg2"
      },
      "source": [
        "# Shapefile from https://gadm.org/\n",
        "feature_table = 'users/margauxmasson21/SEN1' # regions shapefile of Senegal\n",
        "start_date = '2016-01-01'\n",
        "end_date = '2017-01-01' # can be more than one year but will generate heavy files\n",
        "scale = 200\n",
        "folder_drive = \"GEE_images\" \n",
        "images_exported = False # set this to True if images already downloaded in Drive"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1g7NdHh6EhKy"
      },
      "source": [
        "### Functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gtY5g90OdpEW"
      },
      "source": [
        "# Get name of feature_table\n",
        "get_name = lambda r, l: unidecode(r.get('properties').get(l)).lower().translate(\"'()/&-\").strip()\n",
        "name_counties = lambda region: get_name(region, 'NAME_1') # ! change NAME_1 according to feature_table used "
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l_83VamwFTkE"
      },
      "source": [
        "# function from https://github.com/AnnaXWang/deep-transfer-learning-crop-prediction\n",
        "def accumulate(current, previous):\n",
        "    previous=ee.Image(previous)\n",
        "    current = current.select(bands)\n",
        "    accum = ee.Algorithms.If(ee.Algorithms.IsEqual(ee.Image(previous), None), current, previous.addBands(ee.Image(current)))\n",
        "    return accum"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JM5kYKYTFWSk"
      },
      "source": [
        "def export_images_collection(feature_table, image_collection, start_date, \n",
        "                             end_date, bands_collection, folder_drive=\"GEE_images\", scale=100, \n",
        "                             only_download_first_image=True, \n",
        "                             max_color=1.0, min_color=0.0):\n",
        "    subregion = ee.FeatureCollection(feature_table)\n",
        "    subregion_list = subregion.toList(1e5).getInfo()\n",
        "    global bands\n",
        "    bands = bands_collection\n",
        "\n",
        "    # Get ImageCollection\n",
        "    image_collection_selected_dates = ee.ImageCollection(image_collection) \\\n",
        "      .filterDate(start_date,end_date)\\\n",
        "        \n",
        "    # Stack timestamps into bands\n",
        "    img=image_collection_selected_dates.iterate(accumulate)\n",
        "    img=ee.Image(img)\n",
        "    totalImages = image_collection_selected_dates.size().getInfo()\n",
        "    print(\"Total count of images in the collection: {} between {} and {}\".format(totalImages, start_date, end_date))\n",
        "\n",
        "    for id, region in enumerate(subregion_list):\n",
        "      key = name_counties(region)\n",
        "      file_name = '{}_{}_{}_{}_scale{}'.format(image_collection.replace(\"/\",\"_\"), key, start_date, end_date, scale)\n",
        "      print(\"{}/{}: {}\".format(id+1, len(subregion_list), file_name))\n",
        "      export_image_combined_bands_to_cloud(img, file_name, folder_drive, ee.Feature(region), scale=scale)\n",
        "      if only_download_first_image:\n",
        "        break #only first image"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H4QaHFX1EgTj"
      },
      "source": [
        "def export_image_combined_bands_to_cloud(image, file_name, folder, region, scale=100):\n",
        "  task = ee.batch.Export.image.toDrive(**{\n",
        "      'image': image.clip(region),\n",
        "      'description':file_name, \n",
        "      'folder':folder, \n",
        "      'fileNamePrefix':file_name, \n",
        "      'dimensions':None, \n",
        "      'region':region.geometry().bounds().getInfo()['coordinates'],\n",
        "      'scale':scale, \n",
        "      'crs':'EPSG:4326', \n",
        "      'crsTransform':None, \n",
        "      'maxPixels':1e13\n",
        "  })\n",
        "  task.start()\n",
        "  while task.status()['state'] == 'RUNNING':\n",
        "    print('Running...')\n",
        "    time.sleep(30)\n",
        "  print('Done.'.format(task.status()))\n",
        "  time.sleep(10)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KtpeJKzrvxha"
      },
      "source": [
        "def show_first_band_image(img):\n",
        "  plt.imshow(img[:,:,0])\n",
        "  plt.axis('off')\n",
        "  plt.show()"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BZH_FqR-5aTH"
      },
      "source": [
        "### Export the images to Google Drive"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "03Iv9u0TZ75h"
      },
      "source": [
        "[MOD09A1.006 Terra Surface Reflectance 8-Day Global 500m\n",
        "](https://developers.google.com/earth-engine/datasets/catalog/MODIS_006_MOD09A1)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "79A67DfXF_Xs",
        "outputId": "4d18cdc4-ce8e-4262-8dec-3adc0475cb9e"
      },
      "source": [
        "if not images_exported:\n",
        "  export_images_collection(feature_table, image_collection='MODIS/006/MOD09A1', \n",
        "                          start_date=start_date, end_date=end_date, \n",
        "                          bands_collection=['sur_refl_b01', 'sur_refl_b02', 'sur_refl_b03', 'sur_refl_b04', 'sur_refl_b05', 'sur_refl_b06', 'sur_refl_b07'], \n",
        "                          folder_drive=folder_drive,\n",
        "                          scale=scale, only_download_first_image=False)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "Total count of images in the collection: 46 between 2016-01-01 and 2017-01-01\n",
            "1/14: MODIS_006_MOD09A1_diourbel_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/XMLGQUQJMYUMTGUIMXPAJOVW?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/XMLGQUQJMYUMTGUIMXPAJOVW?alt=json\n",
            "Done.\n",
            "2/14: MODIS_006_MOD09A1_fatick_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/4CHY27PWWN3KFU3G7KFEZZAI?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/4CHY27PWWN3KFU3G7KFEZZAI?alt=json\n",
            "Done.\n",
            "3/14: MODIS_006_MOD09A1_kaffrine_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/REJUIRXLPZ3L2WWX5D4CHYJW?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/REJUIRXLPZ3L2WWX5D4CHYJW?alt=json\n",
            "Done.\n",
            "4/14: MODIS_006_MOD09A1_kaolack_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/RTUAXEMZKNHNW5BXXGAVDCAW?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/RTUAXEMZKNHNW5BXXGAVDCAW?alt=json\n",
            "Done.\n",
            "5/14: MODIS_006_MOD09A1_thies_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/CCYSOWJ4P6XV2DKKGJP5CBI3?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/CCYSOWJ4P6XV2DKKGJP5CBI3?alt=json\n",
            "Done.\n",
            "6/14: MODIS_006_MOD09A1_ziguinchor_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/PYBUKMVHQCAX3C32Z46RZVIG?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/PYBUKMVHQCAX3C32Z46RZVIG?alt=json\n",
            "Done.\n",
            "7/14: MODIS_006_MOD09A1_kolda_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/SKWY4UQD6QR5VA46ZYFRC5UO?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/SKWY4UQD6QR5VA46ZYFRC5UO?alt=json\n",
            "Done.\n",
            "8/14: MODIS_006_MOD09A1_louga_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/X72LX2CILBXXLOPCFM3227AD?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/X72LX2CILBXXLOPCFM3227AD?alt=json\n",
            "Done.\n",
            "9/14: MODIS_006_MOD09A1_matam_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/WBPAT5UGDBL463RAGSS53B4U?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/WBPAT5UGDBL463RAGSS53B4U?alt=json\n",
            "Done.\n",
            "10/14: MODIS_006_MOD09A1_sedhiou_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/INHLCW7PTRAQ22NSH7WJKKGZ?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/INHLCW7PTRAQ22NSH7WJKKGZ?alt=json\n",
            "Done.\n",
            "11/14: MODIS_006_MOD09A1_dakar_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/M67GQMFPLBTHCPT7M5YLWBMX?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/M67GQMFPLBTHCPT7M5YLWBMX?alt=json\n",
            "Done.\n",
            "12/14: MODIS_006_MOD09A1_kedougou_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/IV3IPACFGVJ7KBET7K5DY5UK?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/IV3IPACFGVJ7KBET7K5DY5UK?alt=json\n",
            "Done.\n",
            "13/14: MODIS_006_MOD09A1_tambacounda_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/TCCOIYKFVVHYAWMFKWR6XSAV?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/TCCOIYKFVVHYAWMFKWR6XSAV?alt=json\n",
            "Done.\n",
            "14/14: MODIS_006_MOD09A1_saint-louis_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/J35CLBHPFORPBO7WJJG3WVPC?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/J35CLBHPFORPBO7WJJG3WVPC?alt=json\n",
            "Done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RcD_JXg5Z94Q"
      },
      "source": [
        "[MYD11A2.006 Aqua Land Surface Temperature and Emissivity 8-Day Global 1km](https://developers.google.com/earth-engine/datasets/catalog/MODIS_006_MYD11A2)\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AC7iZYgkZ_Jd",
        "outputId": "2d153b85-fa2b-42d7-ed40-75698dcab09f"
      },
      "source": [
        "if not images_exported:\n",
        "  export_images_collection(feature_table, image_collection='MODIS/006/MYD11A2', \n",
        "                          start_date=start_date, end_date=end_date, \n",
        "                          bands_collection=['LST_Day_1km', 'LST_Night_1km'], \n",
        "                          folder_drive=folder_drive,\n",
        "                          scale=scale, only_download_first_image=False)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "Total count of images in the collection: 46 between 2016-01-01 and 2017-01-01\n",
            "1/14: MODIS_006_MYD11A2_diourbel_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/3KVI32MPAR32ZDAG44RX3EMY?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/3KVI32MPAR32ZDAG44RX3EMY?alt=json\n",
            "Done.\n",
            "2/14: MODIS_006_MYD11A2_fatick_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/VVN7ZT4LJ56UDQO2CZRLXBUX?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/VVN7ZT4LJ56UDQO2CZRLXBUX?alt=json\n",
            "Done.\n",
            "3/14: MODIS_006_MYD11A2_kaffrine_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/HWWZ6X3FO73P2IC2SRTUUA2B?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/HWWZ6X3FO73P2IC2SRTUUA2B?alt=json\n",
            "Done.\n",
            "4/14: MODIS_006_MYD11A2_kaolack_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/PTWIJAV6KMASCSNSUX4KWWSE?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/PTWIJAV6KMASCSNSUX4KWWSE?alt=json\n",
            "Done.\n",
            "5/14: MODIS_006_MYD11A2_thies_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/B7T6FMNDCE4YUMDULX7ECNEH?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/B7T6FMNDCE4YUMDULX7ECNEH?alt=json\n",
            "Done.\n",
            "6/14: MODIS_006_MYD11A2_ziguinchor_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/SJ4HZGLYELWU373QILAF72G2?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/SJ4HZGLYELWU373QILAF72G2?alt=json\n",
            "Done.\n",
            "7/14: MODIS_006_MYD11A2_kolda_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/WKEZVIRWK4EKNPPB6EX6272I?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/WKEZVIRWK4EKNPPB6EX6272I?alt=json\n",
            "Done.\n",
            "8/14: MODIS_006_MYD11A2_louga_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/G4KJJFTUR4KJQMPT6QLO73PL?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/G4KJJFTUR4KJQMPT6QLO73PL?alt=json\n",
            "Done.\n",
            "9/14: MODIS_006_MYD11A2_matam_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/7A3XE4JFGIFBHT4GTWY2WKON?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/7A3XE4JFGIFBHT4GTWY2WKON?alt=json\n",
            "Done.\n",
            "10/14: MODIS_006_MYD11A2_sedhiou_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/ELJYQOANY455CYHECGH5QKWT?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/ELJYQOANY455CYHECGH5QKWT?alt=json\n",
            "Done.\n",
            "11/14: MODIS_006_MYD11A2_dakar_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/2FD5HSRDT6UQIQL5S6VJDGFT?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/2FD5HSRDT6UQIQL5S6VJDGFT?alt=json\n",
            "Done.\n",
            "12/14: MODIS_006_MYD11A2_kedougou_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/CMJKVHYCSOTKGQW6PPWEFFKR?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/CMJKVHYCSOTKGQW6PPWEFFKR?alt=json\n",
            "Done.\n",
            "13/14: MODIS_006_MYD11A2_tambacounda_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/KTADJZC5P45H2J4ZBDOBB5WY?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/KTADJZC5P45H2J4ZBDOBB5WY?alt=json\n",
            "Done.\n",
            "14/14: MODIS_006_MYD11A2_saint-louis_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/G3Q7N54QVADB5H45WEVBV27M?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/G3Q7N54QVADB5H45WEVBV27M?alt=json\n",
            "Done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v2qoeU7RZ_X8"
      },
      "source": [
        "[Copernicus Global Land Cover Layers: CGLS-LC100 collection 3](https://developers.google.com/earth-engine/datasets/catalog/COPERNICUS_Landcover_100m_Proba-V-C3_Global)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7sTzsEdIaAt_",
        "outputId": "f16e487a-055f-4488-a6ae-f4e357870a33"
      },
      "source": [
        "if not images_exported:\n",
        "  export_images_collection(feature_table, image_collection='COPERNICUS/Landcover/100m/Proba-V-C3/Global', \n",
        "                          start_date=start_date, end_date=end_date, \n",
        "                          bands_collection=['discrete_classification'], \n",
        "                          folder_drive=folder_drive,\n",
        "                          scale=scale, only_download_first_image=False)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "Total count of images in the collection: 1 between 2016-01-01 and 2017-01-01\n",
            "1/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_diourbel_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/AFHBNTSYNDTYOZDSM7YLARXS?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/AFHBNTSYNDTYOZDSM7YLARXS?alt=json\n",
            "Done.\n",
            "2/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_fatick_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/AYROCEC3WSJZFT2WUYHMJAJJ?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/AYROCEC3WSJZFT2WUYHMJAJJ?alt=json\n",
            "Done.\n",
            "3/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_kaffrine_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/CPAM4T6QTGIYJDQYWYZXITIF?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/CPAM4T6QTGIYJDQYWYZXITIF?alt=json\n",
            "Done.\n",
            "4/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_kaolack_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/MBDMSQEJXRN554WKOG3C5UCD?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/MBDMSQEJXRN554WKOG3C5UCD?alt=json\n",
            "Done.\n",
            "5/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_thies_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/3ELHWJWO2D6ROYCQOWTYPLM3?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/3ELHWJWO2D6ROYCQOWTYPLM3?alt=json\n",
            "Done.\n",
            "6/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_ziguinchor_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/7HL63QR3WBOZVP6Y7L5IIWVQ?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/7HL63QR3WBOZVP6Y7L5IIWVQ?alt=json\n",
            "Done.\n",
            "7/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_kolda_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/KWDBCDO6S7ZEXM53TKSJJKVR?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/KWDBCDO6S7ZEXM53TKSJJKVR?alt=json\n",
            "Done.\n",
            "8/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_louga_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/6ANLGJAM3RHIM7ZMS5CS23HK?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/6ANLGJAM3RHIM7ZMS5CS23HK?alt=json\n",
            "Done.\n",
            "9/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_matam_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/HMWCDCNQ45LHUWTSXTWAPQAV?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/HMWCDCNQ45LHUWTSXTWAPQAV?alt=json\n",
            "Done.\n",
            "10/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_sedhiou_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/WPB26FWXM5GLNYAHXGPOHPRJ?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/WPB26FWXM5GLNYAHXGPOHPRJ?alt=json\n",
            "Done.\n",
            "11/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_dakar_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/DBBMK6HXUEGTPWP6XBYHYRTN?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/DBBMK6HXUEGTPWP6XBYHYRTN?alt=json\n",
            "Done.\n",
            "12/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_kedougou_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/7OGK4QU24OIAIOJD26G33YXL?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/7OGK4QU24OIAIOJD26G33YXL?alt=json\n",
            "Done.\n",
            "13/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_tambacounda_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/HKUUHH3ZDCVLWQ7GEGRI32SF?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/HKUUHH3ZDCVLWQ7GEGRI32SF?alt=json\n",
            "Done.\n",
            "14/14: COPERNICUS_Landcover_100m_Proba-V-C3_Global_saint-louis_2016-01-01_2017-01-01_scale200\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/value:compute?prettyPrint=false&alt=json\n",
            "URL being requested: POST https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/image:export?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/4CTIXE6P4PGSDAYAW42XXGTX?alt=json\n",
            "URL being requested: GET https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/operations/4CTIXE6P4PGSDAYAW42XXGTX?alt=json\n",
            "Done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NzjktKEtpXfp",
        "outputId": "aaac45e1-3341-409e-ca76-0174df5533e5"
      },
      "source": [
        "if not images_exported:\n",
        "  print(\"Wait for all images to be downloaded ...\")\n",
        "  time.sleep(20*60) # 20 min"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Wait for all images to be downloaded ...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AL_bJqrRHwfs"
      },
      "source": [
        "## From Google Drive to Activeloop: Creation of the dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QtB7e5Ft6B7p"
      },
      "source": [
        "### Load images from Google Drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TtP8xBdfH1rS",
        "outputId": "09a44eb2-c9d1-474a-f106-eb51d0ebb35c"
      },
      "source": [
        "path_drive = '/content/drive/MyDrive/' + folder_drive\n",
        "imgs_paths = glob.glob(path_drive + \"/*.tif\")\n",
        "if len(imgs_paths) != 14*3: # 14 regions in Senegal * 3 datasets\n",
        "  print(\"Please, wait until tifs are downloaded in your Drive, and re try. \\nYou can check the prgress of the downloads ion the GEE console (https://code.earthengine.google.com/) in the tasks section.\")\n",
        "else:\n",
        "  print(len(imgs_paths))"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "42\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3f1dhamhny4t",
        "outputId": "ca8bfd25-62f5-4bcb-d7dd-a284d19fdfee"
      },
      "source": [
        "# Read and display image\n",
        "reflectance_images = []\n",
        "temperature_images = []\n",
        "landcover_images = []\n",
        "imgs_paths.sort()\n",
        "region_names = []\n",
        "years_images = []\n",
        "\n",
        "for img_path in imgs_paths:\n",
        "  print(img_path)\n",
        "  if 'MOD09A1' in img_path:\n",
        "    reflectance_images.append(np.transpose(rasterio.open(img_path).read(), (1, 2, 0)))\n",
        "    region_names.append(img_path.split('MOD09A1')[1].split(\"_\")[1])\n",
        "    years_images.append(img_path.split('MOD09A1')[1].split(\"_\")[2].split(\"-\")[0])\n",
        "  if 'MYD11A2' in img_path:\n",
        "    temperature_images.append(np.transpose(rasterio.open(img_path).read(), (1, 2, 0)))\n",
        "  if 'COPERNICUS' in img_path:\n",
        "    landcover_img = np.transpose(rasterio.open(img_path).read(), (1, 2, 0))\n",
        "    CROP_LABEL = 40 # label of cropland class \n",
        "    landcover_img = landcover_img[:,:,0]\n",
        "    landcover_img[landcover_img != CROP_LABEL] = 0\n",
        "    landcover_img[landcover_img == CROP_LABEL] = 1\n",
        "    landcover_images.append(landcover_img)\n",
        "\n",
        "\n",
        "assert len(reflectance_images) == len(temperature_images) == len(landcover_images)\n",
        "assert reflectance_images[0][0].shape[0] == temperature_images[0][0].shape[0] == landcover_images[0][0].shape[0]"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_dakar_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_diourbel_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_fatick_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_kaffrine_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_kaolack_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_kedougou_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_kolda_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_louga_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_matam_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_saint-louis_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_sedhiou_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_tambacounda_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_thies_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/COPERNICUS_Landcover_100m_Proba-V-C3_Global_ziguinchor_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_dakar_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_diourbel_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_fatick_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_kaffrine_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_kaolack_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_kedougou_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_kolda_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_louga_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_matam_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_saint-louis_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_sedhiou_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_tambacounda_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_thies_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MOD09A1_ziguinchor_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_dakar_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_diourbel_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_fatick_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_kaffrine_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_kaolack_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_kedougou_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_kolda_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_louga_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_matam_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_saint-louis_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_sedhiou_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_tambacounda_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_thies_2016-01-01_2017-01-01_scale200.tif\n",
            "/content/drive/MyDrive/GEE_images/MODIS_006_MYD11A2_ziguinchor_2016-01-01_2017-01-01_scale200.tif\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6h3uuDDQu5UR",
        "outputId": "fd4f0d11-7f89-4520-fd1e-b32eaa0a110c"
      },
      "source": [
        "region_names"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['dakar',\n",
              " 'diourbel',\n",
              " 'fatick',\n",
              " 'kaffrine',\n",
              " 'kaolack',\n",
              " 'kedougou',\n",
              " 'kolda',\n",
              " 'louga',\n",
              " 'matam',\n",
              " 'saint-louis',\n",
              " 'sedhiou',\n",
              " 'tambacounda',\n",
              " 'thies',\n",
              " 'ziguinchor']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MXgfu0jcwZqH",
        "outputId": "986c5e56-e4fb-416c-a6b7-78f63563cd5b"
      },
      "source": [
        "years_images"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016',\n",
              " '2016']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "B2-ke3_tvd1P",
        "outputId": "9fe88c88-909c-4134-cac5-0ad96300463e"
      },
      "source": [
        "for i in range(len(reflectance_images)):\n",
        "  print(region_names[i])\n",
        "  show_first_band_image(reflectance_images[i])\n",
        "  show_first_band_image(temperature_images[i])\n",
        "  plt.imshow(landcover_images[i])\n",
        "  plt.axis('off')\n",
        "  plt.show()"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "dakar\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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8zx/+At791tN+G+H6lxCw/VI6Dc6N5BVT8hFks828dBElQUSxCFGFiG+xE9J4RN0h5RrVJNKlyURlfolwrRkr75s/D5+QKNcj4ScZSgBUE6SNonNG0B1SJdZKSQOZSxJv9nZ5yD7Fc2LF9+jxYCBfeB4//sc/jfJXv4bywvDIbf/Pd1/HWwdPnOo4/+61b+Ov/eq3TjUWsHl85zCH70Hg07/+PPDNLz204/eaYo/PBHb+vW+iWiLUI4LIJrjxRhGxSgN6xahfGxf38NqlT/y4N1bfxYvFpxBWlVIg/NnsMv7ZQeimV7H0wZUqcpQphD4oTksEAdPLdWIOi5nVTSj1s/kxDL8f01UvbCNnQSt0Y5UwJndb75Q4DSiuOY41NSarLboaaLvfYgeQM5Fs5+aXMOt0IPadMsKYpMMfjDth79kxVvQXgW9/r3uH9wm9UOzxWEJ+4XPQKy5HBbj5swwsl+CZBA4yTJ6J6KUJyGyt8NXVXXxj7V3/05eH7+NpOYMC8L7NeXmnvIw/2X6+9bjPju/6v2/PlkNCNSIhMtBBKGoA0w6hGFnPLl2myWgjqpBKk5inIgjPJO8xYX5A8ndSHROxd7vvswM2fZvdvmxUnsmk2UQHaUWTccedq5yl1TWkGNMNAmgJK99u39f9RC8Uezw+IAJIgPIM7/3tJ1G9YnqdkNDIMEE9azzuBK+ikLB+vUZEQrOAgpFdynqbnFbYRvsVf6dPEHzo/G3RkuLzRTTzSKMXij0eG8jNDez94gug//gmXhy+bXMGCVszo+F9srWKWUTD9eyzt/D51dvIhMLfumBUkpxUkoz957On8c/3TUL2+5MLAIywE2C8t7sJAFBaQNmo7Hc/vubHqloiW7bBjxl5k3TpJwV0bjUl7q4D1oWtmOFIqEokgQxVWLOagfEnYQfEgCzN59lqyqIjyzSqDtg65UYLA3fMLKq9VjmhXD1aArMIWqss4RtmZYfRNhlQrrnsb4KKjk21SfXhh8RQ3gvFHo8s5IVNvPlfvQgAWP8BYf0nJVgAS3mJQs471JoVZ0SMTCjkpDGktm5NRgAqFtAgaCboFpVMM8CurC7mTdQdCdUumbqFX/A4tO6PFtjFIprkovM4Y62Uaf7eAEC1RJj9+hsY/vM/B89OQeFzSvRCsccjB3nxAmgwgL6wiudeMxyGH+1fw/i2KT1780fXcO3527i6fMoOTPcyt0xDKeqQXj1OAp0BB1cyjIgeaCC+F4o9HglQXkCsr4GnU+jPXUW1WqBakchhbDI1ZEzXjK/v4neAT9dXsTkyv40yowUKoRMtp1QSW+UYGWl8WF1oPe6Nag13qiVoFjhQRTLWoVISyjYrEUKjqnKwIuhahKhqI5DhI8uYJ2fw3QO0GUh8BIGD231zmwWlSJMNe+44BM9uAyAteTziGJ3dBLvKFdvO8Zhj3C/0QrHHIwF69Qt46x8MsPJHIwjLUFOPCBft73/9L38bP/3X3vfb/4/v/BL+4sMnITOF//orvwcA+B3xNXxvctVv8+kPL+PWxLQQ+I54+ZgJAPXl0pt5JDUuXTB8ifsfrWJ4IwjJomUh18sMNYx8fhX5pOssYuVmCqkrxW6IysZRadJAdmj2lU25NfUGlnbMbJ+2PPUNpbhBFBGRNlRjAmfGN7j/TDpWWEvWpAOF33Ru5i9LYHTL7LdaoiQqXi2HlwNFbRWECsnnbcw6DxK9UOxxLkF5AXr1CwCAT39uHduv1ZD08Gmlejz+6IVij3OFyW9+HYcXjVrktJaDpxliuYKuBQ6eYeS7Jjqpc2B7YqpS/uDgRfw+h/q5g70hdCmhS4n/7i9+zXy3M4S8m0ctQoNGUkUtQo0tms6LCcBMggsNEgxmwt7EcGyJKflcQb9tY7wjT3C5evl+R3K1BnIbpRW2PpnJanp2ikKxbx1AjWBO2u2P/DZyFshpk8TsyKTXkjz9mM7JDBemZ8vssgILBtWE3A4SFTXK88ylYwJq2xpBZ0hYflwCu5lTdN7RtRA1J8w+1TdfQfHDj6Bu3Jy/YPcBvVDs8dBBWQaxvARcewKf/KwEnppA1QL5+0bo1EvatOoEUF0pwaKAnBqheDg120xvjVDcDRKBV7WxYzWg/nwNADCEIUIY37SpKms27UXY1Bc/oUhYRI4uKo1JCQFAE2YzYxeKKhWKOp93hYmZNZkH5pd83/AVsiDUoYw6MY3DdNj/BpgUHpdu0+yul5BHRPuMk76TqpbIVNUFUK7Nm66yBHisIHIFPZPQhyHZvK0LIMg2pPLHaKl0YcM8Hn/2+2kkqG+9NMCVG2tALxR7PLawSdYOYn0Nsy89h/f+ngbJ0LqurWdwAg7cAcSNvBR2RH7p+K6gxrnBcYGFtvmft3M4BU7R6+u+oReKPR445MoK7v7GKwCAg6sCsw3DUEM3GWqkAcu8MrhjVvtgS4JpvosSKWDpu0vmbwZIaWQTo2Lc+nKO6UWjxV36brDNqrHAnS+F8Klbi6IiqCXtE4Y9FVZktjahbCK4ulyhXpEYfmo+x+Vv9bh9cOGULWbke7aMz5Gx2kOLEj6oFENLwuSCraopUi2s2GHfeKptLNCIDEcJ0qTIm7SmIVfYLLuZA5THm8+x4Qzucigt7KiBLmFIe+MGV2YAwjssSy+5zgkQD467pheKPe4r5Ooq9AtP49bXVkOqCQd/ks6ixaUJxGREVZSiwboluZfsfqpoUWsOPZHdeFcx4jRK3SHjItPPVJBY4dihhiXsVoLb25O25tK431xuSjg+ObffIpqfu5ZWCPlruKjWGF+PrhSbZpl0Q/FWQwZXgcosYfg+Kl3H/qYGRvAvor1vvb6BlbXXQf/yu907PiP0QrHHfYPc2AAubqC8MMLu58PDLipg/a2HO7fHBaRxb+az005PM1S4UrxT7KBBfnEcppsC+eEAp2xtfSL0QrHHfQM/fQWzJ5ahpY2expFO++TNaQXKaGekgo/QaSlJBJNbxjfVSbuNj6SSqRU+cjG2aUvxdyqqrogOHs/Xd+tDC11/HCkW8XzbVaskZ88pl1Hid2MaIfBCtvTQ+1yPcdo1fZNMqTp8hNybS9R2++LGd7Da8BE+3rn9xNMRBDEeQ08muJ9EtL1Q7HHfMLm2gp3njWNq6UNgegHQhTEzd00KIhicCI7xdWlMKg0MtsODrzOgWk5XJulAiAC4BWYkniyB7MBI4VuvS8yu1ECuAVGjGLfXOautoU8odr5FFoZqX1h6r6GdXxt8M/rIXB+ATII0m6j0bIP8+eioo102NakyLABtXx66MNs5Moe6Q00iDikt1VIacHLHFjUhP2wvM6lHwp5rlDK0B7AML5B6zCHpOhorp4R83843p0SiyKm9hhlQ22g01el43yqWCCyjSHgWktjd87H7jMT+f/BlXP5H3wL4NM1hFkMvFHucCWZ/9Q3M1iRUQdh/2jzc2WGaixbj2Pf8OYpGPnSck+jyaSLE3k96ZpM4y521oxeKPRaCvLAJbKwB0qgO9cVl1KNgh043JVRu8vjcm71aBWZZiwnGaWmbybuzx5m4PDX2ZWqA1XT2zed6yfQBYYGExorqUGLX7JFMiowpSoTyIGq2rAFURgXyydw2admD4aO0WhIQRWWLXY5M1LB9Wx0yMZJ8RlIReawO845pvoymGO3L5vzFUW1iAO1KIERlG2AJoELQCGPh4lwZcY3z3H5K8seKNXun3QJWM+T0N8B4NXxeZQNuX0ScRKxlCaBFIycN8Ddeg/z+O9B7e53zvRf0QrFHN4gglm1m8cVNlFdXUQ+NINx9LsMsamI0/pTNg18B4xvmu50XgOpiSIfJ7ma+miIL6YgQFZDvNhKWOfVVkWZkVut0QhFA6EZn9+O5/5o+rZrg++lFi40q8lT/1TIDLok7SuZmBN8eZ6k7S07T9gBtYBHSJmOhKEtOroPbVsUyO48YtW29MgtAD7i9QVTGPnIOAMM7GURNUBLQ0pmz1Joyc1QrAc8gbs8hEfq+ljm9Z65NAnGUUN6lNrpr5Mfaa0XzjN13XxnjyrvjXij2eMAgAhUFqq++4L86caH+/TKBj8h0OctjnAe0naeogeKuwOxSyKt04JYBc1pzzYA8JuDUOSHj6+xyiywy/qTX1pUOzv/QCAadEXqh2KMV8qdewCd/+WKijcSmEynG8G5k3trvRQ2Mb1qqripH+XGwNcs1Y6qJGhjcie2sYDIKZU2wLuopAEs3VLKwpuvCtMmUwMGTwUSMy8iGN4U3PXXeMOntgpNT8hFsjipuYjPX9GkOw7MZQ1QMloTK9ilx7Df+9Gr2grzYjzTQqPxNFeRzLx1bjLs2bpvZRkPDuzCDkIzBoMLl1f3Wa/XxzlWIyjB/F7tR6Z0M51EvuYh1Q1vX5O9Dvp9qgZltaUp1ZCYvKp/ic9DhXxFbBlYjnmPygXlW7v6Vz2HtzYvgf/UXCx50cfRCsUcAEXb/9jcgaoYaUOrLApKqg7kWnIn/znwY3a0hSxnM7DiFJVoAXWzS9YiQNfxU7ljUWECu5K/LBIwTi+PFy/ZYrduHqXQv+LbvbQC4rUwxrSZpH5/MT7dOzx+HAAjBKDpseC94m9clSQ3iznvgs6Ci62cGhe87uROPQFN7Pel2OiOwvD9VLr1Q/KyCCGIQpB6NRtDPX8X2C8Lw5LVnrZwIcqqRZYQZTm6nOV7BRRfPeYJ3oT1i8+5h0AvFzyKEBOUZxIVNIJMAEerLa3jvN5YB8Bwl1CKaADEHraFLM0KkcVCkIR7lqqRgRvk8OZ1GUI/czwJu0M4yt1jTcxvZ+ceMMMfuVxCITZ11s7/yiQgpYm0XAGuTlK41oWxEI1zPGGqMawNpSmqg/fcL+G5bCSkWfBm4l0cX47Yv83zAL8ZeKH4GkT1zDXuvPwEAuPGGhBqZdAg9NCZYtUZAxDW4/L6Yc6yzNILTRRiHWwpyqk2UeC+EdzkbQg3MY5ZHPYOrZYIa2gdeB81UTFJBOrkkWk1inYcobbFjfJos0nQRnYfUFTkjT0Igp9Y1QIb0oF41g/JdmfD6DW9S6wtB1IHtuhoRMKI587IeNZPN0xQkwER0XYKznCGpOlEuqh7totjlJNhVXR+ACZjJAd7PQyZ4dkjI9s12zn0qGpHhOD4xuNs4UAtiPkYg3C+WaVK5KKN69EY02UFLuBx7ky0Q7bc4mL/g9VD4hPYHgV4ofgYgxmPQc08BAOqNMQ6Xs8hZ1PG2Pyc267mj9nI4g8tz0nMjBUs+0RgY06QBrdF5LU0rgLw9HpOeT8u8dE6gmk/lPyRtwseninbDCGSd01xqzs4LSxhc/jqGv/vt0+24A71QfAxBeQF8KaTSVKsD3HnVMFQ3tS5tk6uZANi/5Z5MIrfGx8hzScKxk326LkHuqX8yJNrNVgkHV22kEkgWn4tsyxIY3rLmnmrp+2F3mwgREb7XBXw70TgyHC9CF52OJ++YpZ06FafT+fFekw0TbxMMzReLGhLKVTMmO6RUSDlLXIc5qWF6gj7KzwBUGGbmzGEb6SLAYWx2QKHHcofwFhV8uWJ6XcJ9ad6L5Hxl2L75vepI3fLPXpTFIOME7Y70GqNBB825XDE3SktCPSIM26d4avRC8TGCWFkBFTloNMKtL67672drhP2vmSxh3ilAZftDS7lZ7aKydPnWRMompj6ZOJjLTUwuCCPABKBGwedXjxn8lDm2Vu3HLfdyDG+FRzH2S7r6XzQqHmKogjxbTOKzixa7ztrnzYL9eevc1Dk7we/OITbvO2GFopNr9RCo1s2OZCmBSLj4eWW2QgYAF9F+ONQsz/lo42PayLRJGYrSZw6AfM8KzsZp1zZtSJbshWK1lGpxvuZYt9xvJ9A7tD7XfsBs1L6NqIKwFbWtXFrARwuY61vaR5sFkpYSZ4VeKD7qiN7Kk194GYeX7v2WVtdK1Es5lt8/uSOHNJAdGFPtNHWq1TJBTznxPy4Mq4Gc1kzjzQr1foZs9xQOLOdT7Do2NbZt/qwwV9UBLBZkYAkowZCT0wmI/IBRjyyhwwPGbEWgONCJJr4oXJuFs0YvFB9xiFdfwpv/kelBAglw9JTk29Kaegz5kTUyGv4mk29oVh7vBrNXzsgvXm+mkmVhsTAmot2mIUfiHD1d2kZUMkeIU1kAACAASURBVLU76eYApAiCgcnlyDxVkTlohUJbnw9PVjpKF5SfO8UmNieCKTswal12CPBHRfJ9YavH6iEsZ2B6XJ21CxAWwO5rtgZOAGTNXLUtEvO22LHzP6I38u7nzL/ZIfntzXkEF4E3kaPjx/swX7YfQhUEFbkavEaOIJh1DlSR/5Iz45skBgZbqQ/TmcE6i6657BKyqW/S3G+2xzRjVE4JA1LINKDE5O6qqb4X9ELxEcXd//BnUI8J5QrAS+6JpGQR+MblfMQblV3kNOWY7lqwpoueNflEt1lKkansXUVKAIKNsGCzjT9ObPYCYDvIm0dMprNddE7hYB3nFm9SEzhrMcE55TwUCoG92+6YJVCPKW0o1ZH+Q4VqCVphXkgdkybjWxrEzeeBhN7rntEMjneckz+2cxG07WvB8+pE5DY0x6Xu+bQkkZ8leqH4iEAsLYHycLvufpGhV88gw/oEcLx9id/oBOAF8t6OPLYiKHm6HZgG8DRXK7wIHElDUzNbFGrIwDQNhix8bGlYck5da3wvoMXM987hnKYQnWisZsNsdMwLQOeAfOVF6LfeAdcdUaEToheK5xlCQgxt1cnnnoYaB3uH4xKx4567phZwwofcR2n9vKJdOxO7oYGx4MVyTpoaQsux4yTeuXnhhIu2qWmcZDw1/m0BK+HNZrdjfakEbhcQrva4Q8v1+eHRcdTQ5FKOPzmdcDHBiEU3bnwk+Oh221zbIuoxTHT8dIJR2PSfcil+2NJrAxgf9Hv/9kU89z98CrW7e+LjtKEXiucY9NVX8KP/zPq7ZjJ5aIc3BOh2ATVglBfabWM9YG/OJFpKlErj+x1zmn4R58LtPxMikn5jWJKBbbPdwTMaetiW6cxBSADJ4im2TUN4LQHdrLO2UA1foPd7SQbbVJp8VySpQsqSKsakBwDAOYOtua8GBDBDlkC+my7aehz8mfG8HWs2qSAoEv+sBla/a+5XtQyU6+FHOYO/f44wQhU2FacBJusndcfXwZdLHMg3dLbYe8clrTPZJGz3Yojm7lOwyPR+jvcbU5mFnUbDyfhf43MLgwGyTLOxtttMA3KI/ZAsySeGVysttfhu+NkoiB69UDxHEMMh8PLzeP/X16GGDDUEyD5JLDipMjFfYmGtL37Iu97wOiKInRt/zP6HNwTKNUK93tjBcYvWLnKaovOhPw71EkNMqT1t5hg1UOfAbJ0x2D5eunCLrJyj5UqVxCPheAmr8fHbtsFHrBcMls8RVLRozYuiXCXkBzA0ZMlBFtznMRbC3OYPMDDeC8VzgOqXv4pyPYPOCIeXBSbPlyZ3ThN46ppkUJqTFS0+KttXhRdwzYjzUYEXN0QGLaYzskwMXUQaTA2fA8kjqzI05XgtwFZrrVY5TQZ3f0dmUpMlOl7Y/k/J0EOA83S+LJCQxcZQ46jXKYfkalFSQhPWBrPf+Itov4WbU6p5t5mwxADq9t8c8a3bvxOgWiKQurLR0HRhLsZgi7wVEGtiSnS7IOJr7n4XVWqmOm3b9ZNunvccA1HLS6LJbASEOaqCwEIYDblINUX3fDWFLadW9ZmiF4oPCWI4hFg3qTRv/1oOuhpKSIQiMBNYEcShK+dA+wOpKak+6XxC4rEaPjo8/6CaSg+dcWcv4ZQ6P/1NTszTWq/UqdnsUIVzqjbSLkbZtumCbqiuOqLalR3QTJMZ6CAA8w4nWilAteVbHKtEUpSZbXi1J5DvtV/Etkg5YC+t1XzUKAgUESXJH+XXc8IzXuixSU8cmbcDQEUCrx4z9FgDClj6OPwQtxbwLxZuJGM3LIYwb47GElxfUXJs2G6IYi8Euypf/Hmz5cqM5sT25pumVubv2N2hZXi+WrXhpg/2jNALxQeJyOHMX3wBP/y71m5aK48n12qmdJz42KcfSzVMDuQDLMrv0eNhoReKDwjZc8/gh3//SQxvSEADaszgwrxeaSdH9BKFmAlDHloj0VqmFzWyayYvRF0FwEaj1JFZrfdz5HdtsnSHiSwUeef0XA9hicBcEwdnWvbFgk26iTt2wdD2cxJwZEJ23diVsXnFsyyR054nVQMU0aLoAc/l5pGipIIjrglmEW0caUDJsTsISvWAEbsmu8hp0yAF+X4iSQtPnidgIDZsN3HUfuaCWg2Npx6HwJLTmJp9UOLzrJZbTyk5towSwQ1jkD2HiqP8TODwkoS2rgAXIGGRBoZIk/cpzpEGt0TSE0Raq5bkf0/8why5URq163ISzHlRArf/xqu4+Ce3oN78ydEXYQH0QvE+gfIC6mdfxdYXhlADQr0E0NoE1cHQ+Iby4G/jjEE1+Z7DgfJ/fgFkWSqdnFBUtXlidLRyF2GL9i0o20yRrvHU/rfhB+S5TQD42ulkGk1W6dhP2iGAur4jAGxfDlG7eiPg28yroxz9Xb7ErmsTCYFkNy1+tPmGXB37bMzFC/ajTMVjzMjW3XMQanPk3fHLBOlzchSSnioLWDidPViaz0vsW9bwjbyEMkFJZGeT1f74CkX39NyHxjZdx5OXL4FsG02Mhrjz/BB33lAQS8ckWUs2ic2nSO4lYkjJ0Ep4YtETwcrmU/tlNOap7hdE52J4ACCXyP0Qjq+zlqDFgnA5o6eh8DLHpk5Sj+NAbJfTKa+Zy609J6x0nXj8hGJkOpGUYKWMSnIfhCNlcVcngf1vPgedEXROKF2NcPOw1D4VakgHcmMbWp3uYNvUUeZvV6TR76fpX3SfKRJUC1wu0qYONTah29B16edSSqJoMI7ToNz3xyzQLsFLJQEFQp6m/6Gxz6O05RM+Uu6+1EuE7MAQ1SZzW0AL5Nw8zqeqcCGgWjFBnOMEI3F04dw/lrGHTyM1bGRZljx33TpfjAsK3/Don80b7rETiuK1F8B5JBgBiB9/eGbZ7jHu/p03MFsLN2J0R4O06S63/4y582IigGkI0eoiPBE0ieYZUUQ5luh8H1h7J9g05ScC0w8Mw7Lrn2wGA3zFfChmhNyWo+09r3yCsxlk/s62M4w/jvxxWfBdiSoI87ZeSEzWrxQ9f3JqPnCcQ70fUYGxXcxstm32OnYY2O6AomLTsMpi71mBySXrfxocsZjd9SspuTYumfvIShTnjywYHJE9yAMRWMGr9h2wBOoMvgyyDXLGc3mUOkv9dGoE1NELJm7d0CS98PsotNHUGzXRLkUKMKxFrcQJR3ZMtHRqEpitd7yIo+BbU7h3VRuxoFBD7TsZpkG8eonmfN3uedcxxVq0T7NR9/mcBI+dUIQzXwGAGeLtj6APT1m02oB89SVUm2Powlz9Jg8dEDmZ3X2qjZnWVsN5nBlRj4Cdz0msvatMDxTNPlexyUFHtl9HHBgYXZeYbTLUSsRS2nLsZBrRBy3nBeOipg8LO9emRto5IBybpUnTyCexM2txaOejPY1x4PyipzRt70VXmWNAf9hm5oM0dRu+6ZNoiWekIHo8FkJRLC1BrJjQ295zK9A5Id9TGL95E/XO7sKmc/bEFVTPm94l9XKelLpRrbF1rcD0AvnyrSa5gC5E+jYDIpMw/dcRHPjNRGBwyfejYIu2AhCW/PWgRVA0gx1WAMsSyA8IxNJoeKv1/Fh3DOXmkf7WlR/WViFDykTO/fd1YMFx2qQoA+Oz37/dV5yjRhrIrUaZHcKXE1aBOxeglKVnrpmU/eyi6CwbLDka8NxAzWtix4iZmftci0+E/i+OZcifj5sDBS1QF+kLoh6b+8QCqJesVlaYMkR3DcUsHJciLTUmveVM+pdh7Kckjvre1JxkIsiSvWXizGhRu+2sRp4TWJj753o8N6GzUA4oKw59ZSK4bAb/uaMhWhxUlDOEZyzeZR7Wlu83zWZ9pOxG94bHQyiur6G+dgEAsPViBlUAS9cFBn94A1TYq6iUZ9EQw3YC8/ILT+LjXzK5g9MnVeJvojIDoIH1Ci9cuwkAeOfGRahSeplbutSYSiDbTVXDIDicpgdQFb7XBXkzb3g7NEYiDg90NtWQdnHED6RxYNvlHQlFwAiU7NBse7BE3sTQeVg0pADphGLjiWjz95iHlec2EhWSqhtRhtQfx4EnytSUYxl6b6hBNFYBboUXu4xsYg5zkEd1ucTgjhI5P0UOi00jZckhRa2pRmAjkADDQO4Ib5PFnUUCug6Xw1B9sRdU7sWqBpxcW/3kFINRBQIQv0PrSqLaMe4WqmUqKNy1qQl5hzfIC28O11mUaXL1YEfPl+fBRHHlzDYvW87MS4qBYv94odj2GbDVKm1WkrZ12G7OOjwjpDmY2HGiOhNg77csU3eEnBmfohgOoadxNcPJ8VgIxTbUIwK+GPqUyNu7qN/7wPz2jZ9CPZy/U5MTslY/d+UOPtlZxcHOybtEsAC4MA/saUwUUbP16ZzcdqjXFPaXCKtvnRUxX48eDx93v7KBpavLyP/vP72n/TyyQpHyAoe//mUwEfIDhXw7DcfNNoAPfjXYWqRXQdp0tKtWUjPKJUhz1Awpv5sWV1Yr1sGyk+Ot/avhp5pCknMURU2impGpnO+kvi4XuR3eIgxvm0Ns/GAPVDn7mVCvDAABVOMM1UqY1+El4ZmvY/+iju6q0czM3ytvhx+YgHINc0hMlsgEiyFn1rySqRuBCWktcx1MusHdkLAcB5Xitp7xvMG2fajd3mk9K++ZRGYtCRCEwyfC2DiopDM2TzcHpmaqARmZ9GoAw5rDQLHTYLm1mIsQt4Az+PzM5HuGL3V02pB2TbKYoJQwqVSfhJcqSwCWbUhO0xrocp1NnbcK5r2ctt8jE3W3WuqQwXVI1CbFEJW25YORqhzdi3y/Tl64OrflkYKghu0XRJZsGdIJtdXoXCc/B1GH56DpAmpl44lQ7DJWPtb2HNJnx1kk2d69c4w+skIRAKqxKSKXbY2YyDysOp9/WNUwEorcPl7MNVlydi4llR5JY6EFNL6YWinxy9XwEVea1qDKdfYh0FLhCVpTcyX1w7UdP/aFNX159VK84fFz7zrOkUKD5/1dQDBpTeqH/bup9bYEHUTF0JIg2Aavuq45xQOtcI2Fsv3McP7dI87hOFD7NKglcNKaHhRHteOF3hboaERuj5sXYIRjIrQ5ei50xwXUSJLgSXH0wuy44QyfqeTPkxv7afHNNucbryfS4VxNBU77YOd3J3XKBM4ID04oCgmSwVzjulo4AOIgV61aJCVo6Ri+JbZvj/zozc4j9DiHOEQQjCfEvbAlP1QE+XViEGAqWk7DrG1foHTKhOoex+Ae7uu9FAecFg9MKIqlMWg4BNmaU3Vnq10wEgEUmzLutS6gXn4WnEvUI4nDKw1p1+ZbW/ABX0SIGK3ilGkePiLS/VusFew/t4Slj6fI7oaWdgunwhBStuSHgNMKZFGzYXdpW0DHLCqqTLDI1+Z2zaH5vQuSrWoUu+JMrlsy1SPm4ZTkIxXt+McFBcsi1/+BvjgpmPKneuvYi7TQfE/hY2/igQlFGhSgTIJrY6eI9TXwwcFcDmF27Sr2v3zNf156Zxv46FMc/MLLKLbL1gszW5OYrRrNsdjhyGwAZi32is6QvH3qZW0eEtXSxMiayo7Kac5kBaIQMiVfyWOCYEIBl/6kMuZlqSGnYUWyFCivmETtbG9m3pgredJNDwj+wi5/jOvFPAcKieTcaK0pFHxdaddK1Bkb/kJOSSvASJOzrbAf34ikjQAmm+2Pnuuel1h7Ip1HvUQ+8TnWDN09BAA5oRBxbb53nbu2RhIRFmWYb3zvkjQSZ/6x7RoYHdv5Vl3yfRvcc6T2hmDJkDBmoS7s2q8J+ZatY88AvdKYvDbPqOs46N0TlTMfg5sl7jhI2mQvAEC1bLK9zTXOkE303DUSpU7OoVqRXrA5X557idWD9BkhZmQRWUe1TJhtmr+LnXSN+WoZlUaT4/s/uqW9eZxEo0cC5XJD4SDglFzFHvdfKBJBXtgEDdxUzRXhvT1ASkjLKUjLywAR9MZy8qBOn1qFvLSUfCdnGuNbte9xHAcH4rxbAlpfxdkBQY0CX2Cc4tHtL7EPhGJIPt4pnO44QBcudcV8FooB3WgIDhih7YbbbYvtGVY0Y++pe/cJnHnNMXf8bT8nQu4sNJmmv675c5fvam5uC1yIFt9m829q/taG6DqQRuv8F9rPEdv4NKRFdhH5HGmRgzqH4SkQVaG2JlvzXO1pdFgOLVHjF1QSFIzO5V7xYDRFpcHTqXHqKiMUdVkhe3IT6vKGnYklJ13OUY3CmZu/zTT1lUESpHBEmobhw769GqzBvlWkQBIRNknOLTchVnoEgCy8gQErdOeacFttcj943Ilt9zc2/UdUM6GbYXKzDi19mGKIKuy0GmVQQ1s5sxwiIjF5aDKD4wSI30FYOHF5XtozmNtlBTVkiN3P3EvJlQyWNjmYzVtdVAxitknBTYkCPxevxceBUXcv3ZBF/OnRIWSkBbqxNYJ3xm2f5Bu2fe8ahjXWMIuIobpq/Bbvq8F07efnNCtuIWyN50RGw40DDobmLZqf+z5OZmaAbf8Tk7wdrQVpXENmnbhnIo0eOWHDAtBxVDoj/0wmidqx8JLh+tXj9FnNDoIu4i2wxktUFcK8SYmS89N5NEf7rxoS5Iufh/rxO4u9fVtwdkKxzRfIxnGidkKmqQu2kJRQVy9g+0Wz4Ac7GsRsVOJVajX5ahttdih2rblSwjzhCAmh5iAAZyZhV+cpcUFsevnoX0P7iDncRGMRtj24Sx9zEtkc7JhVPdmUmF6YlzKiBrLtaZJa4KAvjlCuSLAwtb+eFVmZ5O4mOnurNM5J2CZGBEBYE6xZZ1otkU9vaTZYjzX20PwqOl60eXbInk+wXBbIJ9qYtwRIayrpLF1k/pozIONrLKLkboYnvu2ETgVnvsfztdxMafVR+Dp5icUVJF4jaTDVsIzcEZO0h3Z8zfwabjwOxS58VUfMfN2m8RpTOBV4rjKlXBFecDefUWfmFrsKogyTL9czU5Ms0FqVAgD5obbJ6EA9DA8Fy3Ct6lG7P1hn8L5al1bksHworMBOzf0YZQkQk281G18H99y7cy2XBO588zI2P7lpFDAigPlEpb5nJhTFeAyxueE/886uIWEggtxYA4hAK8uor4TkuNnmvPWfTTSWrzP2nuoTi3v06HFyMAG3f+s184FMmeLq//onC48/E6EohkOIzQ2oJ4JQLH/qCZQrRrCFRkKUJOiqIryp63GqbhR7HMa4Wt5Zata5VpSkGFnc4nIQHPG1bRU5V/ca6eeu7aX1O4ea0ZI8Mwo32nTqliu3+zww/pSQ7xuTsdg1r6/sQGH5k8glsCSgChPJnl1tp0uuRy2qMsw5Oa2zq440hpyZ+l0/3ppg8Xjn33KfZdnNCOPKzUQdOcwbpmK1Yv/u8BOxAGYrqXburye3n0ucV1mPrOuDnOmHsC/7QeecRCLLdfL7doGgmHkasOzWbX6+aE6xiZiU3lWAnNqa5QY7dmwKpucWBULidKCGi8KXfDbcCW37b5bkVS3a23QzpbGOXTLNAJdbezoX3m3ADdPYm89xy1UCZpv2HkXn1HRZGe3YBFniQIvOQxOreuTMpFRTNGOs26wjD9bsi3D4N7/htx3cLUF/9GfowuJCkQhiMICezeZtdSkBKXzWuzkRgXK5sbAbPinOEAnMaDv3ELL5QJHzlOI/qPmlHe58iM5X1uUjm9upPXiU7Js4eKlrjIFuUCCRZuM3rBmYhbuks9wv4C4fYVdyrsupc/M7FhGhBABAzNenmh2nf7tNmovPuwfqbpN9IcQLSwR/l6/JbZ5b9Oyw5PSltID/U8tI+PuTa4wJt34xxIswYhZPEvrtZxc4Ovaatc3J7Sdedx3PIjWSsYnnQyhxb2Ugejk2TPXY9dKVGuTWWnN7/6JbMO8nNoUBAFk0NNp/0qmw4RrqAhMwWxEQim3NdXZk+vJiaZFEICkNuQItNuQ84l7yso7MxL+PMOk63ZrgsRA4VX10jx6deAjrAEDCEXkaaNmhEDRwtIRzeUlZDjHuoiM5wYJzmoaV8A+Sip40uhNzOfqva7w6ZeK2aPnP7/SI/xD+Xb6uIS1xRPzfIlAD+DrUh4KOc2IK/3WOe9C4l2MuOPbY836MEFOqnRUexHU70nz2glAIMDP0fqM1mZCofvkrvhtXrJHMVuVcojEAgMIiFWUjWuw24fC9zpv0REFddyF8NSBUsU+xsJEssuaESycgwEk+UZFP9G1e6DgtI2bKThKcHe2WRsKLmB8wigMzmcml4ABRBWH/KZHuhwA1iNi3FTC4O3c57Mkenwx+8LT2Td6zvbBfOZvvKufm7s8tSimZux42jUdLoFyz169Mk3CzQ+PXic3+2SYw2ww+LVFKX8tarUYRVmW6swHG3Ivh/XxNV0aEbEL+pZa8LKIINEvjdtAEVEuNDAV7qYptk/DtZqAG5lqo2JfVEGhNBnQApqJIo5WoIXkp1iH5Pn4h64wMb6Yzx93z2FBAnDndjAjHc/G5uKLdDw6YNBaQma/L6PBjojSZNnDUiU/n4bhASFTnjKDaGNOdj9JGiLMkcyTQvFXL835RoPGcNu59fjifkO7n21XvbXG0T1E0GUdbUkcyQ0bZdN532vs0/1C3oZVJo7EfwFwYXQA1EbJDTn47Fifc3G+c+N+o0w/Eke8mdlonmyaOZ7qnOk8mmDSjBgX0Wb5dY4F+7IVzAqTxbMzlRcbCubFP5xMGd1eJmA0b/yLVqJNgTCMBuOv6JOcaf9fc/rjPR6Hr+b4XE7VxTsfef7u9zoByhXyQ86Qw7EmRzy++J8fsUmdAuUQoDk53bDWwgZeW4N9JcbRQrI6n4RGlTha/08qyiankZqsZ+rccR4SjjbaXrqdtkw0mdh6LOix4LwTtft0Y77RtvjxjRzfHAjw9YKJtNGRW8q/bWAStqR4aqd/0QXaW2zVKN9oEpzsnd7g27RoABncF1IQADQzvROejoijdlBPh4hoJsTQLwp1DW6K0MQTMNq4UME7a9pcjjiLKkB8qqkhrjEu6moxEXYuY3VijRSRsQ3a+ybwZQeDGwYAO6CIdz3nYvsmy7o8Rt1xo7NvnaUcJ83Gu5CKBqiPdJNFx4yAMI+RJMof3eDOy3PQ1szDXwGuUIlq3Tf0oUn7cNXMvIW65Hs22ro6MWEuAhJmzzqP81eg+uJ7aDm3MUHPNz5x1wan80DDKSvbUNXThSKF4LIMtaxQ7ZSoULfI9E43WGWH3c0VCXRQ7S1OVlwMrsxdw7Nmm3THdmDzKx2RBmK2a7QyTNLcKIUcTpjP2qTjuOP4CR9Hntihos5IBYAi733Ldpn8gTdlggdYuaC6axlaDaUsmBox5SsokII9vta+mYs8k7pICVt92mdkMXWQ4eMowJYxuVxAzZapKFCO7tQuqFbjIUT25Ci0FDq/kIQ0iAlNqhsdakyNyIA3ke2GbegyUG2yvRxAgcSP7+Do369LdzY5faIYlnLyAKVc4VC51vVRaGHB8VaedSrnK87/b83TPSrP3S/IST0o1wnbZfph/TO3vuAfvBe3PKIf1Ewu16LHRkoxrogEm+2L3+7LbZ+FvYN5UjsfPzbHhYhJlJPziOXDEXs9B0Ltr5q5zudZ4dqK/vUvB3leqg0IAmL85Ixy8HjhRm7i3PEVm8J9+v/UnAlCsr2P61efv6RA97g3y+h3wpzcQZ0NmT1xB/exl4FvfS9j4xU8E+Bdef9BTfKTAGRtf5Rzf5gJjpakWyk9pIgb17xRDnV/4lCte1PA9ZU4M61+dI1JZEOzSqU5x3joDWApruS6Ge0/ePqK+UO3sYvjtH2P0F2Pw0sjkM0Y4fH4D+08dPQXn4J9ccPZPaiqEeQSzfLZBqEcwLrqSk4fJMZuoYcsDEqncbvtYa8kOIzN5HGuZ5M3B2KdSD20irzPVO9aRsC05RQ2Mb4T95gcay+8Z1Wz/uWXUQ0I2Y6x85yMzvbIC6ph9huDKmnhq1FRVztOzqdt3IXb3oOeuo0b+r36MjcERqVeCQNbXrJ66hFs/bcStKzOjGlj+NMypHgoMLIs5aU7e7JPLITE/Dm61aXtqwJheDiI825UY3bKumsPQErOrJ7HO01zV5B67v0VqXejY3xvfu5q8bcyS25dAxEySTdI+y05rNcql+b6piVUrzuppsMdEwSOfsNzmF40172Pkd7GTulS63Ef1CKYBlx1jNk6PXY+DBpofROMpCMW4SVVT0CV5y5EWLWaAtM/P8I436ebcC65MMQ5KGSvQJtYrPtZtcX8JIbQypX77BxDDAajIQVHTKDlr4cN3aJysv6A6mLcxSAOwvrY4apyYF5Gz3tX/Jod0D2qH498QT8y5AdFVheGZbmLfVwtcUnRMuw8Yv6y8a4TiSqXAUoIqBXX7jtlfVQP65BnUXJXgqmz5gaH39oC9+Z8SCCO1ZK1wobjmx04vD3B4QaIaC1P3rRkZA/nAPajN48VuEbvr2vp9Mp7ftAgXmbPwlkl8h9GLbNEAk39nasMWs0iwcBEEH3cqdJKosvvb+sDdGPeyEI2HrRFDC1PijvNtnkOLABeq4/ltczdE83Uve2qsEf93sz1uXEHF89s3592llXblKiaKR/xoiRDJdvf4KDwYlhytoA8PQWoAkRegFVOv5fxfDiYFIDhg/fCM0iz2hk9n/nhIusp5Jzlx6sNpCrZovN8/GlqFP278JgrzaPqu4rei208zGduxqpiWpOGHbKIAy77Nb74Lns0eVt5sCiuI1a1boFu3/NdLr72MerAOFgR5WIPY8XR0OPrcyyBabI7TUFk/NWdBw6Np2I+oKF2g7nao6NkR3T5GhzgwYEzEiLpfU7u00dEz0YwR+ZdusCpcZVN8THf+8bi5qLzdf1IlhSiA01GZ0hzf9bnJ/NOc17xF1iKRnV82+pwEkzoUgtPk/B5LJ+fmc494oD1aeDaD3t3FwV963l/I4XZ4Wg4vCs+0Mdto34dolJfJqf0cXXTXN9bBkJKaqxUz8iT3iQAAIABJREFU5cQCS3QQg8a1smoQFlmcM0g1kFk/UVs+IGDMGKfar7yvMbqj5sxaOdPIv/Nm+EIp1PfYrvFBQn//R1iJXMxiPEb29FVMLl0EYN9njfvUWc5ov59uanDGkAcCaz9sl3CGkmz++3pEmK2bv5vPiIOJlocfdMZwZMH+/12WAOazBVyjqfwAGGyxnV+bgDEv+7iWV2c0Z/5r2SjLi01sToWOt6ail0y+n16bpKmZNcvrMUFO2c7T9HDuQvMlQwxDv+bq5mfcWjdPAMi5ShoMRqTYC9euslen8ZpSv/b5dWqd0XVqdb018MAbV3FZYvmffhfTX3wN9dJnkwln7xmB2ZrA+tupCUvqZBRH5x16MgG9/R7W3/8ofPny89h6dbV7UAfUWGPnJcbqj2X3w38EqCZARlZDjx4dePDd/Jihp1OMv38d1XOXMblyr+Thjx4SIlUAo3fugiYzoK5Rn5IY81yCGVzX4CgYJN//BJsHRvv99N+4EjgSj0OUFvPAQS0m5gnAEoCmTg3nfkINCaJs4ZI852jj6nxQeGgtTuuPryMvcrDYBFuVuRoVXkXO900Ua868OuK58qaH8zu6lCfBnRfX7V+0xB2a6Or2Jmok/UAME3IjUNBgpxnsaAzuGOHA129AHRzgswC1tQVsbQEAVl+8EMrTKJiJqgh9g6sVEfo5s83j9NfYfm0FlkMc2Yyd8prmF1lc+unm0VVNlWiozs/ZsQ2p+YCAZ7V2z+UJsnr8s90QzG37iPNHVWH8m9o6zb1PvRE1Zhl8lToL/tp4uy6KsSjQjmbFUDOZ2n/Xto45XTdMIZYgKvbBnWYgtCvXs81Ubq7DNjzUvs/1u+9DfvgxxPoaQALLeBqTi8YxMroD7F+Tc8nMOuIDjMECqMZRCL8O/hMd93/uuCBcNnyKLTdNztq/F4qRR9U1csYodtIVQcyB7ZgZ2dYh1A9/3HWozwQGv/ed0GSICHJlxaT8rKxAXTSZCfVoLUkkr1bMQpDT0LyJszSeKEr2ydLNBHrY5ykRCHEgg4PPupmLGNdeOzO8mcriBKEoU3bsekChtnwBHsym4Ktt0oZpptY+Jo68xuenCoDafHXRMeJrrIbt10dWISjYJZyZUs7U1J8X/k205ujPLPEeRWuqiljtG0LRXZs5Lb5lYenMCEWhulfdQxWKAMBKQd25C3lh82FP5YEhf+dT1DduPuxpnC8wQ+0ZKSfzRbqC9ehxOgzvVMj/4CxIZu8XXPLq9g6K67uQByP/k1BjqNy8Yfev2QTghurNWTAt5jp9WZCCL8MzO4avBXVv3WZOlYvExTXSTbU732efUhL3tjDmi5nUYKsCRRQ+2Y8+gNrdn4s890DyLJANOD11ewPb37yG7S9IEAMbPzLsJyzTa16uESrLzJ0w7USXWQ0ZtWXISUlTGVizoVgmf2uKj4ok9SrePNYi4xI/l7jMa/CNxwBTqiZnZtuYPcrwZVqtk9kkhgNp6gyAwY790CQNblEA1aBRwheZ0zELewydI+2/05JKE5OauFJW80NYP7pIK1dEhcgud18ajTJJaOcwPt6vL4rI0uOJmn22lF/3OtUWVUE+jcexeANAdiiRH5Hf+/CFIgAQGROaGWIa0vezQw0aEJRuf8iBhiDsSO9IknsBnwBrkrGd3t8Yc0QuWryNd2B3PDy+KF1pZDd3UW/tnCrh+rOEOLlcHxxgdW0Z+b7tceB8ZQPRuN8hncXfykbqh6EPa3kZEZAVtvVuzFTd5XtqPiuALyjwL9AsKTW2Nfd2YJSk3czzC7W7TaETzPXjfIpza8QKRV8b3Po+7vLLNTb3/sX0eC6o3ywFbEs2b37XJKpoO4855u84bhC5DebGNFwJSzcUxh/s4qgEhvMhFAFgYw3Iu6dzauZp2Ld6cuG55U41B0U+4qZwjB4A//LrkHNUa1ClIGY16nfeO8Xse+jv/wiD7wMQEvrnv2TILDTAItXEXCQ7ptePLYC6s+MhQ7dwbZl2GU6LA8hZG41nh8V8uwsWlAQcdFS+2DyU02I885DDIkI5FgrOZ9fMA+yKmlND+HbtHx2fIwHt999So8ztl80fm8Ddx4zOrav8sKtksJn4Xuwzlt66C/XmT3AUzodQZIb68TvInnsGvDpPE006qrVs/hbRj3VFmOth2jJ1eml+26ZZ7pJqm9GuOHJWWlYeUQOD7fb55bf2QQcT8AI0bD2OgVYQ/+L/AwBkgwFGUT/s1ScuobxkPpfrWeti3/68RGWTuZsao9q1N1wyKDc3XD/h6M4BMDB4Z2hN97RHjKnXTu1N1VihnBG0FdpxoISlIQcGgGJboNhFK1yxQFPQx1UwnkVoxpBlpLXK6PlvPKYxS417zt1YH8V2wjzWcAHk0/mgT1YDECH44cbF+/fTcGuwUZDhGXg4HC8r22uWY+Yh17DOQQ2imngBXPnf/sKUHR+D8yEULeoPPobcWANfu3yq8aS6BeNx0LkVsKewbFkC003CYKu9soL3940fsceZgcsSassWEa62d0Ts8dmCnBnB6SyGq//0Ovh2oLJ3gbzjcK6EIrQyDawfBo7JXToK/o3a8Gl4aO79iGcNZoDNNdWTKcSntzDY3gOIUH712vH3MypNOylImyDBaWm47oUKq0c3lj+YILt7AGRGM9Kf3jxVhdj5EooAuKoh9o2tkO8NIafCkthmhvzSJmuqiDUnqe3MMe98bnz2zbM0Uh9ObCo3/DRH7S+ZPwFo9LfucX/BsxnUzIZViTB89tJcQq8uBORMmnI/AASCHmgfIRATs5BIIYki6KE2yeNxbp6CqVCxJnMaiOhwqCXbBJNSZ4AeG+FecqDmAoBih+aixUwAUYdFs8CLnQWlwZwkInzc4PQ4bi7zPtb2ObFo+DrjtdYYw2Tm6XND3bEstDSk1HE+cP7BLdQfXz/mJI7HuVu6+uAA+h1T3ZHdXQMym9pCAurzT0JnAmqcYXKxferlSjMqOQ8xs05wnr9JSZVEG6JoVvNtr6WN1snA9oNMJrxwPe4zmEF/9Gdz8qG4dhXji89gciVEqfUAho5MEYY3TZ7W8A5j6WaQOHtPZWhjuEsEU9zCoJEI3qUNupe3LoBLT22b3QgNGQnV2996AuNGvxQX3CtsYrjOqTWAY76YPy5n8IQXQEh5UcM0lSZu29EMciaN46xQ7GqjEa8XFpbz1L5cXEqOloTWRszRNoAljLWSURXA6nvTpKn9PXQ/TXAPbZLuP9TOLtSdu9DbOwBr0J/+APmdR6sc7vYbm1AvPvOwp/GZR339E6z8znfwhf/lk4c9lR5ngCv/17ugP/7efdn3udMUEzg1XynonT2wUuAPrmM0q6CzSwCAckW2BldYorUHBQDv+yMVtZgEkrC/75vihnT5f6JtqtV2jVCN8y5GwR4PCtYHqa9/ii/84xx6WEAtF9CFAJhR3DH12HQwBe0fAiMTPs33LmK6mQFkewDNZ+6gXKOkTK5eZkNBxoF2TpRppFZasmKhgFs3gioqhzWevrRl96MxWzdN0LqyL6olau3rTdoyX7t5dqSz+KRuW6zgsi6S1gHxOtBAZuMV+QEHy4qA6QU6PtDZoj3LWUrCmx+yZ2mfI6rVGit/+hHU7bv3zU9/voWiA3OSzEsHS76OOJsS1EC0thY49gZZ305bf95mK8u2R7LJnNJF/d7W2KvHw4GeToEf/QRiMEA+HIQWGbZKhCcTqLKCGJo36hBAvrOC6aUR6kH7cplrbZFwBVofZsP37UiNNQGYBYNNkYSwG5qa/aNzdDmbrwJxfs+TEE6QhuFFTL5sO2BYL6JqEp+0ZGrbMcd9FwvAbKZb67vlVGFw8wD19U9wPyvCHg2h2IRSkLZ0Tm5rlCs5ZuuNMsC26F4z+ZrMm7FNKM5l8jd+a9tf8ncS/BGQq4ZDUB8egtU8wWyPBwhLXwdH4EsEuRZxPFqmeADQ774PuX8J2crTyCfmGTMvzMC2Iqfpi69eBlilBCO+yqmRjGyCD2EsK8JhZdS0lPggbEPEUQ5iw4/phGEzuHjSxy32nTfHHteu4Zj9NvfPudmn9IQbBMj5CWcTBbz9IcR4DD2Z3jdNkfiIxfkr4rfP58oVEqII+r3+8ou4/fpSsgmLtN7RBD/adyen0Y23/6oBkhvuNIG4XroJn91fp60s49+v/O67UHe3wLOOItQe5x5iPAatLIMKq6LlGTgLZsnNX7yM6aZJHK6Xw3PAEqjH9mU+FZ0RZDdCzsgXJ2QdrvTpJU6aqOW7BKHMuGLb7lIhqZdm0a7RsTRaL2Ba02ppTNi4HW2MYidl6a6Wydcix1RnbTA13+GzqEMNeDYJ803adij4rnxL//InUHdCDuJp8Pv6d1pP7NHUFBcAaeOr0MXx/GkPGmI09D4rdj1Y6roXlI8I9GQCTGcgQZBXTldocFLUY+ufPIWaYnpik6+fPtFYAtSIOwXjsTgqtW2R4zfSeB4EHk2hyNqzOVN2RL30Pei599TnVpisejnrek1GOxXnOgGgRxts0Ia1ZfTJM3NPBQEXOpoL3cvhrJm6UOOmLpxFccL5tBvPHI+oUORAcU8CYlKh2G2/Y7N1449hRkg6bUSWE8Q5iNSyHXeTP6SkEy0/E8DrK6DZ0J8HdveMk181q2V7PArQMWM6EbLxGKPbGtACugDyg/AAqQGOfcsyAXrg/DBNLYm8zzzpBR3XQktAE4OI5vIOZez2afrF3XcRzVfS+jvKV/QkvCfxizcTvJEGQjXgF5uuOPGzyio4+DsbW50hHk2hGIGrEuKDT7G5Z3IfkkoGImy9cdmwoOShc1q51uFTaX6nAWEfhLiRt2zxFwJt9PPz2+y8thk1M2esfBdGOO4R8Bg1rfpMghn1hx9h/OFHWH3iCtSTFyE/veOtAX1hFbe/ZjTJg2uU+AIddM6QV8yzrJQAR8LBd7yoBPKbQeLJWSR4hwwIgBSDtIi2CSzkxBwCN9EUSAGZjT3pAtBRcEfObARdtfvL569F9HesXERrTMVJ71FVC0tKBL3cckneUWdDcf+S3B55oQgAansb2DZe5ezZpxOndxuKXUY9ou48xiOgc0OwWXSw4hyH2bpAvs9J0/sejx/qGzeBm7dRs0Z25XJI/elx7vFYCMU4vUXfvA2xsQ4eDwEhTN+WphnMtj9t6XLIgrkSa5qkQ1Jps5ftcd3RWACzTTOm2OGEWkzYHsRMBH3zts3DPKsipR7nAhFhhdrahtxYB0vptazsgJJyu3JDex92tWPe1jRUIBnsZ2fOat2kLmOwNbkdhRlVlGRJdKX3AEC9hOBailxMyelEaThxojqQZm744ocmCa1dL6pAoi12uZniI5QrlPwGAHSM4nMveDyEYgR9eAgqcpBSQJaFYEmjhpMUIBo+kSZfnDMXAECeInKnfJMk8nmVDnLKGN2YmHy4PmfxsQbPZuDDCeT2Plbey3Dw1DDtAAn77DmBZl/WTAJcACJ3zjwO/0b9qzljcJ4+X5ybdKBsP/ghu9BVdADGPFEDgGZ5FkdC0U1vjsavpYpm7m83H7tu3PVxPAJJ/uV9DFA+dkIRANT2DoAdUF6A6RnDuOFKCCLoOAkV9g0asyWDQPZBbPoLPY7w+3rHdEPoiZoxuDMDf+f+1G72OH9Qu7vA7i7o/Y+QXfgqRMmQUcJ3W7EAzQSYCVREVDEWiYYlEJKdHcs8MarNGtlBjjnu/QViFaSwGHNO237ZrBclTxcxr8dARvPkLIlQbGMMPyM8lkIxRj029ZiiSlNkqmUKiaqjljIUpCk5az9uz5cylQrtN2hgk2dd/avDyndvoH7vg5OeSo/HAVph+HvfwdKLn4deCfTU7/3GijFjG1ADjeHIZDkf7g7BigDBEFemfptMagwHJhy99/FqaJtghZNrT+CqbnSRClXHdkM6LUyISZc7BVtkgdVL7UI06dki0d4XumWMC27ONswEkn0f0brkXvFYJsnJ9TVkTz4B+cTle8rPAnBvyY4dqJ5cR/bMU2e+3x6PCJih3/sQ8pNTVmRogpqeXiiIqrsqaxH8/+2dbW8c13XH/+fe2SfuUlqKlClLsmzHjpsaCdomaNogbwIUBfKmeVEkH6BfIJ+gH6Lv2qIFCvRNUbRA27SB06YFiqaNkjh2Gxu2YzuOFFuSJVLi03KfZube0xd3Hu7szpLicpaUyPMDBtzlzs7OkrNnz7nnnP+Zq3b3KeJseopaOx1GbzGWtWv7mzfrO1oj19Y0qyD7AEwdCNsK9b77SuWaAi/wm0548uHxGHZ7B9q6a4LsBRypOvo439XHee4xi7izpognOBl/Nj+ZUQxEUSGBwcotPqdZ5GzgT1lTu1fY6r4VGaM1Bhk1pejsFsjz+yrCVE+rrRNY53VjzXSKWaMBDkNJtJxT7GCQCU+07r8IPXRqT36/tB1pDAcu88ATM6jT+xYKUewuQlZcEDU2jTxhOOXhHcUGKxQ+F5NaAUDe8HAQmWDFpFHkiaDMa7YgA9emmPy+sQ0gXNwguDNpFLNF7Vod4OcLj6XrFLburSVOVu6ng70Dhm3mC4nDdRSGoANANu0tobmhMh274usS9p9zt9ufEshY6CvPIP74zhzvUDhrXP6zm9AXLoBvXMX9r13K1s9sjWAetAAAgxsx4GWZ7TiZRQIgHiYf5YDBOv9WHj1b3jgc7Go0tieM7KSx8tYLy8ZrkGe4AEAPy1ebrC7Km5UmlSa1Tb3XrO3nx1Uh8Myf/hjxAmcenfHVgcdEhggJTwCm1wN+cRtX/+XOXFMlAbhSHTXnxUwl3uQRmCxpO9JzPYWeWXTuGKz/5RuYFn6sljPpKaawMbj+2iZG1y7ANDU4cDM3AKC2lxTQJkTLrsUK5MmEWUCNJq6SkgvOvxCCoaeSTMV9UvknYsB0OyBm6KWXwbc+cfp+wvmGGTaMgPsbePbfa7DtJobX2tj5rLsg6480rNcZY1rlxs9ljdPYM5XgokK/tIryWdBTM9BLbI4eT3iBXumkb8BNM6/PzUQs7HRNpg3SUjfK9+X8szelE8nJHOcTUJI600YR1sC89yFa+9fBzTp4qYHeVdd7qk3RhzdNSnTmGJz+U7nYgwnFh34Tqshr4Uv2rfcMgoHBYD2PIbih3cs3A6haLRc8Fc431sCODPDBR1DtNlrBZ7D74jIAoNZzUyKzbpEZnhmZvIMk1U4kA6iw2OWS9yNPBbOlxywzlsReR1jyetlgsMDtoEIqTJXK1vOnDoaCoU4NZ8pJiEEA5yR8jj+5A/PhL0G/uleeWAHyhd5jii9OtlCRYbQ+6aH+f7egYoaK2TXre5sglGH7faj+GHrM0GNGY5tR67t1NRXCKdmUbSXHcuEp59e/OjwLTFzcZsFE2VZ+oIkNM47JmP35PEHOtqdYQvZNNJFFVpH7dmUFxO0ZYUlM06MIJvGKTgHg0psPwZ9uwA6HuPjft91rj0aFXmc7FC9RKMe89yHW3vsQAED1OvSlFXDXeY53v365NAFiGokBnITyzLZpcDZvuv4wKERE2ayUERAMPC+wrDBbUzGJYlzCBQDscvIzcFsaQhO7McPEmOq2yca1ppUhCSok6PBk1GbPnVE8DajZBAUBzMNHAAC2DNIaVJ8xH0EQUvyysjCE2XwI1R8A19ZnJwcfJ/iYwxsjnjOQKnniAnoiKuNchM+nDWkFaOVGDsSxG7iTZNA4jBaeTRPOCIm4sh0MgK3dyiom4iWeOb/oMMjybF2AxzoATj1cnuT8eIpKA550E+BcdNMoyhK5GbmP0zE/cT85rA2A2DsmAtddQwAoCLJJfmwZZAw4LhaZC8JhcBzDbGyiuf1SrsSkgPEKZeuFxSd4t9NL0yKTLrNNCzXWTu36gPVDqz1Nr4nr35cWy16KAU5+MVWYzcX9svXE1D9Qp/exODdGUTUboFYLl97J1a2jCzVsv5J0CwTJCMqJC6ogu3TQt1ry+9FldhdnQveXHdRqGhRbKGaYzUcA3JBdOx6LQRTmgxndv74JajRAQQBaWsJH33556vqczBina5AqIqgoz7LUepSpbuc7F8VOTAsFI1yGMnlfNcUTp5MWYMflY4X9We3WwknleO8jHS276M+MhM8JN77zENf+a3j4jsdEr16CXluD7nahWi0sUgJJOPtwGLpZ4rNKus7Qd27vhsL9b39loaMIgHPkKXIYgvd6ANZQu/0AHBvUmg00HnXdDvceoN6/gPXXr8DWyNVeMRC1FXY/4/0TPBs27jI4qaXKs9ruf6aSuRmj1RripnYZt/VO9txgECG4uwV75+4i37Zw1km8Jh4O8eJ39mGWAoy7NYTLub+z96LC+FKqyTjrQFTaRePGo7rbNvA8xInW2KxFzzu+ilwxN+tifS8Ni3WLlHaUeWITOpEtS0eGpNnouA2Mv/5FLN38Bcz29qw3cyzOj1GMY9jhCMHOAObhFjgKAaWhttwf1gxHUFGMpbeTK6MWALGB7S6jf+VS6THDbvI/9NZxWLnhfOk1Ey35IhJ+uKKgt+YYEpOiNEgR2LJL3AjnGo5j4PW3ESwvo3bjKobXl7PHejfq4FrS2RIfEJmUGMxCaYx/nU+sHZYZVIqd5q31is0BgCebUjjf/LNTnBtFf6TI3o0Azc3r0LcDmM3N2e9nTs6NUQQAjkKYpOYLgOse8EZU2n4/ux9cvwbe60ExQ0XJLN9ZajplJCvL7P0zVZw/we8CODJEUPWak2Q3BjwWoyg4bK+HYDiGivOohAxAUYkxpInbM+wlzzCEpXWLB60GlRVrH8KUGk/yc+NLHVxqP4fg5l7lrX/EByxa/r761hlakTgi/lpfMjFIr14CNfJK1Vt/9DzCi7awQDxJ61MFHQK1HmP9+54ijlJgrWA+un20hWMiqEbuYTLzifSDCk8R/mjS5WXYl55D3G3A1hTufbWef2GrvJhbj8h1yaCoaMPIe6xr+wQ9mlbWIZury5tGsXnBH1EwOSOptp+c4ygv65n1OXKhu8uOK68LrL7HuPA3PzrwzzGL79u/KzXhkmiZBXO+WeO8yu1tty6ZPfb4h4vahI3fu+7EZS1XlkEjIlCjIQkbIce7ds1+HxQZd63OE51MiJo89nOOUH/4WIXcXhWI1ZSdS7REGP3Bl6Gah0jsHIFzFT4fl3RdUikCtUsGahyEAsKLBOoPwaOxEwKtyJAR0VlKMgpVYg3Uw23UR2OgXgNx47jt/U8UrIHRikbrC5+FvnUv6xo7DmIUjwhHIcyegW403FpNunBtkX3lkSHoJKKt9ZMRBtY9bHf3MrXluc+BGRTIv054POL7DwAAqtlEfWcNccvJhjk1mySURnHtMK3PJRQ9uYKcl0lVcvJEi4rTekJv/6MY4SQLPWW4Jz1PT5aMCdh6tYO1vRVAjOIpYQ3Mgw20P30JwSDXg4tbruK/9YBx+ccuq03jENjagXnkhhQdu6EvWUPUa6v5DBrLxza0wtnHjka48ic/RPj138a4qxG1CFtJDtE2uXBtBn3KRgfo1BqpooZjfcetQ5IFGtvFTrG45Z4Td2aods/4IJB1BeKp5NnMNcZkFrRTBkpeO6imflHWFOdBaQTPXnEdMIfA9x7AbO8u/pwE4TFp/ufbuPjzvdM+jScW8RTngGoBxp+7imDEmZgngMSfB+p9htp1qTUTRgupI7Q7YmiF+bCjEfQn97EaKPSvXijdJ26zy0JTMWRWxlOs59meXOq9BQMqhMLpjOmDynPIAsSu4Dv1CCeVuP0ebrLpPtUslopRnAMiwvByHToCdJTXI8YtgImgxwxOw9kFKeD49ZWCcFTMoy3oKMbKi7+OwbqeinriNrKC78L6nslLdwAUp/wl+AKyFHJhTdIwzeybzp6ffmS8bpp0aubkWiMpvzi8msD3fITPRPlW1SENg2y+qWS8AaWlNlIiIzzhmL09dP7+J9BDLi+LmVCzwfTdHK8MJx1gdWiWu+T4s/ZR0QwRiQVwLjxF3e06VZr+0LX3HRM7HqP9Dz+F7rQBb5AQfe0V2ACo9Q1ouYP49sfHfi1BWCjMWP2rn2D4jS9h+7O5OWjsOAtnA2DwfG6NWGtgcjSqBvav+c0OeVjd2AKC0bR6N1lXtO0fw3+++2Vx4BVCV6wNAOMulSZwquBse4pE0CsrgFe+QkFwfC8uKeg2+33YXg92v5+Fyek3LmuF4NpVUCDq2sITjjXo/M8tPPvDwZGKrn2ytfU5nz8vTF5/dEWcbaMIOIPoz2OhCt+yNU5N2xhwGOWhcwI361AXlyuttheERWA2NxH84h5W34mO1KmVcYrdA0euhTyEs28U2br2Jq1BzQaoWfHXCuBaAIdD6KHNF4nTNcyVi6DOEbtfBOEUMA820Py3nyHou/U7SuS7KJyYpUozNqB8HZLyjQ5aRyzzMn0FHc/pIOu803SDRWWts2d7TZEZ5uEjF0KvdsErTjmE3vqgehEFZtT/9aeoffU3EXUCJz2WohcriikIVcFxhKuv3cXeb11B2HE+U/tThYdfZNiGa8uKEhEJFVHBwBUSIWUjEODmoqfGcSoLXWIQC+NDPOmyxva09gCFxxkW451jJUd5SqDIAG994G43GqBa/ZBnzEfU0ei/1JUMtPBUYj65CxVW43VFHSDqzPk5SLQYT7pX+2x7igl2MIBiC9qtw47HSbJFLaSGMNjsoR25VWdXTEpQYhyFp4VkYmDnnQdQr1zG3gsuURjsE3iURDzJ5WxaXHQIs/IZQt3rLVCx5xVOFGlnL6tKPMd0P+Md3+ux9jVJu+/0gI3j9z0D58Qo8ngM44XLbL2/btXs9hCEEUAEe2EJNAydKrIgPEXEt36FVrOO0aVVDNcU9CgxWgowdWeMrAZY83TYq1Ciu5j0KoPLDSMBVs1yHoprie4n52MMAND7t2Aq6v8/V+FzRqKPuHAZf2bwnU8rkTMShJPGvPchVr73fp5wSRMaCa6gmsoTLsrbJh9LCrxt7fFD48mdTtu7AAAGRklEQVT9bEDFkasVci48xZPEbHgzIxYUogvCSWF2drD+Fz+Ffu4qONCInlnG/a8sZY+PVxlYc1GY3a+5sah1YPdzubWikHI1KR8Gln+FPLts07bCorFLZ7OT5UIyRwGwC7CKYhSrxi8LYJmdIjzlMIOjEPbefajuRdBqZzrrW2bvlBfy0jE9Oiq/zQTURhbdm3cQj6qrJhGjKAjCodjRCOjXoPtjBIO87jYKgWxkSt2W1iBaADZ0SZraPhVCcNZ8aPF1YcibbxQ1ACLEFY8JFqMoCMJjYXs9BBvbaG9cRJyEtOFFhUQoCrVWuWJDpALY0KUvgo2iyo6pJ6ExO5EVd5sLIfRkltq/HTerD5/PZ6JFEIS5iO8/QOcf35ipnH0WEKMoCMKJMXjWIizXtX1ikPBZEIQjwcZg5a1t2GYAsssIu07wJLpoUCbMSKEq1C1yDYiWAbAb7JZlnwsq9nn9Y6q+nRIn+iqduxbdd3aOP/doAjGKgiAcDWaYd96HWlrCcvMV7F9zJTpDpcHBtFFUIUGNc8NmNcMmVT01b7SBbxT93miTjEVwDwCm5W42dg3sWz+v8I05xCgKgjAXdjCAGsdufTEZNwp7tF7lTDkHOFEdxoMQoygIwtzwm+/h2rsN0NV1gAi9L1zG3g1XfjNeQeLyFa2diijzCm0DWRlP3M73C4ZAMHCKOnF7oi96wdqNkmgRBGF+Ei1RvvcANBwns4uQ6B+i1G1MB1sVPMSyVkF4NrXksUUhnqIgCMeDGXYwADUa0GMGxc52seLSUJp1Pvb0wFECNq9h9LtlM2O6II9RjKIgCJVgtrdR3xmjsadh6jQ9qzndT+fTA6OLttT7s3UFVmnP88QuqTKOXYxVlPBZEITq+PHbWP2P26d9FsdCjKIgCNXBDLP5EJe/+1Gx7rBinnttC80fvr+QY0v4LAhCpXAcwz7agopeBnvF3Dad9usnUibmvGT9zmZiVtaEMK3a3kfc61V+7oAYRUEQFgBbRmuDMbpEzhgqwDa8IVTJTxU51ZxsGGASu5b2VrP3WEWT+8qQ8FkQhOqxBmt/fhPte3zwWNMnEPEUBUFYGKt/+7+4vNJF9MI6fvnNVmmJzuSoVACgmKA93Vgyufd4YBlPBYhRFARhYdjRCPxwCzWtwfTcYz/PNBkgQn3P3U+LvU9i3KmEz4IgLBSOQnB/9qQ94nwwFtnEI1SArXEi2418PTH5Gb5wGcGV9YWcrxhFQRAWD1voEZUpi4EiQI2dkg5FyDYVElSczHj2s88M3P/dJQw/f30hpypGURCEhWN29/DiH/8E9e3jmxw9npGdrggxioIgLB5mN2e9wiz09q81sP+t36nugAmSaBEE4cRYfyNC1FEIOwpbn0/mPAeATeNjP5Hiu2wTnqEOXU1jtFS9XydGURCEE6P+vdfRCAKozzyP7VefAeBGlbKTYCxO7jOM1EqS5eK6YjI4MBhXXwAp4bMgCE8MZao6h0LV1umIpygIwonCxoCGY9S3y42ZaXFmHON2+tvivs1Nhg7dfv0//DKWv/sz2NGokvMToygIwsnC6dD7w/ajmcXavnK3qROgqgt6xSgKgnDyRBEaW86qRR2CrecPUUwghankCpAbQqYk1OZJH/L4iFEUBOHEsb19XH7D9fA9+o0LGK15Q6u8KHhSPozi5PcKsNpT5g4CQGlX9nNMJNEiCMKJYwcD8Jvvgt98F7X+MTPIBGx941Xol1+o5NzEUxQE4eTx9BAvfNADsIze8/P7aKs/uAu7+aiCExOjKAjCKaM3d9BcbaL3/LQm2NRIg2wKIKG5a7B018Xa5t4DcBRWcj5iFAVBOFXs7h6CwRqACaPIgDLIWwMJsGmRNzNa98egmz9Ld60MMYqCIDyZkJvroiJMWb1n//ljxHfuLuRlxSgKgnCq2P196P0xVOgqtaN23vYHAJQ4kJ2PGWv/9C4AwOz3F3Y+YhQFQThdmAtCsiB4k6yAqz8YQYUGwfYAZmd34acjRlEQhFOHjIEe58XctR5Q33X3az96F3Y0wgLHSBcQoygIwqlDwzGWNl0LS9jVWH03Qv17rwMobWxZ7LnwAuenCoIgPG1IR4sgCIKHGEVBEAQPMYqCIAgeYhQFQRA8xCgKgiB4iFEUBEHw+H9MVH9DgVC2lAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "diourbel\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "fatick\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "kaffrine\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "kaolack\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5ZBpFTN9TiV9K2HL6LytHaqPZGq7wYlE/2oTksSB1NeBXbbON/mou/a0KOYqLtP/yT39fFf7KFYFQK/OVO5RQ0clrpZcRZ6phWvR2PqiLY1xIeaPPjk7ayd/LWzIt6gAAkgBTUj5ncb2NLqZi4i4wTXRht//w1jvdT5+//Lxjv9911CaaKemhE/LTgub+MPzuBVzavB/fTR1Qi0oQ05tgLqjFVCzxl1PDqS8Nwh0tU+YLYXr6J6yJzaKpqYzZq0YSur2YkI8K0DplUtu3BUKpQFxKLR+WdWTriBks7JuBKOisKs8i2VBFmSGEYFFij9fNe1U9eTpmF6qucWPwCZ4+OIz0dd+QYmxH/ggHu8fMxCaakTnBmx9fSexmH+6XtpAgObAavIhAW9MPd/CIEj3sKk5gWOTZM7hWOWUUIkmT/StxjebioNeIWTAgCxpu3cv6unZktMpDRqWjSWW/PYdQyR/ymmEswaNrjcJfHwg/fjreXUbVNWIkE7t0kausVRiwXrC63tpo5vm4HRf0Gwa4eH6XKroYFISU7lf7dMVL5PzdVFzfHmeKHf1UIdq+Q9T9JZFebQ6RZKlifEgpb5b04uMFvfjXW6OwDC/h4INR6O2aI7p8iD6dZvMctA/N419JS4iUgpgYWsC1wTk8m7yY18p7M9yWg1UwIqFzR/gGAFa6rJz0+Zg95E2UlfHUT64mWJTo8c0tqLrGvTuuI2V5PQV9DMzIG8A2dxKPJizHLpq5p6BLQ0RajeZC0dWGrQDA400+4aQvBF2HfG9Eo++v6hoOzU2o5GSw1c0Chx1V15hW0oub591DvS7T1CCR5wtH0SU+yviYJEMNL1a1QNElqtUg3quLwCoqiGe5RUpUDwscdpotnUjLd+9lyqbr2OkRkQSRGVXpZ4wP8Nvxu1zB9RZNEMtryftLd5q+m8eBR+KQqyGoGLT6egDkomoOvZLNm0/OZr/XQ8nDTUlc/zUFj3SnKCeKJhnFFPVMIHFZCdEPlrDzRBJ5865g84CmLMtYAUD3LbcR/y8Z6YkyiIWHiruw9GArrsneydMxuxhsdePRZYLECpZnLuKt2hTyfVBfb+aOvN5Y1gUTNeMA90dvoq/FiSxIHPRqvFKdyrjIDTyVN4jD4Tl8Wd6c4+URdEk82WBYW1Hbhrd2dsN40sRHQW15INzvOipV63m8uC87yhJZ3+YDAPa7Evm8qiX/TlxHq1H5ZMlurKKV/pZK0uX1WEULmUYjmeE5lKr1lKkidlE9pxU+2WAjIaiKZ7ZJxCzPpfKNIJrLHsDKQ+E5P9vvmKs4SDRYkIVAcMvF8rsTcMFg4ORgO+0GFLI1ZQbtsifyZY8ZJBosvD48mWcHDCW2RSlFOVG0b32U+wq7sXlOe6IrK6kb2QWfVSfhCzhhjWTePbO4qeMEDqV+yKEkD9OaDOWD1FWAiKpruE8Gk9dfYEP6AiKlIE7Vh6E5ZJ6M3sG3ytFxReG54oEMCt/DjL19iWjr4KaWW3goYhdP315FB2suj0+7hQN/XsV9Yceo1Mx8Xp7JMl8rtMejmH11GvbDAk0WHGbt081ZHfU1SYZaPjjann/3fJcufauwiSbALwQP5l9Fd3sOj8Z8gSz4BfTRyF187IhGFiRi5WpCTlvXu39zC9s7vQvAdo+X/zsxguXNl7PZbWWAtYaNbo0e5rMreZIgEj8ul8qaFKanv0GZphP2M8vhSV8IUZIzIOA/gd+dm6z+6i4snfmv80ZWvV0byfMvj8HRVCNtgYvKLCtZE/bzTUEym7q+yrPlnfngQAeO9pnLKqd81rJIWz0KdZqZe965k+tGruXG0K30WzYVghU+7f0SNZqJI94YXjvZi/xj0YQclgjNUci7zse41lsajFRHlHoKfcH0sWjMqYmnn/UIJaqFB/90N1XpEsYaiHt/P84eGZSMd/Nux9fpYDKS73NQp4lkGq1nzMuty/wt1+9q82sFTgrV4EallHIVB/efuJrF6Z81vDetLJtJ4VuJloJQdY1dXh9JBgW7aMQkyGx2q6gI9DCLeHSF3V5QdL/wyYLayBj2S5L68Z2kT9rywwP/IPxPu8mkZk0xpCQhdMhu2FefD0+ISJhkZXZ1UoM756D3u0iurR6FZw4MIHbYKcwlIp5wE7c9sIQNW7N4tu1CKlWVzkE5tEosoMjn4LOaVrxXF8G60x6jlU4T8+vCOOqNpb2xjhdufJV21hPESUZmDXiLlimFKIhc/+ndTNswgrzCcMQwD8YBZVTd7sBo9rGtKqVhPhlyEH0s/nlKaLh1kYcevJvC3mAt0RE0nYMz0nlq1ivcnbWOBdWdSfvyFkJFA38rGMwer5tRx/rxdm0kpWo9N26+jTrNzLDYPQ0r325PAs+fGtDo/9RUtjUSboDOQTnMqergn4sgEi95ea2qPfu8Ok7NS7zB1bCiH/RqGPGv8OGim1jJ08hGcC5eqU5A0QM1234tLnkVveYlgWCjxrHtIZgq7bhjoglvVonN5I/+KtwaT9MndoCqoms6nH6W3WY/jktXGZczlNyqCHZ2mg9AO6NIfXEQeTvsvHL7v7lt/l3MnjscobWLVEMlyQYriYY6rkpbiSzY6BVyhL8dGsTk9LV0MxVx96e3YKwR2HLrDJyaxrtl3TCJKsOSNhIkePm42XIqNBXd5gOviGhWuTpzFx2CctnmSKVPyEEGW92NrM2KriIiMD6kkJWucNyhImnZ+VTvTKSqrcqbl73BzKJ++DSRHTvTGNhtNxbByOHKKIYfmEzQMZn3Bxh5csNogtpUMdDi5JDhEJ86wxhsdVOrWfhLyjKeLM9kSvheZlVlNwrQ+XYuMmqjyLI4g41HIw9ze97lrD7YgmGtdmMVvZxwRhBtrmtoiTQlZwx/bbqEYNmNlfNHut1iP4F8AUUpnq5IJ9JQxyjb8V8szv2PwCUv4NVfxWLY5yM8HKqb64zts5F5X/Zg0TXP8WZVZ+bGRtFzWw3lio0d5cmEG/Io8jm4YstdaIdsNHujkPbz8hvOt9Or8efLl6HoEt1MKkfGv8wuj4db9txMptFKqVqPSRCxixaqVCcjguDydm9hE0wsqg/HmlSHKVXBJpiow8mf41aywtESgHDJCRiJloJollxKuSMI1+4w+nfbS7pcw676lIbGe4MODePV9Pl86Uzlq+rmXBW+h3xvBHeEHmD+tGc5qkSw4b4MjtVHcd9LE4l9YQuFD3ThnvEruSP0AJJg5ou2c/mgLp1e/Y7xeX0mV4xbRLZsZL4jin7WU7SQncyvi2C07RjVmkaqqZRjPo3Lgg4BEkU+B1+6UvjritHsvmYm0ZKHxfURXGkpbxQuujGvKdYQNyccETzfZBFHgyNIMVTxbUnjzzKX4VcGzxREVddw6B7sooUazYVNMLHaJREl1TckywAU+RwEi4aG6x6qjyXSaCPM3jgk1aMrBB8J7MkvlEtXwEUJKTyUlIXFlPWMobyHQuyXBj4Qe5L0lY8+4feRkVzMsYFzvvO7nl5R1rpCaHpPCUoLA8dvTmBJ0seAyBGlng31rXgg/Dg5igPx9A3Z1mRqWOG7rJhCt+xjvN90DTMrO3FV8B5u3nYnTaMqOJwbh2xVeL/964CRL5ypjA8pJfO0Bfv7N+wnzRfh0BWeTLyMvhaVOTUZTIncBPiTK4bF7SZYECnzBXNV+B4eW3Q9Qmo9JRkhPB2zi3Cxir6WXdzi7EvsJgdSelOemvjG6QeEmWcr03h1WX+UCB9ftzzMn+NWstcbR7ZchVuTUXUdSRC5wppPmBREmARuvQCnbqC57OGIojNg1f30b7OPwT23YxGMtDWJ1Ou1Dar93NporrGd4i+tVvDUgQHEWGpJk22knbaYXwgu3csXzhiuttXylSuC7uYyFN2CpjfeNs6q6E7/kH0N2xWPamDR+i48OmpjoxW8RvMSv7Yq0CP8ArlkBVyyh1DXuxlBn+7Ccp3Ojqz36FwxFUEHBIhabaR6rIXPXZYziv63MTqoGJBG5LoCPBFxSILILo8HWRDpaPUL4wmfnUSDGwmRXMXBrUduYE32J7xw+XtcYanEo0uUeYO5ftndpGcX8FqzDwjNMLDbayTF4Bee8SGlZ8z7W6NcpeZlyskR7MlP4IGotcw+fBl3dC5sGDcpNA+w4lDNPPL1NQRVCkR2rKF38CFyFAfTCobg00X2lcQRZxCp6BnFPZ+Po8WgGaTJNu4NO8QXnTI5WRFGsqWKUdvuJOYNM8rMjxgfUogk2PjUaWbwadlQdY2TPn/V1ZZGB4+f6s/gtnt4Pn4DJkFGPW1OVXQDm9z+2+KG4CJkwcw1tmLGdH4HDQ1orF57dOW8deBsopmrbbUAp7Pagk7/Xo0DeZ6M2dPo9ZtNVqGkrMAmBtTzn8Ila2RTq6qQ3Bpq5yzycqK4au84Etf4sLSoRpMFxOtLKS21M2npLY1iowHCJCt/++tr3LpqLUuHzgTALipsdjWlo9FvCOprUdnpEdnsVmkq21iT/QngvwltohkRkb72A7wy6A0+y1xGosGGTTQTJbnQdP2MOO1vq39GS/6qKUGCyP0Jq1jW/d/0WXMvtaXf+ZQ9ukKffSOo0VxUeG1YQ9xY+pSxNPMDBlvdBIsCJ2rD2f1ZC7yHQmg/axfqsCpim1Sw3xsN+OPeJyStZ1HnOdwRvokPOr1Kp398wxhbKbOqUylV61lY3qnhmpIgMtDqYaDVH9c9M3kZ3UKOUad56XtgGFOLO7Pd46WlsY5TSjh9LBqyIPGp00ynbePY6JZpseKuRv9rh+Zm0MGrL8i49mMxCb9eRdjfM5esm8w9tDP51yoIJSaEODc+lwEEaHHfYbS6OqTMdGyvVjI9cSmpssyQQ6NYkPHBeQ0y5Wp9o8ypjW7/zdrDLFKq1nNUsXBCiWrIbnqyvDmvrevDTb02MD1qf8N5chUHeaqN3qfvP6fmpeXqiRy88j9nrGaKrrLHqxIsKg2NCpyal757x7Ky1bs4NZXPnKm0N59C0b/L+lrllImWHGx1N2VCSD5VmusHc6fL1Xrsopl5dTFnxJCfjSrVySf1TShR7EwK85dcMgkys6rSuS/sGJIgMuZ4X7KDi4gzVtPVcpwyNYh0uYYdnlhGBP36BR4D2WRncum6yQQBvVsb8v/cHUNKEgBSSAiFD3Yn5uEchBIT1rQa+qUfQi6TCdsqUzswCykjjRN/M7FtXxoPnxyFSZD5pPmiRsLd/ptr+Xt5i0aXi5SCGsVJ9zCLtDF6mV2dRLUG/zw1mA+LO+LRfXh0hUcjD3NXny9IM5U0Ok9T2YZbk9nl8W8NppV2IfOxUlp8dtcZ2oQsSHQwGRt1IbGKRja1WYRVMBJnsDE+pJTWRnOjlM4IqZ5Eg4877IVIgsg9p4ZSrtaf0RWkw/YxPFzSlv1eF/u8wYgI7HclUqO5fvDfX6drnPREYhIVf2y8IDG7Oq1BuAGeTvqEsaHb+KioHV84stjtSiHZYKNYsdNjzyj/mIpfLzy165rJCLkFv9r1/tf5bQRcEHCO7MLRWZ25ee4y9A61eJMjAaganMWmKTPYWxSPGqzySbtXmRi1lpgtGpIXbBMLcKaH0yflGIZqiVvj/XHfVtHIjMpUFF3l9rwehM8I4r3Dnc43C8C/R5wUmkeGHMSQ6D0UOkLosm08LZZOAmBjRTNamM7sSd3fqtDWZGKtS2TFgm5Ud0sk/TUFl37h6mqLNbex0mk6q184XPRi/l4EV7/wA3zkSGfA/tENnTvzfQ7cX0cSbqhH0UXmVXRho0fkw3VdqVTPPOfc2mjK1fqG18kGG9OiDjT0RDMJMtcG72NR/XcdUpy6xMe1bbk9cT1Dgvc2hMSOCj7Cx9nvAGfWM/8hchXHRbUvAggOcaHW1l7UZ/+I/CYCXn1jV2bNeJF7L/8Ms6Bg/iIYcb0/I6ouReTuvP6IoobokLh23y0ECz40A1Re4Ua838bJ4fDvhM18Ova5Ruedd6IjN5+4knWftyZ3uJE/t1pxwa11Ad451QX1k0hGpe7my6tmAODTRdy6zNSi9mfclPk+B1NemMitN64keGIeuSOsP6rxwI2ttlLss9Nn7+iGZJLrcq9gfl0YTWVboz3oKzm92eNIYnbGvIYY8TjJyuWjtvNFaQtylCDmd4IAACAASURBVCh2lycQIbpYN/I5mso2Jpzq2eh6qv7DP3ecwcYYW03D6zI1iBRjOcOCqhq0kINeJ2GimeiL7GLyVEk/TvrOfBCqusZ+7/k1D+uCQC74j+FXtaJLMdEcfi6B7ORcXi7rw/Pxa3irNh1HCtQ+15XURS6CCnQ2rc/m2ZHv8KB7NL1ic9AAZ5RE0A4LQlE+2Rk1zKmJ56nVQxnSdQcvn4rhs8xlzMqax//dchuhyVA1yMX7YwdQ+e5GOlmO82FVZ/ZXx5GTH8XRK19DQ0dEoFZzs9tro5fZx7CEvfwnO5op4dsIk2wousqyjBU4NS9vKkH8raw9f4/+rjxwqGig782buS/sGC3NeZQlhKCh8XpNAsNtOT+4Z54etR9FVzkYcxwNDatoZHzMRnqaawAz5Wo9954awsspy7mh6Va+qWmCLGgouoosSHh0H2MitjC9ZhhXWIoxZyxDRcCjw4zKVOp8JlK/uBXdI7H/qtlMsBeT79N5uiKdhyOOsqTeymCr47zpnb3MPqACSZBQdQ0fKkvq2pDnDueF+E0/qpJLqVpPt4VTid4GN9MGgLLBHlok+H3dmi5wrCSSjNiyMz47IOoA4+yHkOsDDrIfw69mZBNkI+U3dyCoRKXoBjeKS6ZH8xy2rclESfBCjUzTTxSq76/j7mbraGIsY52jBVbRy8iQXSyo6cDcVX0IKhBpf+1eNuamkjxHovbBOuJttbyb9gl5Po2jSiROzcSL066lqLfGVZ32EGpwcl3YVuIllRJVZLs7iTXVmWwrTMbrMfBmlzdREZmweTybes0mUgqiRnPxsSOlwRX2bUmks5UxAphVlUKOOwqvZuCZuLXcdnIQV4Qf4uaQk2dd1cvV+h98ADg0N89WdGgw8C1w2FF0A4ouMT6kFEVXyfW5yfOFMHnnWNZ2+Q/RUhCzqlIYGbyf16s6s/TFy6i8zMPmy2ex1JFGL2sOR5UIupsq6bvzFrZ0eP+Ckzn6HhjGqR0J7Lz+X1yfM6KhHt2FoOgqrV6/hyZPbEP3+S7oM9/HkBCPLykS6cCJgIr+X1wSRjYpPgZ1aBVKkIhlsw00ga1rM5FrBaQSI9FboeAyE063iXEhBfS1qAwL2ckrWy5jYU17HorYy/ShH+KM1bkx6mt8ZWYKe5p5oNkXFL/alIWOZP5ROIjBVgdN5HIcCSIhhw38M24N0cZaNrtSOaaYuXrrHUz7egSRRgder0T4pxYmzbyHNkYXm3rN5ktXPB5dwS5aGB9Syjo3zK8LY4wtn+bWknN+v7tDc5kWvY58ZyiPFvdi/8cteD+vM4U+zxljazQX/XZMoPmbd9Fn3wicmvesTQlsopnJ4VsbXo+x1XBDcEXDQ0cWJDLkIPpaVA50f7dBZU41lXBMCUEWVPrfs5HOaSc44A1GEjTCRehvqeet2izWtJ97QcKdqzjY7FY5WRqOZvQ/899IXXTBwg0gIqALXJRwA/gKCmHznoBw/0h+WQEXJYSOLTk5vTsH/hxHdUEI7jABdJh3+X+4fdgqNBni16tUthLoMWAP67u+AvhdODe/MgVDpczbhzojInKdrYyt1z/PMyeuImazgNaqjr/vH0T4hFPcFFzMWylfAnDKF874W1Zy78SP+HtpdwbZ9tPWfJLXy3rDIRtNksp4KmY7R3q/TY/7t+Lo6kTRNSKlIMbYajAJMk7N6y/2Z1JJkitQUJkcdhSH5qbnnlH0PG1B/hZJEAkRzXQOO8GKLzsieWBm+gdnbedz0GskyOTF4BB4Pn0BHTffypXrJnNE8RvArsm5siG5xS6aKVXruT738kbneKy0FU0X38HrNbHUaC4cmpt1bv8+tl4zsbS6LVPC9zI9eifzm35JH4vG+JBSIqUgZEFiUmgOdtFyQT9jjSazoq41rRMLaNfhGG5dPav2Masq5bw+cf236Yv4h+YnC7ggG6m4rRtFU7tTfF93nKO6IAb5f3ytV2sqWgejG3TkaomIHRLCoApCTqlMPjCWIba96G3qMN9fyO1DVrGnPJ6/Fvdl5NEhzKluw4d3Pcf1A9bRIzmX2dVpaOg8UtQXny4SeqCWbsknEDfayV/WhByfi/2Kl8X1oTy8YTT/XtmfXE8UW57oxIT7H8CpmZgU/SX/uO49Xkqf37B3bBWUz7E+c8+4YWVBIt5QxyaPRJDgX9FlQaJO8+H0yrSNONNVc0jx8Mau7jTvfIItj7zAdnfKGWMAZhb149qk7bx3x79oazSgHA/GdMRCsOBfHRemfYFbkynyOej8zQ3YRSOPJKxocH2tc8Pm+zuRcfdWPhrYiatvnMT7dakkSP79dKjo5Iu85iioDDw48qxz+DE51m1NJgrdobjvCudgacw5txaTw05iFc+ebOLRfaQs+2HXXYCfl58s4Kce7khdv3qidnmIW1eDYhUovKMNYnAwhhoPVVe6UEI1srod5++PvEFaWAWFo7xUHQ5nxJaJSJLGs2kLqfFZ4aMIDIJK29B8Fp1qS6bRyuTwrcxI/JwsUwGPlnTk8wNZ5FeEUnBFKLlPtEAXwHR5OU8XDSBJ0njkoxuQS2WshSJfPtWD4uvc5A9S6WX20dZk4mpbLdlGC3Nq4nFoboYE5Z7zu6m6QG+z/wZ/pToBj64QZ7Cxpv1cREFjj9e/zOb7HMysaoKIjlRk4mRVGDMrs+hjPcbdBV0bnXNmVROqPRZe/HQQo5bfy+u1icSvVzF0qKJOF+i2+2pmVjVBQyRSstAquhCTIBMu+tjp8QvWW6U9MR0pBlFCd3swnawg2lDbUFyxv1Vhd+d55CoiC5vP/6k/MaVqPftntOLQnaFs6/Im+72uH53yma8qSK6Lc40FuHh+shU94oBKQYYB07ajaBnJeOwi8V9W4bgyi1aP7iZvYXuUEJ2W9kJ/qGTqasZJvVmvZKA6ZXpn5TDi0/uQ6kQSSnxcE76NEMHDQ5FbSf3wfob02M5TsRu5a+kEoreCfpkGBUYEFWpTDKQMySXbXsSm0qbIiSKjBmwi2VSBWVAoUezYDU6uDz6MJDSOcJsQko8kmDlXDdC3axMwiwqZRn9L3NvteUiCjENz03nuAySu8XLT5Gb0Tz5EkdvOk4nLeKGsN++MfokVda2ZGLaHWZUdGRjaOMZ6cuhx7go9SuaBezCVSRgFH2VtDchfhbEwtT3FuRG8VNUHrdxEXEYZZTtimH/1XqIMEr3NXkDi30lraH3XvTR7SaW2WxNcESJtjMWArSHQRhJESlUbbU1Kg9X9YrEKEt3+tJVnYr/Bh0CFZkFD4dsqMj9EjuJg7J5bidxx4KLnEODi+EkruBRqp7CnwIe9XkFpk8ax62zEvbcfVB3PbZVsfaUdrjiNzeOeb6j8AfB2yjqGtt7N8Na7eSb+czIy85k0dAVXPbWWLiaFHCWKXEUkJauIZV+3p9XCe4luUUbogRrCE6rxRvtI+LQIdKhXjDwS+TWFe2J5raYFH27swnvTB5PvDUcWfUwKzTtr+OoPuXcm2Iu5Ifi7ftffjnfqKtZiAWe0jHdHGItXdWVs9GaSDTYejl5PV7PE9Kj92EULrS2nmHZgGOA3rHl0hRM+JxPzrsCaJ+EN1ehkPknSZ3VkX3OQRyMPkztiDkOa7+PZgfMoqwqm42WHsIoeNtWnM7WoK/u9Ll6sasH7N7xA78+PU9VcovvEbxr2+uvdBvYr/n3wt5Vo5tQ0OeeKW6O5eLs2slHk236vq5HmYRGM3Bm5HkkQebk6nW4mFad24atxv6VTsc0JvbC+bQF+Vi56BRdMJg4+k8GuQf/ihmOjkBxe1GADSptUcoeZeD9rFhEtPQSLAsd9MgvXdGXcqE2Eiyoj943H93EUt92/hOXOJNw+Gadq4tVNvWl+RRFPHx3A+rbvEyR7ScsuRFElfJpI8RM6y9u8QWUriYkrphAyqoiPWswjTLKyfMxzjNp+B9GbBDLv38flwQdOJ5b494SqrjHfEcUYW+kFrWaKrnJE8TbUGP8WGYH06w6TVxeKp8xO65QCBlqcgMgHtVkMsu1vUJWvsFTSqd1r7PLI3HXoRtxemfr9YSgxClKkzstDXmfk/AdIVWvpG+6PrT7lc3CwOpbnY7eS1nUOozfdycF5maSMzmHvqXhW5nXk3bEv8s/8QVwZcZABozfzYNQ6Zla1ZErYidPplo2TNPyZa2d+510eD7W6hdamAmzCd9ldzWQDj8R8wbetkSRBbAhymRJ2giKfiwOKvVEJqI1ujVvfm4QvWOeOvqu53HaAziaZPV43wcckzEu//sH/eYCfn4tX0VtnsLDfbH9hhNnJ2OtKid4YQtF9Tl5q/T5NDF4m5o6kaVAFf4vZzOQBKxm6bhIDMw/g+iwaaWgFR10xFLhDsd5vYr3cAXsvmb9EDuf/Wi7HgMTImJ38ff1QwmJrqTsUzjvXvIRdNBJnMFKbLKGsj0fN1FF0lURJ5pMO/6FfwVSuC85nTnEftoTkNVT51NA56YlEsxVzIaqlhka11jil0aG5CRHNbDuQSvJSgWGP72Bo6Hc1yT8ry6JONfNo5GHA7+ayiRBngKEJ+8h1RVJ4dy2ejFiMBaWUDQtBF+DYVJkJpwsbJBtsLG+xBEkQaSprLO7+Mtvap7CyoiXxHxuZ8OQiOpvk08UfAXsez1W248HwwyyuD2GwteYHH2Ae3V8OuUKz0sesIJ0W7m8DYEyCTLLBb/LOURx49ca13+IMNuIMKiudJh7aezW2BSEEn3DRZNMmEATWGMJ4+6H7+GLiM3zhaE3ihye4OOdYgJ/KRQe6iEFBjPwml4FBR7hsxf1k/uU4B/+Zyry+r7CirjXv7u3M5HZr8GgyGyvT6BqWy2s7e2C0+FU77biNpovrqWoeRPh7p4MfOrciedZxCpx27k1aTU9zDXOqs3hlX0+y4koodITQKqKI15M3sMgRwt9n3sj0++fy5z0jUY6GENuumIIDMWgWjR6tjzAscmejsMuLpcjnIM5go+mSO/hk4ItcM+9+srofP6Om2Q+Rqzi49Y4pmEpdVGcFE3qgDmdKEC/NfJHWRnPDdcBv2Oq6+AH+1n8h19nK+NxloblccYbbrVStb/B/Ty1qz99iNp/Tkn3Q62SvN45CJQxNF7nRvve84aab3SpTj4zm4+x3UHWd3d6Ihtz7OTXxzFgwgpRpZ1+ZBZMJspohaBr6/qMX7f8O8MP8IoEuus/H7MOXMfilP5H5yDEEWxCpTUtobVRRNIkeaTl8UtiGiWF7mJ+2hMtsBzne7w3mdHyHjJgyhvffTP7lNkKPOht+fGHnYb5e3IZx8Zt49sQAbKIZq+hhTqd3MRsU4m21BBn8N9jVtlo+evgZ9rmS+GfrjzHUCbjmx/LwwCXsGvICb6V8+bMIt6prfOTI5PWaWMITqkmSNAzpdYyK2d5oXO+9I5lelsUr1QlMK8tmTk18o+MeXeGF8j7oBoHinnYqBruRyqop6iqRavB3z3y6rE/D+GgpiJ0jZ3JDcAUe3ccH5Z3Z5kk4Y35rXfEN++vn43ZgFY14dKUhpvug14lT83JEqefOwzfQ1VzAlLATfFaSxcuV507GKVfrGbt6ImFmF9FSEE4dTikRZG68iellWcx6fQRpr5065+d1jwd953603QcDwv0bctEC7urXhrTwcpJePYhWV8fhf0SwKnMxs6qyeSzqG6bHL6dP9FG+8dhY5ozCrcuscsp0NHpZ1OxThobuxJXpRi6qBvyhiDVLklhz97O0MBbT3O6P1poYWoCKwPaNzWkTms/zcZupUp0oukq4JHHUGc3/7R/Ov299hYibTvFlZQs2uUPPMKJVqU4GHR70g1lMqq41MkhJgsik0DzGhxSytf18wiQre7u9zQ3B31Vz2exWKSwPZULYVjpZckkzlXDKE9GQTgr+TK1p0eson+Dk7rsXo1aYOHlDCsEn4DNnNIVKKENDd9J770geK23Ffq+rIRBFEgQSzNUMDzozx3uMza+Sv10bySvVCcyuTuKp8jbccegGHJqb2WWXU6R6UXWBvrGHsQr+h/3yFksYad/B1KL2Z6S4AnzpiufpyxbQIewUI44OIE22MSEkn3bx+Wy4pwvxz32NLy//jM8FuLS4aAE3OFU8Y2XUqioEkwl7SD0994xmUthe5tUl01T2pyL2taiMsdXQ16KSJldhEgy8VxdHE4ODgZkHyFp0CrFtFuV9UxiRuAevrhNv8PHPuDU4NS97vG56m73MHvUa06P2U6O56bTgAV6vSeag18i+OS2JmmlhaXVbPKqBA2UxpMsVjea6x+vmsGIizlLLB3Vx5/xOqq6xuD6UFc7gM45Jgtjw0Pj+3wCpspvPe85i2K4JFPhCOeWN5Hh9JLKgNYrsCpOs7Ov6Hi++NQK5RiRxdS2Re5xMPzCYFKNfeIsq7KwpTueELwyPrlClOjEgMSFs03kz1Ybb8pif34lPbruCdQ90w/bXIB4puoyXEraQJtvINFqZFnWgIUhFEkSW1LZl+fFscnxnBqC0MhbRwVSAW5P5sNlydnk83HSiL2UPpzRk/gW49JEef/zxcx58Z/qH5zxoKKlBrawEQFcUStpk0KvlYYKN5VxpLcV8lsomhSrEGWRO+ARsoosetuO8VdSVw00iqW+isXN/M9481J2prbYTJJrI97l4qexyguVi7twyDimsglu/HsuKQTP5tKYVoqgT26mUR8Z+TO+gkwgmjYEx+1EQSJW/Mx+EijpxBp1RoQW0MTk5F25d4eqvb8Ju9xBvzMUiqBiFs9shjyj1dFw+CU9kHQOC6ggRDdwUt4MC1UgXywlmHenDh59eTnqrA2TIjVXU6rRa2jbP5dQHMdRmBGNfK/GhtSXL9nXkr70XU4eVByKOUa66eaOmLZmmfJ4uvZx9ioUnTvTg8rAdhPzXPltGYo8WTF1vnapjkQTl1tJ0TBGR8ikW1KbR3lx5hlbT21rOXUm76L/jZrapoQy3n2Kl08Sth4aREFzNZmcqj0cdYKNHZNy8yfg+Dse0svHWJMBvz7hpY6af69hFr+Ca04kYFET1uG5U3NYNPdlFvKmat0p7cND73c3n0RUcmpt2L05mwvT7mVsbzYggBzGSxnJHNk7FyNN9PyAppZzPxjzLoWtnN6xUUZKBniFHWFjZCQSdl98aSnRkLQe8MSw/3JJrgnNpZz1BU4OZRIONkcH7eWz7cG77fAKb3Sr7va6GooAXkqdtFY0c7vM61T4rn9VnoaKz1aOQozg4otSzpP47S/JyRzZDO+yimamEpkvu4JTPiYpOP4uLpgaJvd3e5tlb3miogV6q1nPK52Cl08RtYTtY8XgfqluF0vtPm/HZJMyFMqZKkWcP9mds5GauPDCSebWtaWnJI1g0Em2sY9VdvTmaF9OQD+7UvKx2SXh0BUkQqfRauS1+HZUDXVS2j2CYfQetjWbuDs09r2W9V0IOJxzhbPUohIpOlma/j1lQGBmyC6fmxamZiOtURMjqIxd7uwT4jbhoK7rQsSVidT0zV7/bqBxRvs/R6AZc4EhkWVlrHPfG4I63svCVmbh1HQ3Y7E4gWqrjr8eGszT7/TOSH6YWtWddUTMmpq1rcCPlKA4iJYndXgtdTAq9dl3PVYkHGlIq7y3sxPXhm1lS044J4V/zbnXnhjZBF8rrNbG0NZ9ivyeevc4kHo3aeM5ab4scIRzzxNAt6CiTXrmbDfc+z7zaZkwM/S5Wvd2266g7Gkr7rkc5XB7NHRkbeH5bP0K+MeMNhSaLylFDzAQ9U0TH0FNMjdiHSZC5Pa8Hz8R/TphkZYHDzl/nX8+mW55vmIuiq+T7XCxzZDM57CRL6q3cv+VaDl3+GkWqi+TTv8Pc2ujTFVLPLuTttl1H/D0Omn5U9r0e5H4eLWnN9OidHFG8jH/iAcLfOHu6bIDfjp/dii41b0b+ozol/5KJkUQUXWVKUUeazZvIq1VdGoxLVtHI+JBS/pS4AvPMcoY9vZo5Ve15rqwPcZKF/a5EHvvT7RTui6HQp1P6vXJC4LcKP95iCa/m9uTRktaoukaabOMbj42b19zGgP2jebflXIo9Iax0mphbG82L8duo0IIwiT7yfCG0tPywIShXcbDIEcJWj8Ls6iTGBp+ig8nIcFsez8buJEyy8l5dBIvr/QKz3ePFqXnJWDeOQiWMB8IPkSXXM2n8J9hFC2bRb8XOVRzMrY3Gu9mfZrntaBP09WG8/dQQ0hNL6TluO6FHNDLeOc5lc7bQP/IAOc4o1NMP3cHhuzEJBh4uacs/DgziqbHvIApCg4VeFiSayjYmh50E/CWP7SH+Zn3JBn/BisdKW1GtWhsJ9+J6G7ec6tXQ0umDtq/jmwtPxX11xv+mtTUPWZBQEQg7eO7tTYBLk4tT0UvK8B4JYWv7+dhFC6/XJHN0dCKWIpHtVcm4df++9dnKNAA6m2QWp39GF+sxir0hgP/mfChiO33/uoEZw97GKGi8WNGVV6oTGool5ioO/vGX8YTfUMHO8dnckdeb1S6JUNFFaKSDwfF7WVjTnmO1UQSLLmYc6ssqp8xgq5vHIvcBNNTk/j5VqrPBcuzRFT5xtOS5nH7c/M2tpBlLG/zI39comshlDLb63W5PF1zFKlc4WXElTA47iSxIREpBWEUPzd+8i2DRzWeObAa+/RCpxlIGXrMZQRVIf9VHUKFG60l7eC/jA4aE7SLkSB0rczKpUIKYsWQYf49fyXU5wxhy5CraGIvptfNGetiO4KgzM7ewB3bRQi/LsYaHzfe52lbLtg7zGl7LgkRTUxnXBu9reE/VNXqaS6j3GSlU/cbEDDmIzzKXna6P3tiifl1wFZvdKsO/vAdx234C/G9xUQKuVteQ/kIuHzoiKFXrCTc4cGRFY3D6S+t8Ve8X0P/uFd3O6OPP0WuYHLmWt2sjebk6m+lR+xkW5KSJwYokaHSy5DIxzG/I+dqdQtjmApTWTcgfEMah57OZ+OEdjPnkXqoLQ+hlPcI19h180HweSQYn45ttob9VYZfHQ6ftY5EFHxvdGvcUdGF+XRinThcrbL/qXjZ6/F/99lN9eed4Z6alL+OfbT8mWDx7SmMPs9iwCv49aQkPbbuGdqF5DccVXeVvi0cTtUNDRSDLXMCIIZuIEp0crothwYgX8dlkSgZ6eSDmcw4oQTz0nwmIdU6eaLuEMNnJxCGfUacL5KxMJc5Syy2Hb+SKhKP844mbyUwq5okUf+32TKOVodZa5tTEk6s4WOWUyfc5+NRpptuuaxvNe4K9uCF4BvwprYP2jGd/SSytjLXcmd+NtS5/O+TVLisnfGeu0uGSm8j1csCf/T/IRe/BDU2SGb1yM4XeMN5YdTn/z955xkdRrn34mpnt6Z2QhJCE3qVXKSIKIqgggiCiAiKIBUU9Hs+rHj16jnAQBQELwlFRLAiCICIqCCi9BKkhlJCQSur23Zl5PyxZWLIJCUUBc/1+fGB35tnZyd7zPM9d/nejVw+AXs+BVxMZ3HYXd4Tu9Lah8YdZsVcQti+fnV2qRGeDxLiT3Vi7ozmx60VCVqSiWK0gCGgSEzg2Mh57rIwY7uDldit8CkOWW0zU1xZSR5K5/e9PE7H9NMpsC5+c6eM9v6TOme4fIlbFyXfWSAYGnEZWVfSCBkkQ2epwVdkOt0i28oMtlmGBJRxzmXEhsNmWSIE7mEWzbuGNZ95j3Mb7kXL1yNFOTAf01NlqR1tkJ6drKGVJKu27elJapycs57Xcvsyq+yuSILLaqueZ3+9CvzyUkgbginYRGGFlb6dPcaguDjgV2uj1zChMJlmfR29jPkMPDeP49ngkBxwcO7fS6y6/z8edUbQ0nOSNzP7s2tGAKf1WnslZr8ijWZ042s+EXFRU5bi1/DlckUw2W4MojthjGBu2k8hmBcjFJci5eTSdXsSm2R349/CRvJzfDJcqs6gsosL5/rpW3GSUaafXYVF1/GKHdkHHaTYtl6DPN3uMG0BVcR/PIOH1LTScvJXGLxQzf/KdNN10H8lrHqJAtnCbyUyxYqDzsimEL0lF3n8YpoZyxOX5zIdCcrwhI5Oo446AYqyKC5Oo875uP0d+ZFFZBNlnZv+VVgNFspUwyeTNlFOAIEFlQIBnL2wPF4iSLASG2Ag8IbDwxvkIKghuFbGghAcnreSmnrsJ0dpYnPQT8ZpA3qq7iRa/3k+r6ROZndkHVRWwRwq4A1QEm8RDjX7l+dxWHHLJOPE8mCaEHqSupog9TiN9ow/y7zsX4Q7w5OYvt5i8CTuyqng7r5Tf56W5N3DPT4/wefIaDt89h0mhJ9nqcHm/Z/k2xqXKbH63ba1xX6NckuiiFBVF8U0p6B7Mwf1uDKokUNhMpP6yYtKf1RIabEUUVNpGZTInbnO1L6pcoC/5kzzkw+kXPuEMosGA5dZWFIyyEvU/E4YVZ/XMTo/rQuuH9vJewi8+8eDlFhNvpN9KzukQjvReUOnYC0ujGRaYyWsF7fhH1E6fsFuBbGGtNZ7/vDUCuV8RupWembd++0xyvk/A0tyO8ZCBet8Wkj48jH8OWUxrfRb5isnbHWWHw8k9vz6MmGHgvWHvsqigCxnmMPLMgbzQdBUbyhpR4jIyI+579IKGLtvvZ0Xb9z3a5vnNGRS8i3Z6HTfuvZPb6v6OXdF6owcddg7DvC2Snx56g0jJo0xzbrSjnK0OFw+n3keA3knW8Uh+6j+DL0pvYF3XOihlZdX+O9Tyx1LVDH7pqqqiRNndHXCECBS1UAjdL6IvUQlfdxx5kcTRLfVwRbs41v8DShQbubLiE1Y7l812GbuqZV5OL8qGaHHnVC5yWBXuPu1whGsIWLLVW4MstGuO4FYY8fkPlMgBfHSsE39vvIpNZQ1pYsxmRFBGpUUa4NlSvFPU0q/I/4v5zVn0e0cavWal6UdprDraHHuBkYAYC7Fv6pDMTgpbBfPgs8u94TOzYueEW6W5zsgOh5N9jrpMO9APx8EQWnVPI70wF1S67gAAIABJREFUknXtFhAiGrn14G1MqbeGToZSfrOHsqq4FQmGQhJ1BRXy7R2qi9bzH+Oj+972bjEeyujO/qIYzHY9TzVdS5SmFLuiY0hgKYddFsJFT9eXWw4MZEjdnbyxqx9CppG0UXNJWjaeRhO3VvjOtVw9XFkDrwKpUQonhsSg61xIn/jD3Bu+me/KWvFC5EHPsvFMv60X8lqy8kRzQucGYTxZilBYgjs758IfUEM0cXUp7laP0K2nOPByJLExxdiXxvDt36cRLun5X2kix+2RvBaTyoBDA8gpC2Jn+88BT+bafmeMTz8uh+rCqriwqAo9vn+S2B8lXvvXe/QyKsiqQrONY0iariLsP0r6P1rx9OBvuDvwCHucgWd6iXtaDo872Y1x0euYm9sHgJ6hh7gv6Ow2ItVpR4tCoeKZ7htrbeTLgreEs9x3Ud76yKXKvFdSn/uD0wgUDaS7zAyd9gxCv9MsaT2fehoTDtWNSdQxrTCFTqZ0bjR4ykX3lMYTayihmekUKbo83hh0N/K+Q5f9b1HL5aMqA7+ijQ/kw+nEv+5ZYm8b3JFtExNxfhxDvRcK+OfKoYTtEyjo6qLZawVEHz3oOaeSsQStDkGnRbFYKjniwqhlZkL2nga3jOoS6R5zlBU3m+j63ZNExRez9YYvIcTT4jerJATrwVCsbZ2YRE9vsUbas8Y94NAADhyJI2adhKFYJmZSETk9IpiT3RtD3TUcdMaSNE0hu3swpY80ZcvN0/nJGo8oCBx3RRIuZXj7ib+fsAnQ0rHeBjbZFfLlYN9cdw18WtaAOwLTzpR3BhApeUpFQ0QdNxmhXNgCIMNtY+mkm9nwakMWJ/3Ek8eHEr3dTOdxv3PbB88wacQKlmW34YemK3ggJBWToGWfU6aBPpewcAv3BKUTKOhpuPQRGu6vnb2vZf6wzibGb7Yi/hSEyXaSxStbklK8BQSR8IXgVqoQ8DvjNVdLyhACAy7JwOXSUigtRWqUApJKv+C9PN/5N9qsnkyZ1cAmu0I3g8ewmkblcnq6ns8G12NAwBGfUBPAgUPxNH7Xgrp7P6gq+tOtiDh+nMImibxoHYPgUlD3HMB1ayd295tFiBjAoIBcTGf01s9XXSmnsx4caiHnGuy3lli6GdMr1G7vdwbRWmdGL/l6+0NEgdwOBrLWNOGjEansPRqHbqAOY3E8gSdV5nx8O9YkF9bGTg65jASJTqZn30K8ofhMn24jebKFRgstVLXCq+Xq59I02aKiEFs3rWRkyfPvHJSyMlS32+ORVVVQZM+/KpB73cDJIfHIRUW4T2YiBQdD51YoPW8APPttTUJ8ja5bPpxO02llZLnC0CLRvEEW+g1BrDc3JdNtZpNdYVyd9XR9ZxvT9t7MHmfFKMCzN67Emhjg3eOL+46RNyCZ0y0MiFYXYpmVvImdEGS8jQCr2uODp2Xw/NJ43in23FNZVXCoLoYHFdFcZ6zQZ62XUfGbQhspBfCvcQuRDSp7LPWIiSlh15i3OLwmhZIG4GhhIya+iEmZNzFp5qPcN3MKR2Y2o1fQAVZb9VgVJ49l3I6w/2iN7mstVx8Xb+CCgKtJPBzyLzusqVsHqXEyosmE1LgBmtg6aOLqIgZVLMWsCu2Wg9SdfaaCSZTIH9Kc3A6BiBs8aqWyXkQpvghhh/wiXt52OwtKU1AeCSRm1m+8v/lGjriCaai1cZNRZkzoFiKDLTzy82gezuxCptvscaiVRfBJRieMy84uX5WyMsI//I3o2b+i7E+DvNOUNJYZOOxXXFS6RfIyrziO+tpijtsjvQlC2bKVtbaz96vTlocqPX+JOdgn1bevsZiNo6azrSCRfzVeygm3G3eASp3NMv/XbgUFRUEMDN9D/F3HcBvhpX/Np5/JRQvdafSChhOlYWdDk7Vcs1y0gQuShLbAjGL3373TnZkFskLmpDYUdInClVwHZ4MYxIgwv8dXhmK1opYLJygy4Qt+I2bWr96ZX//dtrMhHOHChlSOnJ9Pk+dyeWvZQASbAymlPkPbb6eFrsy7FLarImPrb2TDLW/SJTidZ07ezsrZN/LOi3cT/GQVumeKTObYFjRrmcFr0TuZfMTTq/yXKhqdJuvyyJEDeCFqu/e1eE0gt5nOnhRsqnyAUMnCXmcwLlVm+LE+mEQd+bJItKmMXgYXA36eTN+bd3HybjfRmjLqRHgeio/Fr8WYr/Jhbo8zxStGJEEkf19UNe9kLVczF+VF18THgU6L++jxanyCcEXlctUurRE2p6JJTCBnlgF1VQTR282Qevjsg6Ea12gZ0hHRrVI8poynm/zA6OACzIodEZF5xU2Yv+hWwtJkQjZneh5eVSAGBZG7qC6zWnzGwvweTI75kUVFnclzBNE3bL9P1l1l5MkWIkSj19mW7Tbz/Kn+LKi3we/x3VLvYnjCDiaHnWCzXaazQWJmUX3e/ukWHu39Aw+FeqScp+bcwGsx271pt4vLwuhuPEmBrOXjwi5EaC08H3mILnuGENy/+jkItfx5XPZMNndmVvWMG664Frbw2x5QVVxx4cQEmjEngng8B9VZeY+s85Giozh1u4vAtBLUTWF0Mx4H4CtzPYYdGcyPNzci/vVfCfhqywWNG0CxWLGkhpOssbIjN55nB41h791JiKjVMm6AiccHk30m++yd4gTCJT0iKiWKzW9m4NLmHzMh9CiyqpDqSABgVPA+Yhp4lGLKu6JMjtzgU1nWyXCS4ftHEyK6+Fv0Bp4I31th7FquXf6w7qJXGmHTbtT+hSQ9vxU5P79GDxbVaiPhSw1CqYX47wq5ed1jADTRZWN5PQ7VVrOeWqJOS2zHbCIlI5a94YinPRVtJ6ek0GzORGYVJfrVQTuXr1LWejPNHghORy9omV9vIyGikTsDsiscr0VgYuaNrLaZaK73lMhmujV82PRjpoQf9dYF1DsvGjDndA9OHYomSRt4piKuakdgLdcWf1h/8MuB1CCJrIGx6EpVolYcQT5deEEvfE3QxNUFvQ5XTAj/XPQhjbUOPi1rzLvzb8daV6HxOznVXrkcmdEZBGj0wt4KoT1NbB0Ke9cnZOxJJtf70WeffTHIqsISSxj1tQW01sE3lshqK8o2WDeGWxse4I3YDT7GXbtEv3b40zLZLieauLpkDqvPnqlzsCpOvrVGsWDYbSi7L3+/qxNftORg94+9/9/ntDHp8AhMIy2e1UE1kEJDkKvw7gsaDYLRSNa4lqQ+PeeSrznTbeZ7SwNGBZ8kX3ZUyDOvjB0OJ8WKkan7hnqz9qDWwK8lrkg12ZVCk1wfTVxd7Ld3xH1TO9RubTAP60zrbzNZN2U64IknDzTlk9cpBEF7+ZeUjjLfjibxGjB/GYt8uhC1a+tqjVHBuM/z8KtuN0pZGboy32doiWJjVpH/tsNVEa8JZERQBnpBe0HjTlo+nh9tnn14O72OKMmCw6Xx2Tbk5ITW+Bpqufr4wzLZqoNoMnHg8To8128540NWUSBbKFFUb68vOJvUoRUkSpMh6gJ72Yuh6TNHSXKOxxB5du+tGVCCuK0xyq97ajyeFBVFWY9kTF9vqfBe9C/5rLOJPrXzQdLF9dGu7v5ZG2pH4uyDpZXOwL4uizj3eZ/wzcV3I63l6uGqMnDFaqXp68dY07YZ9wSlEyl5cq79HouCO9qJFBeL+4R/oQI4sxRu0oD8zmE4QgXi1xZfcFkvny6k0SO+OdhScDByWRli66bkdA8jeu6Wau//BZ2WwO9/x9WrLdrN+31yBw4+FkEXgwPwpJuGeFNZrxw/dZ2DVRVYbQ33tiKq5frkqluiu3NysdxipcPHUyqkZq626kl1el7TC1qO3TKf4/cmIDVI8juWJrk+5sHteGTpckQXxL+7l6IWwTVKiClHLvV4wq31gojZWlZt45aaNaKoRz1oUA9BVSskBpkyJAplBy5VxqG6eCq7LR133U3HXXfzVHbbC3ZiqfKazwg9bLIrPuIP8ZpA+m94lEc2jPLrzd/qcGE6cfE5/7VcPVy1TjYpNIQj8xLZ0m1epZLF4FFYmfzrvdT/RES7ZrvPe5qEeHC5SHuzDpp9AdSfvQ97x4YVjrsSaJISyb2pLtGbClDSjqF0aoG4/YAnPn/uPRcl1E4tKKtvpLCFQPIru7wPAdFg4OCbrTg46J1Kdd0z3GZOuk3eIhnw7OM32sN4+uMHiUyVCUwrwRkTwNFhIvocLe4ABV2xiCtI5e+Dl9DDePSMJp5njCLZSvc5TxP/em3L32uBa9aLLmh15Exoz+SJX3t10cGTt/1QSIZPwkbvfYMx3J7rN3VW0OvJfLId8T+UoO648sqggkbD4ZntiNoqEvbZDlSXEwSB7Ce7EP9xWrU98XDWyF/u/TUAjXS5dDac/d7lNenlD8Hnc1vxw6xuRP+YWenWRdBoyHi2I4peJenrErL6hPLB5Le8AhHzS+rwnz39SBqeerG3oJY/kGvWwMtRurchdtpR5tf7Ga0gebuVnEvSqrE0Glv5zCxodaAqf4gyqGgwcPTvN6ArEUhYlo07JoTMPib637GZ1CmtEdfXrLeXoNF42vECNEwkq08oTe46hEFy0TUknQ7GYzTQytxzeCjiowEeDbpzkIKDsfRsQsCvR5ALz1TyCQKiyUTBsFYUdHXTrXkaZpeezxt8y8STvcm5N7L62Yq1/Klc8wYOnn7kae818qubVqLYGDz+MfSrtv0JV1Y5UkQ4qs2OGB6GEhmCYLYhH/FffXexaOLqYr4hHkUnELByt//8+86tWPzlPN4pasvyGb0JW/gbYlAQx6a2wG0ExaiQstiBNu0UriZx6I7k4s46dVmvs5Yrx5+m6HI5USwWor7VQ2//74vuq+ZZ5EU+7WnOqFitcE4Ou3lYZ4K+2eXXGKWYaHIHpxD5XvVaBLmzTmE4Y4yV3QHNyQK6LHgKY65A7IqDyIC7bQNQBTRWqP+3HZ46/c6tENfvolb9/PrhmjFwgPDN2fTeN5hlTRf7dB0JEY3kjLdT72edZ7/rB7l3W+zhWnQlbnTr93qW64qKIAqISfVQjmeePVeUapwCKzVtCICSdgxVUas8X1/sRtTrkf0YuGq1EbMur1LpKh+qeZ3urFOkvCcgfKKQFtuY6B0KzkCPQy3hByuqLCNoNLB9P+oVrv6r5Y/lqguTVYX72An0A7Jpv2iKN+xTjqII4CfkIwYEUDa8M6PnLmfjrHdZ9OFb3LijhBt3lpHzdSO67zTTf9kOlPYeFRWpYTKWVYnVV4kRJdQuren95U6eWLGMLjuspC1sjRTlqacWTb4RAEGjQfdzqjfsdj5KWVm1pKI1yfWxDm5fvWsE7I3rMChmD65ghbJ4CXuEQOLKMgQVDs/tQOj6YE5O7UjazE5IEeHVHreWq5trZg9+LlKDJMZ/9wNri5uTaCxgang6jdbfT9LI331nNEEgfVonfr3nvxX0zM4l3WXm1sVTafDPVASTCcdnRnJ/iCfuP1WHiaTmjTkxKILXH1zIoICz6id5soXOS6cQvUXAOCYb+4exBH/m0YXX1IkBrRb3SU/Flya2DqpbRs7PR2rakNMdIon88YTPHliKjECtG4Vgc6Jm5VRbaUUKDqZoYDPCdhfimmWjdGE84V/u4uCsliQm5pO1K5awFgVsaPOp12mZ6TYzctIUH035Wq5uros9uA+ni5me3o8XGqykvb4QCCDA5ECQJNRzDFzQ6YhvlVOlcQOkaAPZP2o243v2IvXDBkTdtpOEJgEolS2BzwhBDv5qAzeZDvNZSXue+L4nYriDAz3nEy0FkDZkLra7nASKBva9bmNQxycJ2y9gKFQI3pPH4Q/aE7NOQ51xx2gdeopfC5L5W/0ltNdbGXxwGOJLbdDuO4GzTRJikZ167x3jtrA9vPqv+wlbWPn+XBNbh+LuidjDRNo8uJfmui2s+LYzIf+DoJMO8kfewNzeHzLpt3vp0yuVefEbyJMd/GCNZXRwAfGaQAqbaKi74mL/OLVcTVyTBi4XFWH/qgm3/tMBeIy3ODeIaD/7b73kxqo4GZp2B++lfFFpIYZWkFhQbwM3DQtD2dsE0SWT+Wwn6m6wojuSjTs3D0GjRYqPZf+zMfRps5/xIaeAQKaEp7J2VQ9Ay/L2YTTR5dJcZyRQ8CinNtcZSb9nHqlOO2/m3MzA8D30NeVS1k/mG3NTJoWeZKqs44E1Y/mg33xuq/M7H0/tiPlAExYOe4dfrQ3pYTpMZ4PE2ke380twV+KWZiBn53icY73aotmYiqqopE1O4vAYT28ylyrT+MdxqLFuCpLcFADre04jXhPIb71m02vLwyjxvxCrCWR0cIH3Xtxz3098pu0DKiT8UIq6/feKN6yWa4JrbokuRYRDeCh9l+5mSvhZ1c+kb8fRaHzFMFnm8135aNxM/n7sTr5pvKzSjLBzGXeyG5l94PTdrZj74lvky0E8uuVegoOszGv5CTfoRJ8kG8DbE72NXu9vSMBjcGbFQZhkItttpsfnU/nP4EUMCSwl3WXmk+KOjArdSoo2kNZvTKTue7sJ+N7EVylrAU/ZqkmQCRVF9rsMjN91H9YiI/1a7WNDRgqyLLKh61yfFUuq0864fzyJbIBGYw7SL2JftXLdZxbV54mw47SeNpE6b9ZmtF3NXFPlohcie0QTDjwbTrL+vB+p4v87Ji4rIEh0sbLximoZN8BbcT+Te18rRJdKA63MrSYHR3ovYGf7z+mo11YwbvAY9vnGbVWcNJ89kcYbRiOrClbVSZrbcw2xmkB2j3jT2788RRvIi1H7vZVzre/5neyH2tA9/Ih3vOPuMHJlI6dkgXdze6H/IZjXeyzheFkEqzvO41CPj7zGPbOoPi5VRlEFZD1EDD/JvxNWVLuQZVKox9GXcmeaRwijlmuSa87AjfkKb/X8lJnH+noLMTLdZpK+8h8uOjYskm/KWtFs45gKnvfK0AoS1liB4kYiBuHidzF6QUNwj1ziI4qRBBEtEhHi2dCYvw6r5XyU+Au7/zaHJ8KOe1+7zWSns0HCrkqcNIchOaBYNjEz5QvSXCE+hSNPhB1HK0g01Yl8+o/pfN/02wpyTVVR/hD7usEPGBc7sQ3ueFFFOrX8uVxzBh763X4+yulKxsEYPiuLo0i2cvP8Z9Ctq1inbRnaiQ9Gz6aHyZO6mSv71lk/nNnF72eICAS1K8BtUpEvISYsCSK/tV7Cj82WA5567bO17RdPO72On5t/w5ip3/LlqXb8akvm32NG0377vRWqw/SCttJmj9Xlq5S1vDlzNunTO3kaT9RyzXDN7cHFgAAOvdaSWbct5PXn7kfWCYSvz/CbWhmyMYIvkn+sdKykZeNZ2n9WpfvmfU4baa4on4aDVyM7HE7+fveDHBscxP4H3/Hpa3Y5cakyzTc8QPI0+Q8p2qmlelw/e3BR4vC/WrLuzuncarSS00UgdFkqapl/AzywvHGVwzVtmsmIhU9W+n5znfGqN27wzOj3LfqOz0fNvGLGDTCzqBHSwUBavr+f/AldahNirgGuKQOXGidjzBYZNP0ZGiyfQNw6BcVqrTQrTF9Y9QLk74nf0ryvb+XVboeDcSe7XbZrvpKUKDYWlkYDMDLodJUe/Ish021mifnskryrKQ1nio1f3uyMI1zA1iHlsn5eLZefayoOfnhsBHKAm8bvWqgzNw3V5fTkUAtihRx0KSYae2TVTqFuBpFuZ0JQ5dTVuIk3FPm85lJlv57zP4LyPbW/mTlENDIyKBu4MtcWrwkkNqCY8nmgm0Ek/aYFWHs7OeCCVzJuR/lbHdJ+SiZ5/gncp3Iuq4x1LZfONbUHlxo3wBEXwon+OgQF6q+yY36ulBC9HWns2VZKUlgYaX9rwvtD3vURM7wYZFVhTnESk8NOXIZvUHM222Usqo73c3ryevxyki6Dk+5K8IU5hJf3DkRJDSEkXSHk0221xv4HcV2kqhbf5/F4uwJh1bDpPJY+jBO2RA609tSH37XwZtSBwcilpahOJ9HbVbRD3VgVN9my86K915Ig+hi3Q3Vxwu28ZM90delskJBVFwnxK1hvSyZJe2UFGWuCS5VZaglnSEARwwJLGNZlEXTxaLq9vGko7mN/zkOxlrNcnXtwUaL03s4+LxU1heLGsOjZ/9JIG4BGVBAd8GhWJxyqiwXJywlfLZL5t67k3teK3A4CH+bdiEN1U6zo2GRX/Pb0KseqOC/YTghAVlVeyhxYIzFEWVWqNXZlSIJII20AY4Lzqh3L/yNQUDhgi0M5rxI9VHSiSlfnT+uvxtX1VxAEzMM6k/1kJxzBgqfeGU/JZXLnDA49OJedjgQKZAtvJX2Jxg7Hhkbzf3kdcKgKn9Rfx77Jc9j5f3N54fYlrEtrSJhkop1eR13JShNdxZ5e4Kkmu/HFx3km58LllyZRx6dJP1c7Kw5gn8vJBvvlWSwtt4SR7b46PPt6QcuLUft9/BNrrFqG7hqL4L56HkR/Za4qA5ciI5ny6qdY21l55ekFZHzejLSP2lI8uBUtQz1x7pFBp4mUAkjRBvLY+K+J/7KApyI38ZPVt357RFAWe3u/6/1/kjaQdvqKjQHMip2bVzxFWTKUuo3MK45jcVnNepifi6wq9Pr9Dv5zuqH3tVY6Q7V8ASWKjYcyupPuqtyAhwSWEluDjLQ/khLFxuTFY4kbfgx3xoW7sNZy5bmqnGyauLo8u2EV3fSKj9f4fJFFf6KL1WFecRyjgtMrpIiutuq50VCGJAjcc2Qgh/Ki+bbj3Avu282KnUDRwHKLiXqaIlrqtGS4rTww4UlOj7cwv83/vEql1aF8T9tIm4cTkWSNk8hzCkfuSLuFe2M381Lq7ezqsoC3i5owNbz6/cPMip2dTgM3nvn6GW4zZYpEc52x6hMrYaXV4NM4MU+28ETGQNyqyL7cOtQbme5X5baWy8s14WQTTSb2vxhHJ70L6TzjPd+YBxwYwqqmS6o08qey21LqNvJ+wibvaxNCswDPr9ulyhx2OWmuM57p7uGZ3W+MSOPN+ksIFT0PmANOKzpBqWDsDtVFy+WPIQa70B41IJ8xmpQvzRj37qXud3be2NDfWwlWHbSCdKYrqJ4MtxmToGOHw4ld1bDNlsyA6L30MZ5iWWwWGiQf45ZVhSLF5vNA8Dd+gmQGPN8lSBAxSDX3DbhUmRmFTRgUtIdz20lZFJWRMb9xm8nOjZY7UeXL31aqlppxVSzRPdrfzTl425xqzcxfNV58weOejvqFf8R+X+n7BbKNQRsmVnB+BUp2YiQdq6wJmBU74w6O4snjQyucrxe0bLv9TYQcPYkvbib5md9IfuY31G17vbPWnk0NK5xXXeppAjGJOppqYZ8jHkUVuTXgMFOzbuXTpJ/puXcoLbfc6z0+S7Yy8cSgKsfUC1qfMFuYZLqgGIY/CmQbSfo8mup85aiStIHeGT1nZ51K9fFq+eO4Kgy8bGBrdg54q1rG7VLlSjudHHOZ2ef0FJTEagKrrJ6K1QRyuM/8CgkkN5sO0+qX8bz/xF2sssbwZPJaljdc7XeMSCmAt+5Y6BVcRBCQGqVQ+EAXxDbNSFjr5IZtw2nz+kS+MId4zytRbNx15OYLflfwOPWK3AE8EPI7cZKJfLvnO9ULKkLZGsqrBU0Ymt6XeppAPkv6oVpjnstmu8x7JTUrB43VBPrtPy6rZ1sk9ei9F9FQebVcLX8Mf76BCwJZt7mrbE90LkvMkRTIFrqn3sVqqyc188X85gCESxJRNVhy+ssO6/PdFFJG7qGwqZZhgSXeeu3KuM1k59D4cDSxdUif3olJq1ay7V9zMb6dj27dHqIHH0R0q5xwRnrPCRT0TEtcWmEsWVXIkyv2BHs2Io0wydNa6NtG3wHwcf0fsTe38U1GK3qGp1X6fS5EvMZGO8PxGp/njwy3lTU2z4pgcsyPKG0aXZZxa7l4/nQDlyLCmd7ty2ofPzzIk0ZauqYOC3O7scaq5csvegKe1M2LWXKeS8umGYh6PfpitULzw8pIaJZD9FILh4bP4bgzijvSbiF9aUMKHugAQMTvdiaFHvAeLwmiXweeG5kNtthqfaYkiKT3WcC2tl/4zbLb7XBUK/Yer/EfXbgYzl2it9HrOd38j0kGqqVy/nQDV4pL+L+9tyOrCg9ndqHAzwwGHo9tk433sagsAquqsmDyTN5MWM7DG0bjiFJotXWE3/Mcqot9Thut/zORFptHXvB6uoWnc3pJAh0e2YV8JoGjRKm6X/ePzb9mQb0NSIJIL9Nh3k5awrRJ71Pcy/Nj1/5+nBZrH2Gl1cC84rhKx9EL2guuGKrLhAMj+dJceWJPTbAqTt4pTqjymOUW3xVYpttMYHZtC4U/mz/dwFW3G8OaYDY5RH5Ob0SZ4huZS3Xa+dEmcdwZRceEE6woaE2ZInHcFUmIqOPzXvPYeNd07kxKrWCIVsVJh22jWVjYFUGFT9vOv+D19A/ay1ctFzAnbjMhopFllkD6P/Ukm+2VJ26cuzRurjNiEARuMjpIquMRMpSLimj4wE7eHHcvv5akXFJWW3XZ3OYr72qnOryc38x7XZvsCkmrxnLA6ZFnNok6JoVW3oMdoInubENFWVUYsHMchh8qinDU8sdyVYTJIt/fymtbR9LirVP8PfN2Upc3RThjT3V/KUM65uksKkgiOYOSGXZLLA0jC0io9+2ZOLOWl6P2Ab7xXEkQaBKZx7NRG5ny9AZvgkiRbKXd0if5eOBcuhlE5hXHMTr4GCZRRyudr2NolzWR7JvdJGvtQAAHnFYSNRpMYuXL2m2OCLobipiQsJ43h44gZHMm7swsdLuPsSc3juf07ThhDa9SjOKPJkZ71mm2155Ag4Vu9vSIo6mueg+Jc3Pzj7utxP9dQa71ov/pXFWJLuWpqResQhIEDn/Qji393qrxnnuZJZD+piLazn4cW5zM0bveRVaVajuodjicNNYqfvXUZFXhtGLDJEje912qzOOnurHl/RvQ2CChb204AAAgAElEQVTyh6O460WT1yGIDX+bUaUumz9WW/VkucJ82ilfDPNL6nBX4NFKnZs7HE4SNS4ipQCsitP7QFtpNZDjCq3y8w+7LDxx06jL3mixFv9cO4ouilytEkNNXF2e7fKdj3FvsitkViNHu6UuB72gxdXKQscbPN7nVwtakO4yVytc1E6vQ0SkSK7YXeSwy07PzRN4Ibe79zWtIDEnbjM7XprLx69O5+AzSaQ/IVH366O0/GESOxxOdjjOFrpMzOrMzKL6lX5+HamUw/Y6F7zOC/FQSA4PHL2TpOXjSXVWdCa20+soU1TeK6nL/JKz8fyjjhh+LmqCVamdna8Froolek1xJUQyIvgIOxwS7fQ6lpiDmbp6BM/0/fZMtlrllHuvd/Z41zt7agWZg65I7glKp3vqSLKORnLsjvcqHeO5nG7kOYJYnPSTz+tNdSYOdPvY+/+VVgPJmkJvQkioCKJboEvSUfYMb0GTmUU88/Ej6E5byfg/ke86vEu8vog6moox5nI22RpwW8juqm9QNdmzL5HGH1p5cPuT2AeUMiRlNzeYTpDlCmNS6EkMAtTRFPu0ZZocdoIHQg5hqmLlUVeSSPtnCMlvt4LNqZflWmu5OK6uJXo1kRo3YPg36zCILnoYsnglty/rM1L4tdMHPl1HHaqLEsVZo2V88tcPE1qvmJ3tP6/0mCXmYBrq8irs16tD+XZgtVXPTmt91o/tiCtYx4kxCkqZlrUDZpCiDcShunCpMoGigQLZggKEiQZ6PTmJ/i+s44XIgzX+bH/XstkBr2fcxr5D8TSZY+bIiFCMTYrZ1WGRz7bFrNixq3KlqbDLLIEV9Ov2OW3MzO0LwPofW9HwnRO1fcevANdELnpNkA8d4fP+3VCCjCwAjjxnwLjDhKOjr3f687JY5rwylM9em15tJZR6jXJxKZXvXJZZAulpzK4y57sqyo2mrb6QR9beT7NTWRQ3qUfzhGM4bypg6N5ncPUtQdwYgq5UpbCVQuJKGY3FzdEJAnUezOPO4F2c71A8n8MuC+EiVV6nJIhYFC1vJX1JSqNA1vUVCZesZx5cvvegw2/jiPnQwHOzPjqTu+9LS10O5Tnu5TTXeWoBFpZGM/v+dQzqdCfSkBDk4spXKLVcXq7JGfx8QjZG8GH9lRUcVkWylY6fPsVv906vtkE+ld2Wba+059O3Z/jtY2ZVnOgFzSWrl8qqQqli5/6jd3E4NwpHsYFGD28HQNBo/eZxCxoNUlQk+1+JZ1i77UyO2Oj3Gt8rqcvsQz15s+UX3GS8PHXZq616pvzvIcbes9qnZVR1KK+6K5Kt9Jj9NHFv/Fbbg/wycu042S4Bf95oURAwnRIoUar3Y8qTLex8vi3Gb7bR+7OpPu/JqsLMovpoBalaxn2+4su5TimXKrPaZiJMMrG84Wo2dplH1CYNUkgwUkgwYoARsVUTpMYNsN7ViZP/6EraW50RdDrc2Tk0GreD3e0kRo99gsdOdajwWQ5Fy4b2H1424wa41eRg74TZNTZu8PxtHKqLtmse438TZnLs9c5o6tfze6yg1SFoL09mXS3XyQxu+z6JX1r6z+3e5BAr1JdXhqwq3LBtJPFj8zj+SGP2PzLH+96Ne+8kaIJCi69PMCJ0CweddRgSWECBbCNWE0i220yv3yYiiipv3vAFpYrBpyDjneIEb7KIrCpkyVZvMYxDdfGdNQxZPXuNcZoinEisKW3JYXM07yauoM/rTxM9x7cRoKZODBmjUjD0KuClJsvpoD9dI59DgWyhTFHZ46zDHQFm8mQLd+67j19afoUkiLxXUvdMF9VL55jL7N0qLS4LY8brw4n68STurGzUTi04dqeJ0GankRWBsgPhJC8xw/b9teKNF6CqGfy6MHDz3Z34ZsaMi94Xn0uebKH3nKmMvvcHno3whNFKFBs3vzCFsIW/UfBwF7SD8zHb9Wzq+AFb7MH0M7kokq0M3DcKm1NL19jjzI7b4nd8WVWYXxrP3YFH/MagSxQb0wo6Mj78N+ppPM62RzN78a+6a9jmiGD2HXeg/H6Og00QQFUR9HrEwABK+jSkuIHE0gnTvMkn+5w2ph4bwqrGq5hZVJ9JoelemaXNdpkYyUaMpMMk6pBVhVnFyUwKTefWA3dyMj8MjptAANEJ7hQ7O3rO4T/5nWhuymJk0OlK7+W0whRvzbqsKrxV1MBnBVAkW1llTeCtI31Y0PyjCsITqU47E557gqDFm6vxl/vrct0bOKJE2qz2vNL3K065Qpkans4Oh5NXMm5nWUP/NeFfmEMYaMqvkJH2QEYPInVmptXZ5fP6o1mdOHZHBHLdCMqSArjthZ95PvIQ4Pnxjj3Zk5nxa3y8+OfiUmUaL5tIvW8VAg7mcfvK7X5DeiWKjRu+eYKXblri07O7nKTl42k0cQdS42QOPhLOwK47WfVze4KOe/7GpjyZ4BV7OP5xQ5+QXU2SebY6XIzYOB4py4DoEOg7YAf9QvdSKHtm3zb6kzx7z1is8SZueWk948N2+Kwa1tlElhW3RVEFil1GBkbs8VteWh2m5tzA/qGJXknsWipy/Rs4ILZuysvLPqKhxlVpdpZDdbHLIRIu2Rk2fSoDHtzIazH+47R5soUQUeetUbcqTtbaQtlhTeKrI21gewjzx82is0HCpcpMONmTeQnr0QoSw4/1QSN4RCDLkVWFBismeIwzJRHTh6XVUns5d1kLnoSeBxdNYtaID+hncjE15wYmRmwgSRuIVXFyxK0w4t0pRBxwM2Xap9VqvbTJrtBRr/KzzUBDbVG1Ig5N352IrhRsHS00qJPPqsarvGPd990j1FulYNqcDi432aNbsPlvF6733+pw0UKrVnjodnz+EcIW/nbBa/qr8pdwsomlVgKEyuvKdzscDDx4F888+QgPHriPyN/tpBj8a4wvLI2m06on+N159vlmEnUMCrDyctQ+Pms3H3uUwgarp95ZK0jMr7cRrSAx4NAA8l5M4lBhNIddZyvjJEHkp/4zSH+jAw+tXMvTcd/zakGTKgtPuqfexR1vPkORbPVWoXUziOx64C36mTyOtTCNlRNuT3uhQsWJXZXYMmkGn7w9g/4mTx75EnMwHXYO8/sZz+a24ZUh99F47TjqaMqop6leXf6vY6ezbsp0Dvf8n9e4AdrrZe7vvgH35NNkzY8h66M4Iu88iejnp5YnW3wEJkdteYgCPxly4rD8Cq/VUj2uyTi4XxSFMqVy7+uios4ULY4neuMhkl+wMGr+l3Q2+G/58+GJbqzv/6ZfRRizYmdefi86dTqEVdbjUF3kyg5WmRvTRJ9N5or6WO638VvrBVjO894naQM5cu88ACZmdeO5mLUoGKtsPGTKVdjvMvgs58+d4cq3CeCp7Y7XAGgJPGNPC0ujeeW7u0j5ys6tr9zGV42W+EQcthYkot9/hIbvNOIu7QSO9FqIS5VRUKqccSt7kJZLKb8Ytd/n9dVWE1rBTS+Dy7tVON/kD9/4EefH0gEMmtqy04vlulmiI0qcWtKYvZ0+rfSQlVYDj/4yip03v11tBZnzcakyOxxw3BXJ/y0djuCGxJVWjow08OCN6xkSvJM6Eux1mbjR4Dm+3NN+Lg7VRdO1D5MUV8DsBosr6JvJqsIPNiP77XE8FLqPENFIkWxFFIRK9/n+mFaYQs+Ag4zdM5rw9wI5cbdCy+QsPk1ZRr7s5qkTd2K/W0DQ6dj/zxiO3TKfppvuo25YCVPrf8/NRttFx/zPvd7GG0YTsdTE+/9+s8YqrrOKEvnu7k7I+w9f+OC/IH+JPThA+qdtONJroff/vfcNxuzQs63tF4BH2inNHM2nST9fls/Lky38J68HWfZQFtVf6zWEJeZg/vb1SAJOCljiVV4d8mkFJ1OBbOH2Z57CmO8iZ4KDeW0/8coZw5kHwNJHqbNRYMyLyxkfcopZRYkESTbGBFevfdF/Tjf0RgJcqkyj1Q/T9Ol0UBViV8vcHrGbnoY83i5sT6K+gJFB2VhVJze/MIWIL1Ox9WpG4xd/p66+hP7Be3wkoD8qjeTDjO6sa7Gswudusit0M4jMKExmcFCqN/W2UHYQfUZ6qqY8kd2ew/fWRz50pMbnXu/8ZQw8bVYnIpML+bzFApK0gSQtH8/jPdbwRNjxix5zYWk0I4OyyXTb+NWeCECxbKpUAGFxWRhf5bUjbUkjLAkKMwZ95FOsUU6m20zvT6fy1KDlTAjNYvixPj4PiXLO936bFTv/K23IvUGHCBT11e56+kR2eza814GoraUIRzIgKY4WCw8xNWoj0VIABbKFMelDObI+ieQ5R1BOFyKaTIR+J/GPuJXUkXyX5ZluM5luI79aG/JrUTK7tjVAYxMIb5tHzslwurVIY8/Xzdg7ZU6l17TEHMwdAcWVGnyRbGWnM8ibsJO0chyNJ+6pVWs9j7+Mgbv6tuPEQC1vDPi0WtJHRbKVNLe2yuYEi8oiaKnPIs0ZzezJw2j0yj4SDYU+e1/whN36GE9Roqj8aG102ZJDzmedTeTf99xLScNA7v77Gm9c+ZjLzORjd3NweyKKTvWKWZz7PV5eOgxFgn69drH5wxsIP+igJElPUVMIOiFQ3MpFg5QcxsT/ypvTh1HYUmHHnW/6GLasKqy2mfippBl7nm6D/uApbC3jKZpkprgwgBFttvHZls6823cBEZKlSr23TLfZb6ptOQtLo+lkOO7dvpgVOzcsepKUF3bUGvk5/GUMXOlxA199NodAQe8zK6yziXQzuNAKEovLwnCqEqODC5hXHMfMrwZxcOzcC45dvidO1BTRQOtRcz139jy328q5AgnnYlbsfFDShNW5zflH/RU+BlgV5/Ynb/7bSCIXBhCYms2RcfFsHTODQEFPi/cfpf7SIpS9h0GRSVvYjqP9zkpUyarCfcdv4r8JK4jVeEJqJYqT9bYE/pt2M25ZpFvdYzwW/RONtAEUyVYCRT0igs+9LJAt3Pn4FILWHkBxODDf3obRr6xgfMipi+44Uxn+xst2mxkx4Un0q7Zdts+51vlLhMnKMZxXCFIgW3j6tYfp+PpkNtkVuhtP0sd0HPB0Olk4ana1xpUEkVtNDgyCQueXH6XPo75a5+f+EKuSczpsrUPO0kSy3JX3P9vntHn13dfZRJp//CgZbjPziuNw7w9m0Tsz0H9sR9O0lFv3jgJAkVSEjBxQZESTicQ43ySZ8SdvpFlQttfZZxJ1xGoCGR5UxLa2X7Crw2Jmx23xZr/pBQ3vldTnvuM3sc529n5GSgG8NO0D2qwvptNWMytnzvSuVi6ncVc2XqwmkAdnLIXOrS7rZ12vXHcz+LeL36vQx6xX6nByD0cRsVtgycvTfMJfsqqQ4bZWu5xUVhU22DW8nXUTu48n8HH3D6o9E5dTIFsIOieJBvAqxIRJJsyKHRnV6y3PdJspUSTuWDyF+t/aeOmjD0nUWImVTOTJVmI1gWS6zSwta86MX24BrcKGfjN9lr8zCpNJ1udVK/HlWqDBujGkjNxTW5XGX2gG1x7M5O2iJj6vvZLfllGJWzk09B1KU2D0wVEcO5Nc4VJlnslpz4Qjw6v9GZIg0suo8GXK90in9Dx54B4OOK1VykW13X4PK61nXeSRUkCF2SlfUck5U1MRKBp8QmEvZ9/CE6MeIWm5lb5zN9FZ74l5S4LonZHjNYFMDjvBscHvcWzABxX2tlPCj160cS8xB/vtePpoVicy/uBWxuWJQcOa7oRLLNn9K3Bd3SE5P59dJfWQVcXbtGBq5Favx7t//21k5IQjnXneNV42kX0PN+PJxJq3/JEEkWXDZ7Cu9SLWWpryxIk7Kj12XstPfLpwOlQX0wpTfBorNNIG+I2Fp7vM3Bq2F22hlfShRp6NSLvkWvTKqEz/fUhgqd9GDaMjN1bZHirbbT7T5NHi84A7nwLZwkelkZW+fy4DDg4i3WWm1H1xHVH/alxXBi50aMmQqB2cVmz8ZAvHobr4xuwR7NcKEhMj1zOw2V7vj3LFbTN57vNP6W2sehYqUWx+f4DNdUZMoo7JYSeqzCs/30svqyqfpneg5feP+gg9yqrCGqvWO0tly1aGvzSVVFsC9f+Xwdoh0z2SzzuGVagBvxAuVa6y6QLA52UpNRrzQq2Ru3/1NJ+VxdBIG+DzgDufSCnAb2GNP75v+i3xGj0bPm1XW0ZaDa6bPbgUE03CijKeilnro9F9LnmyhVdze/F23bMe2B9tUrWEEarjIR529CY+TlpdbWfTR6WR6ATZ26Cg4UePkLzMQsqsw7we+zMv5vZgb1FdYk2lzExY6ZUwXm6JqdDUwKo4SXVKlabfnvsdzvXKX0lKFFuFiMbl4OX8Zmy5KRa5oPJS1b8Sf409eGgwIyK2YBAqfyZFSwE+xr3ZLjNl1sN+ZYPPpzpGe3+dTd7umoBfaeVzGR1c4GOoLbseQXjtNBsXt2Xw+Mc41E2D/nEjRUMMdFj7GODxfg8JLOCwy8Jhl8U72+9yang3r9cFv0O6y0zLDyaz21FRV+1yEyIaL8q4XapcqSyzQ3Xx9YJetcZdTa6LYhNBq+PEa3p6GNxIgu+eMNtt5ld7XVrqsyvM7BZVR2i6m2Fbx3Gw+8dcKo8vfYD41tne9M3b941iY6uvq33+1w08vgBzIzvPZfdk5aDWAAREa4harmNgUn8+TlnCQ8cGY384FASB40MicYQrSLFWdLsCGT5Iy7uJKyvNV4+VdDhDFYJEF6C/tC98hTjiclCoGOjmZ9s+7XRL4j47Qu3ivHpcFzO4vW9rvuvwrt/ZIlYTyKCAIg46o3xev/nA7ey1J6B5PIftXd/nR5uEQ3VdUt+wBu0yME41etsaz2j8OdnV8DJnuM00+eAR7348UDQwO24Lxwa9x7FB7/F750UseGkGGkGhUFGYlriUE3dEkfaCifBuOfTq8jv7eiygw517ObSoCXucFY174OH+gGcFcGDoLL9OsytBpttMx113V7ivP9ok1lj9r4qa6kx+Q4+yqvDFwj7IudXLxa/lOtmD5y9vXKWO+fmUp5821WpJdcr84/gd9IxMY/63fenZJ5X7ojYRJVoreLWLZGuVVWjrbCKvjh3D0He+p6cpjXEHRzGi3jbuD067YIui5RYTbfV5VaZu+uPVgiZMCU/1JtdkuM2YBKGCfNUOh7PGbYJLFFuNKtf84VBdfF4Wy8igPJ8H8A6HZwlenWtabdWTqCli1N4xxIwpQD5deEnXdL1x3e/BG4RXzwNbTh/jCVrpDNy8bwguVSKrJIT1d7WkwX8Pk/bPZkx5/RG+KGlf4by2K5+oso1uL6PCWwveoaXhJE8Mn0DIWAfzPrydzlsfuuDKYFCAtcbGDZCkz0cSzv5962kC/WrT+TOkzXa5yhXG99Y61e6RXhl6Qcvo4IIKq6t2ep33ms4VxijnmMvMtEKPV79UMTBw4yRiHiyqNe4acl0Y+Lk4VBePZnVitVVfqVGVJ4dMSFxPOz080ugXDjwZiVJShj1UwhEisOz9XnRPvYum7070ttH9pN88XKrEOptY6dgiKnZVS2GzAJwp0SQsPIQkVm/Z/6NNoumm+2oUAhsZdPqiU0S32ZLJV866YRyqi1lFnoq5/5xuyLDAkgorj977BnsThcCjFnu+Q6zt9nsYmt6XVwuaXDARRlYVjrrCK7xeomgZGrSHdJeZ57ffSeMnMpDza5Vdasq1vUQXBCxDOjLqn2d7ko072Y1TI6IoaxXNC9MXcJPRgU11VrpE9jS3b8quknrsXNuUJff/l+Y6IzOL6vPlS7cQ+NVW1C6tOPG4Smr3+egFLalOO821Or97/gy3mSBBJEwyMa84jtkHe/F0sx+qVcN92GXhB0sTxoccrzKMlek2c9Qd6FM/frUgqwqNvpxIow+LsccG8vQ7n1QZA78QHXYOI3JoBor90lYS1zPXbTWZ2KoJnT9OpYEh1yvfWyRb2e8yECC4aKPX81BGd377thVPjFzGvUFHKxi6rCoUKTa/y9pf7PB/k8dhjdJQdpuZ3V0/rNZsudJqoK+xDKviolhRqp3nXl0cqgu76r7k/fGVQlYVdjhlAgR3jdVbzseqOGn9yeMkP1crulgZ1+0e/Pid4TQ1ZpHpPLvEC5M8Htg2eo8n+9W6q5HaFfPejMHscVbch0qCWKmeen2NmU6vbmPdq29xoNvHzCxs5ve4F/Obc9P+Qdzwr4l0evYRZg0fyiGXTJhkuizG3ev3O3yWunpBe9UaN3juaUe99pKNGzxe//nD5lKwohFiG//3v5bKuXZn8M6tGDh/PZPDTlyR4f9zuiHzV/blm+H/reBNP5cDTiuDPn8KyQGt+hym7NEYhBPZxHznZkG9DT7ZXBfywl8Ki8oi6GM8UUH77XrApcosMUeyILMb3Jxdm6J6HtfdDC6aTAS8kX3Rxm1VnMwvqQN4fjzLLIHIqsISc7C3Kuzn/EZ07rmvSuMGT8w27b65HBw7l6fjVqNqROSiIk78X2OsipOfbVGYVQclio22ax6rUNAxqyjxsmSVudTLk3q62+GgwboxLCqLuCzj1QSXKvuNUmgFia7Gk+R8W6/WuGvIVW3gUmgIp57uivBTHKeWNqP03s6UDe/MoTlN+Sxl1QXPd6myj1hBOSZRx+hgj1NuXnEyz/9vNEWKjUEBRd5Q1YrGy8koC/cmY1THs91OJ3Hy5mDsAztyfJSCXtBwR4CZENFIiGhk3y1zKiytOxiPEiPVrHDkmMvsjSOXMyY477LM3pMOjSBgq4nmuj++j7dWkBgfcrzC6w7VRc+VU6g7d+cffk3XOlf1El2TmED75Ud5PnL3RYWCZFXhsMt+wVnY33nd9gwj71gEY3usY1ToDga+9QyvTljoV0DxXDLdZgLOeNHP5xe7R7DxQmNURYlio/P7T5HY8wSrm6y86HEuF5luMw+lDWdp46+rVLIBT1noxfSPu+XAQMTbCmo96ZVwzS7R3SdOsq1fHE1WTaxxeSR4nD01Ne5yNKLC1wPe5vnIQ8RJJj569E16Gi9c4BCvCay0qeCYXx6ijf7S0ixDRCM/PPQGnzX80jvuhWLNj2Z1qrIe+1KIkYxoJZkj7qpj/bKqsMqSeFGfceRU1IUPqsUvV/UMXo4mIZ4WyzMBkFA4bI5mYdK3aAXJZ2ZfYg7mpCu8gkzyVoeLYtnEJkuji14NXA7KyzSXWQJppsutUPxSXolWk1LOPNnCKbfGGzXY4XASLjp9vPcO1YWGC/c1r0mDwj+SItlK7zeeJvb9nX/ILC5FRnBwRiKqWUO978C4Zg/qH1B9d7Fc83FwKTgYITwUOSoE66tmTq+PJf4nM9ldA/npyWlESgGkOu1oUQgVFb97UVlVWGYJZVBA0UXVQjtUF787VVrohCv2gLj3WG92nYr36QpaU3r9fgf/SFlRrRr381lpNdBEW8AmW/0KueN/NlbFSetfxhO61kjU1/uRiy+uW2lVCHo9YmI8uf+V2Np2sTfy0e7HycSu0hL45ZarUgPuml2il3P88Rak/TsUV5Bnj2fqWoC4+zDmZM+P2KXKPLB3NAN+nowMpLvMvFrgq80mCSJDAksvWuggV3Yw9r9PMLe4YYX3ZhQm12isyo5/p95Kfup0YQnnqljXYlmVxr3OJrKwNNrve7eZ7KRoAxkQcKLaxn3Aab2kCrzqYhJ1pPVayNp/ziB2tYzz1g6X/TOOvHYD/16zyGvc4Mmr2HrT2zz/2kI0Mf7v29XMVW/gglbH/cN+YGnnd+H5fBY0+f/2zjs+ijL/4++Z2ZbNphESSIAQOiFIE2kq0kQUQRQLChYEEVBPUPF+eqecd57eiQKKnByKKIK9gIKCiOJx0lEIPbQQCIGQnu27M/P7Y8mSzZbsJoFTyef18iWZeebZ2dn5Ps+3fr7v8UyHlRTe2Z2oPIlrX5zBl5YEuiTlk5Gez/CfH2BJaW96Go8FnC/bZeGyLXfV+LnzS1vw54LLvH+nSFEsfnwOVxuz6bBoCtPyzxejPJJwKKLvFGx8gmT00z5kValXAWqtLaeHITfkmEgcYWdkEwoXZ1f7sCKBbisfZVHaf0l55jDuwZfX29yOG67g7ZsX0EVn8GlBtawiEaOgpZ22iLzb2qBc091zgSDguP4Kjrzch8PvdQfxwjPk1Aa/ehVdio1l5OYjPt01K7HeJpLnTuDm6Hz6zJ5GQrYbfbEDyeLEkh7DH19Z4pcHXSBbmJpzkx+H2k6HA1FQ6aLzd0aVKTZG7L2Ldzu+R7wocv1Tj3G2Jxy53dMpdGFZKmnaIoYZ699O6/XLbdhdGrJ6fRB0TIlsZW7xFTyXtDfi+eeXtiBTn8eAqOCLyDqbRAdtWa2q3eoThbKFaSeGe/uu73XaGPvK4zhjoeXKEpRd+2s3sSBw6N3uHB3yts/h1t9OoOPfS8gZ05T1k2bxWlEfPv3yKgRFwNFIZv2oVzAKAnccvBPtsFOo7v9NF9RQKvqvntGlYnAG4+PWAf52b7azKQ5Fi1HUcff9a+gRlcNuewsMgovZWYMxCP6e92QpOiBBYnutAAR+TnFiFHe02M4aSweujT6IrBNo0Skf8Kio7z47glPDZI5d/1advit4up+cld1eJ1m/psdYte4K6BX8moMuPacdsbX6vFd3DcLtkvxe7qrorbegF+qWdiqrCv8qbRUwOalQtrDGmuatJwiGxlI0c1usAjwaRqYuih+efJlY0cDM27ryy/XNcOefjvjepIx2vHnluz7HlltMaKNcOJvFY0t30v/tGaT0y6vWBceTIDW0yX5+jE8LSSMlxcaSPbMTslGhwyIr6vY9Ed9nbfCr38HL7+zDplcWBD1f6fm9mB7g6gSMfzzTja2FLZmY9l/GxhQFJDV0qTI/2AwMNYYO95XIVo66Nd5aaVlVUFCD+g5kVQlZLVcTapq/PhHqN6p+rtIsqXosFFnkZ+ZY3h46AHdOaPMjEE4+1Y+9j3iaJBbKFlaY219im08AACAASURBVHDGFcdHiwbjioHht2ziueQt6Kt1zal6r9Pze5M1sxv6b34OmG136PXeHLr5DSRB5MGTfckdKHoddqrL7d9rTRAQNNqwerD9tnfw2yoolC3EiYaAP27lAw9HuE+6zRgCsJ1Eiupe9DxbPPrr83hr8M30WziXNZYOfiaFiEC6tpTK3ScYEiQjl1f5mpIgEkr0vrLG8ue37mHPo8G7eIZCTfPXJ0L9RtXPrbVF0Vpb7BNKXFDamqnxxwLO005XwJHxzUl/4UxEIS0xJoZrbvFkyMmqwsO5I3gjbSUJkpHHn9zD5Vvuw6FoQibxFCk2XkvdRtb8DYzeOBnNASPpK0oQy84TWaS0Peu977+lfMfy7eedtR/l9SRvoy+ltaOpm/gmFZjeiSP2l3zvcaWgEMUafqLUr34Hz/3kMl7u/gkdtYVoBUIS7YfCToeDic9PI/WeY3zZbrX3WGX8uC4okC2MfOpxEj7P4vBfunJoXN084ZEg22Vh2tHb+LpDzam7lZBVhb0uJ110Bj4zxzIo6jQJkhGH6uKtsta00RXQWVfkY3MvLEslXXuWWNEekpq5Jux3WjnuTrgg/opct5lbn51BwjvhlZZqWqez76kkDtzwLy+d9OXbxrGmx5thp/1udbi4d/v9ZPV7x2cDynZZsFepD2ipUcOqAMx2WWguadELGj40JzEo6rgPKcfkP04j5qPNPtf8psNkracX8/iy+1la2otTdehmMb9gEIl7LcxJ/9R7rEipe2XX3JJ0ctw6Vr74CrblybS+/ETYWXdWxVlnD3l7bXREwl2JYtnz3WesvZNdTs/LrBe0TI47zkOb7+KLikyf8RNiTzI4ylEn4QZPcc61UYE7qEB4Of+h4Lq5BEFTs2IqdM9k8JdZHL7h316NTCtIbLtiCSkaE6ut+oB02ldl3eJlsDErdu5e9gdmdlnpp12210bTRWfw/ldduINlFlYoWlzISILI2JgiUjQmn3lkXVBZDohfvYC7T+bRcuZGtt7YmieenMqwA8NrJRTDEnbj+Gs5aZrzD7o2ySDVsbuiOUmig8ZSNOs7L+ezDp9y1S9jw7q28xeP8ExBN59jx1xmbjh4Q53vKxQq+6sBHL353z4edEkQOTJosZ8zTBLEoCr2t1YtA/aM8uGEr+nzA8GlyiwuS/c5NjWvD71+uS0swU/TmFjTYxEnZvRCSgjevRXg+Ig4Hmt01O9eKoV9mNHBUVdjP257i0PHM2f6ABAl6Pjq7pf9mlCEQq7bTKFsobXGn1tus13m/eI+FMv+RVJfWowsKW9M3OHI6hh+9Sp6dUiNE8l7K5ldIcJGgWBW7OgFbb05k4Kxl7pUmYVl6d5+aIFwzGWmkSSxxR5LtOjwoQjOdZtZa2nLhLjIvcH/Kzxf2JGNd1zG4ys/r5dFsyrW2SSm776dlT3eDMs82+FwUqpEMefEUNS7JdwnTvoPEiVYm8KajJUh5wrUmeWYy0y8GLiYKBSWW0w8sWIcxlMiTz/4gXdReDy/B/n2OBa2/AYRkTLFSWMpCpcq+9j9ZYqNB3JuxHKrBvfpMz5z/6ZV9OqQC4to9rTMOltkgmoK4qQLB8sqEv26h66oyGSj3b8IQitIQYW7chdaUtqLXc4ohhpdfvzfaRpTnYS7ripubfBU4j7K5sgkirWvkguGwVEyWb0+CNv3Uqp4NLSV7b/hwItJlI3rgxgT4zPGObQHbcLohRaoM4tdFXFFkNgzIfcqLn9uCq9Pup24QwJj7lvnFe7/2GH/3W0pGWyj1+aJ3p7tWkHyc+rdkX0r+bPbgvA7U9EDQd6XzaQVDwRtb1PfGBtT5Jfk8UjC8YjKPh2qi3fLPdVUM5P21Tth4k6Hw6M9lLat34nDgCSI/NTl84gdlncdG8iHFaFV6Uhw0m3GpWq8WoTmmIEbn1zPwRc7ceyFvthu8iQTHL9R5F/NPI6qMsXmfY9kVQmaxgsen0mqRiA5gihMlORi5NQfmf7m+zw4bQVPNz7oPVcqG0FWEGJiSGsUWs1/JG0dMXsKI47z/yYFHKD90zvJXPkwDtXFMZe5xj5g/2voBS2T4i4MiYJLlbnrrenMON27Viw3+W4zg/eNvCg55VWxaU9b/rQteNvlW48MYULuVX7HF5U1DdjqOEUycpXhfBHK+ntnMSNxN7+Mmkv7fjmY9hUiGgy073RebT/skjgpe7QeSRDRCjKd3pjq5WSvinzZyUFXZJHl15ttYWbSPoYb7dwRc8Tn3PXGCsZ++QOxy2VWdfgq5DzDoqwcnJwU8Q7+m7PBq0I0GDgwpwufDnudFhpXRCvrrxF/PNONxxv/VKvv4VJlRAQ/lbJMsfGNJZXRpsKQJkptO47OL23B+NgjNZI9BEJNSTarrXoMgssvjTbSpKZWaybQYdJuVJcTy629+WrOnKA2dPsf7yXpcwNzXno9aHvkcDrN1gSH6uLp0715oemWsOdabdXz2vARyAcP+xz/XdngVaHY7XScnsW4d6axzRE5h9hOh6Neu2yG04csFIbG7sZUyxdHKwSu934ibwhLbr6WySeuqfH62uCh+BNe4Xaoroiep2fHDP65w4yOgDnykQj3gyf7kvFiKarLiWg0EjXlVFDhHp97NS/1/IzFL8/2Cne2y8J/qkXLbjxwS8QVhNWhQeK6uN1oIkgzGmZ0cPBB/z71ofCbFnDwCHnacxuZ88Bd9N01OqJrM3QiGTr/R7DOJtHrl9sivpcrlz9Oq68nRnwdeBImDILLbyeUVYVxOQP8/h0utp9ugXIoh73zOkfsmKyOfLfZz9lYFZvsem7/aBrgSbk94qrbgldXPJzXmxNjU5CzPaqxKssUfdKcVl9O8hnnUF1kOe28kPoNw41lPtlzrTQGeup8fT2fdviYCfHnC3tmF7eO2LyRBJGhRpffYrXfaQ3ZLmp4/x1+TsNQ+M0LeCWkH34m4a5ium8bE/Jhb7bL3hX5tZKOAdWjAQYXL3YM3fb3n0W+deGFsoUmmwX0eeGrqlWdhL302oAdNSVBZHyTDd5/T2zyn7DnB/i021vkPdoT221ldNKGJklwqTLT8nt672tZRSJT8/qcPw+Eeo0HRCnsv3s+AKWKQo47jgLZQqHs33vsQmO1Vc/Re1siHzqKJqUpxff35ehfeiBHCWjKfRe6s7KDBWcHeD3YVZEv28h2+VqqcWIUi0oz2WyXOek282jC4Xqrgxi+cjo9NjzIlVm3+BFrAsxJ2cKxRekUTurr/S8UftM2eCBIiY3IfzuZ7T3fj/ihy6pCgWytNTvp1Lw+PN3ku7DLKgfsGcXazM8uSqFHOJBVhfV2Lf0NTrSCxH6nlRPuuBoLZKqjRLYycNYTpKz3JHNUtI9j1dy5F61ZQ5li45qXHqfJvE1omqXSfWUuzyXt8r4P80pahu2MNCt2rKoc0C9SIFswChKlirteSmldqszgqVOIWrEVAMutvTk1AEb23cGwuN0AJEkVfo0kxaaHfrvFJpFCLiomZYLAFW/fGVFLYQCH6mabI5mRGl+P/H6nlRYascaKLU/oJfwfekWnD9BGWIZZIFv46+lBvN5sS0TXhQNJEM+FmDwLTobOSIYu8rh6hapgypNRdh9EkCRcXevGvrLT4eDOd6bT7/osFqX9N+i4MsXG2MO3kPdpK1KX7oW4WLIfSePLpK98FvtIIg0m0RD0F60U+q+tcYyOLvHbUE66zQz8YAbG0x75u2bsNl5L3Rb0s3LdNpwmkco3IvrTLbT7FLJjY8nWeaIJSnoK8a+e4u2Wq8NybP5uVPSqkAuLaHpvAa2+mch+p5XZxa3pP2US7X+8N+R1RlEXMLbtukCPqbY7mkP5da/LaRoTz7/0JmJmBwAkp8oWe+T16pVJOzd/+zBpz21kQ855x9ZzZzvxh1O+C0f37x/CfW0Rya9vRC4rp3h4Botue+OClxHfbioL+BkKILS00GzpIZrO2ciqDR4GGofq4q5jA3k4rzdLyhuzrCKRK36+naGfPUHcss1+88jl5ciFRciFRajb91A22MoVW8YzPvfqGv0cv0sBB5BLSmg/cQfj//wYy/88hKgVW5EORtcq1ttFZ4i43nrm2cygudmyqrDeJvo5rApli08m2km3mVuPDPEZkyxF82aLnyK6l/8FeuntHJwch9Q4kdgjZmbsuTWs66o+ky/MyZTIVqJytUixsYjieYuxibaMzWfSvX8vt5ho97oL1eVESkriyKzeLP777AvWgdWs2PnWqg2ZbJWmMbH/6nc4+FQbECVG9N8OwPySDpTeouXoUCMfXdeXhU+MptGN2bR9zF+4A0Gx20n/Qwlnrtcw4q0nQ4793Qo4AKpK3NLNRC332DStlp1mlfXi0A6l6YoQgzDEvFfRlOmzJ/Od9fyOlO82M/X4SLY7ztvjKZKRf6WvuOD3GgqD94306QceLooVJwuGvU3/tUf5v4/e59lONTdpcKkyW+yp3r/HxJSQIBnR2MDWrwMtEku95ybH57G1+yc8nNebrrOmsvCmG2DbHqTERpx5O4GDd/4rKCe+rCp1DnOdkd28cvw6ioMI+HqbyE6HA0kQWXnLbM4ub8vdjTaeu/cDFA9pjVxSgvv4CQxfbY348915p5BLSmjxt40hx/3unGw14dQXndjd+/1aXVuVt7w2HOZWxem1m6ona3jSLKn3VsN1xZLyxlwdlXPB7ktWFb6yxjIq2n8RqXxe43Ov5ubEHQyJKvWzO9usG0+78btR3W7Uvl0pf8bC5m6f+s0VKTx90tr4ceyHi2+tWuIla9BkmQ4b7iH9jqw63OF5/G4TXWoDVY0s1a8qtjoEss9R6PyzKJPPzJElHXxhSfGmWFa32ZprTEGFyKzY6btrdMj46IXCPbGFF3TRkQSRrrrA+dVfWppQpthYnLaBkdFWP+HOctppO19GdbuRGieiPl8ckXCHiulrBSmocOe7zTWWxg41uoIKt6wqJH1ycSIKl5yA1wVXGkRvz+sZibsZbaq5IqkqxsYUsag0M2I/gEk0cG/LzfUaTrMqTmaezfyfJ6NAcK1lTEwJcWIUsqqw1XHeN7HD4cShuph64C7Y4gkfHXi2Las7RmbObHc0DbuGvSru2H83vbaHV/MfDNqKi9MltUHAq+GIy8xyS807VvXa8n8WtfNLfvnYHOd3XSCSgepwqbLfizc5Pq/eO6rIauD72OpwMerQdfXyGeFoHe+UJ9cqGabCrvcSF6a2P1vjc/3M7OvJHxVtrtWi+VbHpTQ21S1550wvHZqWLRC7ZqBp2oSKMX2QkpKQEhKQYmvHkBsIl5wNnvd5Jnv6LLson3XMZa6VeluZwVQ9oeG3BllVWFTePOIquoVlqUyIPRlSYF8o7MDXzw0g+rMtIAi026rzyw2odA5W/ga5bnONdeUuVeaMbLvgHPD/sXt6useIds7KMfTTF7PR0QiXquGQowmrZgxC/03wmHlVNNjgIfCTPbC6XCBbePBk6DTA6phbku7deXc6HDxyLPJ8dvAI9m9BuLc6XKy2Bq4Bv+d4f2yqs1YlsuNicrzCHSzP2yg5iNvom7BSptjY67R5x29zNGOb4zxbaTikEQ7VxffWdBaVNY34viNBf4OHzKKXXstwo50Eychwo51R0WZmNDrCjHnvUXJvXzSt0+v0OZecgLtc51WydTaJH8ydgo6VhMgUmGkJOV6Vr5tez8r233jP1SexQSg4VBe5bvNFqe2efvAO/rT/poDnIn12VVHVmRbMpHEoWlSXxy4XJAm96Pn3Bmtb7jx2LeBJQLndFDj/fp1NCmgWmETDud5soZ/fC4Ud/HLFZ57NZH5pi5DXhUJhlbz94UY7C/8yF3dy3dT1S05Ft4zuzY+vebKbLqYqHI56WB/4c8FlrJ19FW//dbbXIXihUCBbiBN19eobOOk2e3qOV7GN55e24LaYA2y0N2FUtBmH6qLnnEdJfXkjgkZDzjO92HT/y2HzpMmqQvvvJ7Dy6vm17h+/12kjVVIj5mYLhbYfTEZfKPLD1FkkS9G0+X48be/JCthIoSoaVPQq0FXxXl5MVfhCCXe2y8KXlvMv2cyknSx/fhYdtXXne6+K1VY9bT6cTI+/TfGW5SZL0QGFe5XVwF3HBtbqc/7v5I3kun3ZWsbHHiFRjOJ6YwkuVabjmik0f2MXAO6ru7DqvpeCClogZhaAvm2OkSTVfv/K1EXVm3A7VBdbHS623T6b76a8RKIYxV6njbavuWsU7ppwyQl4XVAgW/y82y5V9iM63O+0Mj73ar/rF5U1rXdqqfbaaJ/8ea0gkaIxccRtCysaYFbstFo90c/DXB3PHhxJ+5l7abIkC7szeHy3RLby7P6R5FtjMSt2/lnULiJzYWn6etpUc0waRR2SIKIXtJQodjq+akGxWJASEuj40l6/8VUxo9ERv2OSILI0fX2dO9xUYllFIs8XdqyTeq5D8XaXlQSRkRumwtbddb63BgHHE6YJh8Dxj3nDvIkulVhljeNvZ3v4HJtbMBg5QELNhLjTdV71893msJhTXysYxBu5A2ocZxINvDvgLXobQjvDNnR7n4Ovt+PA6x3Z3PO9gGPyZCuvFffkrxlfcjw/kftzhrNob1+KFBub7XJAHrW64PCTHeluOs46m8Rm+4WJK0/IvYol5aETmm6KzuORRr+EpMoGmJbfk4F7b/ILHeoFrQ9h5U6Hgzb/qh8fyiUn4FF7T7GovLnPsTtj8sIqvVuctsHPrh1hLGdm0k7v31bFyc7Xu/HTkcCqYTiQVYWdDkfA3f6Q20RFGItRF9MJsnObkDlvKl1nTWXg3sDOMPB4dGsKC+kFLQeHvEn20IXscapct/9GvzFpGpOXYPDJnmswu/Rk919CshTNyvJuFMu1E0KzYvc2P/jr6UEIxz2LkSB7Fs1HFz7I3Z88XKu5q2JBaTM/2q1Hm35He92ZIFd4YBL9O5cEwtqcDtjdmhpj77duehBhS/10H73kBNydd4pXsnwrtKrbkVlOO/ud4anS1XnFJh6/DkuqwAdXLqzV/RXIFjp8OJXph29HDMCg2d9ASNXSrNjpvm0MX9zWn/bjd9D8xY003WRmecaHfmM/rEjwS84JBa0gebjfUInWhuZe62bI5cTX6d72PzZZy1mldn6BKEHHg609rDYb89ORSz2e8a4DsgF4bsJS1t05q1ZzV8WHJ69AqvbMu+gM3nZN0/J70ubjybT6ZmKtoiJ7+y5jU9fPAvotKnf1MsVG/PdRdba9K3HJCThA2jzRxzFVHS01Ki00kT+azXaZk7PaMfrOH0mVakfmGCfq6NP3AMszPqxVvfj0vME0uf0Yyp4DPsclBFyqTG6VHWpk9BkmJ0Re8NBNr+fztmtDjuljkNCXqsw57QlZ3dVoMxut4S8mVSEJIhPiTqMXtOg+Pi9Yu7/z1JuPNpX7ODHLFBszz2b6zVMT1ndeHpLRdsOp1uiLPO/FZfr6pcD+3Nwch+piiz2WJmsDdGOpJS5JARf/u5OnFt8X1JY1CXpmFV0e0knlUF28UNiB/U4r+51W3ilP5u6PH+bkQJFpjbZx2FW7+KVe0LI0fX1Ewl21l1mFW+/fPldRkVGxqk4eO36+h5hR1F1QGqXywRZ2L+pMiWzlcr2u1pVZlZBVBZ35vG16+dB9AcdpkehujJwfviZs7fEhuybP49j1b9V7CPKe2EL0gpZHfxmD+3hoWz4SXJICDpC++ChvlAbeUZ4v7My2axqz8PpraffeFO46NpBsl4V3ypPpsOEeOmy4hyuf/QP/HdSc0dsnscbSiWUPDCf1J5mvbvJwbgei+71QOPhLmjem/0yzVYjdfJN3xL1HeSp/IHFiFJ+2+e6iccA92uUHmnx7kj5LHq9zS6VC2cLYnCGYfjoGgKZ5MwYmHAg41ijqApafgseBFayzZ02oieb5n0XtGLj3plonGblUmYTP6pfb/5IVcHf+ad5++wY/zusjLjO5tkbIpWXIh4/R+o+bKL1eZtrgcXwyuCfpd2SRfkcWiYs2IWg0SJLCgk9vQNGJyA8V0l6rY0Fps8AfWkcUypaAjrcfb33ZG89vr9Vxcmi8z3nFYiHXUr+ZdCWytcaQXzvdaVSDHmN+7Ut055e2QFYV4kQDW/a1QS70VPAdG9+S+2IjU5PNip3RXzxKjtO/p1x9IN8ZR0F5+PkO43IGsKziPJ//GdmG6Xj9Rhp+3eReFxgpszcx4+wUlj8/ixSNCYfqYlFxP1zVqqzk8nIoL/e9WJRwtWpK3DIDcT+f4uDz8Tx5rqRzfFwOUL+VXwBnZQGdoJBQbROp6gHXChKxg04jvOqrqot1SB2deTaT62OysKtar2byibktEkrIRonxkhVVryGqUMGlyrXKeJsYdxRJ0LLXaafd205v9Rhdy9nrcpIqyWHHs/WClu23zSZWNFB1b/vWqmVteWf+0WSHNy22eqeXYQeGU7gsDQSw31AesGBpbsp2SNlOuPvmzY1/ZojxDOApiZ15ali9ec8rccnu4ACoKvFLt3LXpOm0+X48H1Wk8PmhrmzY2z7kZWLXDA7N64mwaRfRn24h545UhJNRjIj2eHXru6yzTLFRKFvI0BlDJnVU4sX2nyMln9+lxC4deb7lcp8x75Qn+zjcQuGe+C1k6JzEiOfVnUlxp2rsgvqzLR2xqBxZJ2ANo+7aqjj9Eokqn+Wo/0xF3OZpNmC9pTcLeiwlWnCjDVJxVj3mvt4mctvhG7hyyyTafv0gfXeN5oaDNzCruA1TNo/ji+9741DdgKfMt89zD/sUIsXrbTgSBYq7Kczu8nGN36Uqspx2n0Qih+rCoboYbSr3+kC6brmbgy9n1pv3vBKX9A4OgCKjW72Ntqth0YhbcPeX6PB+eeAGsYIAV3RGVSHjxZO4RQn5mq7Ymsl0uSyHxtKFcViNPzqSQ0VJNVJN7XA4+bK8O8sXX0PTPE/ppKDRoGolDjmT6aI7r4W8vO9a3jFZWN95ecC5ZFVhXmlr/lPUjmJ7NPelbeSd3H58nLEs7N5p4+Ny+KztUBLe38bg5Bkse3g2XXTB7d/tTh3NJDNttCZkVWFBWUte3nQdU3v/4CFUdLtRrunO32a9eY5MMfhit9LSnJuj8735Dd9VZHJ/6ga+N3ViVPefOeBIIdeRSJKmgiODFgOwpDyVb4s782Tqaop7ufiouDdXnqM5/rDV9zDt+7C+d1WcdJtZVnIVrfRnAc/z3+NUkVDpViVq6MiOJfrTTRHPXxMuuWKTUBC0OsS2LZEPHvWspKIEqoKmWSpKYRGK3e4RGLcbBIGCKX2RHCplHeDQuDeCzrveJtbJ6eZSZRSUGjWDXLeZkbOepMnrmzyqrCAg6vW4r8hg7JuruC+2wDu20ulVOWeu24xFEb3FFxNyryL/JiNKaRkoKoJOi+p20/4nJSS3d/X7vnbvaIx3WxG0WvTvOxnaeB+T4/MCjpdVBTcyx91ORr05g1aLjuI+cxbRoEex2UBVKZrYl+1/Dfysc91m7j04lh8yV/hx3u1wOPnR0pHHGh0FPLn15YrBp9psh8OJQZDr1UO+1eEiXeMMuSg6VBdXzH6UlFdCEygGQ6hik4YdvApUlxN5/yHv385ru2PIN6PmF6HKHgFV3W6kxEYIsTE0/akEwerglkf3BpsSgHjRBtS++MNjC9bs+U7TmNCVq147tWxsbxptPYtmx0E2lbfxEfDqi8U+ZyIF7hgydIU4VBe7F1xGwpnzO4p6LkV37Zf9YHJwAS+ULayxpjE2pogfbAasy1IwOg/gPlMAd6Yy+6GR9LlzLhk60XsPJbKVKbk3smNDB9JX2ZFsLlps34j73JyKNbykozSNiR8yPbRNLxd34MaYLJpICv89V4V2uf6od+wwowPwDSdertchq0rYjS7CgYeXLQyT7QJtpQ0CHgK6Ndv9enGJ3TpR0SqGkyNkcAsM7Zbj09Q9EKrmGVfHP4va8VNxG75st7oe7tgX5uYiZ3sk0fFVJ24ldIP5qi/8ayUdSfwkK2AfspbfVNBBOwUEmHXHu36NIkbtvZtPOi0BTAw1ukj+y1zG3XQ/ze+w4M47RetnC/jTW3ew7+nGjOi2C0UV2fZaDxJX7KV1uWdBCfWu68wqZsXuFb4jLjNpmvPlpYWyha8tLfnw6OUsdvTh791W0EN/inA7zphVB8NXTSfqpMTHD74S1m5eIlu5ef9drOz0Ya0WhVNuB82+Lw3Z9622aBDwCCAP6EH0X0/w7/SF9Vb+mWHI4yvbZfUyFwACIAhIiY1oss2B7oyFfX9uyvIWyzErLva5pKBsn5UwywYUW2AuNXXbbtLPbeBPWe6jz7na5Uqsu+wj9ML5Z9NNr+eJTmuZd/9oGv97E6rbjftoDh0mn+RAr0y0p8uIP7qJQK4lQaNB7dkJcwuPkMXtKiT2i18YGDWdpHuO00hvpX9CNt0Mx9libc0jCccpVmB10WWs6P4WKVIUOxwQL9bsS65U6ePEKJ4cuJI9luZhl9yWKgrmj1IYJE/ntie+DVjBVh1mxc7S8jZMjs8jRhSoaBtD9M4aL4sYDTZ4FYgGA5ZhXTCccSBs2uVzrmJMHyb95XMfNffXgh0OJ0bBTYbOyNS8Pqze34k/XfE1V0Tl8OTNEzg8Q8vmq+cTI+o47nb6tMcNhH8WtWN976SaVWNRIntBD47d+GbIYWWKje0OEzNmTSLp35vPh7qCQIqP48ztnXDdUMrrXT7wdifpu2s0yvvJxC/b6vWRCD0yMKdH0/fprcxq+kvIeT82x9HPkBewsGZ+aQsmxh2t0c+xziaxxdLWT2s74jKz2pLBpLiciBOJsl0Wpg25G/nQ0ZoHB0AoG7xBwAFBr8c6rCviQwUs7biU763pzH31NpLeOG+Dlo3rw5K/v1KjcPwvYFbsiIh+FXEuVebKnWNYnLmEzbZWIcNa62wSD6yayNqbXiFF0jHoj38I2CerOjTpaXT9IocXmtScCFSP3wAABytJREFU057tsjDmH0+QtCC4kNtu6kXGn3bzUur3uFSFBDHK6ywrkC1UKCo3LJmBM8UFbpHoHA2jxmzg+eSaa6eXlDdmgDEnLO1rnU2iqWT2U9HLFBtlilwvGtzCslTGxeTwH3sM84Zchzsnt1bzNDjZQkDQ6zk4/zK2XTfnXMKEibExBbyY7PvM4pZu5i7DE3zyzCxaaU1kOe1strX2IxWsbMHr6dJ5cVDV7ns8vwd3N9pEN70erSCxtfsnQBSZQZoLVCJdU8aYqzfRRmtiVnEb2j50gMIDmag7/B2Igsbz2jiGdKciTiLfEdq+n1uSzpT4QzSXtLiGliG8pfU67apC0zqddk/t49/NNwH+tm+yFE2yBHvuf927S1ZGGGRVCsjd9mFFAv2iTpCmMXFPbCHh2uIDDC4COUYNgobFFRkh8+plVUFBDbmTf2vVIqFgFHU8kXUrzXJCO2pri0s70QUQ9Xoe6LXBLxvKbVRxD7rc+zIDJL69leu3TEFWFX62p2GWAztUmkr/u2YClcIdKdpoTd5deEajIyxNX88DH3xF7l/6IfTsjJSQgHB5Jrkz+2H8PgF1TVM+enMuG+csYHHahpBzT0vIQS9oKVacaNbGBxRuqW0r7AsVMk01p59WFRytINFxxUPMKw3ca2xMTAlpGhPvlCfXOK/P/QhiwAVDL2hrLJp5pzyVfr/cGfS8rCo8O3MCcxfdglVxIssXTgwveRVdio2l2VqZBc03eH/QvU4bTSSFPc4Ynp94H9IPP58fn5REzhtN+EfXzwO2Gg4XOx0Osl3JQVk/f03Y4XDyXnE/Hkj0J7wIB/udVtprDbRdPYmO0w6iVFT4nLff2IvyB8opKzOy9prXwsrWq4pjLjNJkiagB9us2PmoIp0RpiN+segyxcZBl4Z2Gle9kieCx5sfKoX2qqxbeLXDh3TTaeg+++Fax8ChwQavEVJiI/Lu6ch7j3oyrVZb9efCRtDxzam0nOn78AWNBueArtw49wdv4kSJbOWh3OGY3Z7dMyWqjL+nfMdTp4Zy1m7CqPHsWgeLk9B8kkjsMTuuGA1r31xw0aq7qid/XIz5Hs7rTeuos+Q749hzfwbKTt8ST+d1PYl7+gSlL6Vhf6jE21vs2v0j+L/0r0OaOlV/p1D3VD2vvBIFsoW11jSujjruZ1PX97MKBofqYvi4B302kUjRIOBh4tg/+pJ9j2+W1LySlnxzUw/kw8f8xmtap7PvyWQEg4xpt57UV7d6stwA0WhE6dwG6egpnJ1bMuC1jSz+bgDaChFHcyeP9vmOVacvY3XHFRTIVgyCWOddpKZdY1lFItcZc2ksRVMgW1htaXnOLo0cOx0OvijvwYSELUEdToWyhTJFpVTR8X/3PYj4o6+XW9BoiF0fx8et1zGvpCXzsgaQfc27AHxpMXJNVFHIevUsp90n9TXXbWabPZXRpvKg1wS7z6rP7dr9Izi+pTlXD9rNorT/Ah6BL1fs9b7TzzybydarGvlpNZGggTY5DEjxcdw01N9rXCEbKBjQNGC/KPfRHNpP3kq7+3aQ8spGr3ADiLExnOkTQ8XVbTl1pQGtIGNoWcGQG3Zw7Pq3mJaQw9qMr5AEkTsPjONzs8eGzHWba2Q4DYbvrM1DNtMbG1NUb0yibbUqh8zJIb3Jt+wbRxutiXt+Ho/0k7+XW2zfmtxyTxnrIwnHyb7mXbKcdvY6bYyMttZIRlE9rz1NY2K0qZy5JelhfYef7AqjDl3HlUue8CHdNDt1tH52G9s/6OJN6S1X7Gx0NApr3khw2hFbJ+GuCQ0CDgg9O3N8UXP+0WQHgE87nscT96CKoHRoGfhajQZN82YoV3Uj+41e6H9syolPO9NzzUkem/ox18zcyPDRm3is0QGy+rzn1z/LqjgZmZrFhLjTDNx7Ey4VRkWXBvysmjAmpiRsdT9Zig5r9w5GXmASDYxJ3hLw3LKKRE66zazr7FG33QdifRY/8Gg4pV0aoX7gW5t9wh1PnjuyBa56+6SH4mtONAG47+OHsA8poc3LB3jk5CDv8U8y3+Xo0k6Ibjjp9hBEVLYWcqiusBeQQHCpMrKqcO3+EQBsPlX7ucJBQ5hMr+f48FjsZU7arpkEgFSiQU4490Kq0G6vDXVbgB3IaMTZNwNzgob8fgLo3ew+0hyhQsOSkn68OmAZzyT9zCm3A22V7K4l5Y2ZuXGUz1zz8LxgQ05Mu0DfNHIIVgn9WQl7y+Asro+e+7+ok/mh/zzSNCbGxhRRGY4qka3EB8jkzZ/YDcOwAopKfTWA4cbIe6C30JRSNawW7iInKKC6XZyYmMH8lJe899xcYyK7/xLoD2DCrpZ45w/Hix4Kg/fcykcZ79E6xrO4Sqvja7iibghpgzegAQ34baNBRW9AA37HaBDwBjTgd4wGAW9AA37HaBDwBjTgd4wGAW9AA37HaBDwBjTgd4z/BxOOS1FznYJxAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "kedougou\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "kolda\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "louga\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "matam\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "saint-louis\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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l7SALJ/+y/9S4/89bfKFAV5xD3rjL6s19ugNVoYsB1xWqBwdM/sm3fyLAKyLw5Tf4zn98SDiKzL9loXz+NN3+qMZtVEQpttA8VXA0CfzlqMK3qtLn00Pk4vITtIBpG4ZvvMXF2zWp1ufFCSCQGlXIq+eWYtWy5dZQHKNyDv2B4cVv3qe+zPT7hqsHhu4kUyotFji4sWS5agiXlVZvdRZJQm4y7eka5xKLpzOwRYHOZcJVRV5Y3BNDPcDVz+mSOGSBacauDNW5IFndBqbXc/FL4eqXO1wdaepIt6nYftLaB+qDQB88L1YTjBT6wZHbTBz0WGGex6KLQj6rcIPgr6AOQmrUIxwbqB57woHF9EKa6edsf1Bx8F7m6o2a7rgQ60yZJpgOgKEMlpIhb0G6oKJXDYsHalcLUz3b6spgnrV0Bw3lS1fc2l/wcTbYk4zLQgiO9z8+pnQWXKHvLE8WNaaJ5GDpP5zx9JbFukwpgkhhiI4QLDkazdizQIRiBDsfyIMl1YbttGxfu0lpawgRXlxQNpvrhj+vxBcGdEWE/PNv8fwXpnTHmn2kZrTD9ML8u47J6Qm8/9GP/V79X3uX7/8dARuQhePoW+FzSS80j9ZcfWWP6UO9Tmnb86RAtiBGASW28PFvHnHjeEL18BK5WpJvHnHxc/t0h0JsBSnaz8BEFaSyL7RPDCYocPdHhdVhQoL6WlM9WpZaw/KuZpgSFfxSY8iNcPFkTwHGZ+gNZjDYtWaRG6dNbczSYgdh/9sQptp7oVjY+yDTHwhmY3BrPWZ1YagulA/ujtSlEFt1HdheaGc9B9MNKRuMFIagYNMNnr6rMCZr9mky/apCoqgNKwh2UF6YjaW60Aoysh47toziFmSnHc6koJ7i/YTtxuRgBeVWocwSzV5PSkK/8RAFu7Rqd1vr2I7TrADvBUpBMqQ2k4LR918Ji3qP92/oeTdVIBlh8+0Dqo0Q9vKuSi9OC/mwYOtEag1EQ1hWdDTgMrJ0OgkEQToL+wGxmZKFtPS4WeDZL9S8/jtTyp1Tvv83j9jc0cnOX9zi7t8fqP/pH/yJ3dl+FuMzD7piLbI3A6AsVz+0rZ48uMfVmxMWb0C4OWCqRDnXip/YFDanHok/vq3FHOzz6NcrqicFE5TPaz664NOex8VazI1j6LVFoRjzp7YUlD/8PtPpl4lvt2QPfqWlrqmGbIX1bQVjvaHhyS81uK81UG7SHb8UZfpDzWTrc83EwnTkhVtIh4VwM9DM+122lEwhB0M68/iFIU6KLvvLqLav1c5ENtjNCMhJCxRAlXl/pgJVbAp2LQz74NaF5rywuGd48fNawru1S5lBaJ8Uhn3h8qvqe7VLpRHwGT8d2KsCIVmevX+IZKG0CT8d6LuK1FlKDSkZnE8Yn5HDgZyEvLHk/YKpE+VFjQSdPGyv7xf2lX+2m9HZ4At2aUjTjJ0PbE4tYU/oTyLUGf/U09tMO+sJ5w3NY0fzAm1JGQvdsVCsimSpLqS2UJqM+EyYCvmNCB83FFMoUbBN4eJsiq0y00dqK3Pjda0uC8PcsKoc9XwJzcD66VQr0nzBPXdIhNQZ5XzHdLYU0X7EQFw74huB1a+9zfqGZXMvsHe6JARHOhB+8Ldabtz+Oif/4IM/U1+IL3p8ZkHX7M3Ib7xGnHpiY8mVwS8j1eMFPH5O6XuwFrM/Z/PV11ifOhb3DEUKsrRkZ8AX/H6PryLlg32KEe2N+udc6ogIm2/cx26gWaj9proqyEePQF6WWv+0l1IiQvnaWzz6pRlSoDnLZCdMngSaf/XRJ8Sq7fOlquD0mNWdhjATTCjYHtanQnejEPcidj9QNwPGFFZXDeEe7O1v2HSeaTto5mcKd9s1XfQ8udzD2syNtmPVV3Q3KuomcNxoo5ZVX+FMZrWpCUnIJwP2Qa8c6arB+4S1mRgt0yoQs2G1bLTu3xb8wwpQ6sJ2Wh1VLHT3B7pomLzviBPNzptnQn9cGI4z7kotY/2hsHoQaR86mmdFge5IKNYSVxYedKz7Cn9hSZNCCYawrpRzTUJzsCFnQ+UjbtKx7mr6tYcqY5xmfhwMDK3FDp54B+I8wTRSBkNqjWaMUbRLWRTyWY3c6giAeVbjnznCPFOSoftwj+kjQ3OmVA2o4OfWqN0tCHFWCHcC1mfaSc+0HmhchBN4/8MT2vca+uOMuEJWFgYA2+vv/aFeL7cwrP2E5qijOuoo358iK8GtRlucL8jYc6KMFENOotTOoF2EPvotw+xD/dvyw7mWSU8y/njDxZennPyf151k4TMKuubN+3T39omtIVVCmBq6I6FaWKrTiuqNA2yfSa3ZPac7NPglVFfC8p4hN4U8SaRoCIsJ9ijz/DducfiHe9j3PvpzWVvMazd5/vWKzc3M6u0ESbjxTy35S/cJ84rsDWbI2D7hni0oDx//scz8xwH9Hxrec/XmVA3trXB5YJEMq9dqprcesP/tJfbFAkKkTFvCrT3WpxXrU0t/xOgK0Oy07EWqSeDGbENlE94mjBTMfIE3iXnVcd5NqJ1+rj46KpuYuIHaRoZscSbTuEhqO1IRvMnkIsybXjOjbCgF9qYd86andYF501OZhB2f2ydHbSPLpscZ5cvPDlpSMpTBMaw80itf3B501D5y2UxxjyrsRp0OuYLmkeXgvUyqYHlX7WfZwbAvZKfL9eoSwtRyeTylPKsxBvJ+QGzBukzsLX7vpTK/6Tyxm1Ci4KeBugmkZBh6j7EJ0wY2MFbGAWsLVr271XRgNukot4TaR7rBczJbsQ6ep3ZOv+fBFmRtoUB3UihG6Yr2RWbyLCOxECeGyzetCnVRSMmyvJyx3guIAZGCLB2SdfUga820i9PPHydKSZjR5uavhHAEIVgEXd345djAx45g7VH728rB2H9C6qTlxD7hjyPrYYa4THWzpz9vsFeO2HqqJJTLq5/suP+cxmcOdM18zvrNA8iwvmEpVrm+2cNMvy+sTw2xEXKlXaRspwBm+0L7IpNqYXlfa9TN0lJ/6JEEw37h8stg4oTm6C2m3/yQdHb+J56DVBXSNBAGStfrcl2Es7/8GmGG+jGfaneqsAfPvz4jNWPbQAETCtWi4eibjvKdH6il7O17DEcNqTZIKkx///Gfup/XnzlCwPWZIg6y9hgwYeQQrXD+c3tktweokNUfyHgzF9JhwE4ixmS8LVibEXl5TqUI3kaMFBqr2eeQLZvO07pA7SJOEpVNOLNhGWqMFKYukxE20WMl00VPyIZu8KwWDSUZyqSnjAALChSVSRjJzHxPLsLEKYfhTOYrB08AeLg+4KpvABiS5dZ0we3JJRcnLX9wdMrldw8VNK4M7dNCtUzExhCnBtMZwjyTWhmLB5QLNgnKsxoKxMOIbyJ1EwjBEpeeUCrCWPyAqC/YTwNi9FoNg9NeMEWAgplExBT13QJVHalcZFIFZlXPQb3BScabxCpWfPjiNmIyb7zxFCOFs9WEO/uXNDbwwdUhi3XD5bMWu7LkOuOvDOEg4Y470qJSEBTIC69i6DRQppH1lwq+icRkGK48/tJi+5djVcVSpYokKpeNFOI8U10p8JexAIQMNoiuBJpCbjJlsNqNbTJQV5HF7Z6ShH5RQxmbxFeJ/mbk2X/4VW78zpl2P/sZrmD7zIEuh3MVICba0KM5L9hBDeVSDNkWpMDqyDDMwTlh+igzeRoxIdMde+JcebpSCz2AAbdUOuDyS4bVypCr+8z+8fDHMl5zsM/i1x/Q7xtMKMy/t8H9wQdqP7PQvIAiQnWlmeH61liDf6nNTuJMOU63Fubfb/G3Tll99Rb9gWV5x9AfqW+1feMeJ79/gn90BedXCvBD+GNbvvxZopTC9AdLVqf7KmglFbXcWo8TG2F1VxgOMrnJ+IMeazNVFWl8pLKJAmwJklVf0QVHyoIZ/1jbSDSWmMwIxHrTOEm7THQLzEaKKu3F4E0iF6FxmikuUoP1iWzYqeNOMnmkZ4ZsycWRiiFmw9QPNDYoQEnGSOYre08IM8vjbs46VsyrDQB7vuPGdMX+uypqhmR5+PCI9QeVFgG05WX7RaetF3MNcSYvl85NptrvmU+73Wcq+72WwY7XKGehJCEGi0ghbLQruphCzvo8azPGZowpxGjIYzFCKsJF19InR+sCfXJ89OKA8KylVJknbo+TvRUnsxUz39PawGbwdFc1Zh4wRx2SDelEJ6KcLFJlXB3J9fjeTqvhpA14p99TLgLTHl7T79NLYbVsSI9rrdy7mamfWsqLCdmpdhkner3649GZk3UiZxxjdqVl1sXp547JwKVHsoql/konqM7WVCcb8t/q+MN3j7j9jw/Y+/3nlI8e/UyC72cOdGUIhD3LMBPsAHbIZKsNo4uB7BTkUg31GdSXhdnDAdMlbXfXao2jO/PEgwgGcpsYGsGf6wzdH2eKdZj+Ldp/9K92FIB97SZXv/gaqZKdXer5L0yo3vwKR//sqZ5PX4itsLojhL0CaFYJCripUk+m28CLr7XYt+/umqFsXstwqyd/3BBn8OzrLfmXW+rzU/y64LqM6Qv1eY/pIvLh4x9Kg2y3hcF75O4tVvdmmAhEsKFQZCtqjc6CCNVdPVZTBVIRShEqm2i9ZrDADkC3v+ci5BEct5aled3hJPF8owJn6wJGMrkYnElUJpERhgS5qM9zG20VsCYzhIIxmb2qZ+IGuuipbCRmQ5c8oICVi4zZb6E2gYShz56zYcI6VsRsuBpalqFmMgJ76wIhW+5ML5n6geenE2KybDYVYnQzyjQ4Fe58RkzG+4QIWJNpq5dUQsp+l/3nZJTeSKJdvrJANYKGQMmiqv54vWJwOyfhFoxTNoRoOU8TUjJqw1p4qheWsC/EuT7PUPh4uU8XHauP9qDKVHNdkYCC6jjqtLghGzbrCucTziVt82gzKRtENOOunNI302rgqmtg1rG6BeG8on1kMQHCnnZHcxeaEYe9Ms40IHG8L6YqBkoUcpUxezrRpqSWw+LU3pdrTZPN2hCetwy3I/b2mke/PuXJXzrl9j86ov0Hv/czZyf7zIEuISrn1Ah5D+LEEhtd/rl1oVoWwkwrfeYfRKqriOkTJmayM7TPI6f/l+P858DNAnLmKMbgTjeUqynZ6WDZ3Mw8+4bn9ffvYM6viK+f8ugbU/ojrVVPNfRHuvyuH1Zkd5M4gYt3CrhMqTJSJazP5A9b4kSrk1xQYUISLO8pFaFNSFT8CS8q9j7W5tqphhxGMehAyJUjO7C9HwsN9rn5D59SPnqETFrCO/co3mC6xHBQYVKh37f083GwC6RGWJxomacZ1A403NLdCdoq4KzekJcrtVyt+gojBW8TXXSEpJzslmKw488ueuJopapdZOoKp5MFuQjrWFGKMB0pgavQELOhsZF51dElfS0JYjJM6oG2CoSk2eye67nVXDFkR58ci5hVRAu1VkPZyOXQ8ExmzNwwZtdpR0tUVifNdfTs1xsu+5aQLBdDy2Gz5rDRopUn6z1CsqQidIPHmMy0CmyCp/UKHH2yDNFSxknJ28RQLGXccqJEQwlGeVevjWGsT5gRmEUgBksewU7smNEDMRrNfIMlXNaYtYq9EreujEztMqvBc7lpxtvBIgcD7URplqH3iMlUVRrfTwG1GJ2kUjKULCoeF8Ga/AlnTS7COnisyTgjtJOBVWdJtWU4KJQ72v8hTix8XI+tKpWSiSdBewdfKjcR5hkMtNOBvbbjxeUUczCQBkNqE7GzmI0hNxmqzGZdsz9fMf/GJZvg+ZgbfOl3j0nPnmP2ZpRN9zNhK/vMgK6IIK/fZfXWIaEV9TdOYT3RwTh/z7D3wYDbJJoXllQZ3CZhQqYYITtDqRR8YgvhVoCNg5NAe9AxDI60H5HBaKcp0eXTw79xAnKiZaDoLJ69ghUAWejvDJy3HrdUlT9VynuVjSMRcVvRIWt/0lypEOE2Cu5mEJoXgltDdWmxm4KJBdepHzY2QvFqezIDVAvN6ld3hPf/9k1u/Avt+tUdWBV/OhVXEBj2hGEO/XEm7SUkGkqdFBQE6unA7T3NcFM2WCkkwHu9Kc2YzXbR7bKilLSwZMtH5lcy1VSEHNQ3tOc7hjx2wyqGXMxIDwgh6zG2gNgnRy6iYOw0O1sHT8qGh+t9NuBXUx8AACAASURBVNHz2uSKjHDeT7CS2as6GhsJ2TJxgVwMZ8Nkd5ypG2hc2HGjaXueNQzJYSSzjvrFxmyojE44/VDtnBfWZOZNhzeJLur5WDOuYMbsXjN9pRWmkx6RwnLVKL1gClUdMKbgjE4WOQulqKGlFGC8rgDdpiKtHDIIbiPkQchVob8VkDoTBrejIrZujqqJ5GwwRrPynA1DLxib1e1RRMf3xilP20RitHg/UgujcKmfLeNsonKJITpSMsjaEt7aYG3mcL6mC47FYoZJYKKO6+rSEJJW9GWrvSuKK7grS38xZ/1aTT0JQKLaC/Sdp73RUbbnthw3pkMnodYH/Jeu+N5//jq3fuc11qee4//1O5SrL77Y9tkB3Qf3OP/FY1Kl26McvhfJVljct7gVHHy3x60CkrR7kokZUsEMiVxZSmWQkDGhcPWmdkkKz1vMYc+s7VlJYb30uJXZbani1gpcaTStp7YQZkXr8Tvl/ViMABQUpOszQ2ehTCL0Fveo1gKCadHscutjFHAbbatXrNp8JKPNqGuhO9CmMmYY9+uKMHlcqC90PVqs4FeFft9w/hWvgsbYd8AEGbeWUU+sf3vBYTMgUlj3FSmZ3ZK48VGzrGzIRXbA1PhIiJqRxVeWviJlRwdsnQRb8JVxGYvJbILfPWYoO+dCyBa7A0HDZd/usrHLTaM+V6OPbzNsIy8FJ0Nh6gYWoWbIjiE7Jm6gteOSP6OTTXIjlaGg7iQDhiebvZ3zQefgQiyGPumk0kWHswlvMt4mzaRd0M8FeKsctB3PyZqMNZlu8GQjeKfnW9XxpWfXFGK0ZCMKYlIoWakIpOjqvAhkQ1p4/JkdG59rGfJQjUt4o9c+DE7BVMAYLcbI2WhPW9HBlcYOaCGotaCMtjaykNz2ewQ3Xt8+vARza5R2GHqnzosbHU070Pg4rmQSm1lAHjsV0aqC6VWcztNEqY3uxLGxmmQ4KGtHt3b4C0tfKyCvK097stb+v6LOk27wtOOWQPNJR/zVwMOvNtz7rwv5ZwBw4TMCuuIci3eOiLVQrVQ4S15n2NnDjF8lTJ8oViVUSYXsDZdvNbiuMPuwVw9uAXLBdcLwcAIW0mXFs4VHOotJaDnqSna2mWJHv+0FgOzM31JQsUe0tDI2hXgSsIOneWaQxw3DftkBrt0Iqc2U44Gydpi1wTwxzL83LvvrQn84bufixobXdaE+E6VNFpr9Zj/SEUYwUR0Zw0zUZD8DBPq7gVAl2snAYT1Q2UTtIiHZnSgGMGwBZvxbio4hbrNYfU7+IwAbxscVYO342CjIjWKSrfKOR+yzoaA0RO0iBgWO1gUyKhq1LtC6wF7TMySLH3lfZzJDsqRiSNnwopty3KyYuEEdEtFjUHEOGO1nCrS1iaxSxTLUNDayjtWOY55sxTeT6ZJnEz19dAzJYqQw8YGpH5i5ni45YlFKxdtESJY4CoCpGDZjNr4F21VfsV7VCnLba5h1xRCCJUVV/MUW5XNldDtIIa4d1Qu7K0MGnehlBMwSDDlrO8hsDHHtKFWm3u/wPikHnEUHZ1EhD9Asu0qEIpTNWP5ehBDsjl8GcKOotp1UZ1uxsNXJBaAPjm7Qm2A4ytilwfaaCKVZhiyYjVCdG/UIzxWQqxdqUzS9Un+pBbM29JsZ7sElp4cL+uhGWkNXBOu+Yr2uqepAd9zSHB3+qQU9X4T4bICudzuxqTsUTNj6TIW9DzNurf1PiZnirQKlUTHLDMLsg4KEAkZIjWXYz+S9iLnSZhylSdhzR30u+BXYjTZy0aIA5Ypjo4AoRUtYh1HpxkAx6jgABTx6NbZLHBtij5mqrIRgKkzRLDo73SWWwq6yy0T9PbWF+lxdECbo+3ZHhjATqouCDQrWudKJIOxB/6CjngSakRrwdhRG/PAJm9c2a7RjpmbGbGsb22W1AquQxix4G9tMb3vMlAVrVPgyAn48ZsxmJ8iFMeutbSQjdEkdCNZkpR6i8qZ9dIRsNdMaPb1WMm0dlOZIDjfemK9m2dsMfcvj9sntOOar0LAZOefTyWInBnbJMySLk8wqGyqbmPqB1gUO67VSJbHiomvVeTFOFGbM9rf0xxaQ5lXPUbvmmZ9xdjGlZCEnw2bjtZeBLVr4UMAdDErxAGIyJRtIWtBgwljlV7NT/xEwVSIHqwIdUBptWxnjSyAFqGu1suVkd0t2AOMyuR1/ZoGkk4CMGfOrqxhP2glrIVlC1H9DtOQsVHWg3IpaGHPW4p955aBFG6SnRikwrfZTDSHVSsvYfryXEtgirN87YDFN0GT8RItt5tMOZxNNOzBvO5b/Sebjf/seh998wGv/04ekp89+LEz5LMdnAnTxFdmNKntQ9d0EqM+1NNVt1JkQpw5JRZ0MVgf35lYm7HvC1EIprG5ZJBZkNX60KMjaUV0K9blWXZVxXNvNuGwesw5RZ5pyvrNExiBZQa+6EFLjxoGm2UaxjI1HCrnTG0MrdHRQmihEy64LVfNCn7LeV7uZ6VUN3hr2U6X7cFVXIEmzaO24pa9TzkzBdEiGJGYndG1vplxkXGprxleKaOa2zXa3liYpWJsYeCka5QLuFZ+uNRkrZfc6GZe1IRv8KzYxXdhDyIZcVKTJolxoGSmNLGUn0F1sWuZNx2G9ZhVqwkhL5CL0RsE0ZcPED1RjVmylELKlS46zfkLIdkdRbOkEtacZhmTICH10ZGR3vMZFpr7XjDVWDMmxif4T4G4o+trk9Nq+4uYAuDO5pDKJzeCJ0dBfNlSPHSYI/UmiVAWZRlI0WJexLpGT0Qbm475kqYGwVwj7GdMZ5GbHpB4LLLJQBgcu0+71u+92m/yJFLpNha8ioJmrtUolCFA146ogWsRknbmlaEP1IjvrW8pCQgjJULmE8WU3NgAq91Kom7w28Lza04mlQEQb9viFJj9bEdck3dbe9tqjOHv9rAikzpImhtBr05xn5w3VQc+07XlxNWXSDMxOV6x/y/L94/u88V8uPpf9TP4s8dkAXcaxkcD1BTsUTCgcvpfGvxekKNDaQYUzSYWTfxkZZobVTcfzvxyRJlFCov6oIgfUJD52zncbVfZtP95cEc1I+sLmxJAdtE+VL+2PCjIYTG+wg4J02CvkpmA6GYFbkF6V3f6wEE51sJs6IaaQekuaWdyFHctStdFKqrW00i8EOxQVxUTPp7pSt6xEdWgMcwXcOCnE/Ux53jJ937Ha1yz56isD1c2XPsdNcORs1BI23kBbXjIXISb1lb6qaL8Ea0abUdqB7TZLNlI0G8oGIwpg3mRar70KVkNFLro0zUUrrarRx7utSNtWpZUirHuPs4nWBYZsXwLeNnve8c+aDQ/Z0tpAX3S4hmxpR3vYJvrRsqbc8kXfctIuWceKjAL/fvVyd4Z1rDQDlzFbHyekbXYNyn/XVdxl02GkJZ6vJ1iTWYdKeVFRF4NJ2oTm5K0z+uC0A1lW8S2NmSOgNEOB1VsBNwvUPpGSPhajHS1nBTMf9PetkDlu5QMQOo/xefyuyu71xhTymMmKFHwVR6Bl56R4Fbz1uIY+OIwMVC7iTKZysN/m3SpGJ7/AzRuXPH0+J3eOPE2ApawVcCUqi5IZd6kYwC/LKChrFVwxQhkADKnNmN4QWsfF8xYJwvKm4d6Nc85WEy7eHODmDfjBh39+QPkMx2cHdMfZ0vYF2yu/aWImW6OAOwKtcp0qotVDproQLt6ukY1VIImaMdtOfb5+OVbToDSCHQphMvJsGZLXGTk76I/05tlms1u+lqLLJLsy+CshTcrYhGUc8AFSEqTKNO1A33tcnbDTgdBNmf1ATyDsKYjaXrdIufxyoX5hOPx2JnkwqajgVtSPDOP5OyFGYf59S/OicPStxNk7jvnxisrFsSpMQWMdvAKtTWyCWrBCtKRkqGulJmKyO4EFlKs1JlO5tCv9dZJ3y2ojBSuZugjDSA1sH7MmM6t7pQtGu1XKwibrBOCsAvhWpJMx6xqi3VWVmfFctDxYGJJmvUOynExW7PuOPlvO+sknMvrN6DaorX5+IwoWl0PL1A3MfE+XPKvRweCt2syGZJn5gWqstNseLyT7CWHPSiYUtZgNyXL2dM75+Yz9/TVtFah9xLnEMutk2429Z0U0+0xR+W7nEyULwWdAixnqJoxc8Ev6wEjZCXOfoIvMS4+wq7b2NOVorR2piDK+TxFSUpB2Y3tGdVMIxhSs1WPHpPeLtVkphQLevpx4CtC4OK6AxlLuwSKDgWkkF8grobpSDheULolTMA4QpRhe9avZfsuDG91H7sJjO6NFFw9bziY9B5MN5jTzg//olFu/c0D7ex/90MrRz2t86qArIjC2EMRoIw+3frmkM0OiOKNgGwomvXQtSIE0cerbzQVqFdv6I6UjTKevS03RRiGdMHmk76F8qboUsh951roQp0WXTYOCcXEFf6mZcJpmJGnzayljJU49ZumdQdrIfNLRjYLFpveY0afbH0N/OC77Hxn8Cvqbhc39wOSJ29EMrtfCBr8s2AG6I6G7FXGXlv0fjNulZN0I8WrZcLq3xErecbwTFEC2vRHWReizU4GnDi/pgFduas1+dfnfurBTt7e2L2/S7nlqsg+7zKl2kcpEhuy46hvCWLG2vVlz0Wx3O9AaF3cccRq5Yyd5ZynbCi1b0WsdKi5Dw5AcXfTUNu7+HkYLXC7CKlacrdV77ExmMJZFqHdZahwnBSvllSw+M7FxtKBZVtnuKsW2jg5rMhOT6aNDnH5/TRXwJpOKsMHjp4H4oiE0EWtfGbs2w+hmMK6Q2kh3G1yVPpG9vsq366SUX/m/+nu3/ttsBPcKKIuUHajuADYbxOSdk2LrHxZhN+n90YjJYsbikG1278fft2Pl6PSKPni1zD2fal+HTset9q2GiP4e9nS8SxqLnNaj0F0E2a5CF4ZUF6Qo9bJa1zuNoHx9wfffrGh+/U3u/R9r7De//YWpXvtUQdfMpuQHtwl7FZOngfIMwp5DcqE4YXNS0R0YJi8S1eV2Oh0HWwEZIlJZumO1suimhLqLq7lUHnc4KNrpSQp5ZdUL26uH1gyacaa2aMVN0Xp9Gcscsx2rbjzEvUTz2NHditAkZOVwi3H3Aa+NYl67cUk3LrErl+ivaowrLN/KmIOBEoXSW/pjoX0s+HNDdWGxnWbXJo09E3xRlXhAhYuVYf5d3ZUhe2HYM7h1IS+Vj2xd2glhhsIqVCz6eldJVlUR5zL1+LwyZnUxmR0N4UawGLLFjTCwDl7tTu5ldtm6wMQNxKwqv5HCkPUze5vYqwtddPTB7USaPng6m5jUA8LLfg4Tr4UJZ5uJLolt2nmEt8Cfi+xsZ7V9ueRfD14nCptYDnqz+rECq4uOblTKt9zzFsS9izQu7NwTW8AFrWTbXkdnMpuoKn5tI7WNHL3xMatQ7c5jGCqm9aDgedzRbzyz+YY/Kr5vqYaqiZjJoHY+YAhOV0hbDt3lnb93C7w5G5xLSlMMhnra46zSQ1v/7dZDXApjlpx2K4Jt1vwqKIsI+RWoN1bfvx9XKc5mYjKsSqWcrg/j95NZbYxW7w0GE4T5BxEz6LhMlZBq0dVjBcWYnSUyV2M2vhmrSieqeYR5pswCDAYJFj9LeJsJTru5cbjmO0dzXp99lfof/t6fF2o+U/Gpga6IkN94jf6kxQwZfzVAKdiQuXzQsLgvuA66o0KuLFPRTFeSOg+4EkbpCpMEGQzTtqdyiTOZIo88sw+192i6cHQnWj2Ua1V4c2VG36xQnFaL2Y3slkO5Uq+h6TQLt2vtX0qdsVXGTdf0VYM0CecT908uWPY1q03NfKotAk2d8He1qUvJQjEGqkz9QmifZdrnSmtIKRS0GXjda2VdbNTP2x8VmmcGv8pkL2QnXL5lGA4y1WGnfOYo/myX3FtPrrcJb0dPbnopmIEKKdtszo+Ugv7dvFS4RxvVq9Ent8sctz8B0gjAxiZ9f5d2FrNSGJew9Y6WqEY/bBypild5Z4DaRRIqzqVQ7cBzSzso96tc9Da8zTtXRm1fdix7tVfENlt35iWlkREMBSeJ42ZNawc+WB3t+kZsgXhIltrG3US1s9vZTD3tdD+2V7LXYfTG6rJeCxnqUaAqRVS0FfsKQL6kA3SQazib6aXohpWviH688vytL3vL227phE/+jfH55hMTw7b8Wb8reeXnCMbjhDVES4xWs/lp1O5/B5bpo4BNZWzGLhSniYFflV3P5bN31GJWNoLpxy3grXY5S1lojrqdHxmrVFc3eCZ1oH5tzaPfmPHW7598IfrxfnqZrjHEvXrcBhsounEgWQUnO2iPhenHCrbdgcGvR9GrgpPfzWAcz99tSe8sOZ51u8qiJx8f0Ha6tXacKIcqmV3FFtvZ12tHMLcS3Fo+STU0KgIgmhWnDMOdQD3r6c9ayrqG/cjx0ZIuOC43Wvo6bDyhDsyanmFQEaWuIyKFxfmE+sMK24MNEGvRHRrSVlRTga6IUiCLNzNlHph9UGMDdAeW1R1hczsibYJoebqacWu2wElmk7x6TbcGYxTctktsGYWxkNRQv3U+wMtqpTTe1HYsYKhswom6AjbR04+KfxjBcVtM8IkChzFr9VZVfni5hE7Z4MaS423IK5Y2a/IoyGlJsh2X25uiGdhW3GtGg30ZHRWlCMO4wtjSB9tzSUXYq3rCKNptK82mdmBILWYEl5nvuduc82SY7xwM22NswXcLSn2yO5pkWr/cGyyM2bE1eaQalC93I5DouapItRW49HZ4SRMA5MwOsI2ByaSnt3nXwEYbBSlXXmQL1C+z261FzI4Ti7bi2B77ZVas15Bdw6NcZLdKcTZRj+NpGL+vug6UIkzmHRuXuaBhea/i6FuJ5vlYvOSE7D3D1FCMaigmqPbBtpFOGCs0zwwxeDphZyeTaHFjs6DlpuZobwW/uuJ7+XUe/A9T8nff/7OizGcyPj3QtaMJf+tMMKKZbheZfydSnzecv+NJjX5Z7WXGdYV0pc2on/98TXdScD93ic2Gy0Wr3snLCrs29CeZzVuBdq9nvfHksQWdW4wZxEgh+KUKAZKVh9r6D1OTR+W1YKLR7v9rSx8atf78/9y9SY90WXrf9zvDnWLIyMw336mmrh6LYrcoihQpARYgbzzpCxjwN7ANe6VPIkDe2QvLK3vpAfDCC8E2YMs0KMpiN7vZY43vlG8OMd3hDF4855wbWZQ4qOVi0xcoZFVlRGTciHuf85z/8x8aSQrYHhrGQ029GBmPFewq9nVD6KTYHg8N+7uKOGjUqGluksuVhvbWMy3FDziaeeAnkAWSR+U0uw8it98LKQsM+QkEp3h7t0y2iqFsyTPVKReyxjrsCRc327lk3m0+8r8qFf+lBXc/SW5YLrKnJjg+aMKXiu7kDU3lUCdeBv7k8bkwV6k7jskXQXBKnehuCp3+nhQsI5N2hK3hvAz2auuwaRCUhRu5QG/aPY/bHT/fPpLPLSpaI+IKFw1WeS7qI0srFK1TLLtO7+3oKnaDcPeMluRe2eLHchf5cEKTS+8JO7up5fOWweW8MMxDRh4M0KyNpXDa1CXn3UM+dP6u1YwR65Ou1TN3r/L/MrZL6b6z2k1r+d5GJ0M2GzR3Y1UKvdGRZTuKYZEz1GcO/2s99y/W8H0ZdBMjvjYEA9MSpuTIB8JRbm7EOH28DOhJY4ZEK4vg3nSCCS+dcI33FcorPr/ueOfDN6x/5zU/PHvEt/9xBd//MX9Vj7+8ous9KkbMENC9x+wGDBC6SvigXRpeVeCeKo5PDMvPhLsaLGy/5aDzTJ+tMAeNOxfcVjkJLoytXHjH+xYGjb0zBced01ul8PoWXB1xqySxvVcQJU4lLh1jo1k+OrC/7VJagac5GwhBMQ1WooGiKg5WdSNb0MO2IfaG6lrMpFHQvI0s3jhsUtnZveX4uCpG0aEScx+3AHUxslwOcCUxMcebTmhxvRFFlJYJ+YvrDU8f3ZVtei6+p4dSsXS/cqMy/3v6fYQif52n+hoX59canaVJjIkssfUnUmKYncpyUcFSlHAG4YDKawvn1wWRBqv0XFXFAjNkChk6UGkpvLu+wZrZO8AkZ6+8Zc+deqaRiSeEcHaNmrHrjEX3oeJ60NxNLZ8fN6WrtWmA5qLgxMexIkYZpMklrMngizWBKr0PAzTVPPnPi8BpUZZOMzxYuPKRHcIyr9meDOdOB2j5sTp9d0qpB7uGYoZTqGS5C56fm6GG4qSWYInC4kgQhvOiyqtM2kmkVOXKeHgGb3/9Avu1DjOAPQpLSKVkD9fO5zetKF6844WifS0eFP7GSpqyh8kawiCcYCKoSXF36Hh3c8fwjTt+/B+d89E/eor/4iV/FY+/vKIbgujoY8I0tQajiJVh3NQcHmsO7wTCxolS52iZ1oZqqxm+0VO3jvG2QU/pC7ViKs0mMt20mHuD8rZo9XUKPowa6q1sbaYVHJ8k7HZQtK+TZ6oXpoNC47Sle7bjd975mI/PLvjpj56BjTKYqiYqE3hzsyb8Ykm4cJjLodgXHj9e09wKJaZ/bwIdUT+sqHZpa2wUZvBob+lXWkI0Rzg8Uxzfc3SFVjR3P9nhShQLCqIiVCHd1PPEvU32hj5o+Zhzh5m6sLw1RglrwacCkc1oyoAtTbCzUisX51xMMi6bt6f2pHvLh1Exba116QJjVFgzD/YGZwlR5MlZJWeNp1KxbG2dF16p95pRyf+zqRCUKX06f6tmkUfvLV8czgqM8LTboolcD8tk1CNKOH3CGT66SjBdFPuxnuXTWhaE7CusdSzFCGBRzwXSgyjRVGYbzNStmFgdhhMLTXJhDNTWFfl1sYr0uqgJ50Itf88q8CGkQiu/GZ0pMJC89/Cg6wVmr4gosIM1mZs90+gK95cZx15UIu1ujUiq7/9uT+8srz87p35paW51cteTwM3mVmTw40WU2UiAYCPBCo1SJ3e+qEU+HCu5J0OdvsO+Yr+o2XQ909e3fP733+PZf/Xqr6Rk+C+t6MYY0dM8pImVIVaa0BiGC8vhacJYO41ZjDx6Z8dre4Y/07SLSaa+TuMvJ9kq1Z6uG6mt582xIq4mmsWINYF+qJheduhRVs8QxN2r2kpnOW5E+BAOkhCrYkrGff/Io7MDy3rk5XGNVpGnH74F4DBW7P7ZI1SEelSc/Sxw/RuWJ+9fMzrLy8/PRaW1Cti9Rh8M9Y3GDCLuiEqBlUnu9l1DtEIqPz6RAt1e9IXHCZGhr1CDJuabOgIaqnXPshsLvABi3p1x3BBVGcmc+iycDmoydSs/16Sb08TA4KWA7sdaTFZURCvNYaqKHBhmTBgoBUgTxT8h4aqFipaKgVK2YLN5AGWMRyn1YCiVndBCKgAZ/6wqT1u5QjM75dgeU1LFqhbZr1WeffJpWJqRzoxMUfPycFaGTafaM7FAFFpatqA83UVYI5in0fGBEESrSKVDcW0rn3fQReXVj1XyUdBEO/OlTeI0N+mcxrQQ5S41F0SYdyiZeSB/R34Oky1/NzJ3tPNgjeKAlqGcaUoNRynY82eRFzUfFLtjh3Oazapnq5vC6/YJWz9/usW+E7i9XxBetax/Ikbn40JigfSk5J47k5DO8VxUos21sIQOXxf7SLvXEru0DkQLflvxkjOeXt6zbEfe/Ibj+Te/hvrkC7kdxvGvTAH+Syu6erXkuKlFYeYUSkO0mv5Rzd3XNf3XRhE69IZpV7OvPO1qpN82jEMG0YCgqFYjbjL0Q8V+30q3YCKH2w7TpgIwKepbwUptLyKM8UzSFKKGsHaMjzy29tRJkvnkbMftoePTN+d869lrNvVRKE67Ber/PuPp9x3Xv27lomgU7tzxdrsUIxKni//D+R8H6m2gfXVMJ69QPuBbi46weB24/1Cz+yCgLgeqxAfN28F804WlOJthRd6pO8eziy37UTwGcreZf8JcaEOelnOy7WfegnL6+KRGyh3slIZGpxCCVpQCZ9PNnfHkwQnDYUo48immWYpFghMy+2BmBPzJbkydvM9TMYNNHWGVimGWP7s4LwBD8ghWaYBodODtuAAWqbOUzzcr47Lyzp0Mylwq9lXqPvOCYFIcT+78MyTiT+CVfF65MAO4JG4oEMGXzhMoQosYleCn1iOxUULdynzoDNUATF6j0+t++TPM/OGijktHtve0dv588/ceThbScDITyOIWa6TAZwViW7ni2/H80R271ZHd4ZL2Ws1zCqB/Egh1SFz6hKupNPAeNfpqYLqrUN7gVwGznmAw+OuGz26vMJuJ5ZM9P/hPN9Q3l5ijon0TefSDHvt//fBXns/7lRddZS366hL/eIMZA3oMRKNw64ZpZdm9YxgvImpv0INGe5haxeG+RduQ+LZWvigrfNbgtcAPtzVqEsNof4H87m0NGpZfaMwQqfZQHSKHpxKdE+pIXHpWFwe+diHKl1U1cD+2vN6v2HQ954tjybQavWH8xYr1PXzy78PTr73iZrvgzYc1T5/fYnVg2zdsR4Oygagt9S7Qvhqks1cKXECFgJo8BFiGyPb9FjaTdC4q0t83KBtYbY4oYL06SqrCUQzD/WAIvaF3lpu3K7rVQFtP1FYmzoX7mT53wwwx5K5NwYNClm82owNVKkD+5Oa1SbWWb75+svjEKMjb0J0z0v1ZVyCPPAyCmfzv0wAs48ghzr4ANnfKCgKxLBZKRerUYWZJc15ETuXOkzOCOadz2A41Z+1AZcTHIUMKz9oth2R4sxtEtXaqeJP/foi5lt2D4mTKPzM+8pGL7JQen88RSFBL9t7Vhccb4wyhZBpXTnzI7210lmGS7jPvAEqnrPNPcH6mrjk/D+ryUYQZCTPOu5u8mGWhyukhPGdfOnGAfhTO9KAsPioa6zHW0dmJq27HT35dc/jhOSpC80b4u8oB60D30xoVYDwXgYTdCTWze6+nOttzEy7Ke3z2/IZXb87griZMGjo4f/ee8anh8HpJ/1iz/XrLxdf/Bpd/cI/+4E4baAAAIABJREFUySeEYeBX8fhKi66ylvidD9m9u6TeTuhe1GbKSyTP/rlh+2Fg9bFmWoqTva+jbKuTE1PVTdBBXXv2r5aog8FNCmoZesWjARulQN9bzFEXF69oFS5lPBHnFFzStL3WDhcNm+rIR6uX/E/77/Lids3vvv8LzqsjP91d8fZ2hd84qr9/xzeaAasCl92Bm7OOGBWremDbN5gXNcvPFdMSqu0k0uUYUemnfCBiXr5/XuM7iEeDVxHbBM6vdqU79UHTNCOtnjjrZhOQ3A09eXzPkCb5beUeTMBh7i4ztnsawwM8KCp5kJY5qgSNMl5ivdMhFCJTOkClpHjIDTl3GdnPIOO8wwm+KKcvW1ulc+rCw/ddHNBS4dZREeLMTMjKu9zhDt4WKlq2cpTtbyjfjdWe1kxSBBHO7+hNGVZlwYhJNK88qc9sity5SqcbHtDYMlVtVuPN+LlT5sGgU4qnnhcaO3eU8t8n2WacxBwlyKH60nAtD9RC2ub7qFDp+olRldSK08J7Woj9ifIsL26ZiueCFrze+IQdK5y3IqIImqGvaLuxFPgQxSmusY6r1Z777wp1cPe0Re0t1Y3GnymOX5swW4PvJCh0uIRYR/bblvPzvYTL9hrvGtzZgRgUuld4bRgbC03aDS4nWEHVThy+HXnzOysu/uC7PP1vv/8raZrz1Rbd954znTfYoxdPhUal/bDCN5rDE+HzTUthFEQbiVcjcTBCn4oS2707tPTHGn0Ur0+nFXY5sVwM3L5ZSYd7tKgor2eOCnMUxZcIDhS+Tp4JZ57Lq22RwT6qDrzuV/zBm3fxQfGb737GZX3gn12/x2dvzlEqcvFky2V34LyR7tMFQ2sd933Dp7fn9H1FWAiWu/o8YI5OdlBqJpzno3/acXiiGTcBtXC0yxFrPW094bxhcKYMUUB8CmZsVnC2nEzQpBs147nymIc5WbnwZkPz004237T5+blgnpqc9wk6cMkfgTTwOu1+FDOuG1PHlAvjlHFOFTndBBoVqWqJYs8d9ikr4rQoZ//gwVkq7TlMdXn85DWPl/tyjpftoYRiZsPzSklS8e3YMQX5fNskphD/CPsAv5UOcqbXGR2o7Sy8yPBJxp3HBE1oJcMs4T8LE6TcC2pmJQimagq/tgyzdCgQRl64umoqi3FedPPr5eth8kbMzdOR4an8uBli+JPXYy7SPszXSb42IItchJ7WjwprPevVsQxK+8lyPDZippN2MyHC+eLIuut5dX2G+aLD3FnCk4F4MOJSthKjKLwIiXaHlupcAkHjtmJ0hkePdlzHtdi1pvdVGY9rXAlZnZyhujpy829Z1p9+h/Z/+ef8qh1fWdFVxjC+cyZwgoJYpZspRNyq4v5rlulMCut0JsmtsYqszo7s7jrYVUQPN0GktCgwITESVo7lYqCpHAya6s4wnXvxPTAiPawOMZmDi2QxWzxePNqx3XVcbvZiljK1hKjZND3fe/o59070/JftnsXzkcFbrAqcN0e+tRTPz+/fP8PqwM3NShJhj5bupaHeBep7L+caQQWfZUFEY/CtZfue4fBuJDQBW83Up36sypb7tDs5Hc649FhjPI0VXPW0YACQsLisFstDLTidis/4JUhHY4IuTl65EGc/hxAVXT0V4QPMAodM2coqsOzmdQozCD4ZqI1PCRQCJTxdbcWkxolJTfZ5tSddtlYULu5ld0j+vLIlj1EJxGI85/VhlveaCavnEp+hDp0iebJ6zaeOLp9nxmqFDSIFuaRnhIcF1CfsNXsTCL7JQzvNU4zXusSJtQLT+NkoPS8wmVqmEmb+QJWXser0fQlMIRDRONrkoxtLUKV838xG6JDCOFNRz51tYrtoZpphFqjkhTYb9GRaW1fJuRynKvkwQz9WZcHUKjJqaRyq2nH81kCzHAle43SkfmMIVoqvnsQDxceGsAjExtO8Ntyzxm5GbOOoakdthQd+6GuslfOfnGG769Aft1gFd99QdP9rTRxn8cqvwvHVFd26klyzrXwAwRty63C8MowboXG5LopA4XxCV4Ht9RJG8eA0B0O8qYWDa5Il4qgwdeD+vqNbjqiFZ1Jgt0bMz5XYJvpa0n3Hjdg0+kcT3/jgFYOz3G8XHMcqRcMcuR9bfvvyYwC2ruHH91eS35VFAk406T9Xj9Aq8MX+jF3fYGzA3dds/tDy5Pf2RKvZvd+weJli5JNvBIkeN51VDOcKt3KY85GmneTiTnaAJg1cYqRgptkNTAjzHmsotolACZ6EeZgWkQ5zCpomdcqHdFMs6onaugdb4RglMy0Xziwpzh2wSUyB0y7YpG5sphSNnNU9Lmh2k8h/a2BIC0DvTBmEXbRHau0eUKc0kUU1ctnucdFwfVwU+lNmUvRjhbWey8URoyLLShInFnak0Z5KBaY4vz8psqF0nJ2ZWFc9exreHBZsdx1NKxBOlSCPOkX6GB3oEnb95THN6KQ7zt/PedcLZTBlyZ3uCoz2pXBn1dfGutIdn8pwfdCMTlMZKch5oJl/b1MnDAIdncqSTVJ0PeDz6ojWkkBxKhGekqw6Lxb5OBVinNLk5BKeJeIRijOcUpGqSh4oCUuua3nN2npWmx3NI8f1fsHu0BAbkb2DGP8Lbz7iVx7lFPZNVdShbl9x9ngn7JShYjxWxMFQP5adze2rNR/9FwfUj3+MPt8Q25o4zcnOvyrHV1Z04+SwhyRhnDxKS/pt1Ir+UheZoG/EH0EbMYBWXSR2SLCdTpzagyYsglgvriLhtkYfFfvzJG89m9DXhmCluz0+FYhB+SRBfH/P777/CUs7cvQVv3X1CT/dXRGi4k2/pHcVUzTsfcPnuw1GB27HrgyGDmPFYay47Tv2Q01/rHEHGe61LyyXPxjQLuCNYvn5iJ4CygdpHwIlHt0MgXoLw0ETlhq9kM6hdxV+MpjKJwkxpRspN6yKtMkDdcoXPGkbmLpOn7ahp5htduZa1BOjF1hkxh9T4dZzflie5ucikTvBjAGeYra5K9RKInYua0nh7X3F8+6eIRj+8M0zDr0ou2JUPFntki1jcgILtijaWiPGNG+HWsxxoCwW27eyGFfnPftExXpndSxBlCBFNfiaIVimqFnZEVJMfFkc7MQX+zP2xwY3GtzblvBM8Xi9L9h21KoY7Xw5T87oUDBnqyXPbPQGkzrfLNjIBTk/J39eWTUmIgYl7mCZKpcgmPzdnEIZpdjGecdiT95LuRbydXAycNN2LpbwkO0gmKyIIabR0nWj4MNQhqh52JaVb/00d92U15yHpsMk8vSmcslLo+KsHdjtW0lD/tqB6a4h7jR+FahuDavvW+6/5QmtcHpzbFFOkdY6Er1GNbKIxKjABszNFj+Ov9LJE19d0XWO+uevGb75BN8azOAZLiruvm5EsHAveWB2r7lvNL6y4vKlJOSvWo9s3jny9maJ+aQFMvk6glOEJkLiGsYA45XH3hvcRszNx9GgWydgvDd8vpdi+psXn/Jbq19w9DX/9IsPsMbz7cs3/OD+GV9s1yzriUftnt5XBCXdV6ZDGRVZrnfsm5o3cS0prxMcnlWY3mMGD70jVCY5lwlBUsVIVJrj44r+EkIXMZVwNHM31y7GB2ojyMMbcYNyXrNqHuJx45dSfE/9BxQ86ExzxzqlLbU8Pj74e5C2q84K5WqyMsBxtnB7G+tKnlhWlk3ecDdKBE7vKz5Y3iQKWk1tPbswsyi2YwM1LFRgm6Lbl5V44WrEmGZVDVgdeOHPGJ1l/2KJ3Rnc1VQSby/aY4ly//y44bPDpqRLXDYHvjiI0mxZjTxtt1wPC1rj2DmJeS85Y9aU4VaXkobHYJimh0yMvOjEKKbtGTZwXjOm4WLmJBsjHX2XlGwqnXttPPux4jgkN6/kayA4eGQ8KfD5+8zS7cyZFpHJDOGgA5qHIhPIku9ZYZYXbpX+26XCmul1SpHSKSjwAqQdar7e3Bx2mVV0dfLgnRI0FqNOeH+iu6XXaYzje+9+jlaR3dTwerXk5mZF9XnD4jOxNtWDJnQBs9eY15Zpt+T1Y8vl+Z7KelZP75IJe2TRjLzo7Uw0/hU+vtJBmn/1mvpsyf7rG+w+Mq40w7lIb4liiGx7qG803GqO74NdTWjjuTw7UBuPsYHpwmN2pihYJOU7+xdEfGWwZyPm0lPpWJIUrPEc+oZhX/Pybs3jsx073/D5dM71sOBqtedRK9juZ3cb7rcd5mInBSQ5eW3qI1YH9lMtW6o0LdfG46OV7LOc6KtAkUzX3TxtjlbTX7XCR/76QNU6mnaish4bQzE+sXbGGjP9KUbR4Gc1V8iWhWm7P5woiPIN98DVCinOk9dUJhRvXaMii0YoNrnDHVKxJT0mF7hcmDPdLMbk0qUDj9sdAF8cznDB8Ly7x0fFdmp53a8K1WsaLcHPbl2Dt2Wb26TYdqs9XWIa3AwLBm/Yv15g7w1+HVhsjiyaicfLHef1kSFYgpvd1u77hufrLWMwrKs+/S3NzdhxMyzE/Dx19U3aVttHR6wVQ57KeAZ44K2b8XGTBAGyPdczhJA+b5eM45WKdI0rbINcuGHOfWvrqbAg3ImDWt6ix6AwNtA1Y1KKUbD4JuGpc1LI/D4zwJS9G+T8Z1pcvkacn70XzMkQL79HFySqCbLQQjHFufhmxkX++6jI5CnybJ9glXy9ZMx6VQ28Oq5Z2JGvnw+ctQMfq0uGQwdKUd9D34HbCLXS7A3htubaiXRZV4HN2YH7ncxdYlD48xWcfwu/rKg/fUt49eZXjrf71YsjotgzTivLsMkx1BGOiuFc0dxG1h/D/h0FQeEOFmUju7qhP9b4O/FmsIdEd6oF2612UnSHRwGzcFxs9oBwKXP32I8Vl+s9ryZDv6t5FVd8dK65mZa0xuGqket+yS9eXRLeNizf3bJuhkKqz4m1jRGrxPFEumptwE0au1cMG019C9FogVIyTUwE9xzeXXDzHUv/3SNtI+kD8xY9SU2TcfV0Yg8YI6g6UqWbJV9KlfEPBma5GOTJMUhXcmrfqFVE2ZQ0EEX+2xgnZi+peIcIJt3EdRo2ZYZDlX4OblY/dXbiqtkRombnGhZ2lMeECqt9skWUQUx0GucUh6iYJlsWhrae6G1FSBE7d5MseHtXc7NdUL+yki12ITaeq2ZgYdOcIIqZuYsS5zNWM4tjcTIU3DmBN8SmUtgA+2ONd4bFciihnLnrKyZC6bPLDIzJzaKLkv6gxXzGOU0MEtF+Sq2bU5izlFqgfp/sHDOMMCVcPxfcRTuUwu0mm1gOvny3xVJSxXQtzL4MVVq8h0kgklP1obznGfvVJ99xRAp/Pre6lkXKq3lmME6WUyFYfv8qNQKZcpZ3Z2090RhP7yo+3l6Wa3ZhRzZ1z+NHW17d1ZjBoBy0L414sCTPaxSotxV2VAQbufUScdTWE4unt/zwP35Ed3lEqYnjZ8/58H94Qv1PfrV8eL/Soqs/eJfj+2fY3tNfVoznFMet8SzilorDM9Fb+y6Im1fqMY/7mvi2kfA7J49xy0DsZKjmlwbWDmVCUd/k7q4ynovFkcFZtn2D0gHbCEH8490Fjy+3aBW5H1pJgD1arj684elqy/3QEqJiO9RURnLBWuPYIjduHmqN1tCvJ47PwS00ZmpZfN4TlEErhRolSCoaRbXz2IOFCF0zlu6nyDVVxFovxalQepMLVTqfKeGxuRD2znIYaprKFZ+AXFwzBmd0lEKaYIb9UBOCZtVKh5vTGyZvOAw1/VBR145Hy4N0bFZ2DGOcX//JYpvidMQY5vPjhl0Km7ztO86anlo7QtTsJ9lG+0EUe+qo4c7ixxYUTGee+h0xGc/F0qpA7y0vtyuG6w51FlEXI1038mS1Y133AptEzejlPXyxXfN0teNRd0g+uQIR2EQVG9LQa1UP3A9tiRyPTtNW7oHKDSCqOfk4L2RZoXVMxTpnkuUCVlXg0kxqnGzxiAgIHhuD5piy1LKkuFyzmbWgEuyUbCGbE0/gw1An0QMznhtng51TDvEp9a0YnMfZYzgX39yhRzP79OauNKTi23YOkixaqcgiUfxC0KUz10kck8UtAMNQ0TRT4Xdn6bbcT1OCvgzPlluuvrfnB+fP0J+1LD4XA6j9OxKdpUZFc6MZz8TcyrxsUA5eK3j/yVsun99xv13gnWb5iaH7wWd/YvD5l318ZUVXNw391y7QLhIqzfFKhmdRQX2XUlK7iOtI5uJAyinDGeLBYPrZGQwl3L6Lq60otRYVde3ZLI6MiUsaEAPvbM6RI7WbxvHO2T1KRS6bAz/aPeEPXzzHO83UW95/75reWXajpC+M3pQuI9Oo1vXAXVTFf2DRjIwLSx8Uk7a8+m3N86Gmff1QFaN8xBwczW0FbxrG5Vi07Xnb2KQOtIcCNZSpceqsMgGeoIkqSjpt0PhUQEoYITPf8lS9lB9TGc9hrJh8NjSfhzzWzkyIbN4dmMUVx6mi91ViCzh2w5K3/WL2bkiPe3NccXdsuVrt2R1a1H2FiiSTIUV/FfGLAE1gnCx3Q8vCjgWjdtEwDBX6KAPUqvZlyn46gMtd9zr5245e4ncyo2GM0vnmSKJai2qtqRxN5dg3Ndb4BxLqqWz3Z1HE5A3DYJmOEhLZtNMsZkif+6lReHH7St+j86oMIYNSxZMhS61n+8VYijVQMHN5Hzr5KYTENqlKkawq2flkL4JTz43g5+Ib0mAw47EZDpDrwBO0Kni3UgHvNLtjU7BbSBLxk+KffwpEpcqQq6p8gnLCA8jMKNlFZfiuNRM2ziZPxds6ClMp2lhqRq4ToQZ3U/OZPqduHCEo2j9uef+//jH+9u7PUZ2+2uOro4w9umC4rOhejYwbi+sURHH/klFr8tVEoILhIoKNqElh9ilBd0/JNhvOI/VSusTKeJrVjH+umqEUmhxDPnnD++tbvvXsNV8MGz7eXbDtG3pXcb2XldE7jW08TxZbfnT9GK2ixMIoMaruKim4vRfFTWvdA+ii39WonUWP4sOwfb+ivnfoMa21Soxu3LpiWinCuXiT5kFMnhxnfLFOVDHnTOk4TruS41hRJ2hiUU/c7C3DUFOnritvGU9luKfPz0R8C8VDFWYuLFpMVg6J+lSlm0MeE1k1A/up5ugqltUo/z5VRYJL6gyvdwsOr5d0H0xMx4q48ESn6F5Y7AH44MjVRmg/h6Fi1ze8NUvOG/GquO07xl2NBsx6om0mtoeGfrJwJueSI9xztA5ImkWmbVkdkjewojaOhR25T4O7TdMzhhlC8siNMXnDcbJlkJiPLDYwdaBpxyLT9alDLekKpMGbmfHRL8sRZGESNzKhnc2/00mwY3QsSsHiQXHCHjjl3saoGPpKCl3tUGoiRinOxobEkU5qtRgLPn3qj/Fl3wbx/vV4o+e8NjMP8uZiLQyNbJx+OpuYjY1mGOw4VSlaqSoLy36qhQe+GNgtG4YTQQlKAgemdaS+VyX23TcxKVblc6kbx5Pfmwi/ggUXvqKiq5Rien4OMTJuLPfvG4ny6MXQ2HcR38xdb+lkVUQFRX2nqLagnZjUBEvi4CYVUNAY6+mqefo7eMPTxY7WTny+23DeHvn68ppvtq/4tD/nzW6ZivLE7tUS1QTeeXbD33r8MS4YDpuam74TOWM16/jzityPVVHc+KA49LWcQITmWmM/1mx+NqWO/fROArt3mKES8xoEd850Iptu/ELhSdheHnIoEhZIuolPXltr6YyUisXUO2N9UGjRD2J6umpKlLC543LePLABzHju4CzHqaKrpqLeIr2fwQlemLfJ0gmLFHfdDYxnFa111IuRnOm1Nw0ExcXqyOQyV5RkaygZZQHFzaGDQRPOXClw02C5WB8Kj3hTH8ugRuwmDbX2xWFMK8lyE66uL6yI/VTz9rjg5m5J3UxcrA7CY54q2T24eZEq2LsWW8+Mm+cUiMx6UCqmDk9SgXN3qlOnB6cGP/K9CIvAP0iUiJHiYmZPrg+tIqO1ZaHMXeo0WaZxHuw6p+kRLnNmHZwyH07pa6eKvyL9PRmoaRWx1URX5yHezOZQpB3AZGgaYfZkn2NjJCBz5xpyWsWqk92fTQNAl3Byo+S5mR++ef+O7b4lvGlQXqFHhXZZtSpRQL6DaKF9dGSzlEX69a6l+2IPSqEvzvHvPUb/7HPibp/O7yHr56s+vpKiq68ecTwXc4vbb1mmtajEopaAOr+IhCqiR7F9s05cwVC6QAooOD6Wx9d3iv2HjsWJ8XLuZrO936N6oE4dT2Mdv3vxc55U9wD81tnH/OjmCduj4LLvfu2av/X4Yz7eX3A3dXy8uxCv0AdKKBkMZKvC08nvcagZ9zXtxzXtm0R/e+2ob8e50mUqi3g1Mpwr9HJKmFssXdZp5lcWROQj2wHm7il3GplDu2xGaKSI5wJaGQkWXNoRFzU3fVc+r1xMOzvhqon9WIt/gHWF6ZDtCrWKsl1PRcimhIE2LUg5+PH0sSFo2mbkvDmyaXoGb/nw6q10rs6waB8qhfLNtqynNPCqOQy12FouPLr2hWi/WvcsqizvnRMedlNTeMICDVU4Ek6uAlb7tOjYwpS49R3+YDELKQZZWZbvzSxImXnSp3zZULbYeXHMHZ45gWry95yvGWukw3XeYI1Hpy4x++JmKOF0EcsdpNDE5gw4H1TxHNbGQxRlWYwKR+5UE5MgzrQwW/7fw+gmFwS/rRIzIp9rvpRPoa6cx/fA8zmmhUAH9vu2dNnWCjPHB8Vm0ZdrPHfvPuiUFp144dazXvaMiUp3vO6wh0ocy5qIQgIHjucef6h4ed1htkZ2zwz0f+97vP6bNdMq0r36CDNEnvyfd/CDn/xL69RXdfwbLbr6fEP44Cn945b2iwP6kxeo9Yr7v/mMqGD7gWHcpG1no/DtbPdmDxo9JHlu4t/avYRFBguH55FpEzAHzXge0etpxn2iSlZzHrxhmbi0N8OCw1QxOsu/2L7DNxY1UzTcu5bjWLHuBlb1wFnVc1Xt+MPpOTfDoqTC5m5kUU1lCJMvNJsm+rXxDJNl+aOa8z/2DBuNr+Hw1BIaRfeiF3N2T4JQLLffaiVqqJYC0KT3e0pS3590WRkqyDe2UkrsIxN+F6Mq7k+18ZhmnJkMqZMIKGrtihgCTlzHoub22D6wCczmLRXzltAHzTCIF2xTSWd8qtyS910TdCgG2kbLEKuzExftgfuxTd3V3CXnLbTWgbZyrOqBw1QzOunmlI7Ydirb7fPFkU1iN/Teghb89m7sZEgGVLopOHaXFp28CAP0rsJFLQwGHTBLKeDHsSqLt89Yp5qFCLljnAvw7GeQO0MpUg8x0sxIyJ3sohnFOwHKYOkU15fPPz4QT5B/qkgVTwxuothK1pXDNIF+rErHS5QONFoefO+n11pI/F7DbC1ZBn8ndDB3wpCYnzsHYFob0rUhu6wxDRiVEgZFdofTSgyJmrSjyd/TIYko8u6xqx1Xiz1WB66PC/pDzXhuWH6iqXaa49OAb9I5OQkLUBH8IvCT/3AD6d9DGxjf9RAUl39YM5Pd/nKOf2NFV7//Dne/9ZT+XDGtFPy1DfZwRlSK8Vwmj1FFQgWxCim8TvAYAHOE7rUkOUxnksLbvhFX+f6xeN7ae412MDzxrFe9xFPrIA79CK5aWc956xPjQDpZazwv9me82J9hdOCT1xdMvWXzzlshZ7uGV+MakK7p6KpyURklqiStMhVHlaLbVZNQcExgWEduPjK0b+R8rn8zYreGZ/+0pX3dEytFrDW7dxve/o1IWDuydsp5U7aKY7pZciebiyuAnwyhF9aDqgPKBvwkPhShFhWRqxybrmddDzzv7vj91+/xZrfkzrQ0lRTdOiUiZLFAiIrXfonzhsVJyKKOitZORK3YTXXJ9ooxhxfKTd8ZuXlebNfc3S9o2omr9Z5uuS9dzNFVJdgym4DH1KWFoEWBqOMDP4fSVVvPNAlOerk8CGSgPQdXp/BIx9F1UvBzMYhZZBAK9NGl6HWQhWZKC3RnJ9rKcRjqNPFPBS51onmrTRpcnSY6ZIFA/r7y4CgX3CxIGSeLd0nuWnlxokvdZsbl4WE8UVdNLKqxJDADRX2YMdBKB5r0u2wfmaGCcZDrOCQTGVv5JA8W5Vpmjuf0YWPy7mgeCuaCeMrtzT9LIkjqlG0Sf8SoGJLMe9EOZTeWg0bz9zN5w2GqisBhTFzhZTOWXUH++yEqbO2YzhU7Y6m2krQyPHVQB+g17UvLtIqYXjNdOux6kmH82wYGTVx4prPq/x9F1zy+4vrvPOX4SDOeSwJCtDCtEyuhiSKBjeIcprx4IUQrOUogjAV7iLRv5Dn2KMbH43nELwO619iDYrgM0PhyQ1XWM/Y1Wotk8rweOat6XNTUpsUn3PbtoWPdjHzy5hw3WKpuYlUPDMkg5qe7K4CS+XVMxiXO62KAUmhMqSu566Vj7o81fh1Y/UKz+enIi7/dEDYjYayTwU/qKDvL3Tc15tmOxgbcZBItTDGOtkythdJrCjGeiBRbr1BeEXUkOrlRlAlEp5mwYh5iPd9YXxNQfHHcSDfe+ULEnxIOvaqF37quZEt93SzEpCR1XVHFxNUV+0TF3NGtFnlQKfDD0clApKsn6sstrXW8s7wrMuveW4EUUgdZGy8CjWSyE04wthgVx7HCGhkOTl4zTBXGRC6Wx8IeGYOVZOI0jCmS1yKhndkTfVLS+aALha1WUgxr7Ti4Gh80ty/XnD/dypByqFPhpAyDgETpE2hgdLa4g+UjpKIbvIYEhThnSsFtu3lRsycsgDx8HJzlWHZYI3XmusaZQWF1oNZzlHv+3Rg0h6EqrmUxzMVfpZlALu45N+2UFnbawWZcN0ZV8OmcTJwLbu72bYI7gOQFHIt/8+nrnMqgI7IryousSwPIppkKzDaOFUYHFtXEopqIZwfubYvrJngKajLE+wq1N1S3mlBL9pruNfVry6hAd4648KgqQFDsn1Z0xhC9L971vUKeAAAgAElEQVTe4c1bopt3Qf9fH7900VVKcfz15+yfafYfeOxO07xVuIUYzbhW2AYxCmQQq4jZaVwXQUfsTmI57BF8LZ1wc6Owh8j26+AuHaoS5VT/WDTYOnmPChCvyoDpYnHkcbejMxNLOzAmutBlc+CD5Q2//+pdpm1Ds+kJXjMFw6N2z3W/fCCPBdGTAyybUdRJqaM+xS1N2g7v7zrWPzFc/Khn/07N8ZsjtvFyXn3asmvF4Ynl+K6jiopxqPB7S1iJyY24QgkmNydGBJRJ9rtKtlCxN0ISd2mkZ0WZk583TJbXw4qVHbDK88H6hjEYXh3W7MeK7a7DVp63esG7mzu0ilw1e759/pr7seN26JKhjNj0aRW5Wu3xUeCExWZXtoC54/JBJK2reqA1jkfN7FuwdzWf7Ta8enOG0vD48r7IaGFWSI1+Vn2ZE9jIaKHjZc71KZc4+/qe+hDIa8xd4eRMEQfkIjyG+bLfTw0vtmvuX6zF2/WJqPzmjk4+/7wFBxEnnGK4MsQyAteXbbYUtBCM0LSSoizbL2aj94zY+6CLC5xYYcZkWekwKmAJaCOs9c5OxYj9fmxKvl0WnniviV7SWFCRys5Qx5SGpDmDzXldAj5zI2NTx6sTdJEXHvkZT2A9xOtEz8KRbExvtXj/jqPBpr+vmI16crxPU02FUSM494xRe68JzSg7BW/ElGq0LBYDy2ZkP9TsvIJtRWhEjWr34uinR0X1xhJqg7YQLzy29bz9G5bq+Bts/uie69/c8Pa78Pj33+X8v//Dr8yN7JcuuvrRJftnFf1VhM2EizWhFhzWN8Kp1aPCN1JQ1aQwvWI69ygvXZztSdEAYPfS/R4fK9zlhG4dwWmoAiwcHGUFD0FwrHGydM3IKn05Lmg+O2w4b458c/WaKRpCFEzzONQ0m55vPL7msjnwzeVrPj1e8Ol0zugNi2ri4Cz7oS78zfqBf+3soZoxzn1fw71l8wuH3U9EVcOoccrQHEG5iHZiZ9m9dqx+UhGsJVRQezh+M0LrJAo7CmndpiRZa+dtrFIeFyFWCnSkXky4yVA3rtzMIcJ518sQCcV+aghR03tRo+2PK9ybFq56louB1/sl+6nmbhAZpVI5Yme+OZZJvLGopoIhDs6WHYLgp1LQBi/dZ0DxtN2yczWv+5UM7VpXho9aScE5LYr2BP/MRxn+pOGT89IZLWqBdXJXlYdb/ViVJFtrJCb9eKzZrA9s2qkwGcZg2U/yHe/HmvsbkRa7C1fi67WeMW9jYvERyPxbrQVPz4t018jiORo7F9uUCGFsECVWogZaM2PgeQHPi36OOJomS0yDLNBohNOa35NVgaOvZBgWTlKJrZddn5ZrCShzgPwdZxEOhAKdmOxzwsw1tma2mszPhdmLIXt15CMP3QZniuCkrmdBRzZtGhJWn/8bfIFNIA+Q5TWHyRYT+fx59X1FW4l/7sFG4vmI6wxqZ4k6YkYFWnbPyknW4mQq3Mphn/R88fdqvvi3V6AcZuV4caVZvPwO1f/2L/6i5e/BoaxF1X+2leQvXXSnDx7jOqFwuYOlOiqmNcJGmJQ4BNmZR2eOmlBFMBF11EQLriPllymUE77ucCVyXj9qGAyqc4LpTBpTCSaFCVQJtF9UI9uxYQyWw1TTGscx1KxtzwfNNXduwWZ5lMm+9nzQveXFcMbH+wtcKgT5omorh/OaZT0WtZdLfGCfJt5KRV4e1wx9xeaPDPVtT1SweDnx6Pdq9u9ZiYyfPPr+CC9f040Tz3Yf8dnf6whVZP0FRFMTvzeUTiRvAV2i3YQURwSgNKhKOn1jAot2LLBBJta/2S1l4JVw4qvFgaOr2A218H0nRfis43bVgA305z3HJk2+FRwSDpiHIfmzybLfPvm/Cslf0gPyJZYjenJ6g0ZodrXxnK8OEsgYFPUJqCbR5f7B4DJjvVrNCrBs9OK85mbfYY1Q+foTmTckPm6anBd6lbPi60vExVnssE/KtKdP75iudMFvC/UMZinslKS8OlDXfvYrZrbTzGrCnL0mvNVYFtTsOpYN87PfsE9c1N7ZEip5imVmdkqjnWxyoi5smoAq5jn5e8tbeueSmXkUTFcbyUJTSqTi/sSnI1MVxVpz9tPNxTIP+vL3kzPychEfJoGXumoSjxPqsmhmxRo6wIld5Jed7crfPxnY5c/jFMYJ3rA7NrT1RFU7xsGiTCS2HprA5BXxdUW0IrqxOyM76jcN/XNHfdnL8Ld2TJPF33WYwy8X7aO7luPf+Q7jWtNe/+lQxS8PL/iAHilRycFG4gLBb1Uktul3WladHJlevZY/raL8XkXpen0Lw6OIejIQvMJcVzJ5bRTToUY3nrYbBQtFVtcPN2+LfjtvHT/fnRFQgluankZPfLh5y1W958wKn+/n20elY6sS9Uf4nHKh7Mf6QUeSh2hgGbzBOU3YVbQ3AT14SQa+7nl0P3LxQ4vZjZgv3hBu7wo30P6zH7P4te9x/due8dbiVpGLZf+AT5vTYmdZaR7SRLQWfO6068iYGciFer1fFIL+4MXke7dvCZMmnjuqxUgYLGwr+l3DNFp0ojdNLzs4c7SXU8EZfVRc7xfUVvDYrnL4dKNlz9UmhRLmcMRX+1W5YcUq0DyItjn1iegnW4Y2WomOfnRz6kA2camNZzLS4d6/WGPWE7YSIUhTObSVwlyI9gcZpDonkuSumsqCthvqk6BNc4JvUvjfuQOdRhmCKQ1tc9Kxa/E+znzVmdNt8Gk7/eWjQB9pV3Zqv5iLTo7FySq2U2Ojzk7F02L0lon5+VIAM29Y4X3GZ2dTGq/mbleuMUnBaCpXBrplcJWup9r6B57Lzqsk5BEFY4aBJm9QxifzpLEseGUBSYU3J5xkH+KZ6zuLPLIxeakz6cMMUREmLX4e1uOdzD3qxYhZh2Lss+3PqN8kz4gbRWjEq7v9wtLHlrPn22SQ73n/fwbz+z/8UobGn/9QxrD/ux/x8ncNyisWX+g/9fG/dNG1b7aEaoVbRKgDYdRUWzEK1xMyWV969N6gncAM9qCoj4pgxLBYBWEy6An6J5HpakIHiAdJ2g0LD06DV5jFWBy11u1QtiRX9Z7bqePu0LEfK8EC7ciz9p5PeuHfPmvvWeiRnx6u+HR7Xs7hNDQwXxzLZpTEVTPTp/LRO8uubwT7mxTVQZJN1ZSSISaodnv4/CX+SxlNcRx58t99n/Hsu2z/2ihdSOocHnJAZ1lllTrryRuWzcjdvpOhQ5Kvjmk7N/R1GdRk7X4eVmgTiFMFXiSZwRu8jdBLLpuftODGTaBqp2IXmPFTKSyuUJQyJUyrOThR1IHyOY1JRVd4xXrero4nW8nsY5DVWiWhIGhcwhgDov2fEk/5+HrB8ueW/rEmvu8LgT/znSEp71RM7A5RFrbWiefEWM8dZcgigFnCqqDwb4deBlMoCuwjz1OMY5XgIE+b0gwydhzTAjRv1Wf5qw+y0Jy+31y4u3oqC2pOtFBpAdDEIksPUbOdmiJTzsZOucB6JwuxQvxzjZlpbaWD1aEMSPMCF6EsPj6qQgkslMGE82fhTV5kM747xLmk5EF0Nj/P2HqTfKCNtuVx/Vgxel0WisJFzy+WqaU2oLqRaTKMo6WqJUnCGCnmeeh98e2XfByfcv4vNNNKjLCiBXutWHxsuW+WXD6+5+3rM977xe5fWzChlGL63V/jxd82TO+PxAgXP6z+1Of80kU3rDtUFLbB2GpiFQi1Ia4c3ikICowIH8RRTDpbM4roodoJS8E3cHgmiQ668oLjmigFVyFLdEAsIBPF5rw9MnrDi/0ZN8OiEK1zFLRVgZUZeDOsWBrpgv+Plx8W4/EnaaizqEamYMoA6XQblUnpeeprdWA/1BwPNfFtTfeFQU9TvlrFgu5+J5Zy/4qJaDj2vPff/Jgf/YNvcvnrb5LaTZOdbfNgRgjqnkUzCqZKZPCWO8BNhsHK11egCK8YR1OGP1pF7rYd69URpSyD05j1JJ1bb8TLoAuSTaXEPzU2jmU34LzG1AESrJLtH7WKbPtGfn8Sjhii8FBnk5WZc5oLOFCc2YC0RUW2vcwF2KXClmmA1vqi9jImoI+a4/OAfX5g0Y5UqeifuqjlnUM4ytYzF1L5/exnMXeBs9hEm+Ti5md/A5BuK0/yBfYxMvw62XmcylwF80xDq1y4mDv3WdygCxsELZJgSFg583DXRY0Kkck3jEGSoLNnby64GS7IXrh5IcnWjTDTEqtKYJ14cq1L7I9+UPAKtp12KZm1AHP3Kr9PbIoTy87phPaXr4vBWUY1MyVq60StVznAlvOYlXkzBNImWtpe1fjkWnYaW7SsxsIbP//gljt3weJzRXOtmc4iZoBqF5leVtw1S5SO7L6xZvVH6i9cePViQf873+QX/4ElbCZM7el+f8HFP/npn/q8Xx5emDzKwepjcK8s+/cidqdwZxpsQHUebmrMIHLfUEXsQaOCsBvMIKyE4coTmxSx7jREJTQPHYmjRrn5i8xcwvuhZT+KSUmYqjn9NeFlP3z7BBc1V/Wee9fwv//s27hPliivCM/7sh3yaRJcG4/XgX6ytNaxboayNcpDjMNUcXezpPq0JtRw8SNP+/IgSrMA+m5HeP3mz/wCw+0dH/3DT/jhf/4+Zx+9BWBMXQFIcQlBF8er3VgXscM0GWzytt0fG8brVoaSQTFVluqyZzpWuL5C2cDd/VJcsFbSRbk3Lc2NJtRg3xF8a70YSmdSAi/TURtPnzqsbIydhQr5JtMnBc1ouOwOEv547Ao7IRcmyVvz5W/kqbdzmq6ZLRhzB5qxSkjDnMcDtvY83uxmDi1zwTsVIeBlO3rsK6bOlL8PlOKZD+8102BpF6MsTF/Kp3PTLAlGRepmKgtPxi1P36cGppOuNotp8vAxwwtRRabEV3ZeimCT+K/TVCUmSKAxM9xzamwejSqdZ/aN1kqKUGM8U9Dc7ruy0FgbHhRooZ3lf0/XZ1BySQcxVPLBFmxZPjuV2A9q5vOG2RMi+wvHk/s1d8T58YmU8wDXnaCwd/L7qK2fGShp4a+MLMTZsrRL2Xj7qaarJkYPT1Y7+AbcLM6wtxbTw7gWl8LqHqZPWvSHez799zS/9qMP4Y9/9i+9V/V6hfvofaaVpbqfUDHSX7XcflPqXeg8OIX5WccH//gn+Jvbf9VtL+f5p/72z3GoQ48ZozAQkInhtBEuLb1MFO1OSXKCAxNkmqjSuPX4RB4fTUT1mtjKsCgiF4C+rkVv7cAtA1978pbBWT5/u+G9R7c0SbKaO9HRG+6OLe+c3fPNizccXM2P03Q+D6Tc5UTXTTxZ7ljYkYOrOUydqLWc4IuHqWKdtoNT0Nz3jZjafLxm8VJjerDHSHPjCuCkb+7xb67/3J+df/Waj/4h/Og/e5/uO7dl5c8FLURRF2W87eZuibGeNmWpVcZzCLo47KvFhNpWTHsx3jGDovvObdHk60/bNFjQKKdwm8B5N+CD5m7b0SVoYpg0i0bifA4J+zxVROUbLxu0aJ3j0ecO8m1YzGYu8WH2V97SGg27JMVWKtLULuGk2fIwFrFGXnB8UFQp/bVKfF/iifoumQbFqPCDwD9xNOhuYj/KkDCr6hTSZeeAxpgsK4e+JjiZ/uvay+AhDdGUouSP5e26dMQGnzrXPMwSpgYnRWeGsbLZ/OSz0c0MW7QJYshFLvv7goh3SOIWnQpbFhxEKJxkkEXIJbhk2Y7F30I+75mNkPHsEEwRT8Qo9DMHxdg8P9YHStxTPr4sZy+4vQ4PKGbZ2Sx3rrPdaCyvoVQs3btSspObhnnBaytHl9gLJuHceX6QxT5Z6bjpeu66BfqlRU+K8VyoqvWNxm4V/WjpHh15+zcvuPzZJw92p3q1xH30Pl/87pLhMhINEGXGFJVQ1Ej/tBc9PS0PVul/xfHLsxeeXxCNYtik3Hor6jG1t5i9JjTileA6kfdWexmYKQ/DZWS8CMKrG7RE75h0IpOGUTi8bhPwOtI9PnB7bGWFHQ0v79d0tUxLe2epjU/abUkiuE3FNh+b9RH1aweW9ch+rLntO+5VO8spw5zQcOjreYuaBlH+uuHsZxo9RtqbSHs9UaWgTf3xS8Ld/V/48/OvXvOdf6T4wT94h8W7O0ya5mc3qBAV22NL31f4MQX9dUOZCq8XPfHbAzZ1+J/bDX5XYZ8emA4142hxkyQqqDpiDmnHUEdxcVMyhNreLrCro0RnDxXTZIp1YVVLkVvUU7mpTOJhDmkinzsvgLu7BdEr1heHsj0XKUc650S1ywM8a0Ph4gprQQavedurEvySPQ6sFTz/vm/KIKYyvkiJp6mi7ysYtbBmrFgabvdtoX9JrMcsr3bT7LIWvJIWjFnemgtU3vLmI5wMMU9/Zh5qkfImWldmMJTCllgGIQjWXhV8XMzLM6aamQKZn6tPxj55OJi77aBnLnmEBx3nvLDP8EEZcqVDlXNPMEoQyCU/NlPRqsST/zJckl+/PYGfClUNCh0zv6c6FXXBn908QxlPWBxlgTMco3rw91zULE+sQEF2Z7V2fHa3wXzaYgb5TlWEoOH4rkMPGu4qzLrn7V8H7f46F//j9wnDgLk4582/+w3278jsqblWmCHiG2FnRZ3uIaUIjWY4Vqz+uCL8GV0u/JvAdFuDGSMqIoKISeGWiUS+8YmorGmP0CtFtQMijGcSEhltRPdpiFNFkesFICiqOyPJEG1WAwkX88nZjvrxHUPCB4vxzFhxtdrTVor9WHNz6Hh+ds8qqa70UlbXhR250Qt2U11SADJ0cHO3LCGTd2nbHING/aLj8Q/geCVGPe3NRLWbBF75xReEw+Ff+zP0L17x0X+55o/+kyWLRweWzUilg2B2XnPcNigT0dXcYY6jwTvDzgub4fx8z9li4Dfe+4yf3Txif6xRJuB/vsI/HuW5jwcwEVN53GSwSkxMhDZ1i/OG7aHB39eEQUucfBOoVz3LZrbIzFvkUz6vUjKp3t92MqxbD3MEjJrdqk7TCmzl0/Zx3jafdol5CJOHiM4Z3CS4/bVbypAxJc/m4j5NluFQwX2FWjua5SjiE68JXuOdSk5tAIpptKL6OzkKM6TKRi1JOuwM3qtZlZUKkdbg/WyNmE3kpfuW1zQ6/5T/57LFJrORfTYez0eGyXJDkAeXmWom/rhZJGKLkU5m45x6LTifvXPzQqZK2c4GNdm2MadQCxc3cYl1KIU5u+6BmPjnCKZT2t/pZ3m6O6pPKk4/pZYRgTCsnn0u8hHJDmfJM+RkUNtUsWDlt33Htm/Kzih/VvtDQ/tanAv7K4E384mHtUNvLbvbjuqDPS82DRf//Dn6sxe8+Xe+we1HwsZq3iYf7wBmjMSjqGbHCoKF+q1m0Jar/2f6c+HCv3TRrX7vj1l/9+tEvWC40MJGqBVh/f+y92axtl3Zed43m9Xt5jS3Z1PsqmMV1dgCDFu2hMRABBgGnAaODQEBEikveXCAINBjXoM8GkESCUFsJbbjJgqkSLEsw2oQyUpJcklKlSWRxabYk5e3P91uVjvnzMOYc619S6XiZbFYdYt1BkDw8vCes/fZe+2xxvzH3zjoFfmx5NkPubAT8tNAc0nRHXp8IVt/X3mIKjPVGPQ6Y3ZD0e/BcMmjtoZQeNqjitnlDWdNQRWxs5Q0mpycNl1OkhruVz2rrhi165l2LGyLR5RUC7rxmHPcVNRNIZOABlMMuK3F9ZrqPUtxBKbzzG4H8pU81/payfKPb+M+RMNNFV58jWd/+hle+Yl97NOeRdmybXO6NsMUslj0veDkm9tzAPaurfBBsTmT9IOuNBTBcHW54kbYY9VZ3JVubAbaSBBhahBKh5HvuK4LmtMCvbYSWhzfGz0T1VRy/K8bMYtP02XySU1YdD6fiOEyVcUkhbh8SR9SH0BnjEsmAOK2ftOJK4XfWcqkpdf4u+gwToUpYSP4TOKdWkMoPdWi3TFij2kILs6ICc9NwCJxGvPx/bdOxA863GfZKHioxPEkJ63UJtPNIi2c2qhc2zWDT6KC3E4sBTnR7ISIqkl0kCa9JL1NX4P745l2GRIhqJErHYIwTdqUSbdzs5hohnHJaJMEXX6fdCPbNjll0Y95bGkSDfHxZRdgRtMprRjtVndr99Y2hagy/k4uJAVcnKStwwbxWLYxPSMxfHpnUIMZ+8As67g2Pxtpfp23rLqCxbyh/9Ge1c0F2XH0KSk8Zm3wlcIvBrKqx5hAcWXD0Z87xHz+gPqKwq6hvBfwVp68ikhTtg64XDIdvYV+X0I0q7eP8Lx/fXjvBeew14/g6RnegvLiFKaCcNZME9VpJWQr8VxoD0QOTCnbfpV5ueNtLLrWZBtJEwgasmNNvlKsnwksrq6p65xl1TJ40ZnvOo3leooET5hYli4O7VlkLZ03bId8vJC3fc5pXU5qoWxguajlQiXH9ZrmssMVGt0rqnue+oJhmFsuf2mDv3n7Q7+EqcJLr/OZn32al35qjr4gOWl5tLVrTnKIR2Wz0ZRPr8it43RdojNP12acbCuONjPqOmfoJIdMxWktAK4zBGdFYGHEVzYEUf00dyuyEzlZuD1Htujo60z8UP1E+6nKngvzLad1STdYiqxncIb1qkTFZjVeGnH5OWiNDZ48HoPH7TaglMHYYbxxpgklXby7zACIS5jIPqhriRvyg8LmjmrW0mfyO/Wt4MJtm43Uu3ErHk8HiZs80qacRtuANg5rd4/G7CR4yM9IIZ0+3O9NkCa+ZHCjErwQ1HiDSiwLYLRkTINCSiJJX7sPS1c+GvxMxjfjoldP6r3EDkmihSQNJjXviBnvcrvTz/ARy7V2kiSXi3pssGnhnFKfQbLimi6LvhzyuyWFYXrvdrHmfAeW2KVJOq/Gm7NWAQujE1m6mcnP03gfYkKMOJbVWtR5B3kNGkoTM/bqkk8cnPBqk+HXM4KCa0/fozCOt964DF4xNBmUPX2fs/5RT37PMFQ+agpSP5PFf7YJDIWCPO6lMtlVVScabt19oM/5h2q6yhiGH/oM9bWCk09rhkXA1KIqK081+Wlg82ign0dJnlMMVYzcmMXbhlaEXrbMdqUpjhXdfiBbKRbXA7b2nD1phMUQFLNZy6bNYyMVUH0VSfDpYk7H0d0yavI2TeTy7ZCzjpLftrejSYjbuRjJPaqx8tzn0HWavbc6yhev449Pvml+359Zr77JUz/3/bz143Oyqse56MtaRt86BW5/GHPNsszJBdhaNnUuptmZpCa7QY7drhOuavCK3akOZLnofcDud7ilPNYsLtRMbDz1JkeZQFVNCr1ryxW31guZsNsM3xtslPrCxL5Ixt/OKzpE9rtr5p0+8Nu4pU9TlIsmNolOlZodRJZBLVxIZT0mk9cmCUIyI767CmkIQ3wdiD9HWz/68sKEG0vywOQtILDF/W9Pat59P0WVT1+XCVhrP7qOJQaGURP1ade3YrexgnBjd1k4qRKGmxo47PiABDXKh/80I8QwdBHK0Iw3mjSIJCpd8sVVKpBlw/j13ZTi9H0wTeDpd0luYqKqdCOOvHtS6ZHJ1mnPsujGz2mHwXlGlamLjIkkwS/tQBNFFmlpmtSSyTAnM47jpmLdFWTGscwaZrbjif0TZrbjE5ePeaMzqKOcO0d7fObRW1x74oiT9YzmtKA/KWWfZD39XjwBDeLfPcwhGCiOdk5GSmiuPoP8THHwqsNHk/T3qw/VdPWVS7QXc7yR6HRfQHEM5T3Iakd+5ggm5+yTclQVIYRMw/pMWA3BwLD06EYSIlwBaNh70zO/0XH3B0qaKwEy4TsmIjUInuTDRObunaFzflRLpb+TR1rY4OXC6bzGKk/vDbO8H4MefVA0dU69LeKmWpqc7hTLtwKX/809wjs3CF33kYXdhRAof+tP+NTpZ3n9P57hDkVBpuIyp6w6fKFZ1QXLqo3WerJx7tqMoF3kk8Y0g1pCILEeXTqqWUeeRALrkuAUedUTlEdpqMr+viPiMGiq+QRRbGphM6QThFIwtAYVDarFk1V+l12jdfnd5MiYminEI72aJkSI72M8Eg9Ro5/sLfmapQ9BGklKqh0bHYwpvN6LAQzExhObWbPNyYop2kjt3JDSTT0JPBKm2fcTFqsSfcrr+BzcCAO4MPkdAKMMePIbEO9epQLGTtNt78x9PNfUjks7jOKI9DrVO1S0BNnARJ1rm0xEEk7eJ23cfdzq+PKNENvI1Y3/BBIGLdOzVTsG9UGNrIrkUdK5aamaJndiwvG0SJve51QyyU5hp7seu8Tldh6pb86LyVFSYY4Ltvi4SVl6Gqoxtokhpxksn3z8Dq+py4RBfvZe3mKWgbNsYHV3Dp0GFLqVlIoUnuAKcHM57bpSozsJYUgZbXYN83ceHGL8ppuufuoTnH3+Inbr0F3g4KuBoVSoGLHuckW7b8hWsiwL8zjZ1gazMVz4I5l6108EyhuGSy8MHH9aCMwHL8H8ZsfpMwXrJz1u4SgX3Xix7h73lAqUZT/iboMTsnjbW/ExMNOWs3HRMyCIf0JlxQSlHjJZykXP0aro2DY57WnB4ZcsV3/nGF57B/9tsn8LIaC/9BKf3jzNV/+zA7L9GoKiqjoWZcu6KcYP6TzKLTedMA7cYPAqjEd7AN1o/NIzm7eU2aRuk5wvwS2HXo+E+vHDEV/jKu9HHM1akb4ebWbjZtsUjuAUwan7knHTzxpCEgu4uLCUy26WSzpH68yICdZ1HlkFMHQGZWIyyCBOXUoHucaMj34CYQw93D3hpOkYIuUpC6J2CinOXqhnCcMcceGg8M6OVohtm0VqmcAIfoiEfQVqlLPIiaOMXhDjDWL3PUUadZoo0ySYYn9SKxwj2J0enbrmece2zyji5NfGyPXkxLWb8DAazscFpFIhGinIz0/vGezcHNXkxxB2GmI68lsTou9FiqSfUlpy65jF+Cbi71dHmqOo+vQojkkqxgRV7EIpmfF4LSfOWel9fZAAACAASURBVCHpF2miN9qjiRCLcbIw1B4VbzYgnGRhuOSiDIyvw3tH+8yrlv2q4WhbMV82bM5KbpyJt/Z6W5DnjoPLaza1WMT2raXfWlRjKI6FVaXWBlcE2kOPrcXOwFvINpCvA+a9ew88iD1w0x3v2lmGXsxZPXsBnyn6haGfa9p9UZYFK3eAoYLZzcD2mhI/S+MJtcVsDPPrCuUD3YEY5SzfCdSHBlfApT8KzG52HH2uYPUUuMoL9LCzjJAPiSazYtoBUOa9THaRoF7m/XiHtNqPSbGZdtivgbut8tMiKEk9X1zymV9ZoV94/dvqtblb4eU3+Oz/dI0X/+trXP204EWn24quMyznDReqbTS3seP0p7Tg474z2GpAVQ6fe+aLdiccUBgHVfTFzYwblT7WyGuRMr+KoscHWG8LoUvF5ybaflnuKRNQcTmj9NdMUrH5WSucXa2E+J8oP5supx2EmdC1Ga415PNObpgzJ1/bEcbIhO0xSo3wh/eKnvsVWZNvBYQwYa4JLnBOjSkQSrn496O5t0duXpHLGxJuG5t8mtqM8eL/6nRsQMPIRVUw4uDp9082hruT4C7dLi0cnWJkdFRZT2nlNFZHAVA3GJo2k+enAt5n+GxSb91v0AMQRiw7hOh3ayc/3rqVk2My50nWi+m9TpCF0cKf9fH/ea/p4kdjpj2LvKX3ZlTJJebJlA4dCEEes+ktJlIQizidNoNlUbZ/Kt2k7rMRS17krQTRmoHSDDROUrtP63K0qwxBuGHNYBl6w2k/IwTF2VmFMoH5XjNCinnuKLKeLBoobbuMIh9oC0vfWtp98ay2ucPVGWFt6bNAdmYwnfQ6byFsHgxagA/SdD/5JNun9sTIRitcoSEE1o8a+oVs8MxWRAz9nvy5PYipviAE9VqMyL2F1dMKlweq29Ks20NFeS+gh8DpMwVnnxLzcjUo8dBVMX22y8dFRh8pSeniSVJIo3W8Y3biNMX9uFkywh6C0GhaJ393Uy/QX9zn6v+7wfzxHxGG4Zs2wfhWlXvvJp/7u4HXfvJxqj93JPxT5ANw1pZso+F33Wa4iEmHxqBKx9BYsllHWckHrOklxXgVc6uKYhgnFPlwTFHhLqS8L02XMG6kqSbeagigCxEXpITY6ageRkWXjgkTKiisHcYU5ZS0m0y+lQpUe814BE6pttrEx1LRL0Dtii3Scm3CTJPPgPd/OiMgbe7TcXtqzmH8eUpNDXiMUY+OYToKI7LEM0VuVC4ozupy8i2IjQ8mHBVionIyRI83oQQL5Dt/b9vmZHGKTI2njv4KfW/Hn51uPIIlhxG/Dsnr1wotzw1GPrsxKUnM1icFGsiNITnpJSpWktYLc2ISXYyTbbxxZXGw0SqwVzas2mKclNPfSWY6ybi9iaKQRVR+7jbbFCoKsDH5CP9dKLZcyLf0QXOj3qeJmYVtk7Fezyn2Gw6XWwJwti3xZxnFXcPZ01DOOrzX7FXNDnVR2CSruqDIhIsuny8fl7ISd9RtxbeEeXzuV6SPYQMXvqQJzYO7lD1w0w2Zob5gWbzX4a0iKI1t5R0bFoHhWsewsWJQfqXDvFnQXAm4/XgrDJAfa/beDKyeUAxliCm/ge1VxeyWULHu/HlNv5RFmy7lws6LgcNZPU6u+/OawRlOzmbYtK2OF2FSFzmvR1/c3eNP781o+SdvfMY7tw+pnq/45L84gle/JBfjA7+EH325G7d45n9Y8+5PPIv+C2suH6wp7cDRZjayLpQSvNJ3Gr01qGWP6wz9Jsf1jtlCZL51mxG8opr1ggf7lH2WjxLWbjC0bSZTrpetgTTW6SgvXragv7KgfrqlXLR4z6hAUjDq9xOtqXeG3MbUCGdGjnAIjHzYUVmW4AQ/bfJFRTXRmnxUn8HEQJD/nOS7yUAliSGMSZzhqaEm9sH0PRGaiY+pVYhZX/LlpAZs+yya2tx/JA8Bhs6CVyjjMXbKTiuiiqqO9pjWDnEK9GM8e2r6Rnt6r2mGMprNCITkkzxZhXE56IOILxJjIvGgd30rCGqCncbTgB+x0RAEHlAwHu2tlnSWBGd4L00oz5lM3Z2hGcKUKxcU87wbb6wpdqmPsFKCPuR9FWx7c1yRLzquHqzGCB9rPFfma7IYsXS0rbhVL3n15BKD02zqguAVB3tbLh6sue326LY5d+PjDfFkTVCo2wXLz61GJkS6aScP5u1ZiT6o7zNvSrzwYZWhKoetYkM2AVf1hF7gL9NXH2ih/uCT7rYl33j04DGN4La+iH64syCJBpVjUIH5ywXdXmCYe+yRxVUB0yrKI1g/JpE7thZp8PoJ+eWHCtp9w7DwhMpRHjTMypbVphxTYzddTu80uXU0vWVYZ6g9Px4jnVO0reBcQvJWrBpxYpI3UTCg3EqS7fDFQ659seXZF6/jT88I7qNaj3348usNj//sC9w5/jz87TWV7bm6XEm6gPbMSghFx9oUZAc1s6LnhBnDJkObhM/KB26xaGK6rQMM3SBNbuiLsTFlmRu9WG0my7nd9F5rHfXtGZ//+2/SP3mZr/5ERb7fxg+4R5kwNqbNG0uufhHm79Z89SfnPPqJe+NEVeU9zk5iiKQwmxgEZqQ6qag2201FgLgYC/erruQoLf8GMJFzCxN+C+LNGtKAmXpngKwYRpFA4t0mYyHQNC4qyVIDiQ3QOS0JH5FTbccUXI0yE6Y98o3j9yqE+jSKCRJ0EpvDEJt7ljlCtD0MgZg4IhOtG4ws5czEnuj7KVFaGx+HFEVVdCOta3D3x8inST2L+H8d6WDA6GM8pgCrMPoJpyDSus9GyCQ5xsnzkJc3y/x93iK5deiLnnpbcFKXIy2wazOOTucSkhmFNDfafDSqX8wajA6UVvYzXDwbk5zbJoNe6KftUy3z/ZreabaduMYtq4ZHlmfkeuDmZm+8uSS3NufEqc3dLdAXOqqZOIg12xzv5NrTN0oufTlw4Tdf/0CL9QdfpClFXynap0pcCfkqsH5Ms3nSiXw3iRt62e5lK0V+aggG+gD5iWJ7NYZO9pCdCazgs0BxouiXExRB1LVv6iIuPjxtfEOd16ziMS5bdnJHj5tz76xwMNUwQQ791IRrnzF0luqlkif/73uE12SqfXhb7f3l64ZLP/fH3FE/wDt/40Qk0NqziFlaZ03Bhb0tmzZntS2wmWN2uRW3sZMZoTWUh40sFXsLO69NolQRj5HpdQWBB3YDKxMm/PhvKNzde+i79/h0eJav/qcletnTbi16Y8hWimu/NzD7Ny+Pir3PX7/CvR95jNs/HDh88pgyGyRrLLItZMkl5jJj7IyJxjd+iqGZJqWJpx2i2Y5Sga4WgYWK2vjgNZ6YstBNDQCnxAUvLenilxMskmhZMCnSJtvNMPoxhMDUcJOzXpRQJ6hFWBl2XHolbDMFNqbA08xGAUI8IYA0O62nuB8ft/jje7KzwEzX/jBoacraC5UwJvwm74O0x4BJCLFrcwoTRm7Nn8Zmk/VmWrxq1JjyIDCC+5qlXoxmjyegIpPJMS0Nq1kbf+dIaTNiSZluIBBtUFO4qDMMTm5Igvum905YPg3Q5B46zXZT4Epp5tZKUvGd7Xx8vi4ofBzMMuRGW7uMkMsSsalz2V+cZCxf1Vz7wgnqzTfwdfOB+8eDwwtlRr9Q1JcVzWVPcRyziC6I6qdvLb4XPm1zOVDeUeRngdNPgWmlwfZ7AUzAnmqGmUzIIB4MREBaXk1Nt8khgCldpNEI3Wa9KbGZeKguF/W4De27jOAhL3uKXJIf+t6MOCdA/mbJZ375DPXiy982JsK3usIwcPmffJn2ne/jjR+H+UFNm9tRkruNpi7eK/pNzv4jkpahbcBWDSFAvS3wvSafxeyx+PoED8oItre7WKryfjwC93E5NHhNeXvCsfSXXuLzbxxAlhG6jrDeQAgE5+5bW7qbtzn4+dtc+Jcz3Gc/wWt/a8bsk6djI/I+vpdBhBY6D5FLHNVUUREWQNzovBKvjhAbLNCeFZTv5rQXHWEucJN3CpyR74nezCIvkoY7MiPGZZQCRCRgI6Uw0fAgKsci5i1LJXEzUwp05rC5G09gWgWCDmwjlh4KwTVdULRtLkvhbGrEadp1CLOAuIwShV7KhPNYM0XEq7IbJ9pkYp7nA+ST4m+IcmGjPat1NTbXtKS2dhK3eK8oMjkZpuYvnsjDdLPozejute0yjJFpO908xgWcSdaPEeKLXhOD0SMTaRQ5pes8Lh9TpSncO40xklyc/D+SfaSOpjlywoqnhtzhU/pEZ1FaHNa6wVK3+XhD1FrM8zMjTmdnp3NhvSx63NayfCnj2u9tsK+8SVhvPhQE+cHghbPA+gmwG4VuhRjsjwv6fXnDde7wrUb3kuKrvAROpnRg0ypxt5oH3GIAp9CdJtEug0acewKo2hBKh80kUiOPjIRk3TcrJBrEh4FVku/GG/Ss6CiM4+2bFzj8QsHeWz3VO2fw3mv4unmo8NpvpkIIFL/9PJ85+wyv/OczqkdP49dlqug7S19n5IuOVV2MH8YhXpzBgy13bAk7Ox7PjXYjl7bIBtZNEWlDfkzmTVQyzP18y/eztNstv92ivvwyn3ljn9t/45Ns/9pKlk+dERpYvjM/xMYzSmOdIsQpOIKgkT0R6Lc52e0M3YKpNUPh0UUYgzudCXgl16M4hwXBwoMiWd6kqSq9Zm2TMdwrsSstn5g4Dapo9TzsO/Syx+Se4AWfTjctgDouPxMckvYPwMgy6Du5CWSZG5229M4/iTHg1DTp7hqgDxGHTw000eIAbPScTY/bOTs2mhAUQ2/jgpJoJ2npWjtOmDb6HTuvKKzwqrvOjt9vtWdRdJzU5XgdJmOfhNOPKRy9kesNcHExOfGi/ej9kK7N5OaWIKFkaZp+1tDbOCzI622too3TW/q7atmPN0ZrJiFLusmbHYlxNxg2dYFSYL8y58qLjv0/eA9/6w4hhAeS+b5fPTi8kEUtt4kmFDEVQrUKv7GYZS9QQK3RrWJYBtpDaC8PLN6wdPMwNl+uxWNEa0QK6tRoQRWUCBKCCajMszdvCEHC7tLWNC/vV/IM0cBbG5mKtm3O9rcO+dwvvI27fQfgW/JiPUwVQkB9+WWe/elneOm/3OfqY8d4LQYfRdmTFwNtk9EOBmNl2YiXqTZ0yVhajrLkw3gBKiUf4s7p0UA8xBtd208WhAD3Pl9y9Ysf3Px5t/zJKZd/7nlu6+/j5Ecbylk34n3pyL5rpzj0ZppwxwVWVNuhUSsrmngDw8KhSkeWyw07s47VtqSPv4MfYvMO0YDbK7QN46LOOUW/KjCnhuJMholgxI9VefkMuAJQBnXQoo2f8uzitZmMiUJ8vl4J7JD+nhs0NnMjR9oaP2Wuxd+ujwKBpNbrh0woXXHiT1JnOZkkv1w1QkdlPKkkqMEHhW8N+V47MhvSlO+9jsyMadpVaqJe9l6zyDr6RT2aTNUxKn1Xou13ptxd/FrrMMI4qSnuvl5ybU+T7zQoJMaKH/Fh70ykLMYlpNfjtZjgobLqcE6zPZqhCpnEi+jZLI+Vrq3JkCn//xY8+ttrzFeex7fttxx+fOCmOxzO2F7VDI82hLXFn8m3mk7hl1MKab1vcNuMoKTh6laLraMFPPQHDgNxOSLNNQAUHnqNcoqQyQiR3ghr3Ihf5dZxvJox9Ibskkx4xniKqo93rIHT0xnP/tK7Y8P9OFd46XU+/99d4+W/8wjzT52OFBfBxPx4USUIYbhXsveqYagy6kdyyqdOpptXxPrStjtttrud41vTWPydEuXALhVkGXzI6OrQdVz5R18G9efxf13y67pB73xwp0Y4fjQVItuMqqHxfxx0bBbCHba542BPsGQbj5whgO81OneiTrNymlIqpnHcmKEvdhPmaz1uH9SgsI2i2xcrUtMqfBbwlzuKWR+pan6k142njk0uN4fUVAxyqohNspwNWOvG5IMkj7baj7aMQ9xnoMVfefQtZvKBcE6T5246hcBE5YuQhbGOvXlD3WX0VtRp1ga8FZ72tiniUV9OS7rs6QaLNRKAqoNimQuktF82YzT6WV2O2O3IFkF+z2Ew5DHk1HmFNwJ77EYHpalzZFmQvHXFhEfUZxY3yJQ80vs8soTUQmUUCCKq75I6MT0XEygi+2CXJQKKelsQKqGXti/v88mfFrroRzWoPVDTVUoxVEamW8SqMQiTCG9A5W7CwYIIHoKGYDTKi9Q3KPBVXGrE6y/0Wibc3IkxiFMwKGg1FNIo2l4wqM22oLWWWdmxmDWcrWac1eWEgUWspukyLv5G+S01onnYy713k8/+9wPv/O0nGZ7r0AuZpLQRLi5MVCZ92LH68wp1lBMWUf7sFbtH0jRZyvfFx3Aa8+Uln/pXp+jXXo//L7xv3PSDVgiBK79zzFf/nXLEN7PImkhR70P0bQhWxB8y7QKaMWUEAC3TpLGOed6N6sPrq32G3so1GNkNKirv+pOSx35dsfeFN7jxtz7F6i9vZbFkRR01ZB6npJGrNBWrgI3HX63vhw3GKT16RCubWDZCP0uvd5K2p5gcr+9foIHweN1gMHonS268UUpjK6IxUjo6e6/IM09Z9mNDnJXdeNTP43MIISVWGKbkaY/vDH2kndWdOPm5qCxro8AjXVe5nX5WCLt0vUjji79Hkhv7CI+kfUII6j6xRlq8WTPFMA1alJZpmiZA2GnSKeIoeIkPSjztvrPiztdpmlVk5+xPw8gYDBpPBfN31UcuhnqwSVdrhoURh603C0yjJAE4QlVhiJzHoMhuZyzeDZw9HcMmO3CVRCGHPNJgarnw8Qj/LR/ot7JtDjYI3LA1hEKNst6yTJtOQ24HLh6s2XYTbxGEEuNfX3DpX7yM/1Yb0Tzk5e7c5bH/+Rj11ONc/7FLnH1fz/ziFu/FTyJhYwTYP9iyzvwoz1QmTE5UJJ7oZNbS95ZLPzdj+Wt/Qui6jw6qees69tXvo32iQ0W11ziVsMNYMDvvrZWGZnMXzX3kA+Z1wCnD0baizAbOdMHZphRIwSsCgue6TjP7k4pP/+J1/I1b+BB45B+/QFDPsf7h1Hg9NmtHZkUIiqCnppiOpgkSSXxiYwRPTk0lVXLxGoePMPkpiAzYTBDDzuQ8xClylM5aB9jxCC6TYxpCGHPelArsz9MJQpRiw2BYzAS6s4UXWlikpSmNeGk4ha0m3vvgNU1vx6Y/2lQa4W0LpsrO9KrHRR8wZsYNkVc+vpbEm8quQ53T9zE9UgUvUEMyUkelIS6+TioQnCFFB80XDW2b0XUafWbxpafe5Ni4M9A6UJS9UCbfnvP0r1z/yNlMD9Z0laKvJNfs8MVAc0GxfjIQTFSNGUld9VtL7oSL2+17OOw4vLAWY+zIm1ONobxp6CJ1rL8SGIKFPi7C4jKCToMOoyzVaD+S9+suY1Ob8eJO6QP1JufTv7B+YLefj1sF5wivvcWjr7/NY09/gts/conjzwV8GT1fs0C2EPOaveV2ZCF8bRrCdHJIlDuFz9S3bKr9M59/13H19x3XP+XGpUqaCJNnQPA6ZuiBKtzIO/UhcnKDAhsIvWaoLatVxrrXmLVGBVjcVZgaUDC/5ajudNgv/Qlu53fzdcOj//sL3AjPsfkrG3Q0EUpNIi17YEciHGTKUlpuFkaFke+ZJMgwZbKlRVZSfEFMpfaaTZsxr1p2+rqIThSQsOCgYJDVX4orT5JbHQfAts3oW4uahXhilJ9f5j2tEi/qpA6r8p467gOqomOtSpLoaNf4J/3eNuvRkZmRsH6rPQPswFNhXMimppxUj8bI+4tOicSM3+OGKC1P1LcolhmpbIoIK4RxmRrinVmMmkBpuW4S40F1Gj9z6GoYG65M+fIjh7fnfPZnbuLeu/mhr+P3qwdrukGWW9oFhkycwIaFExw2HdWcGAQPy4CrAiEPmJsF9wJoG8G4Xizb6kcHzFbLQqIV31d5nPhYGtTMoXNHF3G4Muq0u0FiyHur2TZFvOAkBffyvypQf/Lidz074cNWCIHw+ttcfuMdrnziUW791aucPBtQBw3zGECpFSMfMuFrCYLIsmkp0rUW3xmOn9UcFAW+fXC54zdT8y+8TPH9z9H/4HqHqK/Go2+Ck8iF4tWf5Sxey5hf9+gBqjs9dt2heo+5eyq0tb4nbGv5NDr3pxZ/X+968XXDI//4Ba7b52j/8irikPLhT9DBKIxg4rMm6XSiNCXaXbqJaT0Z8aQj+Rh17zXhD/d5/Pca3v4vFItZGw3PBY9uBjnlJZpactIbBk1RRJgiTEGQ66ZC38npHpH3Ns9E1q4hMgKmRduybEc8v+myuMyMC0cvjmk+LitT8KQ870kWnKKH0k0pNd8qLjHT7wtxGk6mVXpiKygV8HqCSVx8/JB45Ltv2ohbRHqhDgIfIW2k7yydi9axuYdsMrLPRlxZ0dYZz/6vR7jrN775C/cD1INhulVJc6ApzjzbKxpXQHHH0l6dsA/VCQMh2EA4GODMStROH0npfWyshSdfdIQDRXuWTxvoyFYIQ3xTjKiMRprLIDr9trWUpRiAJK/Ws03FI7+Ys/y1Fz7UJv3jViEEwtvXufKP3uPqE49x/a9fpfkr0dxGTwsbmPDSpB5KF3qyRGyuDvhPfwKef/Ujfc6+bnjy771M+4NPcff7C1afcqiDbtyCexfhAa8ov1ry1P91j/DaW1/3ff+wx0RfNzz2D17gOs9R/6W1fDFO1WkxqeMSZ7f5AqMpeHoeyRw8sTBSftluhT/Y58m/9zKhbuDHfoDwXAeE0cpQx2nTBUXX2ZHjCokOJTio0aIiI8g+xTcGt8ro9zou7G+EvhUXac4JbLBqCmYzsQoVj9qAtdO0mSAUiFN6wp0T35PJCtT7yKdNj5HsGuPfM1ooWq3xI/WszHuhJUaq2RAZCvfZbQIhxGty0EIvVWCyYSfHbhjhFpClaTpBKx0Ig8bHSVtrGdYOv1AQXv/Kh7tYPkA9YNOtCAZcrrDbQHEs1BlXGMFqrSRByNJMNobyNY+yQcxuNgZfenQRsRTjKQ4b4dnFu5bS4DoLMdkgbSQVcszJMjduREEA9tPXD/nMPziDl148b7h/RoUQCG+9y6P/yw2O7/wAp//hZmR6jLLTONn0vZmcw5TkhKnc4UvFrR/e59oLH44i9iDlV2uyLzzPo7+jUIs5/slr3P2hPYFKDgboNFd+13Dxl1/8UNl0D/RcYuO9MTzH6V9oZEG3axXJBB1M//Zjw03qLeenmPoQUixNwn8D2zf2ePZ/ew23WqOUwnTTRKhjvNRqU1KWPYV14gswTMsj50TyO686ctvTDob5fs02LlPTUXtw0ZO2t2TZQFWICUwTvX1TJQZAgi0SfKBUoG2zcTJNUuBhXHCpUZadhCEuKgWT65hQQMVUZ1Z2oxdCSgBOxkLp5LWrTBytKltNKOU0nKbcKu9FSm782CPy5RBN9pMbnosUSkX91pJP/p819oUXvq07oAdquqHMKU5DZCSIZ+6QK9AhuoAJeV2EDfJ1sri1NR5lvERax7sNiFnJfNaiq5ZtU9B3VpYgOoBLxhzCYbSR+jJRSmCzLslfqXj2H76D+x5iKnyYCs5x4Vde5PjZz1P94NFI40mX2xjpolPKhLAAlAIdAifPDTyyXBLOPnjq8Tf1fEMgrNbw/Ktceh6uFAVquQDv8ccn37YPSoIa+vlz9D+0FmaInhRnu5LkXZPw5D2bjvwTKT8lT0is0PyPS579heujuETloqYzO+knWotJetfZcaJMzmGSEmLQMU3h7ukiwkRudNYCmKcU6ShndkNOHydESShhfK7JYyJVSrlIGLtCYIN1UxC0H7F/m7nxZuD9jr9vnNRTJbnxbu6biTh+mfej0X6y1PQ6xrnbuPStHOXeBHVVec+T+0cc5jVvrw+ph2z0Hq6ihD31GYD67SWf/elb+Hfe+7Zz+B9s0m06Zrd6tlczTBskEVOLf0Jz1aM6RVh4dObwm2yCEnpFMAqTeXzpMLmPzlUaF6IsscnjcTE+mJbvU/GC9kGNHGClgjRnp9n/Qsm1/+MFXN18NK/Mx7R83fDUL695+9l8tCfcNYS3KWhyMPdhaNZ6emHif4eeOYInf4ce39cNT/6Tt3h1+QTh6eZr3Lrkj2IpOZmHGx3YttnYTBKtMnjN0FiWz+c88xtH8OpLuF2zpcwSCsGDh9gw/WCo1wXVSyX1c/Vost7X2WTUE5ukqNriVA0czGvxYR4iT9mr0einb6wo6QIo5SbMHMbGbiKMlxzIyryPrnF69EMR5oJ8X3NjTlgMZOXAMOhxapbXSGS6dZQ/B6+5dLhi2+bM8p5NXdD2liIbxpuFivLjg0VNaQduHO8xv7jhcFaPkuO/ePlNlqahD2IBWbuMO82CTZtzYb4l045T67h7vMTdnPHZn76Nf+e9j+Raeb96sEWac2yvZrQHCrsJ9JWiO1AUR5CtDd0eNIXHzh1dI47rwUi0uvcKNxtiQJ+8Yb0zLCoxfb5d70mCa6SToQKqFAK621iyvU54esB2W+Bvljz2647qt//4u9Y/4Ttd/V5OCF2UVu4cY3e8ZRNe6NOGOR3rvofL3bnLJ//HnqMfe4Zbf3Ugm3eMuWsjx1kaj/i1upFjnF7L/rTg0u8bLn/hNuHdG1/X2S50Pc/8nGdzbZ/moqa+HOgPPY/+Juz965d5+b/5NNnjG/qYSzecCt2yvLJhGAxZNtD1VgQOxlFYNymuItMgqfFwimD9aCoEMo3bCGHoqOZL8ThJsOGcpm0zmbbjhD+vWmnsM4e5l+EfFd+DLB9om5z5vKHIBuZ5RxZpZjD57B5vKoKXZBdrZfJtO+Hmf+LgBKvktdq71nC5WONRHLczAG63S47UHB8Ud9oF9ZBxa7UY/acvLTbye98q+ezP3Ma/ff2jukzetx6s6Roj062SZdlQKYaZRBHrLQi1IaMxQYQSvZKGW3pU6dg/2DJ4zX7VxBx7iYbHmAAAIABJREFU7jM6ZhCxheAzU4qoVyKTHJxhsy2Y//6Mx39R4IRz9PabKz2b8fZfyyhtIzdEp8ao8fS6t63FvzPn0d9xmCZw+rTl+PsdxR37kdPGHvbyJ6cc/vy/5cIXH+WN/+Qa/adrYUgEjzGglI/MAEvIpyVXCIryD+b38YH/rApdR/aF5zmI/62MQVUlYbPFh8Azv9Tyzt+ZvIuLqxuaJpOkj3ygyns2cRkFsNoWY/y6d0aodfHzlj5IiXebcH5Iy9VwX2Jx8kFI0UV48VxRSrILE63Tl4FZ2ZOikLRxMXsvcNYUGC1UMqs9p3U5RtX3Kow5fekU5oPCKsd+3nCvnTOzHcddNSZHuKBpYkqyC5rTpmTT5FFxJ1L3o23F0TsHfC5CCt/JejBMd39BfVHT7UN+Jt63aoBuT5IigkbMPxqDmQ0MNuDx6HnPxQvr0YUohcdZ41i1BUenc9wqE1w4PpPExVvOG6rDFU1v2Xz5Ip/8F2v0C3+EO59uP1Rt/9KnKJ5eCUZnA72ZiPXbTUHxYsWTX6jJ/ugr+AjdXPlNuHawDxf2v+dEJ1+vEivkmX/oePGnrqEP08Sb0jLEuCYxFIbBMv/NOVf/yf184Ad+POfEtS2W/cNXKH7vBxl+5BSt5Sa5nDes1hXWynE/twO9NfStlQWW8TG6B3FVi9izi0YyzmnohV2RWBa7WPX053gyil8PCoITzNUYid0p91r8QpayZdFHd69A3eZsovvZ2arA3Su4+PQx+1XD9TcvMb+yYTlv0AqqrKfuM5QSefQia7Ex0Xs75NyrZxglIZkikorQidP06xycYnZZXrOzTYl7Y8HnfvY7Byns1gM1XV9Ga7Rl4ORzSPBkGUR/v1WYWtHtBVj24mdbx8jvCNqLe1Vg0+YjZ7GNCQYUDr302EyoHq6xzA9qLs/lBbv3+1d55u9+5WPhDvYwVPXemsUvHbB6SgQsalBUdxT7bzg+8eWb4qb0NXaMIBMeJ6ffkef8sJa/cYtHf+saN/+jxNO9n8HgI7Vr8f/MufJPn//WSaaHgcd++QYvft9FDi6tcVbw1uWixgXFthV7z2S0k3YsxgrM5+NyavqBUeUX1MhMGI1mklxWyzItxGlXSoutxAhLRUq/CrjBYqyjbjK0kUVfWfSjTWZZdbSXPcenc2bzhkefusthWXOvnnG8mlHbjP1Zzd68obDToNU5w17e8Mj8jLv1QnwkekuzzjF3c7KNwi88buGpVyWLPy64+vtbshde+siZLg9aDzbpZgY9BGErdGr0VkDFULZZwFee0BnCoDA9BD3Ff6SU0bRMSCqXvBjQldx1Q1B0dYbOHItI1L5xtsfTv3AyTlzn9eErvPQ6hy/BBekQ8rWIK363mLk/LBVCYO83v8qdP/dZzLOr0bhmSKb5Nxc8+cue8ne+dQ13fOx3b/DIr13l6G9Kk+w6y5CcuaLhUYhmQCrz4xA0ek5EY3Pl43TOlOU2co19wqsFhkqMAmsd9arAFDHSPdHAmgylJTOPKH5ITmJee5o2oyhgWbY4rymzgbs399je2Ofg+2/x1PyIXA9jsGUfY+ULO3Bru0dle4EP2oqL5WZcMibqntsfCMaIjQBgb+Q8/vfFKexhchl836arlKK+VOIz8dAt7yn6ubiDAfhSOLu61tBIM1aDwu27qNsXz8tqJmbnIG/qvOjG8Mhtm3N6WhG2FnvQkkeji7NbCx574+XzCfcjqCBnyu/00/iuL7/e8MzPn/LKTxUUexK4ub0z55Hf0jz1W2/gjk8+kus3hMDBr77Ive/7PM3TjUyZOjZAwDVmMngHiHFISotXRfCaoFOEkWcXNUqLQa0n6XP67HadZV61VMuWrs0IQFEM4mwHYjcZFLNZO0qdE9UzRB+QxPC4slyzeLLlrfwi128f0HtNYRx5dIRb1wVdZykzeV2rhSz0rt89IHvEUfcShGmtp49pHX5/gBiVNH/XfuQKym+m3n/SNRKxrvtAeVdhWnA5mEbA+GEmIgg6kQGjYdhzqEo4gloHqqIf442TtHP04NyhJanKsZg3PLE85ne/+gxP/LJ6KF+08zqv++ql17n2z3+Q9eMV177ckL/4Jv7k9CM/Ofi64elfOuOVn1zgK4fP4gK6N9J4QFz7oi+BdEg/SmDdYGIKy9RxffJcDhObJZ1SB2WooptZmfcsqpamt8IQCDGWPS6/jApgPMuype4yGrIx2WGzLUTGXFkC8PjVY+o+G5/DIm8luDP+96opsNpza7tgcAZ3q+Ilf43loubkaD6qWlXmRwUlQbG8/nDuf96/6YZAtvFsr1h8BrYO+EzRH3rMSosrWFD4SmhewQb0ssdmbjRPtlEKCOxIIRnjjrX2mJgndW254ndf+STP/rdHDwXofV7n9X4VQmD5z/8te0qa1bfzKKtefIOLX/pB7v5FT3BC1Rwn3J1mmkzfQ23pgjAOgpMFdsoYTOY83mtxAMwG8syNvr0BSWVxXpMbRzNYupg6oqOicTgrUAvojBeaWBQmKBXoOgPBMpu1rG4t2Mxzmi5jVspgdbyaMQyG+ayNJjni61uflexd2LBtc9rO4mcOakNfGWzhGDaZ4NJ5wFYDgw4Ep5m9W38b34kHr/eHF/IMVwhsYGvBaptrA2QB02nQGleI+iwYMSLJ8uE+ZU7dZQyDxIXYHd9MgLq3bOoC1xl4p+L2ry753K+9e64yO6/vuvpOyNCDc1z5tbc5e+YJuktOGq0J6MyNuW8Q/WK3FgaNSuyFGF2TGBejyU3w5NFApx8M9VkJAfJFx7zo8EGxbnPqNsc7ParQjAkMpVC9ujYjj1PxGIXTZgytTNc4xfrFQ4YDBxeFv++dxp3mrG+VdI9vhFXRa+gVm005/s5mPhA8bM9KSSFPvhdeiUAl87jOYG6dPJR7ivefdLMcVwiU0M+gOAnYtRmDJL0VCbA66GJkRlI3CUG8sI7eQZYNosaJ/28YDHdOF9KAv7rgcz97Qzbnw/BQvlDndV4Pa7k7d3nkdx/lrX9fcE1TRDMoe78kORRq9LROOKsbFHmE/1z0NVHKT6o649GnlpAHurbkCFG8perXOSy6cQln80EUcVF5plTg6GzO/qLmcH8T8w07rHVs90su7G3IrWPdiME4pYNFj7WOtrXozEPsMVpHBd4gnGMGja41IQ+EypFXAnkMueb0qCCcfnvk6h+03ldjpBYz+pksz4yYHpGdKrK1mJSbVqFbjV9l5MXAcq8Wi7VoG9f0diRT57lcDPUmx35xSd+KaubJX9nirt/4yB3bz+u8Pq41+91XmL8pfNgk397l1+b5gMmcRM2rSQyhjRsFCCEo+s6OE29T52zOSrjUwqJHzQdRojUZTZ2LFFqH6GU82Vzm1nFQNVyebzg6mzPcmHG6rjDac2mxwXnNvOi4dvGUMhsEp403gcVBjc0d23UhUmUnKct+0LjoV4ESfxY80nBjMsdy1pLbgQvzLWarH9p90PtOun5eoRyYFpZvO5pDMTOf3wjsfaGlePUWoe+h61GLOe7KPvUjFa5Q9LOoBa89yk9S/r2XTuCd17jzN58j2wbMH/3JOUPhvM7rQ5SvG57453d5+doFuNyOMm4bKV06Ge7EqHhvhM6VFwP7M8E+ndcsypZNm7O6taA4bAjeElqDiv4Mbp1hFj1+UDhvRUUaM/iGXkx3Ekf5rXsX6FY56rBj6Ay3bh0QrpxSRtVbCIrjbcXZ8Qydefb3trS9JFmHQUmQQelH5ZwfRLYsiowYzGk9ZIFq3mKNw3nN8bbi8IXv8BvyDeobNl2V56w/vc/2miLbwFBqZnc81351iiS+DwrYbuH2Harnv/GDpkPPxX/6JeDrm0if13md1wer8PrbPP4bB7z74xPVK3GGx1yylKQcWQmZcewXDadtKZaPgxG1WeloN+LpgBa3QG2EqSTJHWK1mEQWISiyfKDIBi7Ntrx9dEh3fT6Zh5/lhMxzsq6YlR2zvOfG3X1m85ZLl1cAbNtsvDEQKWDJNCs4SQthiOG1aYeUBbJK4JEQlOyPnObSKw+HEOLr1TdsuvryRY4/a+j3A9lasfd2g/3DV86luOd1Xg9hhRCY/esXWXzq+1n9UIM2k2scEIURRO9q8ay1xnPaSppvNxjWq1JCPwc1JS47RVGJnNcnX1sTyAtJ4LZazGsOF1ty4zjrCtrbM8gC82sbcjuw90g7pmNcnm145+QA7hZUh2suzTbc3c7HaC5UGKdZrJ8abi//Dinss3DkZc/evOHSbMO2z2l7S70qyd67/dDuhr5h022fvIByUN1UPPqrtwhvXz83Cj+v83qIK3Qdj//c67xy7Wl4opawydjATOawuRvFD8sY3ZSif1Yns8mWVTGq2XTlR+hADKsCJjIgytjULy1EIn60rbg027L37HXubme0fcbZumK1rqhmLZlx+KC4tNhwmu0TgmLdFQD0g6GtM5lybZB0k9agqoHQyvJeeUUoHXY2UM1aiRkCzlphNwxeo44ywvHDK1n/hk3X5Zon/tlb+NMz/Pe4u9R5ndd3S7mjYz71zw556b+ak887dIjR5U4imaqq43BWi53itmK5bOmcmRZUycZTB7FYra2wCoIs3xYx1sdG20rnNW1M7n1s74x3Tg5G0VPTZPhoD7BxCps7TiJTIujA8dmM4sIZfTLZMUEavgeTe1yn0TbgWiQOTAeUDTHlxOKjojUg3hBV3uPv6IfaDe8bshdmz7+Hv3vvof4Fzuu8zuvr1Mtv8Ni/NOT5QFX2ox+Cj1E9i7ylsAOLsqUZrCT67prgeERM0RnQMW49Rv8sio5Lsw3X5mcclrXEtwdFph31kLFay3Ls7GguGWUgPP7IcGgHy52jPdAhxg8NbJs8yoYnmpuPgZKuloQMMi9wQ5AgSjdoTjcVdZOx3RYcVA3XFisW74aH+kT+jSfdu/e+Xc/jvM7rvL6FFUJg8dqam3WOtY5Z2ZFnOuaRwa31knYwXJjVlFaUoZuiwHkl064N6NyR5VPQ42LWsFe2LPMWqxz3mjl1n3FluWY/rzluZ2y6HK09zgsuHJxBV8Mo1TVGEr1daygvNDxxeMy2z8f03jGnbdAEF9V1AbAhTsGBct6xqFq0ChyvZvR1hraebZ9x1pQcvv5wKtFSPZiJ+Xmd13l919XJc0u0qnGDoW6l+eZWXLxW24KhtxgVyBaycsrzgTY2OZs7DpcTAyAFmDqvWXUFR5sZWgWuLlcsspbb2yU3j5cMrR1VcICINaxDKdibNxgtDIbDSyue2D/BakfvzRjN5dJkHEDFPwcrsEfoNXbec3V/Ra6j8OJ0DkBWDKwbMci5fLR5qFzFvrbOm+55ndfHtOpL4ioWnBqb5uC1pEzEUMuzVcXpyYxqIS6AdiEhsMZ4Hl2ckhvHfiaT451mwburgxjRLhaWp23Juis4rcuRkhYiywAAB0NnCbVhHaPWvdPk1qGV5+Zmj9snC4YmwxYDzlv53uQh4Rgz4FSnUYvAxVJi5F+8c5UQFMvDLV3MTuyOS7jznYvieZA6b7rndV4fw1JKMVQwdGaMwGo7UYD6dYYqHaHTI4wgXF5N14oijXzg1aNLAFyY1VN0em9pWztJfaMQQqmUIM3kakb8cwByT98brh2INPdsW3KyrnCDYTjLoRBWg8m9xKXnDm8m6poqHKEx9JuMr9y6RttkhEFTLlr2ypbbdQ547IkhtA/3Dup7PGrwvM7r41khBPbf8Pja4gZppn1n8RsrSzItk6TSAZs5vNM06xxfW4bW0mxlsXVQNewVDb0zrFoRSxTFMMawZ8bRDnZKgnFqmnJ1mKbUKKQ4awr2KwmorIpeDHDOTAzG3AmnNYFs3qEqh1n0lPMOu+zRK0v/6hJ1qyA0Ih8+awps5nCDoThW0Pff7pf7A9X5pHte5/UxrcVbNfgCX1vIvJjHZAFVOWzmMBf7mDohizKCEgWYM4RMoReBzDiulisuFhtWfTEuy3qn6QbLnfWcelswNFYaLshkOihQiqACYbDi4zvvJGwy+vEOTprtsOcwRnLlmhgx5AeNKTx52Uvum9MyQA+KYAM+F+vKEL17lXU025zl2/6hZi7AedM9r/P62Fb27j3M5nHc0gn9K06hSkmaQ0p2kIj0TI7y6ewbU1+ONjOc1xjteefuAZcP1jivWW9Luk0+afpN5Pa2GpWkwUq8tgkQOk2vM9Ze0XQZe7OG49O5WDMWshTrO4vfWlAyqfc+Q+eOvo1fDwpVeTG6KTx6NmCsZ7UpBdVoDfObDze0AOdN97zO62Nb4fQMUyvcQYroiZ4LUWobnBasNIj5Tecz4eRWA9pEAYIz3DpdAuCd4d6ZsAVEyCDG6fJgTLBCQgmcYMYp2ivZvvad5YwSP0Q4Qsvjp8h41WqClu8LVlKMVeUIWyuOYirivDrQ1tmkohsU2fHDH2B73nTP67w+phVCwLQ7xjRDomB5TBYI2pEX/Tj1ksVgSq/IZzIxeq9o1jm0olhzmcEUjrLqKOcdrcnG7wlRzBCy2Ex9EDmvFeMaArjOoDORFYf0mAqa0wJlBQMONrbNoKYooZg8U16qada5pBoPWqb3+HdUr9An64fWcyHVedM9r/P6mJZezGkvepT1IjYYs9IUrjXYcuBwsZUMsy6jXmUymTrNMBiyzNHHKVJ1iuLI0l5yZMsWoz2ZmRJgQoBeSztZLBq6XoQOWYxh77fSKG3Z451h6IxMyipaOGpQxmHLXihmg4ZO43o9fl/IHReXGzZ5z6bOGTor/rqRFqc7RThdfWde7A9Q5033vM7r41ohoFuFMh4XJGqL5EmrAoMy3D1dECKLQZVOJs1B050UdJl4LygTCAtH5xSql+DJZdly92zO4XLL4AyD0+T5gNWSh3iw2HKx2lKanpubPW70+/h1xqACOqnLkJ/tAXqNry3aBIqqpzkuIcYNXTjc8OT+Ea/cuyweD9aR544Qp9+A/G6mVt8VlgXnTfe8zutjWu74hM/8zLvc+vce5/Sz4C/0svACoWUpcIMRHwMXvXYhdjGFKXu09mSZ/P+hcPiTnL7OuKfn4+N0g2G7FaewEDm7lxYbANZ9we3jJeE4xzYaX2vc3oAuHX6djfACgDm1uNowVLL4I/Mslg25HbhbL/Bec3xWiNgjsh0AZmUrHOO6+q5Inzlvuud1Xh/jcjdvc+kf3+bKYs7mhz/F2/9BQJeDxLSrgOs0flCYzEuS7lkOuUcvenyvCUaxmLVshoKi7Gj2wXeGrrXM5pIyEWLUj+sEEiALvHvvIMIThn6VY3pxFQtWss18C2omDTL0GtXHZHEHtAI3BKfGNIimtzE0UxqutY48G5gVHYVxLPKWG/cOv7Mv9gPWedM9r/P6Hii/3jD7zRe4dOUHuPfvyoQYeoEagg08/ug9emd4bzhAR2MZpSWYsnfCnW3qnLLq0PNA10n8unca7xRZMYAyBOulKa9zuujjMHooGCZKWgC8whYDy8M1R9cPJJ3YqzERAq/IjB9lxwDaCLRQZD1Nl+G8ZlABqzzLdx/+KRfOFWnndV7fMxWGgSu//g6cRk5uL5SubNbTO8Ptk8X4d31ncJuMvrXUtUyzvtd0bUbfG3wMkkwpwH1rZTJOrmApoaLRqF5JEEQeJI3YSDJE6DR5MbDeCn4bbIhqOTCzgYOrKy5UW6xx9INhiPDHMGhpuE4zzzsy47i+2qe403ybX9Fvrs4n3fM6r++h8veOqN57gvpR+e8QNL3KOMpmlGXPqs7wSUiBTMMhynl15vFO4YZMcFUdDXWCGtkGyQBdZZ4Q+brBSrZaarYq84Reo2cDuR3oWit0sTqmGJcilnBB8ea9C/9/e+eyI1l2leFv7b3POREZeanuuhiatjDdCEEPDIYBIyRGPAETxCvwADwIY4YwgwFDDyzE2Ahb7QaLonGVXe3uumZXXM85e6/FYJ2ILBoDEtiZlYr9SaWKCmVlVMTgr51r/+v/2a1bLAfi9HxWvCoe+OLLM3abFlslHjx+9NbbxaCKbqVyVFgp/OpfPkRmfvHlnisYvn6Xh396Aklpz3tyjt74MFX7qIp3pxmHfAV7I2aBLF4Y2UCYj9y5WPPl6wXFoDvz71fWzRRm7qWTEozlak4Zg7f/doq1HL5p3zeMu3SY45bebWZvkpdzEFg8Sujrt98uBlV0K5WjQy//a39Y+vwp9z/4Fs/+sPD1u5eshtbbHaZQccvTKZZpGSEAo/j2WOt/Ntxitl9o0DEQ55l3zjZcrk4ok4/XW32FItFPytt0KJrct1eUMVD2bop9sPkYsDG62kcfRewv4E6fKFZuwzm3im6lUgEIge0DgT7y2eU5ZkKI7oU1c6ENU7yjBGM2H9iuukMzL+AzYvGts1wiqcuMa7eX6RRu46vIeE6uytVJ2cC2yUsoVfzxrMA6Ib2gM73KdJgS0pD9Y7h4+PZWrn+VKrqVSgX95q+zfl+RPrB5uoBOCU2ZfLKF9a4lj5GSw+E0enaxZb2eUTZ+UkWApBCMYUxe9TNExm1D7MphTuyZkEbsCiEWxv3l2zTzDUkJXSFEZRgDmIu5tYqMU6COAtHr2MMmkH78/FbMc6GKbqVSAZbfOIGLEYnqY16D2BTfNEuFrskMfeOnXoPtukPE0Gl12LMVPLyG4D7aIEY7H1nMe/qxYYe7IsDXhk3BJBC6gu7iVPvuZ9+2G1ENvuJ7Ug4hOtbqVbKZ+QJF+zr9zJHJ20oV3UrlyAldx8uPBEnK/GSgTZmucc9rLpE+R85mPSLGtm8Zh4SZz2yluK9WcvBRg0DqMvN25KQZkYWxy4l5kwmLDZfbGeOY6LcNmgOIN0Vg+8oJ32or5crNKtM68CFUJ3LYqJOozD+3W7GJtqeKbqVy7Dy4y/jBjvOzLf2YWG06dqk5XIi1KTPkxHrbYTptnu0tZc0bgpuUOPPK9yBGFzPP1gvGEpm3I/dO1tyZbVmPLc+bBcvXcywHRDx7F3ULG+LNwDEV2tOBlMoUtp5g5slnpuHQHHzn07e7KeKrVNGtVI6c8Zcu0DGwXM0JQRk3DTorPgIowsZmtCeDJ4m96nxrbF6mizE7+HilVWYzF8AhR57sLtiuW0yFvnOpOWlG+kmEh7mfeA+z3v3hVj0qUkuk7UbMhGFI9OvWZ75NOWQ8aA7MH96eeS5U0a1UjpNv/gavP1xgAq9+S5DQo1mwEDwBTOzgj9UhMGxa98i2erhIQ66cC6EtpNaXF9QENLBZdX6SjUoeEi9enfJymveezAYPQhfDLCDNlf/WZF906S0XOqWJxVYpva8kS/TGi/zFAnv+8to/vv8PVXQrlSPk2bdO2f7RkhCMeSzopkM1EIKik4tAx+BRkAqGC7K7E/BQml30lDAVNBhZoG0zdxcbni2nFLKpJThMohrEyDmy2nTMZ6OfkJPSdJmUCn3f+GtnwYqvHYfoHWmINxc3bWYx79kNDbNHAe37m/sg/w9U0a1UjpDYw27T0s29OUKCEaSg+/qdKfDGxNyylVxcyX4qNbjaTmsVWSe0VXbBeKZC3zee0TvNXUUmx4L5inEpkTEpbZfppxFEiorMRj8hDxGKkDW5u2H0xorUFFSF5XqGaeDev9+eC7Q9VXQrlSOk2RqWw+HCalh6vXqY+XQ0JSUEpYTokYrRIxnjKqDzALPis9wivgI8CnGVKK2ijdvFdL9QBpwudgw5Mo6R+HjBxQ9B2xmbXxZmGaR0DO2C8UxpdoI2TGaGiDWJEKGcCDYH3V1tti3+7RX61Tf3llNFt1I5Qk4fbwiXJ5RzsNkUUNNHDxbvCmPxH+8lTiHjRSAp5cKQtiACqSl+sXaa0caQFw0sE+Fsx6jpMCKQdCWLWiInz4S7f/VdAC+ZDAF0+pow1QPNZ4dcCH8iuAf43YvD12CGPf7sOj6unytVdCuVI8SCr+NKH9EpfIbG/bDNLLtTYdtgu3io8QnJPbVxms+Olx3d88iwyDAEpHiimAjEVNCxQaISk7KemiUAdvcMaVtsGDAzeDMzYXpsq/XP/offoiWI/46ap1upHCEWPM/AWvVs22mua7vI2CdC8DVdGiN1mZD862KjpMZXdGkVbSD+tKN56bPg2b2tOw6miy8JRkwFxPMamjYz3h8Jdy5u+BO4OepJt1I5QtLlDmJDmGeseMAMOXobcA706/Y/WcdMPTM3tr6okJLR3R3JF5HtskOmQkkzPPR8snWJ+Hy4lHBomiCAvnMKT5/d9MdwI1TRrVSOENn1YGdX4ng6uv+2n+IWixz8uHnKS4itn3BzDjTTgsKsHZFzo+8bhl3ybAYVYutOgxiVzapj8f0ZZz9WTn+yIz19iX1+nIILVXQrlaNFWvfH5iGS2kLJkVKE5nxk7BM2uD1sX5du+KbYOCQfQUSjD774YIOv70q0KTTHPJ9BhcX3Z7z/F//o81u4dW6DnzdVdCuVI0R0ElIVYlMYNg2yTNCaX6BNxZFey65e1TNEyjgtS7SKjm/0oU22stAW2jaTR7eamQlRQGYdtr0dHWa/aOpFWqVyhFgQP5EGI0YjNIp16gWRKm4Rm2p5QjJCUCx7U8R+SYLsowRUILngBvE1XwlG12VCMFa/OfD0jz8izGc3/bbfCqroVipHSH5wjpVAKeGQ4kWrLrTjleASIATP2A2zgs2Lb6A16hazriBdoZmPhOg5CeOYEDHG0ZchpFFe/F6B975202/7raCOFyqVI0TbiI2Bsouslg2oIPnq1GrBw2wkqgfY5EDTZkowb4+YksFEPGHMTNybW4ILLf4cYoRolEZZf3iH7s6c9MmP0CMeNdSTbqVyZIgIX37QHbbMZF4Ip6OfYvd9Z60is0Kagmi0CMO2Qcs0552cDrpLaA6HrrMQFc1eKqnFQ3NKHyHAkz8Z+PTPhPzRN27qrb8V1JNupXJkmBkWgFZpFwPvvfslu5y4XJ0wzJJfriVFwJ0J+/ltFv97jfeguYcXTxnLgX6bpsJIz2lzZXS0AAACiUlEQVQ4XLLhr3V4/XjcZ70qupXKEXLvn5a8/J0FpYtsx8bDaIbkrbx9RJeNt0EAUgQKiAp6mjl9d8Nm7U3AlgOyiljrrgbvOZvmwQIy+tjCsqCbSPsq0vzzD4/aNnbc/+VUKkeKfPyQ979t6GXLsxdnLFfzqfcsHi7RJPvvPt/1XAXGwHbbkpqC9RFZRcIghE3wpt7DBZwdLuKsM89kyML97xV0ubrpt3+j1JNupXKEmBmLb3/M/fPf5ukfeCIYM/VEsKhYubKESR8II4RREAV9PackIxqELN4pue84E2hWkfFOOZx2AcSEOAjn331yq6p1fhHUk26lcqRYKdz9u0+4+LghLSOyjoToKWMuoi64cSuEYfLsjkLaCGk9jQ3EM85ROcxvy8wFmADWeKiOtcriJ4J+cbzrv3uq6FYqR4xud/zK3zwiDBC3gbj37KqPDNJWCBlCBpmOqBaYKtPxuW7yX4jPfS2Yx0aWKYfhdeTBPyTe+9sfHVaBj5k6XqhUjpzy7Dkf/vWCf/nzU9qpp0yiYdEF1loIA4j6fFcTWARtXGi1U6Tsfb74RZoaYSu880ngwXc+Q3/6BaUKLlBFt1KpAPbpY05+8Lvw+17yKFHRRSZ3U5NDlsPFmkzWA4sQBkHS1fNSBBng/OPIg79/ij1+UsX2K1TRrVQqhK/dZ/1rGVlOtenbSLMMzJ/uHQyAQNoY8xeGqKFJpuAcQYqbcsWM00+X8K+P0Hz7SiOvgyq6lUoFitK+iHQvEuePCmcPXyNPnmKb7VV/2cT/Npet59r/GamD7UqlUrk+qnuhUqlUrpEqupVKpXKNVNGtVCqVa6SKbqVSqVwjVXQrlUrlGqmiW6lUKtfIfwC+1pyXcgPk6AAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "sedhiou\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "tambacounda\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "thies\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "ziguinchor\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yNwz0A9AuIKO"
      },
      "source": [
        "### Create the dataset: Generate histograms & link them to the ground truth yield values"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ic38HEMuufEb"
      },
      "source": [
        "#### Functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S_QJLqm2uDO3"
      },
      "source": [
        "# functions inspired from https://github.com/AnnaXWang/deep-transfer-learning-crop-prediction\n",
        "\n",
        "### Function calc_32_bins_histograms ####\n",
        "# Generates 32-bins pixel counts histograms from GeoTiff\n",
        "# The resulting histogram's size is [normalized bin values, number of timestamps, band]\n",
        "# NB: number of timestamps N = N-day composite of GEE layers\n",
        "# To be able to concanete histograms, all GeoTiff used need to have the same number of timestamps\n",
        "# otherwise the sizes of the histrograms won't match\n",
        "#\n",
        "# Input:\n",
        "# image: GeoTiff layer\n",
        "# num_bands : number of bands combined in the image\n",
        "# bin_seq_list: lindscape list to create the corresponding histograms\n",
        "# weeks: time in weeks of the months before harvest. for 1 year: weeks = [0,46]\n",
        "# for first week June to last week August: weeks = [19,30]\n",
        "def calc_32_bins_histograms(image, num_bands, bin_seq_list, weeks=[0,46]):\n",
        "    num_bins = 32\n",
        "    num_times = image.shape[2] // num_bands\n",
        "    hist = np.zeros([num_bins, num_times, num_bands])\n",
        "    for i in range(image.shape[2]):\n",
        "        band = i % num_bands\n",
        "        density, _ = np.histogram(image[:, :, i], bin_seq_list[band], density=False)\n",
        "        total = density.sum()  # normalize over only values in bins\n",
        "        hist[:, i // num_bands, band] = density / float(total) if total > 0 else 0\n",
        "    return hist[:, weeks[0]:weeks[1]]\n",
        "\n",
        "#### Function mask_image\n",
        "# Removes non-crop pixels in all 2D slices of 3D image tensor of shape X x Y x (bands/time)\n",
        "def mask_image(img, mask, num_bands):\n",
        "    num_imgs = img.shape[2]//num_bands\n",
        "    for t in range(num_imgs):\n",
        "        for b in range(num_bands):\n",
        "            img[:, :, t*num_bands + b] = np.multiply(img[:, :, t*num_bands + b], mask)\n",
        "    return img\n",
        "    \n",
        "def get_weeks_for_crop_type(crop_type):\n",
        "  weeks = []\n",
        "  if crop_type.lower() == \"maize\":\n",
        "    weeks = [19,30] # first week of June to last week of August\n",
        "  if crop_type.lower() == \"millet\":\n",
        "    weeks = [21,30] # first week of June to last week of August\n",
        "  if crop_type.lower() == \"rice\":\n",
        "    weeks = [19,30] # first week of June to last week of August\n",
        "  return weeks\n",
        "\n",
        "def get_bin_seq_and_num_bands_for_image_collection(image_collection_name):\n",
        "  print(image_collection_name)\n",
        "  if image_collection_name == 'reflectance':\n",
        "    bin_seq_list = [np.linspace(1, 2200, 33),\n",
        "            np.linspace(900, 4999, 33),\n",
        "            np.linspace(1, 1250, 33),\n",
        "            np.linspace(150, 1875, 33),\n",
        "            np.linspace(750, 4999, 33),\n",
        "            np.linspace(300, 4999, 33),\n",
        "            np.linspace(1, 4999, 33)]\n",
        "    num_bands = 7\n",
        "  if image_collection_name == 'temperature':\n",
        "    bin_seq_list = [np.linspace(13000,16500,33), np.linspace(13000,15500,33)]\n",
        "    num_bands = 2\n",
        "  return bin_seq_list, num_bands\n",
        "\n",
        "def get_histograms(image_collection_name, image_img_collection, landcover_mask, crop_type):\n",
        "  weeks = get_weeks_for_crop_type(crop_type)\n",
        "  bin_seq, num_bands = get_bin_seq_and_num_bands_for_image_collection(image_collection_name)\n",
        "\n",
        "  masked_image = mask_image(image_img_collection, landcover_mask, num_bands)\n",
        "  print(\"Shape masked image: {}\".format(masked_image.shape))\n",
        "  hist = calc_32_bins_histograms(masked_image, num_bands, bin_seq, weeks)\n",
        "\n",
        "  print(\"Shape histogram {}\".format(hist.shape))\n",
        "  plt.suptitle(\"Histograms\")\n",
        "  for i in range(hist.shape[-1]):\n",
        "    ax = plt.subplot(3, 3, i + 1)\n",
        "    plt.imshow(hist[:, :, i])\n",
        "  plt.show()\n",
        "  plt.figure(1)\n",
        "  plt.suptitle('Image cropped and first band histogram')\n",
        "  plt.subplot(121)\n",
        "  plt.imshow(masked_image[:, :, 0])\n",
        "  plt.subplot(122)\n",
        "  plt.imshow(hist[:, :, 0])\n",
        "  return hist"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0W7Vwc6QulsZ"
      },
      "source": [
        "#### Generate histograms"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MT6FQJmXHGvO"
      },
      "source": [
        "crop_type = \"Rice\""
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "pF_D8kElusJm",
        "outputId": "b9301b4e-6bf5-41cd-9717-7dfbbdb6fd33"
      },
      "source": [
        "histograms_combined = []\n",
        "for i in range(len(reflectance_images)):\n",
        "  hist_reflectance = get_histograms('reflectance', reflectance_images[i], landcover_images[i], crop_type=crop_type)\n",
        "  hist_temperature = get_histograms('temperature', temperature_images[i], landcover_images[i], crop_type=crop_type)\n",
        "  # Combine bands of sat and temperature in one array: results in 9 bands\n",
        "  histogram_combined = np.concatenate((hist_reflectance, hist_temperature), axis=2)\n",
        "  histograms_combined.append(histogram_combined)\n",
        "histograms_combined = np.array(histograms_combined)"
      ],
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (169, 242, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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OREv4RtUnIPSyiqKsYz6UChiNdaiVw9hAWdYI0HgT308sFLUwXjXYcZx+q7QdL4rYzaLpxulcsHK7oppYVNpaWF6RxmPGHvwJsaTEZTGdYKUPQfE3bgJgz24g3ZL6oTNIEzBXrsWeNGUBRYGWBVpkSFDcKNB9xRLyFN5bNE0wbI9K1vIhGLg27JMbz3eee45MPC+MNhj6jNw0dPKa0bpgR2B3DTrOkDqnyZXsbTvkrmE0ztCQlNSiCTmMzsPaM4rxMDgfGxpmu7Elz+CBNgVIQJSYfhAa7Njjhpb8hsXUTEtkzKDCHKIm83iVlEQFZfo9yLOYqRoCZidDVREb6/J8xyFeMdYi1iJlCZ2SUMaKaoj/FPHcFlVILAZrAoVrGPkMXxuu7fTJrGewkdM1FbfqDqMmo1GDD/GmBjAeAoI0YNrRV1Woh1nMPE8sBSGL0VZfEGUXg+uoixbUpOwJ55C2gaEEcMMYHEEk1vCJLH+rFjEWe26D6p0X8UXUqKZRiratg47GSJGzdzFDPJzJc1ClfvuDNF1HveJQQ+xJ5IRqHXyZpnyL5ly+xwce+iKffPZb2Nvs0PtKztjBb7onWCnGvHJzDVWh1xmzu1fS31PsGMxY0FLxRUwGzaynaiydpwuytObewjEVFDdg5zEhuDjlMw34MhaIi1dAaLrQNIL0u+AsTRkNiZUXQhyIMoOulDGNYekLjK1BV3rUfUfI29yKKsREsRAzWTGTLHKNc1vb9qLpWap+NDdtrTSFxLyalE+zcDzCZt1lb6uDvZlR3lR8LmztdBjXjvFuAQF8Y/FDizohtP7Eg6kGtbfUtaWoYyO9xILRaESoafPWjEZ/o+y/f/tP7FkvXjG1koUY3UMkVofYA5+dgTdVUiJyCfgF4EJ7Kk+q6k+LyAbwS8DbgOeB71fVzTc6VigzBu/YoFq1IOBGAW2iKahFDmWB7xbYsWIajY70QmhKS9017F4SfKnTeXCwpNbBh2Secr26u8ovf/7bOPOnhnxHKW96mq5h5+UuO4VSXou+CTeKMtt7RONgMwTxgmkUGRr2rvZic7xunGIkZmeecsXEVjrd1+KgM3hYwSrSgK3a6Z9Cvq3kO4ru7qGDIcXVPbTICFnrf5q0CKsPF4m/Fy9WA/yYqr4H+A7gR0TkPcDHgM+p6hPA59rXb4zEOi3TRCWkEjV0KF3Mau0WaGExjWKr1pIS0zrlYuJf0923nkzTznkTh2F+cvVCtmno3FTKTU82aHCDQL5lyLYM2R7xZ1dxA9pqeEVta001rUUl8SFoekq9kkafQzI/ubZIiP5DadrfB0Qj2uZCNYAPMdA1bpCqOdDAUGINoA9IfR9WMFbVy7TrO6jqjoh8CXgY+CDw3e1unwB+C/hHb3iwAPlOjXtphDrD3qN96q4hXIojqKlj1MANAm7kY1GjFdxuje23tT9O6f/7HDeI/YsOYz4m5itX00D3itB/fhe7OwYRXGY5/4c9fGmoenGaLu2UwA3jwg2+jKNysSn4Ala+/har5ZitCx18SkE4FHN9XlvqfpRF72VBQixd8vl+0EoC7XQvQFCkbtDM4TsupgtZwdSB8tXBft/zGZjJJyUibwO+Gfi3wIX2HwLwGtG8vNtnPgp8FKDorFP3HG6L1ulGbOPQnkXIpO2FrbGDX5tHFQrbZrsCQTCVYup4oyef1NE5qlyz/hmyHcVUPt6EqkhjyW/l+JEFHMFGK1pFMOMo56C3+6RUBSNKt6gISUkdmSPLdeVMjMgHIIAbxWe2KaWdFYG0fidRkLLEAFpkcXUYiSVQmFb2ziD+PqYgiEgf+JfAP1DVbTkQSlRVFZG72ueq+iTwJEBx6ZK+9t6Mc3+8ihvGftaTRLGQCXvnDepi5CDbs5QvlGAMm+/KqdaEbFOmJqcvYecdgZCie0diHnJdXXlY158ZxDcyB1dvAOCswWaW/KqCM1QbHXzHEDJHcNECCw4GF2OUdvPVNTaLPr21EdakSoKjMA+5di5eUp9D73LA1pNpuhCKaEn5DkgtrLwY3Tf1Oy6CKtVa7Dvlhh47VrxY1Aijh1bil3x5tmu5JyUlIll7wb+oqv+q3XxFRC6q6mURucg9tp5TozSd6GvSSRKYRgedOiFYMAhq9v+Hk9wKM44RQZXoeCW0nTkTh2JechWv2EEd+5M3fn85qqpGGo80sVrAdjPUOCTE0dlWgIAvlJArdtcQKiGsCJlNcj0s83xeJcTlESdRPtoyGDUxA12EaeVHyGI3C19Ga8kNfUxVCIpaieU1hzCQ39T2kqiC/znwJVX9qQNvfQb4wfbvHwR+9c2O5Qaw/pWYar/7kGXnkmX7sfh770EzNSmzXSXfDcjOHmxts/bVmpUXAtluvLEnTbbWvwxn/13KOD8M85QrQZHdIeb6JtzcQn1A6wZubMHNLagbpG5wW0PcXkO1IlTrQtOBuis0FyrCWkPvJUP/eYuI0iuquV/zW4F5ylU8MWo3iaTDdNGNmHkO2c6+T8qOGszYU/UN1UqbcmBiVM9WAVOH6HeekXuxpN4H/F3gT0Tkj9ptPw78JPApEfkI8ALw/W960SH6m9RFR6kv4nZbtU64NgOZPIY8sRaaBjfyhKFgRwa1tNHBqNBSS49DMze5oq2ztK5jneVkpZfJ8ukTy6puEB8IWZzmqYl+DVf46I+qgQZGlWOQHaIZdgLmKtf4EzKQINPavWlN3iTzvLWsxEdHo4RJbpXcVjkwSR2alXuJ7v0uX/vQ75/ly9RC1Rd8CU0J43MeVOi9HDs0jtfisjd1H7Idw/oX15HdIdIobhBYfamZNrmLTdOSc/WwzFOuBB9zZEbj6dLaMTLbBj529xBrELcOJmYo+1LJt+JN2++NCCr4soMdg77Y5VbeOdoFvkWZq1xNbEBY96WNvsfNbhif5bobFZgdxYJjGdeYJtC5UUbflROCtdPpXrVqX7f4xr1wrBnnKrGCWg1ty1lA27ynNhcKIWa2ZlBtdMgyO00KE9/ubyTu1uihVkRNzBnVGNWbWE4iqDFIG5KmrlGy+OQEjZGg0JY3NcJwnKEqdJqYhpJtR/9kYsFMLKVWFNLKLkx8xJ6pf1FCa0m1C7xOtsG+BXXY5/VYlVTIYLyxf1FmFBVWtRZTCrIdQQbRilKBK99WYOqC/isB45W6a6bmpq2VztU6ZqYnFoqGEFeT9nck6sn+sDn5S4KSb0UruNgK5Eap/3gFCbD6YoMZK+XW4UbcxHyREBNwJ33Ky1seFWG0Ht0u+Xbrt9oL2GEbNDGCL+L75Vb0K47O5YiHla/cQkazZ18fryVlYta4HbWauJ70uo7WkY2dPjBVjBrURTQrR2cE09zeo0YFbB2QKjmlFo4SFdSd/b3UT3uHqWr0Vfl2lPVMB5hsJ47KbhAwVYi+jJT/tnjanEWfSWtRyf5sZ2JdTWr1vE77ncfInxywwKKVJYMxMhzPfBrH2wWhCITHhjQ3C8zQ0LkiqIO9d9ZIFhisOszI0LlisGPoXFearnDrL49AYeULHbLd6DS3Ndi9Ghml9dmWAtWpQrpre2jv0cEI0+sQ8ug4t5UijdK7EnPj8s0xhIAv7Rt1mE4cE6ZR8p3A4JzFZ1CtxJrbg0EPUwvZXjQy6o0umNaIMDA6X0S5bjfYYYOMKrRadktKITStHS/aZiAT850A8hDTnlpbv+nEMHVRxh7Yt00BVNtROVlSS81BbdM00Pjb6i0lKNleQBpFhnUcmZuAHqI5WuI+oPu1epMoHrS+qjt2neRJSYiGhM9jzZ5O+kiJxJ5xM3KsSsoMDL0/KanWYt3d4JKPVdTXHGodzcUxqtH8VwuD9+1SljU7N3rInqUMcTvtTS5pOe7l4sDy27e9Jk4Htaowe0P6r3iaMkZ/pBG6L+4ggzFcuwFZjj2TInvLgFrBl4IbRZ+xaSZulvb91ldl6raer2zXURxE36QpbIzorztM1+K2ezCePf/teKd7AewITE9Qq6hRRNu+UgG0NtAYRGOHhKJoKLOG3ZHFDQymnvSnoV277XCaObEgVMH7uHrIpO4raKyYH1WEKvY4n/o4EgtnkmVuPDBWJp05ISqtqKQCaoS9Cw5RWHkp+haNCXgxsca29VMdJmZ77I5z34ktH6wK4mMUJ+SAQvFK3nb+i5HA3St9do1SXrVku9C95pEAw41YWe17GRyi01/iPnOnQ0naMqi6QX0g5EKwQnm9xo6aaA0bic73WrDttC+xYA4kb5pGKa83YITB+bgorxsE7Egprg4ZXexS/K0rGFFG/9t5upfH2GED6hivOUwtrI4r2Jm95erxK6l8f15r6hgtaMq4aohpogKDNjejnfhKu900t0+EJ60/EicEDaD7eTSm8phR00b9AnJgmijJklo4EwlM1hOw49CWuTjUxOYApg5xQBF4sLeNEeVleyH6n0LA+LCfM6V6qFrb41VSDkbnPWZsMA3TjGNfRqXU9BSpId+OhcYrF3axooxebdfhyySGqts5sr01wkxWNU4sL6qgHg1AVeN2PSYzuK0hMhyjg2G0orIMcQ71ul9ak1goKpAN4/TNDmvwSr8KMTmzir4n383wheGp1y4ioqwZ8B2LNAGpA/1Xm3bRlADL7jiHWAM0/bv1L6HEBKmp6o7au64d3oQ4n3WtH2oyCntNU4ITiOok41zbjglt14QDNX8SAjRpGr9ohElHztizXJoQV3dq7QIJIVYXlFGNVOP4O0YB23Uxtf18o6g1yCFqMo83uldB91VD3Y+59nG5G6JyCmAHgmliXR8C8u9XYg+bQqlXhKYU3JipMvO9HJOlrL+TgmQ5kmexLY+RaGE1DWF3L3ZNAIz3mOEY6iTXRSO1Ut6oY45TE5Aq+g/FxCRdzex09RcJStjOpn3RfSGYYQwD6kaBd0JY78X2wS/Odh7Ha0m1/iVT70cMdNL5j2hZSdivrG66GufAY8EciFxOeqTfvW1XYqmRVkEZmKwuQtDorwLUx/KKZEctHlHFVCEqqFYu0dq1MWA1yTZvYgsWUYPS1ucJ+6sVT57Tibxn5Hh9Uu0Cg9luVFZuLxYX22G8aW0dt2e7yuis8MMf/Nfs+pJf/pnvoXfF4wuDBKXYbLAjj9kdxX9c4kSgTR2b9beLSkrQqJTgtjo/HQ6nHRQSC0TBjBtM5ZHaI9u7IEI4fyY6xvdGiA+YbQjZGegLNguo6bQthaNv0Y187MJ7Y2f586QmmDomgNkqZp3bcZtiP27nwK3eeSjbZMd04tSvrfWK2az7ml0O0dg9sUC0zS6fWlJhuj3+lpSguyxo27e+7biqbaoIXsG2jvADAY5Of0yRNYSsE6f0VmIeZB0juifCkposvWyHiq2gcyMWpcaQJrhxNBXrrsFW8POvvA9nAnsPCSFzrD9T4UZRg6kRpKrhELVAicWhVU3n1d1Y9jIaT5dBmty8Opn6JQN54UjtMde24gvv0SbmSZndARgzXflFy5xqPeM/+7r/mw23y0984W9hx4byTAczbHDbo5is3etAr9OuZXPvHL9PqvU5SYg5FpO2K2okthYVaNr9tsclmfWELHbqFB8LUm/rNZQifCcOqT0iYd+S0gOW06QHVZrtLR7VqJhg328YTLR0J1ZRW5MXnPBQtskDbjsWIFsI1mBMfG5jHzhzbyt93oHoMT7kInIN2AOuz/Gw54Ceqj4wx2MmZiDJ9XSyLHI9ViUFICK/r6rfuqzHSxyOJNfTyTLINVXnJhKJpSYpqUQisdQsQkk9ueTHSxyOJNfTycLleuw+qUQikZiFNN1LJBJLTVJSiURiqTk2JSUiHxCRp0XkWRH52CGP8XERuSoif3pg24aI/BsReab9fWZ+Z514M5JcTy9Hle285HosSkpELPCzwF8F3gN8WETec4hD/TzwgTu2fQz4nKo+AXyufZ04BpJcTy9zku3PMwe5Hpcl9e3As6r6nKpWwCeBD856EFX9beDmHZs/CHyi/fsTwPcd5UQTM5Hkeno5smznJdcjKakZzMGHgZcOvH653TYPLqjqpGTxNeDCnI77liXJ9fSyBLKdWa6HVlJzNPXnhsZ8ipRTcQSSXE8vyybbe5XrUbogTM1BABGZmINfvMu+rwCXcim0pMcK0Ve2Khs/MuuXHvisTl6LyL5MFIYAACAASURBVA1VPSsiF4Grh7mYxJQk19PLTLLNyD+yKhsfAQ4t23nI9ShK6m7m4Hvv3ElEPgp8FPhGi+O98v4jfOXd+Q399LD98weBX537F7y1SHI9vbypbA/IlWWR6313nKvqk23V89/MKO7X16yKyDPA9wI/eb++JLFPkuvpZCJXVf3WZZHrUSypV4BLB14/0m67K6r62VXZOMLXvSFfSW095kaS6+llJtneR2aS61EsqS8AT4jI4yKSAx8CPnOE4yWWgyTX08uJlO2hLSlVbUTkR4FfIzZ7/biqPjW3M0sshCTX08tJle2Repyr6meBz87pXBJLQpLr6eUkyjYVGCcSiaUmKalEIrHUJCWVSCSWmqSkEvOnXYstkZgHSUklEoml5nhXME68NThq3/yJFZZKik82UzkeTZAn05JK04nTQZJj4h44kZaUWAuwv0594kQhLt526n27QW4fbdMKRqeDOcnxZFpSiUTiLcOJsKQkywHQuoq/JyNwYnmYwf8wlV+ymE4nc/JFTTiZlpSY9if5M5YGOZm3UuI+cOfzeUTf44mwpCYWFAAimF4XgLC7u6AzSrwODfMZOe/0TyVODiIgBjFRIWmjIILk7Uyoqg4l2zT8JebDLJbUZKR93fb5jLyJOTKLHA4oqNs2OxeDJYec/ZwIS+pOnxR1vcCzSbwOEcQIGu5tX9vvAeB3dl4/sopBMoeIwPAun08cHxIj6fcURRfB5BkAYTyeylWsxaz0gTYa7z3cy31ygBOhpL4mYoCQkv5OEmJgMtqKAfW3vSdGooIyycg/NWQZGIkKL8z+sJ4MJXXnEJ1FjS1Ng4Z0My+e9sZ7I3/SATNfR+O4yVowMr1xpxZUK9/EgtEZIumqqA/TvyeIc4Qz/Wht39qGMKMZxbIqqTtDmG3yJq3ZKZP3nYv7pIyExaLcPkK+SQha38x5GkKypE4aIq83Jg6iCkHfXPZ3YfmUlAim20bvBgPEWuyZdQCaq9fjPtaCNUinRCCug5pYLOEuI8VBy0p1eiNr3dz+mYlSC4qi08EocUIwbQVIOGBRQ7Sumga7GaPwfjyOEb4ZWT4lReusu4vGnZTDkGeIMSlUfRL4GorqNibbD246hO8isaRMBp1DynQpldRB1HvCzi4Yg5QFUuTog2dRQF69DvXsmjlxf3hdTd6d25smKqR25L3NaQ5InoExaFUhkqbxS8EbGQJTC7gV1FSu+5/RoGjrhxJrgAxmfGQXo6S+ls9CYgSAzMVpnJg4PWgaxNrX51oYSZnOy8K95L+0++yHqg8kgIqZOtKxFmR2B2ti+ZjkTYkImmWI8UuupESQLEcyByHEaECrhBDBdDpIUcD5sxAU2d5Faw/eR/NfBKkrzOYOWIuuxHwbbh7rVSTuQIzBdDqE4fD1UzcxB3wVBpNnmAfPA6AvvxoHoKKIA1CnRIxByjLun/KkFs9RKgCMBWtjoMs5zNpq3L4322GO3ZISa6IiMgJVHZVVOBDFc47QzRGviDVoI/EmnvijxIAP8Z+X5WCTJbUUyIE8mInP6W5WrjH7kbs7MpCn+VGHCFMn7iN3Kqq7Wc23JXO207tJzptz4Oyhld2xKikBpCzQhy+AM9AEpG6wV2/ETNTMId2S0YUuEqD8syzW7bzzUYIx2M2dqKAyh2aOsFKid0nDTxwzqqCKWVkBDYS94W1+Kclan1RVxejOcBR9jBMfhfcooD4ggNb1oZ2sifvAXaoCgNsiumIt5uxGVGDXb6BNgwZFjEFXe6gzmN3RCciTsgbpdAidjJAZJChSW+ytHK1rJMvAWkImmOaOf4wh/gOsQSdKqnCoS0pqKRBBili+JD4gdf26cgrJ82gRT6ziLEOo0eaAY3VSt5cM5OXhXqZ8YqK1BLfnuImgmY0/nWL5lZR2CsZf9xBqhOCEpmsxtdLbHSNVHZVPmWFqxVQBQiBUNfbF1xDnUBMrqv2ZLr7jGJ3NCDYpqYVjDdLvEc6dASvIsB/leXMLrSpCVSOZwz58ES0yQmYRrxjvo3W1vRunBd0O6iwyyaO6vtjLSjANXk06HAAHpvN3PHtNa1kdVETG4Ls5vuNoHuyiFvjibKdwvErKQFNabBUQBW2nqdpOB0K3QIuojeWg4tboYBeTRUvKGkJmaIqo7BKLR0RQZ9qfEhlnyK2dOK2b1G0VGZq7OLoSkDxDNPoeyTK0U6CutaaSX2p5aJXTftvu8Lr3MK+XWZR7rNUMuWG8ZtBDGBXHq6RaMz7bjn1lgu0A4FcKMCWDBwvUCnYcsKP4GbEWzm1AnhGcuc2UHK8ZQnGcV5C4K0HRcYVUDSEv2LvUw1ZK75UrMecpz5FOieYOdQYZeyQEtFvGxFwfkLJg9/E11EH35QFSpySpZcGURTsFvz2ocVs+XND9yK4xt0X1fGGp+4btxw2+s/RlMQcyj1WRoKgRNDfxtxXU0HrY24+0eTPTea0RVECN4Evw5fFeQeJrYCT6GjuOumsImSK9Lsb7WAGfZTTdPA5CAN5ERWQUyTO0yKj7hmChLFxySS0JYmSqeEQENW0Xi6DRgNA2Oj/Nb4u/Y55jlHu9Yqn6UUH5fPZzON7onoJ48GX7ta1lVa3E0GW2EzVzKKLCmv5jCkfoZDS9DLWCeKXpGgYXFd9PI+7CMYKsrrD9zhWqvlCvCqYWiq+/SLZ9juzKLbTM2X57B58LxU6BGwa6z20hdYP2Ovj1LnsPGtRCvptjR0tfDHHqEdOmC3kfDYs8Qw50RpI25YDxOE7n+12wJg4wTYOOK3S1z7VvclRrAfFyuxvnHjn2O0EthNbvFDKJjrRWeRmvrZVkCFammlutJWSWesWiIrhBVEziQZrkk1o4YtBOQd0T6r7QlDGPr+laTKO4MkdzR9MRQgZhEH2JoVcgeeuPLBxNJ94f1YrB5kmuS4Mx+45z0073zH7PL8nzaA13clQEa00UZJsfFZyi7Q96H3xSInIJ+AXgAlGJPqmqPy0iG8AvAW8Dnge+X1U33+hYwQnDsw5bKWqg7gniof9qE6N5gGZC1TMxmplniLXU6wXjMxmb77KgsPG0Yipl7VkImeGFmS87MU+5auEYPrrG4EGh7iuhUMxYqC8LprG41ZJQWOqVOFXPdxokwPW/sAJE+fvSUK0pvhto+gaCwKfu4z/glDJXuYaAVjVmbSVO4YxBQ0B8iNaV92AtZuMM2uswfKiHBOje3AbvkZUePnf0X4LRwNJ80y797mjm5/Vepv4N8GOq+h7gO4AfEZH3AB8DPqeqTwCfa1+/KSrQlEJTCr4QfN5G+Qyo2/dLqZFYKmGjVRWcEFzcF4hRIR+tqcShmJtc1QrVqiVkE0tZCbmiVgiZ0PQy6p6L/kbANIo0gZBDyAGz/zktAvWqp1lL0b1DMr/nVSQm4oqJXUeKPBb5WzP1P8k0r01avzLTXDc1AlYIueA7yoX1HR5fn72G7U0tKVW9DFxu/94RkS8BDwMfBL673e0TwG8B/+iNjmUaJRsEdi5ZQh4VlqmF0RmLqS0S9uu+RIn/lCwj5AY1kO2108KxgoHRA3FqkZidecq16QibT0QZiQL9Bp8bfOGo1LB7sUDbmmE7ijlw4pXiVnRQ2GEgZELoBfK1MVnmYxeExMzMU65S5MhDF2AnFts1D65DUFxVQ1VNn1Xd2UGaBjdYBYkpRaKKDMfoRp+tbxnzzkev8k8e/xUecUN+ecZrmsknJSJvA74Z+LfAhfYfArHt3IWv8ZmPAh8FyDvr0fGtRD9U+9MUgrEgQaaRPRX2M4/b/bV9T9ryMPFgUn+0I3NUubq1M2gGIVOCU7JOjc8s4/UMO2ojsBNXRBDqvkOC0pRxo+8YmtIgZUVZ1DjrSdVOR+eoci2z1Wgo+BBzEwsLXqOvadJ+RQQ6HbTM96s/nAUfYlVIx2FcwErgRuiRHWJh33tWUiLSB/4l8A9UdVsOZJuqqsrXGPpU9UngSYDOxUu6+5ChvBmnamohOBifkf1pnId8W7FjopJqPNluQyiEesVEZWXj6Lv2nJ9OIRKHYx5y7Z6/pNk2jN7lcasV3/jQq+TG88LZM9zc6cFTK0gN4wcCKjA6F4VdnwkQYPBahi+VRy5ssl4OubyzSuOTYI/CPOS62ntI/UrB6PE11IKpFDsOaKeIqQmNR3sdbn7bAzSl4MaKHSvZVon0S/Ye6VKtGNwL8OzVS/zoV/5ea2q/oQH3Ou5JSYlI1l7wL6rqv2o3XxGRi6p6WUQuAlfv6RtlP5LnJ8OlaX1SbQpGtJA0amuNvg0VwdTctjKMHYX9EToxM3OTq8apnHQbut0xpW0oTMMDnThNuNLvYRohFG1wxNpoLZceghAyS3DQzSpWsxF7ZY5PC2wcmnk+r2pNzF9zkA00Pm/OQhN9UlpmNJ3oXzZNjOqGjkNl3+ccn3khv245zMpO9xLdE+CfA19S1Z868NZngB8EfrL9/atvdixTQ3lDCQ58ITHaY8CMYzSz7gIKnc1AvtXAuAIXa/SaUlj7s4DxCgohN/HvxKGYp1whOsAfubDJg71tro96eDXU3pKZwDu++WWGTcbLlzeQrYy1ZwCBG6sWFaVzVWk6QtdVvKN3je/d+CKZeH5n3hf9FmDeclWB4TlDU8aByA0M5bUCI4JfKfClww0VU4Mbx+dx51IB2rpiBMLjQ4wNZH/YJ5uxlxTcmyX1PuDvAn8iIn/Ubvtx4sV+SkQ+ArwAfP+9fKEEUMfU76SyX6co7YgcR+a4soQc2O5GAQngizjK2nFac+8IzE2uaqHpQlCh8o6xd9TeMqwdmQ082NumaHJeljjAZEPdn6YLU0ts5DN2m4Kbtk9h0gKwh2SuzysSo+oho5WZ4LtRbdT9DF9afB7dNQ3Rp9x0iHIeRHeOAsEb3BDc4D6Uxajq7/K1J1Xvn+XL1MQLMHWc0mV7SrBCvRK/wY7je76IHRKKPIcQKG9UNKUl5IamFHYfsaiBYtOkFIRDMk+50vfIN2zzyktneUU2eODiLVSFm6+ugUAniwpHg2BCnMoHK2gWIAvUq45g4blrZ3n51ho713vQGOA3j3SNb0XmKlcRQmaiQeGgWgs0fWH70RLTKMNzBl9AdSYOOqaKUa2mq0gQslsxSOae7WDGQu+yxw2XvXZvEqUz+69FdT+qN9nc1uZpkbWJY4p4jflUkyrqZEEtDc4G1npDhpudaUaxNQHTaw60s5fYlsiAn1QaGEWsxjQSgaaxhCCYXYfUydm4cCTOWpoSfNE+fwGqtegfjjJs8xzbKY9a8CvRcjCVw1SCGQtuBG6k2NF9jO7NA+OhuKUMzscaLdMAAYrNeHHjdZkqMHVQP7gGQL2aEXJhvBqjQisv+ehcrxVJy1otHCuBs50B9lKURSerOVvu8RPvjhkxn7j6Pi4P1nBFQ90z7D2UxZyqPOAyz+hizCMxXmgaB5miJsl10fjcsPOoY/B4jeQBcy0HhVvv9piR4eyfaAxwacyRy7eVekU49y03yK3nxb2LOKKFpQJ26HF7s+cMHX/tXtvlYKKMoiXFXQ1UdXEntRKb2036+bcKyg19sqiWAEEpbU0/N3g1DOqMjss5awZkEui7isI2uMzT5CH6LAD1QrAG6Xg0CGHopvlzKWq7eEIGow0Bp2AUzTQ2MOl4goG6azD1gc4lCoTom4T9SpIYzY/P8eSZnoVjVVIhi5ECFGwF0kbqJmFKWwGBaVmMqaJp6IvYgbPY9qgRxqsG0yidy3uYYXKwLprMBM7kQwZNzq1xzmvPn+VVq/xs+R/yULnFuhtgespuVXDTeXbPx2mAvZ4TisDKo9vUjUX+YBVTw/DBQMgWfVUJu1qTf8dNRs+tIwHMQzFKN97L0W7Dznd5VIWwlWOGAhhU4LUXzoILiFHUCcWtWGkwfMAhYXaVc8xN77htmmfa9bd8EX1S0aGu03YO0gQwEn0YrUaWtkF/bPuicWGGxFIwqHN2RwXulkUtPL+7wThYLpbbONN2rgC0DNGCqgALznoab7DjNnhSSbKQlwCR6G+UQCz4ZlqWB0ZZXRmgKmyOLEHb2s2JBayCNII0UUHZ8aTp5ZI7zqcpBgFspfRfa1Aj3HrcoQLdqwFbx4swlWL3KkLuGK/HAuNsoJhaKbd8jBCVDkk9zheOV+HKaIUXXngAu+VY/zMIFp5duciLZ87wnY99FYArt1aoa0tnY4i1gTJrEFHqxjIeZ/TayF95XVIlwRJQDTI2n94g5HG65zcLagPSabAu0MkajCjD1TFV7qh3S9QpDz52g8Zb9n7vHMUmdK81mEoJuRxqGn/s0T1T67TmzoxD28Quamdb6bSNC8DoYp9QmNv6mEtQTNNaWbCfZJVYGF4NW6MOZs/iBoI0ilGwu4bK5dwY9zAo40GGNgZvAyJK1cRAiA8G9TLtaiGeQzVHS8wXUZBG0L6PWeO1QVUxTnGZZ7WIPb5v2i5iW5+V3f+8L6JisqOAG3m8t4dagu7Yo3vlZkwnME2bjGmgcyOgBtwwYKqAG3qGFwq2/9M9MufRX3+Azo2w//5uFftiNweW6U4sjGGV8dIrZ+leMdgKxhvxRuxcFZrtnKfKiwBkLxWYOrZuqRR0W9AMxm8bo2NDsRUHqfGG4JNPauGoU5rzFStn4rRud6uDCJxZ22OjM+B7HniagS94aWs9Bj56Mbn6tRc3IA888Bevc3Orz4XfC2SXN9FeZ/kXYiAobhT2LaoQowVuGKKjvFGM12kT/ndsXCc3ni81D+BGcX/RfZ8VPqUgLAVekB0XfYrNgZ5fTQyG6K3Y2NrtCRLaHlLE96Z9/aW1kr1GX2US6+IxsaNFmcW0gVGRI6LkriGzHotipRWggtSC+HYNAmClGLNbFIgXqBuoG+QQNZnHa0lVSufVIZrZ9nXsndx9pdnPbtW43Y4DN0Y9AHpXPJ3XxoQ8mov1ao5pAm48TEsfLQFmLKx81cQiYw/FjUCwwuBi9C2tPm2RJibz+RzGZ0AzpVqPEd+yP6YaZ/jC4UbK2ldj587EYunkNV938Sp7dRxVNh5sLao6Z3tc8kc7j9AEizMBVWHty7Fd9PbbocmEa7s9RrtFjIg5C5PFX2fkmB3nitSh7Sel+36lEBcfNJPTabtuXt/tIaKsN/vW0yR6oCJICCm6twRIW0xq6lhomu3FvlIS4mDkhoo0k1yZtn4z7N+sIQjBC3asuGHAjsI0iptYHEaU3DTcaLr4YOjlVdxm40zn5rhHEwxeb4/Gio/+q9EoQ8cmPucTeS67kpq0EzW7I2g8UtVgDGGtF1ux7I3jfrnDjjz+99dj4WIZGJ3LMdVkOhAwlUcGo2hGJhZKcFCtwgP/riG/VeFujQidjGplBV8AbbLuJEWm2Gy7XzQxR26w0sHuWtaf3sHe2EHL/PaluhMLwavh+rDPqy+ejU7zLGC6Dd/1zmdxEvi9Vx9jPHYEHwejW3/OY8ZCftPghsIwK8m2LWZ7iO7uQbe8t4bld7CA2j2NCqrxcVlm067BB/sKJ3ftunqKZrFzp3jBVPr6Yx2i019izrTZxm7osXsVMhhhQiAb9JEQfY1ALCo2sVOnGrDbcSZgRjFHSkYNVDXkWQrvLQEhCDvjHLtjMXVMA/JB2Bx3yW3DeJTRjB3aSMyjMnEdTVsRfYyNQABpfFxItF2DcVaOd7oXAmZ3jIxaj2mrYCaOcml7KZNnVOuOH/gb/w9rbsA/u/Uf07tsyHdib+zgBPEmrpybpnsLRxoob2qMug7G6M4uMnT0X+oRMoOpYqVAtZ4zOG9Z+84rZCZw/bcv4oaQ7Qh2KGhh0V6HZqN3qPKJxHypGsvNy2usvmSwI0WtwZeGP/ZvQ7OAVAaphfJm7EYysY47V5WQw95jbVumENCqwuwN4wIOM3LMlpTuLzQYQuwX1XbfpO0fBURLyysBIaiZLipqqoCpQ+tgb/dNzbAXzqTtjowapKrRpkFVsTsjTGZjBwtnMLVDvKWwnsz6qaN9ymS8aVezTiwYFfCCqcCNwDSBZiRkWwafG4wHqcENaPu8xQFL2ho+MxTsiNjv3Ae08YeKxh97CoIMx6+PyE1KXTpldITf2qH3VccnP/NdaAYPPBcobtYUl7eh8YS1blRSk2WvEgvFDQPrX95FLl8lDEdo3YARzPOvIplD1lbRMsf1MvJdywt/dh6McmYzBkT2ujGBV2qPDMdI3U3LrC8BYhTyEEvZamX96V3UCCHrE3Kh2IppQZOmeE0phCIWJZsazjwFxU5Ad3bidG88jq2jZ+SYn3DdV1AHNarqflGQEdQHZFRTbMYVb+04lsHIuG6tsZQftUxIUMygQqs6KigN4CGMx4j3yEqYys14xYwMapW2nG+/Wr61sEXZt6oTi+XACk1mUKEmJuyCTnMXm5L9TPI2QCI+dmB1e9GKQtuZk87unpHjvBlE5BqwB1yf42HPAT1VfWCOx0zMQJLr6WRZ5HqsSgpARH5fVb91WY+XOBxJrqeTZZBrmvonEomlJimpRCKx1CxCST255MdLHI4k19PJwuV67D6pRCKRmIU03UskEktNUlKJRGKpOTYlJSIfEJGnReRZEfnYIY/xcRG5KiJ/emDbhoj8GxF5pv19Zn5nnXgzklxPL0eV7bzkeixKSkQs8LPAXwXeA3xYRN5ziEP9PPCBO7Z9DPicqj4BfK59nTgGklxPL3OS7c8zB7keSUnNoGm/HXhWVZ9T1Qr4JPDBWb9PVX8buHnH5g8Cn2j//gTwfbMeN3FoklxPL0eW7bzkemglNaOmfRh46cDrl9tt8+CCql5u/34NuDCn4ybenCTX08v9ku3Mcj2KJTWXUXSeaMynSDkVp4wk19PJvcr1KF0Q7qZp3/s19n0FuJRLoSU9Voi+slXZ+JFZv/TAZ3XyWkRuqOpZEbkIXJ31mIlD8wpw6cDrR9pt8+CKiFxU1ctJrgvhfsl2Zrne91YtIvJR4KPAN1oc75X3z/07fkM/PWz//EHgV+f+BYmvxReAJ0TkceIN/CHgB+Z07M8Q5fmTJLkugvsl25nlepTp3j1pWlV9sq16/psZxRG+7g1ZFZFngO8lXnziGFDVBvhR4NeALwGfUtWnZj2OiPwL4PPAu0XkZRH5CFGOfyXJdTHMQ7bzkuuhy2JExAFfAd5PVE5fAH7gjS5kVTb0PllSf5DaeiQSp5NDT/dUtRGRiaa1wMcPM4omEonEG3Ekn5Sqfhb47JzOJZFIJF5Hqt1LJBJLzYlUUuJcWiUmkXiLcPKUlLGYtVXM2iqY2ZfHSSQSJ4sTp6TECNLpxJ+0MGji/2/vbkLkyq4Djv/Pve+jqrpbLXVLlkYa2RlsMSCCwRBC7GwCIeB4M16ZeBFmEcgmiwS8GbLJKpBVmCyyyECMhxCSGBLi2dpDSMjGZAiDE9sknsiajCf6sqSWuqvqfd17srivW21JtjRjzevS0/lB01Wvqm69XvTh3HO/zOg9dX0mKUu657chKu7WbbTrjvqWjDEfoacukzpgWZQxz4SnLpPSriO7ugNACCGdemxLT40ZrdUPUiL3jmQXgajQ9edzR4tOxozdagcpERCH+NS106g/2c3TeC+AGWNGacWDlEsjeLJfOgspe+oD08FcqfZobs8Y89Fb3SAlgpukXRNiVR9kTQpoVUGW4U6dTJnV5SO9U2PMR2h1g9Q+ecgonvNIlqFlDu7pHaA0xjza8EFqP+j8rFpSX4vSNs2BkjyDqGjbpMcf2yJMMogD3K8x5kgdQZByqev2uO6bDyUixElGLFc/CTTG/PyG/U+XtKxFu0eMyKmCgJtOAIiLBRr6aQfeE2YF3VpGN3Wo9faMGbXVSkcOz4kCyLMHXpc8I0w97bqj2nSorTE2ZtSGDVLKvYzofvu1qj5QiffI5rF0bW+OQFpUfHyT3edzlqeExcWKfNLBXwxy98aYIzB8Z0kOfaXIvZ/7OUGnJTopkP51EUEzT7MhNJvKxuaSU5t7A924MeYoDFyTEsR7NKZsSrIcAO3aB0b7pCioz6yDQvFejtY1sa5xzrH7qUB5ZsEnTtxmljWD/gnGmGEdTU3q/sxJHBB/Yo2eeEcoHKIgRY4UBeI9ZB7NlUnR8tz0DseyavDbN8YMZ+CalKIhpGDDvfpU2rzOH0xP0KhpnpQXoge2juNnM8g83bEJfs+xrHO+vP1tPpXf5U8H/SOMMUM6okyqr0vp/qK7PkD1wUoIqSblQb2gZZHelnli6aFPxOZasFDbV8qYMRu+JnVoWsF+RnXwvOiDUYzIZEIoHTGDsFHiSk+c5FRbBXG7ZVq2vPrub+AlAn824B9hjBnSkc6T2g9K2nbgJI3iOUFjmpEeM4iZoJkjkhELR8wFXwQyH7l6d4MYLZMyZsyGr0k1TZoDlWW47S0A4s1bEOPB5E2dLyEE2pkQCqFdz/BNJJSOdioc21iwXtbc/OEJ/NKmnBszZoN391xZpgwqzw6CkhR52ieqX1js1qYwKVPtyUE3c8RCCKWjm0HmFFXBVQ5vg3vGjNqgQUqKHHnhPN2JWfrynWXaCvjUNhIiOl8geU7z4jm69TztXR5h97xHPbTr0K0p653nVpvha/CVdfeMGbPBMynNPe1GfjBXyrURWbYQAhInaJHTHstp11w/ugehTPWp9lgkzCJddLStx7WC/JRVNsaYcRg2SMWItIFqO6NZF9r1HF/DqbcXuLqj/sRxwkRYnPKEUmg2UpBCIUyV7PycWdGxWJSEec76AuvuGTNyA4/uCVpk1MeEdkNoNxRf9YXx3NGuO7qJ0M6EWEDM6bMpJZRQ+jTqF6oMqRyuAd/YQQzGjNmgQUoLz/yFDXZ+McJ6h3aCVJ7bewW+VmIuhALqbUU9SJsCFR9fkmWB5bxEa09+IyPfEya31IKUMSP3yPF7ETkvIv8kIt8Tke+KyO/317dE5Jsi8oP+94lHtaVO6CYOnQaKWUO+1sJ6R7MBzYak2lMO0YM60ro9IMsDRdGRFR1kkWwuYJW7EAAAB3xJREFUZHPIaiWrbQ9hY8bscSYZdcBXVPUi8CvA74nIReAV4E1VvQC82T//mdQL7VSQLDItWy6evcqF89dYnu9YnomEMgUn15G6ckvBL4R6mXZL+MKF7/GZT/4vs+vK8Usds2s15Y9tFwRjxuyRQUpVr6jqv/ePd4HvA+eAl4DX+7e9DnzxUW1FD82mgApddMyyhs1ySXGiIpzoCBNN3TsATZkUgDglc5FcAlEd+Z5S3G2RNiLBunvGjNkHqkmJyC8AnwG+DZxW1Sv9S1eB04/6vG4Gqs/uoTsle7dnLLYKzs7u8JVPf4srzXG+xudwdzN8laYWqINYKmdO3mGjqPnWey+yc22DF/97F39zl/bcFrG0GefGjNlj/4eLyDrw98AfqOrdw6+pqpKmXj7sc78rIm+JyFtxd87atE6FJoU7zYSdZoonspktWN9awMmabiMSpmlEL3rworj9tEpB6gBVbUesG/MMeKxMSkRyUoD6a1X9h/7yNRF5TlWviMhzwPWHfVZVXwNeA5h88pzuzScUmzUahcvvnuKyP8ml09ucWdvl1U//HR7lr258jst7W1y6dBqicHNvRjtzfPbsZb5TnkUnM1QV19hMTmPG7nFG9wT4S+D7qnp4f7k3gJf7xy8D33isbxSlLFuKsoMo0DmWTU4TPaf8nLPZLlvFnM1iiZQBvFLXOXcXE65X68zrAvo6lLTBApUxI/c4mdSvAr8N/IeIvN1f+0PgT4Cvi8jvAO8CX3pUQ95FtjfnbJYVqsKNrENEOX/sDifKBf88f5GA8MP5NrfrGT6PdFHQaxOaZsp3v7NJsQNu7ypExd3afeDwUGPMuDwySKnqv3KwF+YDfv0DfZuAE6WNnnhoR00nkTZ6Llfb1DHnZrXGXl2iKhAFX6Wf4i4Uu4p0IR3m0LYPP2nGGDMag296t2xy/u/KCegcRCBXch/xLvL24hxt62n2CugE6RyuFsrbgmvTaJ96oKrRZQXOI95G94wZs2G3akERUag90go4UCKLJidzka5zhOCgdUib9otyLUhH2u0gpscaYzrQQWPKtowxozVokCp94NTanNvdCVwjhFkEgb27U7I8cO7kDm3wvL+7jWscsyuCb0AFXKeUd5TyToBllbYcDrYkxpixGzRIBRUWbZEyoiC42qFe0Si0pXC3KonRIa3DtUI+V1yT9pNyAbJK8VXKotDY/1gmZcyYDRqklsuCH73zMVwjSAdrV9Phn+06qMtY/k8JCtMIWQVrVztcqzTHPBJhcqMh262hP69PqxruO3HGGDMuwxbOg5DtOqQD1wj5niKaToRB+g3sNBXIfaNk84DrlFgIKLi6Q5qOeHimuc06N2bUBg1SroXZ+0K2UHyrTG6FfnKDRx1kC5CoqBOyWimvz5G6wy+mAPg7S6RuDjIpY8z4DTu6p+BrJV+kzep8lU4q9lUfpKqIRFCnZJUiVYt0AWlTgVyaFtouNaaKqiLRiufGjNnA5+6Bb2B6s8PXAVcHVIT1fpmLr0IKPk6QoClrAvACQdHdPXRZpcI56VBR6+wZM26DT+aUAK6JSJMOZRARWKbX9tfhxdzjupimGKhC6DOmrkO7zupQxjxDhu3uxbTlr6sDftlCF5EYcTttekNZoJlDpzkRcMsltB2+yEGVsKzQ5t5OnOJ9WrtnJSpjRmvwmpRrFVelUTq6kI65qlOQUhGE/F6mFALadakWFWMqmFsWZcwzZdjRvU6ZXqvw12+j9b1N6zTrb2O5RPIcP83TdiyS1uXF2zvQL4U5TEOwLMqYkRv4cFDFLTu0aaFp0T5IHcwZ7wvh0nRp8bHGPjjtzy6/L4tSG9kzZuyG7e6FiL8zR9sG7bq0/g7SlivOpS6d9vtEqRLmS7Rrf3qD1vUzZvQGz6Rou5QZxXiQCanKwQRNCQFt2/Te/UxJnGVNxjyjBl4W0xF37qQ1dxrTdAIRpK89aQgQFanr9H7vEXEHe0bFpn14t88YM1qDT+ak38FA4/7pLw/WmTTENH8K0hQDZxvbGfOsEh0wKxGRG8Ac+PETbPYksKaqp55gm8aYFTFokAIQkbdU9ZdWtT1jzGqxfpQxZqVZkDLGrLSjCFKvrXh7xpgVMnhNyhhjPgjr7hljVtpgQUpEPi8i/yUi74jIKx+yja+KyHUR+c9D17ZE5Jsi8oP+94knd9fGmKM2SJASEQ/8OfCbwEXgyyJy8UM09TXg8/ddewV4U1UvAG/2z40xIzFUJvXLwDuqeklVG+BvgZc+aCOq+i/ArfsuvwS83j9+Hfjiz3OjxpjVMlSQOge8d+j5j/prT8JpVb3SP74KnH5C7RpjVsCoCueahiptuNKYERkqSL0PnD/0/Pn+2pNwTUSeA+h/X39C7RpjVsBQQerfgAsi8oKIFMBvAW88obbfAF7uH78MfOMJtWuMWQGDTeYUkS8ArwIe+Kqq/vGHaONvgF8j7XxwDfgj4B+BrwMfB94FvqSq9xfXjTFPKZtxboxZaaMqnBtjxseClDFmpVmQMsasNAtSxpiVZkHKGLPSLEgZY1aaBSljzEqzIGWMWWn/Dxp7L2quD2BYAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (169, 242, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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rqwJwBLhqTveWvF8zHM/vZMKF7mjiLolVX66tCsCzwA5J10kqA7eR3YmkGWbuaAJLuKOJW5bVX65m1pIH8NPAK8B3gd9b4jg+TXZrzwZZe/Nu4AqyowR7gSeAda1aJn+s/nL1M8Gu0C6rnWDnLpYHwBWaB8AVmgfAFZoHwBWaB8AVmgfAFZoHwBXa/wN6/gOli5MTIQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (285, 704, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (285, 704, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (641, 700, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (641, 700, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (584, 714, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (584, 714, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wPEtjvdrVu0CeXOMF4Mk1qyGAB9Z4eJ6lsS7t2vc6gMezlvAukCfX9E0Akm6W9IKkfdnCC0sJ40FJxyR9f86+lV2pxnNW1rtd+yIASQHw18DPAFcBt0u6aglB/QNw87x995KuaLIb+Eb229MHLgS79qsEuA7YZ2b7zawDfIF0JZLzwsy+Dbwxb/ctpCuZkH3eupyEes6LdW/XfgngYmDufHivZvt6wfJXqvEslXVv1wuqEny2FU0865eVtGu/BPAasGPO7+3Zvl5wNFvJhLOtaOJZEda9XfslgKeB3ZIuk1QEbiNdiaQXLHmlGs+yWf92NbO+bMDPAnuBl4DfWWIYnydd2rNL6m/eBWwibSV4EXgU2Nive/Lb+rer7wn25JoLqhLs8ZwvXgCeXOMF4Mk1XgCeXOMF4Mk1XgCeXOMF4Mk1XgCeXPP/KZOE9kdQ9PkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (510, 548, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (510, 548, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (644, 1057, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (644, 1057, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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pfDvJnUxIn+9YzoS6JVn15dqpAGwDDs96fyTt1g4XdkcT1w6rvlwvqY1gS3Zp+W6tS8zFLNdOBeAocPms99vTbu1wIr2TCee7o4m7KFZ9uXYqAHuAnZKullQA7iS5E0k7LP2OJq5dVn+5mllHHsBvA/uAnwJ/eoHD+DLJrT2bJO3Ne4ENJHsJXgOeAdZ3ap78sfrL1Y8Eu0y7pDaCnVsqD4DLNA+AyzQPgMs0D4DLNA+AyzQPgMs0D4DLtP8HcTdF1PHpe7kAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (525, 1114, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (525, 1114, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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1thgbadd+CWA/cPG85b3FuvXgcDGSCecb0cTZEDa9XfslgKeAqyTtk1QBbiMfiWQ9mBvRBFYyUo2zHmx+u5pZXybgx4AXgG8Dv77KY3yefGjPLrm/eSewg7yV4EXgUeCCfl2TT5vfrt4T7JSaLRUEO85KcQE4pcYF4JQaF4BTalwATqlxATilxgXglBoXgFNq/h9zLRFzkr+N4AAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (880, 1258, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (880, 1258, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (972, 1259, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (972, 1259, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ZM3vOzLrAZylHIlkWZvYAMLkoee1GqnGWYtPbdVACOA/Yv2D9xSqtH/R/pBrnTNn0dj2rGsFWdml5t9ZZxlradVACeAm4YMH6+VVaPzhUjWTC6UY0cdaETW/XQQngEWCPpEskNYCbKUci6QfzI5rASkaqcVbD5rermQ1kAm4EngKeBf54hce4BzgI9CjjzduA7ZS9BE8D9wMTgzonnza/Xf1OsFNrzqpGsOMsFxeAU2tcAE6tcQE4tcYF4NQaF4BTa1wATq1xATi15v8BZS39epQNPfYAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (739, 1581, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (739, 1581, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (541, 508, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (541, 508, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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owMNz1samtGvP6wCOM0i4C+QUmp4JQNIdkp6XdChfeGEtYTws6bikHy051t2VapwLYrPbtScCkBQCfwP8EnA9cJek69cQ1D8Cdyw7dh/ZiibXAN/M950ecDHYtVclwM3AITN72czawBfIViK5IMzsO5y9KOqdZCuZkG/fv56IOhfEprdrrwSwD3h1yf6R/Fg3WNtKNU432PR2vagqwZY1aXmz1kXGRtq1VwI4Cly6ZP+S/Fg3GM9XMuF8K5o4G8Kmt2uvBPAUcI2kKySVgQNkK5F0g4UVTeACVqpxusLmt6uZ9eQD/DLwAvAS8IdrDOPzZEt7dsj8zXuAHWStBC8CjwOjvbon/2x+u3pPsFNoLqpKsONcKC4Ap9C4AJxC4wJwCo0LwCk0LgCn0LgAnELjAnAKzf8Dzs2EdT+iBXMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (1384, 1655, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (1384, 1655, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (785, 549, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (785, 549, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "reflectance\n",
            "Shape masked image: (466, 505, 322)\n",
            "Shape histogram (32, 11, 7)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "temperature\n",
            "Shape masked image: (466, 505, 92)\n",
            "Shape histogram (32, 11, 2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FslHRX5StI14",
        "outputId": "6c94ceec-ae38-4289-9b2e-22c7a84fcd47"
      },
      "source": [
        "print(histograms_combined[0].shape)"
      ],
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(32, 11, 9)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BPJKCEoBGJoO"
      },
      "source": [
        "#### Link with yield values - [data source](https://senegal.opendataforafrica.org/idtepgd/agriculture-r%C3%A9sultats-des-campagnes-agricoles#) "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 376
        },
        "id": "aPhLZkojGWhI",
        "outputId": "f1d40e11-889e-4458-84ed-6c4ab923f996"
      },
      "source": [
        "# Import file Senegal_yields_regions.csv (in examples repo)\n",
        "yield_values = pd.read_csv('/content/Senegal_yields_regions.csv')\n",
        "yield_values = yield_values[yield_values['Yield'] != 0]\n",
        "yield_values.head(10) "
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "NumExpr defaulting to 2 threads.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Region</th>\n",
              "      <th>Year</th>\n",
              "      <th>Crop</th>\n",
              "      <th>Area planted (ha)</th>\n",
              "      <th>Production</th>\n",
              "      <th>Yield</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2019</td>\n",
              "      <td>Peanut</td>\n",
              "      <td>372.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>0.1650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2019</td>\n",
              "      <td>Maize</td>\n",
              "      <td>524.0</td>\n",
              "      <td>105.0</td>\n",
              "      <td>0.2200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2018</td>\n",
              "      <td>Cowpea</td>\n",
              "      <td>154.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>0.4400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2019</td>\n",
              "      <td>Cowpea</td>\n",
              "      <td>169.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>0.4400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2017</td>\n",
              "      <td>Cowpea</td>\n",
              "      <td>944.0</td>\n",
              "      <td>15580.0</td>\n",
              "      <td>0.4950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2018</td>\n",
              "      <td>Millet</td>\n",
              "      <td>9.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.4950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2016</td>\n",
              "      <td>Cowpea</td>\n",
              "      <td>858.0</td>\n",
              "      <td>397.0</td>\n",
              "      <td>0.5093</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2017</td>\n",
              "      <td>Sorghum</td>\n",
              "      <td>385.0</td>\n",
              "      <td>193.0</td>\n",
              "      <td>0.5500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2016</td>\n",
              "      <td>Sorghum</td>\n",
              "      <td>350.0</td>\n",
              "      <td>180.0</td>\n",
              "      <td>0.5665</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>DAKAR</td>\n",
              "      <td>2018</td>\n",
              "      <td>Sorghum</td>\n",
              "      <td>300.0</td>\n",
              "      <td>170.0</td>\n",
              "      <td>0.6215</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Region  Year     Crop  Area planted (ha)  Production   Yield\n",
              "9   DAKAR  2019   Peanut              372.0        56.0  0.1650\n",
              "10  DAKAR  2019    Maize              524.0       105.0  0.2200\n",
              "11  DAKAR  2018   Cowpea              154.0        61.0  0.4400\n",
              "12  DAKAR  2019   Cowpea              169.0        68.0  0.4400\n",
              "13  DAKAR  2017   Cowpea              944.0     15580.0  0.4950\n",
              "14  DAKAR  2018   Millet                9.0         4.0  0.4950\n",
              "15  DAKAR  2016   Cowpea              858.0       397.0  0.5093\n",
              "16  DAKAR  2017  Sorghum              385.0       193.0  0.5500\n",
              "17  DAKAR  2016  Sorghum              350.0       180.0  0.5665\n",
              "18  DAKAR  2018  Sorghum              300.0       170.0  0.6215"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "o7F8li85G6d_",
        "outputId": "67fae02c-19d6-4846-e711-ab13e9a99d3b"
      },
      "source": [
        "yield_values_crop_type = yield_values[yield_values['Crop'] == crop_type]\n",
        "year = int(np.unique(np.array(years_images))[0])\n",
        "# in this example we only have one year (2016) \n",
        "yield_values_crop_type_year = yield_values_crop_type[yield_values_crop_type['Year'] == year]\n",
        "yield_values_crop_type_year.head(5)"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Region</th>\n",
              "      <th>Year</th>\n",
              "      <th>Crop</th>\n",
              "      <th>Area planted (ha)</th>\n",
              "      <th>Production</th>\n",
              "      <th>Yield</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>FATICK</td>\n",
              "      <td>2016</td>\n",
              "      <td>Rice</td>\n",
              "      <td>5684.0</td>\n",
              "      <td>15982.0</td>\n",
              "      <td>3.0932</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>KAFFRINE</td>\n",
              "      <td>2016</td>\n",
              "      <td>Rice</td>\n",
              "      <td>607.0</td>\n",
              "      <td>478.0</td>\n",
              "      <td>0.8657</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>KAOLACK</td>\n",
              "      <td>2016</td>\n",
              "      <td>Rice</td>\n",
              "      <td>1900.0</td>\n",
              "      <td>5525.0</td>\n",
              "      <td>3.1988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>KEDOUGOU</td>\n",
              "      <td>2016</td>\n",
              "      <td>Rice</td>\n",
              "      <td>7500.0</td>\n",
              "      <td>18750.0</td>\n",
              "      <td>2.7500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>264</th>\n",
              "      <td>KOLDA</td>\n",
              "      <td>2016</td>\n",
              "      <td>Rice</td>\n",
              "      <td>58036.0</td>\n",
              "      <td>162964.0</td>\n",
              "      <td>3.0888</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Region  Year  Crop  Area planted (ha)  Production   Yield\n",
              "105    FATICK  2016  Rice             5684.0     15982.0  3.0932\n",
              "126  KAFFRINE  2016  Rice              607.0       478.0  0.8657\n",
              "183   KAOLACK  2016  Rice             1900.0      5525.0  3.1988\n",
              "220  KEDOUGOU  2016  Rice             7500.0     18750.0  2.7500\n",
              "264     KOLDA  2016  Rice            58036.0    162964.0  3.0888"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "diFmR20pgYns"
      },
      "source": [
        "# for year in np.unique(np.array(yield_values_crop_type.Year.to_list())):\n",
        "#   df_real_yields_year = yield_values_crop_type[yield_values_crop_type[\"Year\"] == year]\n",
        "#   df_real_yields_year_corn = df_real_yields_year[df_real_yields_year[\"Crop\"] == \"Rice\"]\n",
        "#   df_real_yields_year_corn.plot.bar(x='Region', y=\"Yield\", figsize=(10,8), title=\"Rice per department {}\".format(year))"
      ],
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Kdj6fcrsl1Ft"
      },
      "source": [
        "Create list yield values corresponding to year and region"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r6k3MVmqqNbb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d230e5e0-2cde-4936-a985-255677863179"
      },
      "source": [
        "yield_values_linked_hists = []\n",
        "histograms_indexes_to_delete = []\n",
        "# Link histograms to yield values \n",
        "for i in range(len(region_names)):\n",
        "  if region_names[i].upper() in yield_values_crop_type_year.Region.to_list():\n",
        "    id = yield_values_crop_type_year.loc[yield_values_crop_type_year.isin([region_names[i].upper()]).any(axis=1)].index.tolist()[0]\n",
        "    yield_region = yield_values_crop_type_year.Yield.loc[id]\n",
        "    yield_values_linked_hists.append([yield_region])\n",
        "    print(\"Region {}'s yield is {} T/ha\".format(region_names[i], yield_region))\n",
        "  else:\n",
        "    # remove histograms that has no associated yield values \n",
        "    histograms_indexes_to_delete.append(i)\n",
        "\n",
        "yield_values_linked_hists = np.array(yield_values_linked_hists)\n",
        "histograms_combined = np.delete(histograms_combined, histograms_indexes_to_delete, axis=0)\n",
        "assert histograms_combined.shape[0] == yield_values_linked_hists.shape[0]"
      ],
      "execution_count": 117,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Region fatick's yield is 3.0932 T/ha\n",
            "Region kaffrine's yield is 0.8657 T/ha\n",
            "Region kaolack's yield is 3.1988 T/ha\n",
            "Region kedougou's yield is 2.75 T/ha\n",
            "Region kolda's yield is 3.0888 T/ha\n",
            "Region louga's yield is 1.1 T/ha\n",
            "Region matam's yield is 7.7 T/ha\n",
            "Region saint-louis's yield is 7.6923 T/ha\n",
            "Region sedhiou's yield is 3.1812 T/ha\n",
            "Region tambacounda's yield is 3.7818 T/ha\n",
            "Region ziguinchor's yield is 2.3155 T/ha\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z5mJaoHyzoyr"
      },
      "source": [
        "#### Send dataset to Activeloop"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "53peoKDQ1-ei",
        "outputId": "066bf5c4-75c6-4650-c4d0-2bfd16c7f0f7"
      },
      "source": [
        "!hub login"
      ],
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Please log in using Activeloop credentials. You can register at https://app.activeloop.ai \n",
            "Username: margauxmforsythe\n",
            "Password: \n",
            "Login Successful.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G1RslOCnv2Dt",
        "outputId": "6a39c09d-c6c1-4d35-e648-3759600268f9"
      },
      "source": [
        "tag = \"margauxmforsythe/Senegal_regions_histograms_yields_{}\".format(year)\n",
        "# Create dataset\n",
        "ds = Dataset(\n",
        "    tag,\n",
        "    shape=(histograms_combined.shape[0],),\n",
        "    schema={\n",
        "        \"histograms\": schema.Tensor(histograms_combined[0].shape, dtype=\"float\"),\n",
        "        \"yields\": schema.Tensor(shape=(1,), dtype=\"float\"),\n",
        "    },\n",
        "    mode=\"w+\",\n",
        ")\n",
        "\n",
        "# Upload Data\n",
        "ds[\"histograms\"][:] = histograms_combined\n",
        "ds[\"yields\"][:] = yield_values_linked_hists\n",
        "ds.flush()\n",
        "\n",
        "# Load the data\n",
        "print(\"Load data...\")\n",
        "ds = Dataset(tag)\n",
        "print(len(ds[\"histograms\"][0].compute()))\n",
        "print(\"Done!\")"
      ],
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Load data...\n",
            "32\n",
            "Done!\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}